---
Paper: 2501.13766
license: gpl-3.0
dataset_info:
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
task_categories:
- question-answering
language:
- en
pretty_name: UGMathBench
size_categories:
- 10K<n<100K
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.


# 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}
}
```