metadata

license: mit
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/stackmathqa400k/all.jsonl
  - config_name: preprocessed-1q1a
    data_files: preprocessed/stackexchange-math--1q1a/*.jsonl
  - config_name: preprocessed-qalist
    data_files: preprocessed/stackexchange-math/*.jsonl

StackMathQA

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 data science.

Preprocessed Data

In the ./preprocessed/stackexchange-math directory and ./preprocessed/stackexchange-math--1q1a directory, you will find the data structured in two formats:

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
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

Selected Data

The dataset has been carefully curated using importance sampling. We offer selected subsets of the dataset (./preprocessed/stackexchange-math--1q1a) with different sizes to cater to varied needs:

StackMathQA1600K

Location: ./data/stackmathqa1600k
Contents:
- all.jsonl: Containing 1.6 million entries.
- meta.json: Metadata and additional information.

StackMathQA800K

Location: ./data/stackmathqa800k
Contents:
- all.jsonl: Containing 800k entries.
- meta.json: Metadata and additional information.

Similar structures are available for StackMathQA400K, StackMathQA200K, and StackMathQA100K subsets.

Citation

We appreciate your use of StackMathQA in your work. If you find this repository helpful, please consider citing it and star this repo. Feel free to contact [email protected] or open an issue if you have any questions.

@misc{stackmathqa2024,
      title={StackMathQA: A Curated Collection of 2 Million High-Quality Mathematical Questions and Answers Sourced from Stack Exchange}, 
      author={Zhang, Yifan},
      year={2024},
}