| | --- |
| | 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} |
| | } |
| | ``` |