|
|
--- |
|
|
license: cc-by-nc-sa-4.0 |
|
|
task_categories: |
|
|
- text-classification |
|
|
- multiple-choice |
|
|
- question-answering |
|
|
language: |
|
|
- zh |
|
|
pretty_name: C-Eval |
|
|
size_categories: |
|
|
- 10K<n<100K |
|
|
configs: |
|
|
- config_name: accountant |
|
|
data_files: |
|
|
- split: test |
|
|
path: accountant/test-* |
|
|
- split: val |
|
|
path: accountant/val-* |
|
|
- split: dev |
|
|
path: accountant/dev-* |
|
|
- config_name: advanced_mathematics |
|
|
data_files: |
|
|
- split: test |
|
|
path: advanced_mathematics/test-* |
|
|
- split: val |
|
|
path: advanced_mathematics/val-* |
|
|
- split: dev |
|
|
path: advanced_mathematics/dev-* |
|
|
- config_name: art_studies |
|
|
data_files: |
|
|
- split: test |
|
|
path: art_studies/test-* |
|
|
- split: val |
|
|
path: art_studies/val-* |
|
|
- split: dev |
|
|
path: art_studies/dev-* |
|
|
- config_name: basic_medicine |
|
|
data_files: |
|
|
- split: test |
|
|
path: basic_medicine/test-* |
|
|
- split: val |
|
|
path: basic_medicine/val-* |
|
|
- split: dev |
|
|
path: basic_medicine/dev-* |
|
|
- config_name: business_administration |
|
|
data_files: |
|
|
- split: test |
|
|
path: business_administration/test-* |
|
|
- split: val |
|
|
path: business_administration/val-* |
|
|
- split: dev |
|
|
path: business_administration/dev-* |
|
|
- config_name: chinese_language_and_literature |
|
|
data_files: |
|
|
- split: test |
|
|
path: chinese_language_and_literature/test-* |
|
|
- split: val |
|
|
path: chinese_language_and_literature/val-* |
|
|
- split: dev |
|
|
path: chinese_language_and_literature/dev-* |
|
|
- config_name: civil_servant |
|
|
data_files: |
|
|
- split: test |
|
|
path: civil_servant/test-* |
|
|
- split: val |
|
|
path: civil_servant/val-* |
|
|
- split: dev |
|
|
path: civil_servant/dev-* |
|
|
- config_name: clinical_medicine |
|
|
data_files: |
|
|
- split: test |
|
|
path: clinical_medicine/test-* |
|
|
- split: val |
|
|
path: clinical_medicine/val-* |
|
|
- split: dev |
|
|
path: clinical_medicine/dev-* |
|
|
- config_name: college_chemistry |
|
|
data_files: |
|
|
- split: test |
|
|
path: college_chemistry/test-* |
|
|
- split: val |
|
|
path: college_chemistry/val-* |
|
|
- split: dev |
|
|
path: college_chemistry/dev-* |
|
|
- config_name: college_economics |
|
|
data_files: |
|
|
- split: test |
|
|
path: college_economics/test-* |
|
|
- split: val |
|
|
path: college_economics/val-* |
|
|
- split: dev |
|
|
path: college_economics/dev-* |
|
|
- config_name: college_physics |
|
|
data_files: |
|
|
- split: test |
|
|
path: college_physics/test-* |
|
|
- split: val |
|
|
path: college_physics/val-* |
|
|
- split: dev |
|
|
path: college_physics/dev-* |
|
|
- config_name: college_programming |
|
|
data_files: |
|
|
- split: test |
|
|
path: college_programming/test-* |
|
|
- split: val |
|
|
path: college_programming/val-* |
|
|
- split: dev |
|
|
path: college_programming/dev-* |
|
|
- config_name: computer_architecture |
|
|
data_files: |
|
|
- split: test |
|
|
path: computer_architecture/test-* |
|
|
- split: val |
|
|
path: computer_architecture/val-* |
|
|
- split: dev |
|
|
path: computer_architecture/dev-* |
|
|
- config_name: computer_network |
|
|
data_files: |
|
|
- split: test |
|
|
path: computer_network/test-* |
|
|
- split: val |
|
|
path: computer_network/val-* |
|
|
- split: dev |
|
|
path: computer_network/dev-* |
|
|
- config_name: discrete_mathematics |
|
|
data_files: |
|
|
- split: test |
|
|
path: discrete_mathematics/test-* |
|
|
- split: val |
|
|
path: discrete_mathematics/val-* |
|
|
- split: dev |
|
|
path: discrete_mathematics/dev-* |
|
|
- config_name: education_science |
|
|
data_files: |
|
|
- split: test |
|
|
path: education_science/test-* |
|
|
- split: val |
|
|
path: education_science/val-* |
|
|
- split: dev |
|
|
path: education_science/dev-* |
|
|
- config_name: electrical_engineer |
|
|
data_files: |
|
|
- split: test |
|
|
path: electrical_engineer/test-* |
|
|
- split: val |
|
|
path: electrical_engineer/val-* |
|
|
- split: dev |
|
|
path: electrical_engineer/dev-* |
|
|
dataset_info: |
|
|
- config_name: accountant |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 176917 |
|
|
num_examples: 443 |
|
|
- name: val |
|
|
num_bytes: 19549 |
|
|
num_examples: 49 |
|
|
- name: dev |
|
|
num_bytes: 3414 |
|
|
num_examples: 5 |
|
|
download_size: 151233 |
|
|
dataset_size: 199880 |
|
|
- config_name: advanced_mathematics |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 50031 |
|
|
num_examples: 173 |
|
|
- name: val |
|
|
num_bytes: 5331 |
|
|
num_examples: 19 |
|
|
- name: dev |
|
|
num_bytes: 7012 |
|
|
num_examples: 5 |
|
|
download_size: 50962 |
|
|
dataset_size: 62374 |
|
|
- config_name: art_studies |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 41227 |
|
|
num_examples: 298 |
|
|
- name: val |
|
|
num_bytes: 4581 |
|
|
num_examples: 33 |
|
|
- name: dev |
|
|
num_bytes: 1439 |
|
|
num_examples: 5 |
|
|
download_size: 46524 |
|
|
dataset_size: 47247 |
|
|
- config_name: basic_medicine |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 28820 |
|
|
num_examples: 175 |
|
|
- name: val |
|
|
num_bytes: 2627 |
|
|
num_examples: 19 |
|
|
- name: dev |
|
|
num_bytes: 1825 |
|
|
num_examples: 5 |
|
|
download_size: 37360 |
|
|
dataset_size: 33272 |
|
|
- config_name: business_administration |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 78387 |
|
|
num_examples: 301 |
|
|
- name: val |
|
|
num_bytes: 9225 |
|
|
num_examples: 33 |
|
|
- name: dev |
|
|
num_bytes: 3155 |
|
|
num_examples: 5 |
|
|
download_size: 75885 |
|
|
dataset_size: 90767 |
|
|
- config_name: chinese_language_and_literature |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 32328 |
|
|
num_examples: 209 |
|
|
- name: val |
|
|
num_bytes: 3446 |
|
|
num_examples: 23 |
|
|
- name: dev |
|
|
num_bytes: 1892 |
|
|
num_examples: 5 |
|
|
download_size: 42310 |
|
|
dataset_size: 37666 |
|
|
- config_name: civil_servant |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 181504 |
|
|
num_examples: 429 |
|
|
- name: val |
|
|
num_bytes: 21273 |
|
|
num_examples: 47 |
|
|
- name: dev |
|
|
num_bytes: 4576 |
|
|
num_examples: 5 |
|
|
download_size: 179936 |
|
|
dataset_size: 207353 |
|
|
- config_name: clinical_medicine |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 42161 |
|
|
num_examples: 200 |
|
|
- name: val |
|
|
num_bytes: 4167 |
|
|
num_examples: 22 |
|
|
- name: dev |
|
|
num_bytes: 1951 |
|
|
num_examples: 5 |
|
|
download_size: 48689 |
|
|
dataset_size: 48279 |
|
|
- config_name: college_chemistry |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 45798 |
|
|
num_examples: 224 |
|
|
- name: val |
|
|
num_bytes: 4443 |
|
|
num_examples: 24 |
|
|
- name: dev |
|
|
num_bytes: 3611 |
|
|
num_examples: 5 |
|
|
download_size: 53519 |
|
|
dataset_size: 53852 |
|
|
- config_name: college_economics |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 119734 |
|
|
num_examples: 497 |
|
|
- name: val |
|
|
num_bytes: 14461 |
|
|
num_examples: 55 |
|
|
- name: dev |
|
|
num_bytes: 3673 |
|
|
num_examples: 5 |
|
|
download_size: 106080 |
|
|
dataset_size: 137868 |
|
|
- config_name: college_physics |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 55731 |
|
|
num_examples: 176 |
|
|
- name: val |
|
|
num_bytes: 6145 |
|
|
num_examples: 19 |
|
|
- name: dev |
|
|
num_bytes: 3824 |
|
|
num_examples: 5 |
|
|
download_size: 62877 |
|
|
dataset_size: 65700 |
|
|
- config_name: college_programming |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 83541 |
|
|
num_examples: 342 |
|
|
- name: val |
|
|
num_bytes: 9543 |
|
|
num_examples: 37 |
|
|
- name: dev |
|
|
num_bytes: 2882 |
|
|
num_examples: 5 |
|
|
download_size: 82850 |
|
|
dataset_size: 95966 |
|
|
- config_name: computer_architecture |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 40613 |
|
|
num_examples: 193 |
|
|
- name: val |
|
|
num_bytes: 4149 |
|
|
num_examples: 21 |
|
|
- name: dev |
|
|
num_bytes: 2793 |
|
|
num_examples: 5 |
|
|
download_size: 48021 |
|
|
dataset_size: 47555 |
|
|
- config_name: computer_network |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 35408 |
|
|
num_examples: 171 |
|
|
- name: val |
|
|
num_bytes: 3799 |
|
|
num_examples: 19 |
|
|
- name: dev |
|
|
num_bytes: 2361 |
|
|
num_examples: 5 |
|
|
download_size: 43940 |
|
|
dataset_size: 41568 |
|
|
- config_name: discrete_mathematics |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 36045 |
|
|
num_examples: 153 |
|
|
- name: val |
|
|
num_bytes: 3424 |
|
|
num_examples: 16 |
|
|
- name: dev |
|
|
num_bytes: 2002 |
|
|
num_examples: 5 |
|
|
download_size: 42941 |
|
|
dataset_size: 41471 |
|
|
- config_name: education_science |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 55753 |
|
|
num_examples: 270 |
|
|
- name: val |
|
|
num_bytes: 5519 |
|
|
num_examples: 29 |
|
|
- name: dev |
|
|
num_bytes: 3093 |
|
|
num_examples: 5 |
|
|
download_size: 60878 |
|
|
dataset_size: 64365 |
|
|
- config_name: electrical_engineer |
|
|
features: |
|
|
- name: id |
|
|
dtype: int32 |
|
|
- name: question |
|
|
dtype: string |
|
|
- name: A |
|
|
dtype: string |
|
|
- name: B |
|
|
dtype: string |
|
|
- name: C |
|
|
dtype: string |
|
|
- name: D |
|
|
dtype: string |
|
|
- name: answer |
|
|
dtype: string |
|
|
- name: explanation |
|
|
dtype: string |
|
|
splits: |
|
|
- name: test |
|
|
num_bytes: 73727 |
|
|
num_examples: 339 |
|
|
- name: val |
|
|
num_bytes: 8315 |
|
|
num_examples: 37 |
|
|
- name: dev |
|
|
num_bytes: 2180 |
|
|
num_examples: 5 |
|
|
download_size: 75493 |
|
|
dataset_size: 84222 |
|
|
--- |
|
|
|
|
|
C-Eval is a comprehensive Chinese evaluation suite for foundation models. It consists of 13948 multi-choice questions spanning 52 diverse disciplines and four difficulty levels. Please visit our [website](https://cevalbenchmark.com/) and [GitHub](https://github.com/SJTU-LIT/ceval/tree/main) or check our [paper](https://arxiv.org/abs/2305.08322) for more details. |
|
|
|
|
|
Each subject consists of three splits: dev, val, and test. The dev set per subject consists of five exemplars with explanations for few-shot evaluation. The val set is intended to be used for hyperparameter tuning. And the test set is for model evaluation. Labels on the test split are not released, users are required to submit their results to automatically obtain test accuracy. [How to submit?](https://github.com/SJTU-LIT/ceval/tree/main#how-to-submit) |
|
|
|
|
|
### Load the data |
|
|
```python |
|
|
from datasets import load_dataset |
|
|
dataset=load_dataset(r"ceval/ceval-exam",name="computer_network") |
|
|
|
|
|
print(dataset['val'][0]) |
|
|
# {'id': 0, 'question': '使用位填充方法，以01111110为位首flag，数据为011011111111111111110010，求问传送时要添加几个0____', 'A': '1', 'B': '2', 'C': '3', 'D': '4', 'answer': 'C', 'explanation': ''} |
|
|
``` |
|
|
More details on loading and using the data are at our [github page](https://github.com/SJTU-LIT/ceval#data). |
|
|
|
|
|
Please cite our paper if you use our dataset. |
|
|
``` |
|
|
@article{huang2023ceval, |
|
|
title={C-Eval: A Multi-Level Multi-Discipline Chinese Evaluation Suite for Foundation Models}, |
|
|
author={Huang, Yuzhen and Bai, Yuzhuo and Zhu, Zhihao and Zhang, Junlei and Zhang, Jinghan and Su, Tangjun and Liu, Junteng and Lv, Chuancheng and Zhang, Yikai and Lei, Jiayi and Fu, Yao and Sun, Maosong and He, Junxian}, |
|
|
journal={arXiv preprint arXiv:2305.08322}, |
|
|
year={2023} |
|
|
} |
|
|
``` |
|
|
|
|
|
|
|
|
|
