| --- |
| language: |
| - en |
| 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} |
| } |
| ``` |
