Datasets:
metadata
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-*
- config_name: ideological_and_moral_cultivation
data_files:
- split: test
path: ideological_and_moral_cultivation/test-*
- split: val
path: ideological_and_moral_cultivation/val-*
- split: dev
path: ideological_and_moral_cultivation/dev-*
- config_name: law
data_files:
- split: test
path: law/test-*
- split: val
path: law/val-*
- split: dev
path: law/dev-*
- config_name: legal_professional
data_files:
- split: test
path: legal_professional/test-*
- split: val
path: legal_professional/val-*
- split: dev
path: legal_professional/dev-*
- config_name: logic
data_files:
- split: test
path: logic/test-*
- split: val
path: logic/val-*
- split: dev
path: logic/dev-*
- config_name: mao_zedong_thought
data_files:
- split: test
path: mao_zedong_thought/test-*
- split: val
path: mao_zedong_thought/val-*
- split: dev
path: mao_zedong_thought/dev-*
- config_name: marxism
data_files:
- split: test
path: marxism/test-*
- split: val
path: marxism/val-*
- split: dev
path: marxism/dev-*
- config_name: metrology_engineer
data_files:
- split: test
path: metrology_engineer/test-*
- split: val
path: metrology_engineer/val-*
- split: dev
path: metrology_engineer/dev-*
- config_name: middle_school_biology
data_files:
- split: test
path: middle_school_biology/test-*
- split: val
path: middle_school_biology/val-*
- split: dev
path: middle_school_biology/dev-*
- config_name: middle_school_chemistry
data_files:
- split: test
path: middle_school_chemistry/test-*
- split: val
path: middle_school_chemistry/val-*
- split: dev
path: middle_school_chemistry/dev-*
- config_name: middle_school_geography
data_files:
- split: test
path: middle_school_geography/test-*
- split: val
path: middle_school_geography/val-*
- split: dev
path: middle_school_geography/dev-*
- config_name: middle_school_history
data_files:
- split: test
path: middle_school_history/test-*
- split: val
path: middle_school_history/val-*
- split: dev
path: middle_school_history/dev-*
- config_name: middle_school_mathematics
data_files:
- split: test
path: middle_school_mathematics/test-*
- split: val
path: middle_school_mathematics/val-*
- split: dev
path: middle_school_mathematics/dev-*
- config_name: middle_school_physics
data_files:
- split: test
path: middle_school_physics/test-*
- split: val
path: middle_school_physics/val-*
- split: dev
path: middle_school_physics/dev-*
- config_name: middle_school_politics
data_files:
- split: test
path: middle_school_politics/test-*
- split: val
path: middle_school_politics/val-*
- split: dev
path: middle_school_politics/dev-*
- config_name: modern_chinese_history
data_files:
- split: test
path: modern_chinese_history/test-*
- split: val
path: modern_chinese_history/val-*
- split: dev
path: modern_chinese_history/dev-*
- config_name: operating_system
data_files:
- split: test
path: operating_system/test-*
- split: val
path: operating_system/val-*
- split: dev
path: operating_system/dev-*
- config_name: physician
data_files:
- split: test
path: physician/test-*
- split: val
path: physician/val-*
- split: dev
path: physician/dev-*
- config_name: plant_protection
data_files:
- split: test
path: plant_protection/test-*
- split: val
path: plant_protection/val-*
- split: dev
path: plant_protection/dev-*
- config_name: probability_and_statistics
data_files:
- split: test
path: probability_and_statistics/test-*
- split: val
path: probability_and_statistics/val-*
- split: dev
path: probability_and_statistics/dev-*
- config_name: professional_tour_guide
data_files:
- split: test
path: professional_tour_guide/test-*
- split: val
path: professional_tour_guide/val-*
- split: dev
path: professional_tour_guide/dev-*
- config_name: sports_science
data_files:
- split: test
path: sports_science/test-*
- split: val
path: sports_science/val-*
- split: dev
path: sports_science/dev-*
- config_name: tax_accountant
data_files:
- split: test
path: tax_accountant/test-*
- split: val
path: tax_accountant/val-*
- split: dev
path: tax_accountant/dev-*
- config_name: teacher_qualification
data_files:
- split: test
path: teacher_qualification/test-*
- split: val
path: teacher_qualification/val-*
- split: dev
path: teacher_qualification/dev-*
- config_name: urban_and_rural_planner
data_files:
- split: test
path: urban_and_rural_planner/test-*
- split: val
path: urban_and_rural_planner/val-*
- split: dev
path: urban_and_rural_planner/dev-*
- config_name: veterinary_medicine
data_files:
- split: test
path: veterinary_medicine/test-*
- split: val
path: veterinary_medicine/val-*
- split: dev
path: veterinary_medicine/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
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- name: val
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- name: dev
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num_examples: 5
download_size: 151233
dataset_size: 199880
- config_name: advanced_mathematics
features:
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- name: question
dtype: string
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dataset_size: 62374
- config_name: art_studies
features:
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- name: question
dtype: string
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dataset_size: 47247
- config_name: basic_medicine
features:
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dataset_size: 33272
- config_name: business_administration
features:
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dataset_size: 90767
- config_name: chinese_language_and_literature
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- config_name: civil_servant
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- config_name: clinical_medicine
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- config_name: college_chemistry
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- config_name: college_economics
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- config_name: college_physics
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- config_name: college_programming
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- config_name: computer_architecture
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- config_name: computer_network
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- config_name: discrete_mathematics
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- config_name: education_science
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- config_name: electrical_engineer
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- config_name: environmental_impact_assessment_engineer
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- config_name: fire_engineer
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- config_name: high_school_biology
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- config_name: high_school_chemistry
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- config_name: high_school_chinese
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- config_name: high_school_geography
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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 and GitHub or check our paper 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?
Load the data
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.
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}
}