|
|
--- |
|
|
dataset_info: |
|
|
features: |
|
|
- name: problem |
|
|
dtype: string |
|
|
- name: level |
|
|
dtype: string |
|
|
- name: type |
|
|
dtype: string |
|
|
- name: solution |
|
|
dtype: string |
|
|
- name: solution_variants |
|
|
list: string |
|
|
splits: |
|
|
- name: train |
|
|
num_bytes: 6120153 |
|
|
num_examples: 7500 |
|
|
download_size: 3239633 |
|
|
dataset_size: 6120153 |
|
|
configs: |
|
|
- config_name: default |
|
|
data_files: |
|
|
- split: train |
|
|
path: data/train-* |
|
|
language: |
|
|
- en |
|
|
tags: |
|
|
- math |
|
|
- reinforcement-learning |
|
|
--- |
|
|
|
|
|
|
|
|
# MATH with Solution Variants |
|
|
|
|
|
## Dataset Summary |
|
|
This dataset is a processed version of [EleutherAI/hendrycks_math](https://huggingface.co/datasets/EleutherAI/hendrycks_math), which is derived from the original [MATH dataset](https://github.com/hendrycks/math) by Hendrycks et al. |
|
|
|
|
|
The key addition in this version is the **`solution_variants`** column. This column contains semantically equivalent variations of the ground truth answer (e.g., "0.5" vs "1/2"), generated to serve as a robust reward signal for Reinforcement Learning (RL) training. |
|
|
|
|
|
## Dataset Structure |
|
|
|
|
|
Each example contains: |
|
|
- **`problem`**: The original mathematics problem statement. |
|
|
- **`solution`**: The original step-by-step solution. |
|
|
- **`solution_variants`** (New): A list of valid, equivalent short answers extracted and verified with math_verify. |
|
|
|
|
|
### Sample |
|
|
```json |
|
|
{ |
|
|
"problem": "What is 1/4 + 1/4?", |
|
|
"solution": "... \\boxed{1/2}", |
|
|
"solution_variants": ["1/2", "0.5"] |
|
|
} |
|
|
``` |
|
|
|
|
|
# Citation & Attribution |
|
|
|
|
|
If you use this dataset, please cite the original MATH paper: |
|
|
|
|
|
```json |
|
|
@article{hendrycksmath2021, |
|
|
title={Measuring Mathematical Problem Solving With the MATH Dataset}, |
|
|
author={Dan Hendrycks and Collin Burns and Saurav Kadavath and Akul Arora and Steven Basart and Eric Tang and Dawn Song and Jacob Steinhardt}, |
|
|
journal={NeurIPS}, |
|
|
year={2021} |
|
|
} |
|
|
``` |