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[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
[ { "role": "system", "content": "\nYou are a helpful restaurant chatbot assistant. Your role is to assist customers with restaurant-related inquiries only.\n\n## Your Capabilities\n- Answer questions about menu items, prices, ingredients, and allergens\n- Help with table reservations (collect: name, phone, d...
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Polyglot-Restaurant-Reasoning-Dataset 🍽️🌐🤖

Dataset Summary

The Polyglot-Restaurant-Reasoning-Dataset is a specialized instruction-tuning dataset engineered to train large language models (LLMs) to function as intelligent, context-aware, and reasoning-capable restaurant chatbot assistants.

This dataset specifically focuses on empowering low-resource and regional languages (Pashto, Farsi/Dari, Urdu, Balochi, and Sindhi), alongside bridging support for English and Japanese.

Unlike standard conversational corpora, this dataset embeds explicit internal reasoning traces (chain-of-thought) across these linguistic landscapes, teaching models how to dynamically process table bookings, complex dietary constraints, and regional hospitality nuances before generating the final customer-facing response.


Repository Structure & Files

The dataset is organized into separate JSON Lines (.jsonl) files by language under the data/ directory:

  • data/pashto_responses_1.jsonl (Pashto - ps)
  • data/farsi_responses_1.jsonl (Farsi/Dari - fa)
  • data/urdu_responses_1.jsonl (Urdu - ur)
  • data/balochi_responses_1.jsonl (Balochi - bal)
  • data/sindhi_responses_1.jsonl (Sindhi - snd)
  • data/english_responses_1.jsonl (English - en)
  • data/japanese_responses_1.jsonl (Japanese - ja)

Dataset Schema

Data Fields

  • id: Unique string identifier for the interaction.
  • language: The ISO language code (e.g., ps, fa, ur, bal, snd, en, ja).
  • prompt: The incoming customer query or instruction regarding reservations, menu inquiries, or dietary needs.
  • reasoning_trace: The hidden step-by-step logic used by the model to deduce constraints, verify policies, and plan the response.
  • response: The final polished, hospitable response delivered to the customer in the target language.

Data Sample Example (Pashto - ps)

{
  "id": "rest_reason_ps_001",
  "language": "ps",
  "prompt": "سلام، ایا د جمعې په ورځ ماښام په ۷ بجو د ۶ کسانو لپاره میز شته؟ زموږ سره یو ملګری دی چې د ځمکنیو مرچو (peanuts) کلکه الرجی لري.",
  "reasoning_trace": "1. Analyze user request: Party of 6, Friday at 7 PM, severe peanut allergy.\n2. Check constraints: Group reservation requires confirmation. Allergy is critical for kitchen safety.\n3. Formulate plan: Welcome the customer, confirm table availability, assure them that the kitchen will take strict precautions regarding the peanut allergy.",
  "response": "سلام! موږ به ډیر خوښ شو چې د جمعې په ورځ ماښام په ۷ بجو ستاسو ۶ کسانو کوربتوب وکړو. ستاسو د ملګري د الرجی په اړه اندیښنه مه کوئ؛ زموږ پخلنځی کلک احتیاط کوي او موږ به پخلنځي ته لارښوونه وکړو چې د کراس کانټیمینشن مخنیوی وکړي. ایا غواړئ چې زه دا ریزرویشن تایید کړم؟"
}

Supported Tasks & Use Cases

  • Supervised Fine-Tuning (SFT): Fine-tuning open-source models for domain-specific, localized conversational agents.
  • Low-Resource Chain-of-Thought (CoT): Advancing multi-step logic and reasoning capabilities in under-resourced language models.
  • Multilingual Assistant Deployment: Building culturally nuanced and hospitable virtual assistants across South/Central Asian and international markets.

Licensing Information

This dataset is released under the MIT License.


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