|
--- |
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language: |
|
- en |
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license: gpl-3.0 |
|
size_categories: |
|
- 10K<n<100K |
|
task_categories: |
|
- question-answering |
|
pretty_name: UGMathBench |
|
Paper: 2501.13766 |
|
configs: |
|
- config_name: Abstract_algebra |
|
data_files: |
|
- split: test |
|
path: data/Abstract_algebra.json |
|
- config_name: Arithmetic |
|
data_files: |
|
- split: test |
|
path: data/Arithmetic.json |
|
- config_name: Calculus_-_single_variable |
|
data_files: |
|
- split: test |
|
path: data/Calculus_-_single_variable.json |
|
- config_name: Complex_analysis |
|
data_files: |
|
- split: test |
|
path: data/Complex_analysis.json |
|
- config_name: Financial_mathematics |
|
data_files: |
|
- split: test |
|
path: data/Financial_mathematics.json |
|
- config_name: Linear_algebra |
|
data_files: |
|
- split: test |
|
path: data/Linear_algebra.json |
|
- config_name: Probability |
|
data_files: |
|
- split: test |
|
path: data/Probability.json |
|
- config_name: Statistics |
|
data_files: |
|
- split: test |
|
path: data/Statistics.json |
|
- config_name: Algebra |
|
data_files: |
|
- split: test |
|
path: data/Algebra.json |
|
- config_name: Calculus_-_multivariable |
|
data_files: |
|
- split: test |
|
path: data/Calculus_-_multivariable.json |
|
- config_name: Combinatorics |
|
data_files: |
|
- split: test |
|
path: data/Combinatorics.json |
|
- config_name: Differential_equations |
|
data_files: |
|
- split: test |
|
path: data/Differential_equations.json |
|
- config_name: Geometry |
|
data_files: |
|
- split: test |
|
path: data/Geometry.json |
|
- config_name: Number_theory |
|
data_files: |
|
- split: test |
|
path: data/Number_theory.json |
|
- config_name: Set_theory_and_logic |
|
data_files: |
|
- split: test |
|
path: data/Set_theory_and_logic.json |
|
- config_name: Trigonometry |
|
data_files: |
|
- split: test |
|
path: data/Trigonometry.json |
|
tags: |
|
- text |
|
- math |
|
- LLMs |
|
--- |
|
|
|
# UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models |
|
|
|
**UGMathBench** is a diverse and dynamic benchmark specifically designed for evaluating undergraduate-level mathematical reasoning with LLMs. |
|
UGMathBench comprises 5,062 problems across 16 subjects and 111 topics, featuring 10 distinct answer types. |
|
Each problem includes three randomized versions. |
|
|
|
Paper: https://huggingface.co/papers/2501.13766 |
|
GitHub page: https://github.com/YangLabHKUST/UGMathBench.git |
|
|
|
# An Example to load the data |
|
|
|
```python |
|
from datasets import load_dataset |
|
dataset=load_dataset("UGMathBench/ugmathbench", "Trigonometry", split="test") |
|
|
|
print(dataset[0]) |
|
``` |
|
|
|
More details on loading and using the data are on our [GitHub page](https://github.com/YangLabHKUST/UGMathBench.git). |
|
|
|
|
|
If you do find our code helpful or use our benchmark dataset, please cite our paper. |
|
|
|
``` |
|
@article{xu2025ugmathbench, |
|
title={UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models}, |
|
author={Xu, Xin and Zhang, Jiaxin and Chen, Tianhao and Chao, Zitong and Hu, Jishan and Yang, Can}, |
|
journal={arXiv preprint arXiv:2501.13766}, |
|
year={2025} |
|
} |
|
``` |