| --- |
| Paper: 2502.00334 |
| license: cc-by-nc-sa-4.0 |
| dataset_info: |
| configs: |
| - config_name: AtomicPhysics |
| data_files: |
| - split: en |
| path: AtomicPhysics/en.jsonl |
| - split: zh |
| path: AtomicPhysics/zh.jsonl |
| - config_name: ClassicalElectromagnetism |
| data_files: |
| - split: en |
| path: ClassicalElectromagnetism/en.jsonl |
| - split: zh |
| path: ClassicalElectromagnetism/zh.jsonl |
| - config_name: ClassicalMechanics |
| data_files: |
| - split: en |
| path: ClassicalMechanics/en.jsonl |
| - split: zh |
| path: ClassicalMechanics/zh.jsonl |
| - config_name: Electrodynamics |
| data_files: |
| - split: en |
| path: Electrodynamics/en.jsonl |
| - split: zh |
| path: Electrodynamics/zh.jsonl |
| - config_name: GeometricalOptics |
| data_files: |
| - split: en |
| path: GeometricalOptics/en.jsonl |
| - split: zh |
| path: GeometricalOptics/zh.jsonl |
| - config_name: QuantumMechanics |
| data_files: |
| - split: en |
| path: QuantumMechanics/en.jsonl |
| - split: zh |
| path: QuantumMechanics/zh.jsonl |
| - config_name: Relativity |
| data_files: |
| - split: en |
| path: Relativity/en.jsonl |
| - split: zh |
| path: Relativity/zh.jsonl |
| - config_name: SemiconductorPhysics |
| data_files: |
| - split: en |
| path: SemiconductorPhysics/en.jsonl |
| - split: zh |
| path: SemiconductorPhysics/zh.jsonl |
| - config_name: Solid-StatePhysics |
| data_files: |
| - split: en |
| path: Solid-StatePhysics/en.jsonl |
| - split: zh |
| path: Solid-StatePhysics/zh.jsonl |
| - config_name: StatisticalMechanics |
| data_files: |
| - split: en |
| path: StatisticalMechanics/en.jsonl |
| - split: zh |
| path: StatisticalMechanics/zh.jsonl |
| - config_name: TheoreticalMechanics |
| data_files: |
| - split: en |
| path: TheoreticalMechanics/en.jsonl |
| - split: zh |
| path: TheoreticalMechanics/zh.jsonl |
| - config_name: Thermodynamics |
| data_files: |
| - split: en |
| path: Thermodynamics/en.jsonl |
| - split: zh |
| path: Thermodynamics/zh.jsonl |
| - config_name: WaveOptics |
| data_files: |
| - split: en |
| path: WaveOptics/en.jsonl |
| - split: zh |
| path: WaveOptics/zh.jsonl |
| task_categories: |
| - question-answering |
| language: |
| - en |
| - zh |
| pretty_name: UGPhysics |
| size_categories: |
| - 10K<n<100K |
| tags: |
| - text |
| - physics |
| --- |
| |
|
|
| # UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models |
|
|
| **UGPhysics** is a large-scale and comprehensive benchmark tailored for evaluating the physics problem-solving abilities of LLMs across multiple **U**nder**G**raduate-level **Physics** (UGPhysics) disciplines, comprising 5,520 distinct problems |
| in three main domains, 13 core subjects, and 59 key topic. |
|
|
|
|
|
|
| # An Example to load the data |
|
|
| ```python |
| from datasets import load_dataset |
| dataset=load_dataset("UGPhysics/ugphysics", "AtomicPhysics", split="en") |
| |
| print(dataset[0]) |
| ``` |
|
|
| More details on loading and using the data are on our [GitHub page](https://github.com/YangLabHKUST/UGPhysics.git). |
|
|
|
|
| If you do find our code helpful or use our benchmark dataset, please cite our paper. |
|
|
| ``` |
| @article{xu2025ugphysics, |
| title={UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models}, |
| author={Xu, Xin and Xu, Qiyun and Xiao, Tong and Chen, Tianhao and Yan, Yuchen and Zhang, Jiaxin and Diao, Shizhe and Yang, Can and Wang, Yang}, |
| journal={arXiv preprint arXiv:2502.00334}, |
| year={2025} |
| } |
| ``` |
