README.md

---
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-*
- config_name: environmental_impact_assessment_engineer
  data_files:
  - split: test
    path: environmental_impact_assessment_engineer/test-*
  - split: val
    path: environmental_impact_assessment_engineer/val-*
  - split: dev
    path: environmental_impact_assessment_engineer/dev-*
- config_name: fire_engineer
  data_files:
  - split: test
    path: fire_engineer/test-*
  - split: val
    path: fire_engineer/val-*
  - split: dev
    path: fire_engineer/dev-*
- config_name: high_school_biology
  data_files:
  - split: test
    path: high_school_biology/test-*
  - split: val
    path: high_school_biology/val-*
  - split: dev
    path: high_school_biology/dev-*
- config_name: high_school_chemistry
  data_files:
  - split: test
    path: high_school_chemistry/test-*
  - split: val
    path: high_school_chemistry/val-*
  - split: dev
    path: high_school_chemistry/dev-*
- config_name: high_school_chinese
  data_files:
  - split: test
    path: high_school_chinese/test-*
  - split: val
    path: high_school_chinese/val-*
  - split: dev
    path: high_school_chinese/dev-*
- config_name: high_school_geography
  data_files:
  - split: test
    path: high_school_geography/test-*
  - split: val
    path: high_school_geography/val-*
  - split: dev
    path: high_school_geography/dev-*
- config_name: high_school_history
  data_files:
  - split: test
    path: high_school_history/test-*
  - split: val
    path: high_school_history/val-*
  - split: dev
    path: high_school_history/dev-*
- config_name: high_school_mathematics
  data_files:
  - split: test
    path: high_school_mathematics/test-*
  - split: val
    path: high_school_mathematics/val-*
  - split: dev
    path: high_school_mathematics/dev-*
- config_name: high_school_physics
  data_files:
  - split: test
    path: high_school_physics/test-*
  - split: val
    path: high_school_physics/val-*
  - split: dev
    path: high_school_physics/dev-*
- config_name: high_school_politics
  data_files:
  - split: test
    path: high_school_politics/test-*
  - split: val
    path: high_school_politics/val-*
  - split: dev
    path: high_school_politics/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
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    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
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    num_examples: 173
  - name: val
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    num_examples: 19
  - name: dev
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    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
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    num_examples: 298
  - name: val
    num_bytes: 4581
    num_examples: 33
  - name: dev
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    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
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    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
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    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
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    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
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    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
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  - name: explanation
    dtype: string
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    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
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    num_examples: 224
  - name: val
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    num_examples: 24
  - name: dev
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    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
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    num_examples: 497
  - name: val
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    num_examples: 55
  - name: dev
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  download_size: 106080
  dataset_size: 137868
- config_name: college_physics
  features:
  - name: id
    dtype: int32
  - name: question
    dtype: string
  - name: A
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  - name: B
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    num_examples: 176
  - name: val
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    num_examples: 19
  - name: dev
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    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
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  - name: answer
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  splits:
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    num_examples: 342
  - name: val
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    num_examples: 37
  - name: dev
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  download_size: 82850
  dataset_size: 95966
- config_name: computer_architecture
  features:
  - name: id
    dtype: int32
  - name: question
    dtype: string
  - name: A
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  - name: B
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  - name: val
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    num_examples: 21
  - name: dev
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  download_size: 48021
  dataset_size: 47555
- config_name: computer_network
  features:
  - name: id
    dtype: int32
  - name: question
    dtype: string
  - name: A
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  - name: B
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  - name: val
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  - name: dev
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  download_size: 43940
  dataset_size: 41568
- config_name: discrete_mathematics
  features:
  - name: id
    dtype: int32
  - name: question
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  - name: A
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  - name: dev
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  download_size: 42941
  dataset_size: 41471
- config_name: education_science
  features:
  - name: id
    dtype: int32
  - name: question
    dtype: string
  - name: A
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  - name: dev
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  download_size: 60878
  dataset_size: 64365
- config_name: electrical_engineer
  features:
  - name: id
    dtype: int32
  - name: question
    dtype: string
  - name: A
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  - name: B
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  - name: val
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  download_size: 75493
  dataset_size: 84222
- config_name: environmental_impact_assessment_engineer
  features:
  - name: id
    dtype: int32
  - name: question
    dtype: string
  - name: A
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  - name: B
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  - name: val
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    num_examples: 31
  - name: dev
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  download_size: 73938
  dataset_size: 96361
- config_name: fire_engineer
  features:
  - name: id
    dtype: int32
  - name: question
    dtype: string
  - name: A
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  - name: val
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  - name: dev
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  download_size: 80027
  dataset_size: 95818
- config_name: high_school_biology
  features:
  - name: id
    dtype: int32
  - name: question
    dtype: string
  - name: A
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  - name: B
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  - name: val
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  - name: dev
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  download_size: 60521
  dataset_size: 63511
- config_name: high_school_chemistry
  features:
  - name: id
    dtype: int32
  - name: question
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  - name: A
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- config_name: high_school_chinese
  features:
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  - name: question
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- config_name: high_school_geography
  features:
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  - name: question
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  dataset_size: 47316
- config_name: high_school_history
  features:
  - name: id
    dtype: int32
  - name: question
    dtype: string
  - name: A
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- config_name: high_school_mathematics
  features:
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  - name: question
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  - name: A
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- config_name: high_school_physics
  features:
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  - name: question
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  - name: A
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- config_name: high_school_politics
  features:
  - name: id
    dtype: int32
  - name: question
    dtype: string
  - name: A
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    dtype: string
  - name: D
    dtype: string
  - name: answer
    dtype: string
  - name: explanation
    dtype: string
  splits:
  - name: test
    num_bytes: 83356
    num_examples: 176
  - name: val
    num_bytes: 8909
    num_examples: 19
  - name: dev
    num_bytes: 4730
    num_examples: 5
  download_size: 90214
  dataset_size: 96995
---

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}
}
```