|
--- |
|
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: |
|
|
|
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 |
|
|
|
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 |
|
|
|
## 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. |
|
|
|
```bibtex |
|
@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}, |
|
} |
|
``` |
|
|
