6.7M+ Multi-Domain Reasoning Q&A Dataset
Natural Language Processing
Tags and Keywords
£371,300
About
6.7M+ Multi-Domain Reasoning Q&A Dataset
Description
The 6.7M+ Multi-Domain Reasoning Q&A Dataset is a comprehensive collection of over 6.7 million high-quality question-answer pairs with detailed explanations, designed to support the development of advanced Artificial Intelligence (AI), Large Language Models (LLMs), Natural Language Processing (NLP), and educational technologies.
The dataset covers a broad spectrum of domains, including STEM (Science, Technology, Engineering, and Mathematics), Non-STEM subjects, Finance, General Knowledge, Aptitude, Logical Reasoning, Competitive Examination preparation, and Advanced Placement (AP) education. It is intended for organizations, researchers, and AI developers seeking high-quality multilingual instructional and reasoning data for model training, fine-tuning, benchmarking, and evaluation.
Available in both PDF and JSON formats, the dataset preserves the original educational content while providing structured machine-readable data for seamless integration into AI workflows.
Note: The listed price applies to the specified initial batch of 1 million question-answer pairs. Pricing for larger batches or the complete dataset library varies depending on the number of question-answer pairs, domain coverage, language, metadata availability, annotation requirements, question complexity, answer quality, licensing terms, and customization needs. Final pricing will be determined based on the specific dataset requirements.
Data Product Features
The dataset contains structured question-answer pairs with supporting explanations and educational metadata.
| Feature | Description |
|---|---|
| Question | The original question text. |
| Answer | Correct answer corresponding to the question. |
| Explanation | Detailed explanation or solution supporting the answer. |
| Language | English or Hindi. |
| Subject | Subject area (Mathematics, Physics, Chemistry, Biology, Finance, History, etc.). |
| Domain | STEM, Non-STEM, Finance, General Knowledge, Aptitude, Reasoning, and more. |
| Question Type | Multiple Choice, Descriptive, Numerical, etc. (where applicable). |
| Options | Available answer choices for objective questions. |
Distribution
Supported Formats
- JSON
Data Volume
- Total Questions: 6.7M+ Question-Answer pairs
- Languages: English, Hindi
- Domains: Multi-Domain
- Subjects: STEM, Non-STEM, Finance, General Knowledge, Reasoning, Advanced Placement
- File Formats: JSON, PDF
- Dataset Size: The dataset size may vary depending on the number of question-answer pairs, text length, file formats, metadata availability, annotations, and dataset version.
Usage
This data product is ideal for a variety of AI and educational applications.
- Large Language Model Training: Pre-training and supervised fine-tuning of LLMs.
- Question Answering Systems: Develop intelligent QA and knowledge retrieval systems.
- Retrieval-Augmented Generation (RAG): Build knowledge bases for retrieval and grounded responses.
- Educational AI: Power adaptive learning platforms, tutoring systems, and assessment tools.
- Reasoning Models: Train models for logical, mathematical, and analytical reasoning.
- Instruction Tuning: Improve instruction-following capabilities of foundation models.
- Benchmarking: Evaluate language models on multilingual question-answering tasks.
- Conversational AI: Develop intelligent educational and customer support assistants.
- Machine Learning Research: Support NLP, multilingual learning, and educational AI research.
Coverage
Geographic Coverage
Global
Time Range
Multi-year educational content collection
License
CC BY 4.0 (Creative Commons Attribution 4.0 International)
AI Training Rights
InfoBay.AI ensures that all datasets are sourced, curated, and managed with proper ownership verification, licensing documentation, and data provenance records. We hold the necessary rights to license and sublicense the datasets we provide through formal agreements with our data vendors, which grant us the required permissions for commercial licensing and AI training use cases. To ensure transparency and compliance, we maintain relevant documentation and have previously shared redacted agreements for selected datasets as evidence of our data rights and licensing authority.
Data Dictionary
| Column Name | Data Type | Description | Possible Values / Notes |
|---|---|---|---|
| answer | String | Correct answer | Text |
| explanation | String | Detailed explanation or solution | Text |
| language | String | Language of the question | English, Hindi |
| subject | String | Subject classification | Mathematics, Physics, Biology, Finance, History, etc. |
| domain | String | High-level content domain | STEM, Non-STEM, Finance, General Knowledge, Reasoning |
| topic | String | Topic or chapter | Varies by subject |
| question_type | String | Type of question | MCQ, Descriptive, Numerical, etc. |
| options | Array/String | Multiple-choice options | Available for objective questions |
Additional Notes
- The dataset includes over 6.7 million multilingual question-answer pairs with detailed explanations.
- Content spans STEM, Non-STEM, Finance, General Knowledge, Reasoning, and Advanced Placement domains.
- Available in both PDF (original source documents) and JSON (structured machine-readable format).
- Suitable for LLM pre-training, supervised fine-tuning, instruction tuning, Retrieval-Augmented Generation (RAG), educational AI, multilingual NLP, benchmarking, and reasoning model development.
Considerations
This dataset is provided for research and educational purposes only. It contains only sample data.
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£371,300
Download Dataset in QA Format
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