| | --- |
| | license: cc-by-4.0 |
| | task_categories: |
| | - text-generation |
| | - question-answering |
| | language: |
| | - en |
| | pretty_name: StackMathQA |
| | size_categories: |
| | - 1B<n<10B |
| | configs: |
| | - config_name: stackmathqa1600k |
| | data_files: data/stackmathqa1600k/all.jsonl |
| | default: true |
| | - config_name: stackmathqa800k |
| | data_files: data/stackmathqa800k/all.jsonl |
| | - config_name: stackmathqa400k |
| | data_files: data/stackmathqa400k/all.jsonl |
| | - config_name: stackmathqa200k |
| | data_files: data/stackmathqa200k/all.jsonl |
| | - config_name: stackmathqa100k |
| | data_files: data/stackmathqa100k/all.jsonl |
| | - config_name: stackmathqafull-1q1a |
| | data_files: preprocessed/stackexchange-math--1q1a/*.jsonl |
| | - config_name: stackmathqafull-qalist |
| | data_files: preprocessed/stackexchange-math/*.jsonl |
| | tags: |
| | - mathematical-reasoning |
| | - reasoning |
| | - finetuning |
| | - pretraining |
| | - llm |
| | --- |
| | |
| | <div align="center"> |
| |
|
| | # StackMathQA |
| |
|
| | StackMathQA: A Curated Collection of 2 Million Mathematical Questions and Answers Sourced from Stack Exchange |
| |
|
| | [](https://stackmathqa.github.io/StackMathQA.pdf) |
| | [](https://stackmathqa.github.io) |
| | [](https://huggingface.co/datasets/math-ai/StackMathQA) |
| |
|
| | </div> |
| |
|
| | StackMathQA is a meticulously curated collection of **2 million** mathematical questions and answers, sourced from various Stack Exchange sites. This repository is designed to serve as a comprehensive resource for researchers, educators, and enthusiasts in the field of mathematics and AI research. |
| |
|
| | ## Configs |
| |
|
| | ```YAML |
| | configs: |
| | - config_name: stackmathqa1600k |
| | data_files: data/stackmathqa1600k/all.jsonl |
| | default: true |
| | - config_name: stackmathqa800k |
| | data_files: data/stackmathqa800k/all.jsonl |
| | - config_name: stackmathqa400k |
| | data_files: data/stackmathqa400k/all.jsonl |
| | - config_name: stackmathqa200k |
| | data_files: data/stackmathqa200k/all.jsonl |
| | - config_name: stackmathqa100k |
| | data_files: data/stackmathqa100k/all.jsonl |
| | - config_name: stackmathqafull-1q1a |
| | data_files: preprocessed/stackexchange-math--1q1a/*.jsonl |
| | - config_name: stackmathqafull-qalist |
| | data_files: preprocessed/stackexchange-math/*.jsonl |
| | ``` |
| |
|
| | How to load data: |
| |
|
| | ```python |
| | from datasets import load_dataset |
| | |
| | ds = load_dataset("math-ai/StackMathQA", "stackmathqa1600k") # or any valid config_name |
| | ``` |
| |
|
| | ## Preprocessed Data |
| | In the `./preprocessed/stackexchange-math` directory and `./preprocessed/stackexchange-math--1q1a` directory, you will find the data structured in two formats: |
| |
|
| | 1. **Question and List of Answers Format**: |
| | Each entry is structured as {"Q": "question", "A_List": ["answer1", "answer2", ...]}. |
| | - `math.stackexchange.com.jsonl`: 827,439 lines |
| | - `mathoverflow.net.jsonl`: 90,645 lines |
| | - `stats.stackexchange.com.jsonl`: 103,024 lines |
| | - `physics.stackexchange.com.jsonl`: 117,318 lines |
| | - In total: **1,138,426** questions |
| | |
| | ```YAML |
| | dataset_info: |
| | features: |
| | - name: Q |
| | dtype: string |
| | description: "The mathematical question in LaTeX encoded format." |
| | - name: A_list |
| | dtype: sequence |
| | description: "The list of answers to the mathematical question, also in LaTeX encoded." |
| | - name: meta |
| | dtype: dict |
| | description: "A collection of metadata for each question and its corresponding answer list." |
| | ``` |
| | |
| | 2. **Question and Single Answer Format**: |
| | Each line contains a question and one corresponding answer, structured as {"Q": "question", "A": "answer"}. Multiple answers for the same question are separated into different lines. |
| | - `math.stackexchange.com.jsonl`: 1,407,739 lines |
| | - `mathoverflow.net.jsonl`: 166,592 lines |
| | - `stats.stackexchange.com.jsonl`: 156,143 lines |
| | - `physics.stackexchange.com.jsonl`: 226,532 lines |
| | - In total: **1,957,006** answers |
| | |
| | ```YAML |
| | dataset_info: |
| | features: |
| | - name: Q |
| | dtype: string |
| | description: "The mathematical question in LaTeX encoded format." |
| | - name: A |
| | dtype: string |
| | description: "The answer to the mathematical question, also in LaTeX encoded." |
| | - name: meta |
| | dtype: dict |
| | description: "A collection of metadata for each question-answer pair." |
| | ``` |
| | |
| | ## Selected Data |
| | The dataset has been carefully curated using importance resampling. We offer selected subsets of the dataset (`./preprocessed/stackexchange-math--1q1a`) with different sizes to cater to varied needs: |
| |
|
| | ```YAML |
| | dataset_info: |
| | features: |
| | - name: Q |
| | dtype: string |
| | description: "The mathematical question in LaTeX encoded format." |
| | - name: A |
| | dtype: string |
| | description: "The answer to the mathematical question, also in LaTeX encoded." |
| | - name: meta |
| | dtype: dict |
| | description: "A collection of metadata for each question-answer pair." |
| | ``` |
| |
|
| | ### StackMathQA1600K |
| | - Location: `./data/stackmathqa1600k` |
| | - Contents: |
| | - `all.jsonl`: Containing 1.6 million entries. |
| | - `meta.json`: Metadata and additional information. |
| |
|
| | ```bash |
| | Source: Stack Exchange (Math), Count: 1244887 |
| | Source: MathOverflow, Count: 110041 |
| | Source: Stack Exchange (Stats), Count: 99878 |
| | Source: Stack Exchange (Physics), Count: 145194 |
| | ``` |
| |
|
| | Similar structures are available for StackMathQA800K, StackMathQA400K, StackMathQA200K, and StackMathQA100K subsets. |
| |
|
| | ### StackMathQA800K |
| | - Location: `./data/stackmathqa800k` |
| | - Contents: |
| | - `all.jsonl`: Containing 800k entries. |
| | - `meta.json`: Metadata and additional information. |
| | |
| | ```bash |
| | Source: Stack Exchange (Math), Count: 738850 |
| | Source: MathOverflow, Count: 24276 |
| | Source: Stack Exchange (Stats), Count: 15046 |
| | Source: Stack Exchange (Physics), Count: 21828 |
| | ``` |
| |
|
| | ### StackMathQA400K |
| |
|
| | - Location: `./data/stackmathqa400k` |
| | - Contents: |
| | - `all.jsonl`: Containing 400k entries. |
| | - `meta.json`: Metadata and additional information. |
| | |
| | ```bash |
| | Source: Stack Exchange (Math), Count: 392940 |
| | Source: MathOverflow, Count: 3963 |
| | Source: Stack Exchange (Stats), Count: 1637 |
| | Source: Stack Exchange (Physics), Count: 1460 |
| | ``` |
| | |
| | ### StackMathQA200K |
| |
|
| | - Location: `./data/stackmathqa200k` |
| | - Contents: |
| | - `all.jsonl`: Containing 200k entries. |
| | - `meta.json`: Metadata and additional information. |
| |
|
| | ```bash |
| | Source: Stack Exchange (Math), Count: 197792 |
| | Source: MathOverflow, Count: 1367 |
| | Source: Stack Exchange (Stats), Count: 423 |
| | Source: Stack Exchange (Physics), Count: 418 |
| | ``` |
| |
|
| | ### StackMathQA100K |
| |
|
| | - Location: `./data/stackmathqa100k` |
| | - Contents: |
| | - `all.jsonl`: Containing 100k entries. |
| | - `meta.json`: Metadata and additional information. |
| |
|
| | ```bash |
| | Source: Stack Exchange (Math), Count: 99013 |
| | Source: MathOverflow, Count: 626 |
| | Source: Stack Exchange (Stats), Count: 182 |
| | Source: Stack Exchange (Physics), Count: 179 |
| | ``` |
| |
|
| | ## Citation |
| |
|
| | If you use StackMathQA in your research, please cite our technical report. We appreciate your support! |
| |
|
| | ```bibtex |
| | @techreport{zhang2024stackmathqa, |
| | title={{StackMathQA: A Curated Collection of 2 Million Mathematical Questions and Answers Sourced from Stack Exchange}}, |
| | author={Zhang, Yifan}, |
| | year={2024}, |
| | institution={Math-AI}, |
| | howpublished={\url{https://stackmathqa.github.io/StackMathQA.pdf}}, |
| | } |
| | ``` |
| |
|
