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Collections including paper arxiv:2401.06855

🔍 Interpretability & Analysis of LMs

Outstanding research in LM interpretability and evaluation, summarized

Latent Reasoning in LLMs as a Vocabulary-Space Superposition

Paper • 2510.15522 • Published Oct 17 • 3
Language Models are Injective and Hence Invertible

Paper • 2510.15511 • Published Oct 17 • 69
Eliciting Secret Knowledge from Language Models

Paper • 2510.01070 • Published Oct 1 • 5
Interpreting Language Models Through Concept Descriptions: A Survey

Paper • 2510.01048 • Published Oct 1 • 2

LLM Hallucination Detection Papers

Collection of LLM hallucination and evaluation papers that I've been exploring and implementing. Some of them have my comments and annotated doodles.

Looking for a Needle in a Haystack: A Comprehensive Study of Hallucinations in Neural Machine Translation

Paper • 2208.05309 • Published Aug 10, 2022 • 1
LLM-Eval: Unified Multi-Dimensional Automatic Evaluation for Open-Domain Conversations with Large Language Models

Paper • 2305.13711 • Published May 23, 2023 • 2
Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation

Paper • 2302.09664 • Published Feb 19, 2023 • 4
BARTScore: Evaluating Generated Text as Text Generation

Paper • 2106.11520 • Published Jun 22, 2021 • 2

Hallucination Detection

vectara/hallucination_evaluation_model

Text Classification • 0.1B • Updated Oct 20 • 166k • 337
notrichardren/HaluEval

Viewer • Updated Sep 11, 2023 • 35k • 220
TRUE: Re-evaluating Factual Consistency Evaluation

Paper • 2204.04991 • Published Apr 11, 2022 • 1
Fine-grained Hallucination Detection and Editing for Language Models

Paper • 2401.06855 • Published Jan 12, 2024 • 4

Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 14
Distinguishing Ignorance from Error in LLM Hallucinations

Paper • 2410.22071 • Published Oct 29, 2024
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

Paper • 2410.18860 • Published Oct 24, 2024 • 11
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

Paper • 2410.11779 • Published Oct 15, 2024 • 26

LLM Hallucination

Fine-grained Hallucination Detection and Editing for Language Models

Paper • 2401.06855 • Published Jan 12, 2024 • 4

🔍 Interpretability & Analysis of LMs

Outstanding research in LM interpretability and evaluation, summarized

Latent Reasoning in LLMs as a Vocabulary-Space Superposition

Paper • 2510.15522 • Published Oct 17 • 3
Language Models are Injective and Hence Invertible

Paper • 2510.15511 • Published Oct 17 • 69
Eliciting Secret Knowledge from Language Models

Paper • 2510.01070 • Published Oct 1 • 5
Interpreting Language Models Through Concept Descriptions: A Survey

Paper • 2510.01048 • Published Oct 1 • 2

Do I Know This Entity? Knowledge Awareness and Hallucinations in Language Models

Paper • 2411.14257 • Published Nov 21, 2024 • 14
Distinguishing Ignorance from Error in LLM Hallucinations

Paper • 2410.22071 • Published Oct 29, 2024
DeCoRe: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

Paper • 2410.18860 • Published Oct 24, 2024 • 11
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation

Paper • 2410.11779 • Published Oct 15, 2024 • 26

LLM Hallucination Detection Papers

Collection of LLM hallucination and evaluation papers that I've been exploring and implementing. Some of them have my comments and annotated doodles.

Looking for a Needle in a Haystack: A Comprehensive Study of Hallucinations in Neural Machine Translation

Paper • 2208.05309 • Published Aug 10, 2022 • 1
LLM-Eval: Unified Multi-Dimensional Automatic Evaluation for Open-Domain Conversations with Large Language Models

Paper • 2305.13711 • Published May 23, 2023 • 2
Semantic Uncertainty: Linguistic Invariances for Uncertainty Estimation in Natural Language Generation

Paper • 2302.09664 • Published Feb 19, 2023 • 4
BARTScore: Evaluating Generated Text as Text Generation

Paper • 2106.11520 • Published Jun 22, 2021 • 2

LLM Hallucination

Fine-grained Hallucination Detection and Editing for Language Models

Paper • 2401.06855 • Published Jan 12, 2024 • 4

Hallucination Detection

vectara/hallucination_evaluation_model

Text Classification • 0.1B • Updated Oct 20 • 166k • 337
notrichardren/HaluEval

Viewer • Updated Sep 11, 2023 • 35k • 220
TRUE: Re-evaluating Factual Consistency Evaluation

Paper • 2204.04991 • Published Apr 11, 2022 • 1
Fine-grained Hallucination Detection and Editing for Language Models

Paper • 2401.06855 • Published Jan 12, 2024 • 4

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