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--- |
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license: cc-by-nc-sa-4.0 |
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task_categories: |
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- text-classification |
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- multiple-choice |
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- question-answering |
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language: |
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- zh |
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pretty_name: C-Eval |
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size_categories: |
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- 10K<n<100K |
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configs: |
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- config_name: accountant |
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data_files: |
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- split: test |
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path: accountant/test-* |
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- split: val |
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path: accountant/val-* |
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- split: dev |
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path: accountant/dev-* |
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- config_name: advanced_mathematics |
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data_files: |
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- split: test |
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path: advanced_mathematics/test-* |
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- split: val |
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path: advanced_mathematics/val-* |
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- split: dev |
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path: advanced_mathematics/dev-* |
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- config_name: art_studies |
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data_files: |
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- split: test |
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path: art_studies/test-* |
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- split: val |
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path: art_studies/val-* |
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- split: dev |
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path: art_studies/dev-* |
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- config_name: basic_medicine |
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data_files: |
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- split: test |
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path: basic_medicine/test-* |
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- split: val |
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path: basic_medicine/val-* |
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- split: dev |
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path: basic_medicine/dev-* |
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- config_name: business_administration |
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data_files: |
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- split: test |
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path: business_administration/test-* |
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- split: val |
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path: business_administration/val-* |
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- split: dev |
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path: business_administration/dev-* |
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- config_name: chinese_language_and_literature |
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data_files: |
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- split: test |
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path: chinese_language_and_literature/test-* |
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- split: val |
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path: chinese_language_and_literature/val-* |
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- split: dev |
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path: chinese_language_and_literature/dev-* |
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- config_name: civil_servant |
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data_files: |
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- split: test |
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path: civil_servant/test-* |
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- split: val |
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path: civil_servant/val-* |
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- split: dev |
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path: civil_servant/dev-* |
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- config_name: clinical_medicine |
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data_files: |
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- split: test |
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path: clinical_medicine/test-* |
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- split: val |
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path: clinical_medicine/val-* |
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- split: dev |
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path: clinical_medicine/dev-* |
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- config_name: college_chemistry |
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data_files: |
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- split: test |
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path: college_chemistry/test-* |
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- split: val |
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path: college_chemistry/val-* |
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- split: dev |
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path: college_chemistry/dev-* |
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- config_name: college_economics |
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data_files: |
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- split: test |
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path: college_economics/test-* |
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- split: val |
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path: college_economics/val-* |
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- split: dev |
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path: college_economics/dev-* |
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- config_name: college_physics |
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data_files: |
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- split: test |
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path: college_physics/test-* |
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- split: val |
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path: college_physics/val-* |
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- split: dev |
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path: college_physics/dev-* |
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- config_name: college_programming |
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data_files: |
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- split: test |
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path: college_programming/test-* |
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- split: val |
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path: college_programming/val-* |
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- split: dev |
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path: college_programming/dev-* |
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- config_name: computer_architecture |
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data_files: |
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- split: test |
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path: computer_architecture/test-* |
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- split: val |
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path: computer_architecture/val-* |
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- split: dev |
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path: computer_architecture/dev-* |
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- config_name: computer_network |
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data_files: |
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- split: test |
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path: computer_network/test-* |
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- split: val |
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path: computer_network/val-* |
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- split: dev |
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path: computer_network/dev-* |
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- config_name: discrete_mathematics |
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data_files: |
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- split: test |
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path: discrete_mathematics/test-* |
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- split: val |
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path: discrete_mathematics/val-* |
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- split: dev |
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path: discrete_mathematics/dev-* |
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- config_name: education_science |
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data_files: |
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- split: test |
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path: education_science/test-* |
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- split: val |
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path: education_science/val-* |
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- split: dev |
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path: education_science/dev-* |
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- config_name: electrical_engineer |
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data_files: |
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- split: test |
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path: electrical_engineer/test-* |
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- split: val |
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path: electrical_engineer/val-* |
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- split: dev |
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path: electrical_engineer/dev-* |
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- config_name: environmental_impact_assessment_engineer |
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data_files: |
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- split: test |
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path: environmental_impact_assessment_engineer/test-* |
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- split: val |
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path: environmental_impact_assessment_engineer/val-* |
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- split: dev |
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path: environmental_impact_assessment_engineer/dev-* |
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- config_name: fire_engineer |
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data_files: |
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- split: test |
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path: fire_engineer/test-* |
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- split: val |
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path: fire_engineer/val-* |
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- split: dev |
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path: fire_engineer/dev-* |
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- config_name: high_school_biology |
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data_files: |
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- split: test |
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path: high_school_biology/test-* |
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- split: val |
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path: high_school_biology/val-* |
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- split: dev |
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path: high_school_biology/dev-* |
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- config_name: high_school_chemistry |
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data_files: |
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- split: test |
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path: high_school_chemistry/test-* |
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- split: val |
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path: high_school_chemistry/val-* |
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- split: dev |
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path: high_school_chemistry/dev-* |
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- config_name: high_school_chinese |
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data_files: |
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- split: test |
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path: high_school_chinese/test-* |
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- split: val |
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path: high_school_chinese/val-* |
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- split: dev |
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path: high_school_chinese/dev-* |
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- config_name: high_school_geography |
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data_files: |
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- split: test |
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path: high_school_geography/test-* |
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- split: val |
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path: high_school_geography/val-* |
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- split: dev |
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path: high_school_geography/dev-* |
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- config_name: high_school_history |
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data_files: |
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- split: test |
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path: high_school_history/test-* |
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- split: val |
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path: high_school_history/val-* |
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- split: dev |
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path: high_school_history/dev-* |
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- config_name: high_school_mathematics |
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data_files: |
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- split: test |
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path: high_school_mathematics/test-* |
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- split: val |
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path: high_school_mathematics/val-* |
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- split: dev |
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path: high_school_mathematics/dev-* |
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- config_name: high_school_physics |
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data_files: |
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- split: test |
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path: high_school_physics/test-* |
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- split: val |
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path: high_school_physics/val-* |
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- split: dev |
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path: high_school_physics/dev-* |
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- config_name: high_school_politics |
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data_files: |
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- split: test |
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path: high_school_politics/test-* |
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- split: val |
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path: high_school_politics/val-* |
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- split: dev |
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path: high_school_politics/dev-* |
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- config_name: ideological_and_moral_cultivation |
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data_files: |
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- split: test |
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path: ideological_and_moral_cultivation/test-* |
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- split: val |
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path: ideological_and_moral_cultivation/val-* |
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- split: dev |
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path: ideological_and_moral_cultivation/dev-* |
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- config_name: law |
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data_files: |
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- split: test |
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path: law/test-* |
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- split: val |
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path: law/val-* |
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- split: dev |
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path: law/dev-* |
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- config_name: legal_professional |
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data_files: |
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- split: test |
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path: legal_professional/test-* |
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- split: val |
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path: legal_professional/val-* |
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- split: dev |
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path: legal_professional/dev-* |
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- config_name: logic |
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data_files: |
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- split: test |
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path: logic/test-* |
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- split: val |
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path: logic/val-* |
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- split: dev |
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path: logic/dev-* |
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- config_name: mao_zedong_thought |
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data_files: |
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- split: test |
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path: mao_zedong_thought/test-* |
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- split: val |
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path: mao_zedong_thought/val-* |
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- split: dev |
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path: mao_zedong_thought/dev-* |
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- config_name: marxism |
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data_files: |
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- split: test |
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path: marxism/test-* |
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- split: val |
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path: marxism/val-* |
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- split: dev |
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path: marxism/dev-* |
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- config_name: metrology_engineer |
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data_files: |
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- split: test |
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path: metrology_engineer/test-* |
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- split: val |
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path: metrology_engineer/val-* |
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- split: dev |
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path: metrology_engineer/dev-* |
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- config_name: middle_school_biology |
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data_files: |
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- split: test |
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path: middle_school_biology/test-* |
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- split: val |
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path: middle_school_biology/val-* |
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- split: dev |
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path: middle_school_biology/dev-* |
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- config_name: middle_school_chemistry |
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data_files: |
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- split: test |
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path: middle_school_chemistry/test-* |
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- split: val |
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path: middle_school_chemistry/val-* |
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- split: dev |
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path: middle_school_chemistry/dev-* |
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- config_name: middle_school_geography |
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data_files: |
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- split: test |
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path: middle_school_geography/test-* |
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- split: val |
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path: middle_school_geography/val-* |
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- split: dev |
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path: middle_school_geography/dev-* |
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- config_name: middle_school_history |
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data_files: |
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- split: test |
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path: middle_school_history/test-* |
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- split: val |
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path: middle_school_history/val-* |
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- split: dev |
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path: middle_school_history/dev-* |
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- config_name: middle_school_mathematics |
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data_files: |
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- split: test |
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path: middle_school_mathematics/test-* |
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- split: val |
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path: middle_school_mathematics/val-* |
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- split: dev |
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path: middle_school_mathematics/dev-* |
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- config_name: middle_school_physics |
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data_files: |
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- split: test |
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path: middle_school_physics/test-* |
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- split: val |
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path: middle_school_physics/val-* |
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- split: dev |
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path: middle_school_physics/dev-* |
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- config_name: middle_school_politics |
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data_files: |
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- split: test |
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path: middle_school_politics/test-* |
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- split: val |
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path: middle_school_politics/val-* |
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- split: dev |
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path: middle_school_politics/dev-* |
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- config_name: modern_chinese_history |
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data_files: |
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- split: test |
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path: modern_chinese_history/test-* |
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- split: val |
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path: modern_chinese_history/val-* |
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- split: dev |
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path: modern_chinese_history/dev-* |
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- config_name: operating_system |
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data_files: |
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- split: test |
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path: operating_system/test-* |
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- split: val |
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path: operating_system/val-* |
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- split: dev |
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path: operating_system/dev-* |
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- config_name: physician |
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data_files: |
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- split: test |
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path: physician/test-* |
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- split: val |
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path: physician/val-* |
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- split: dev |
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path: physician/dev-* |
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- config_name: plant_protection |
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data_files: |
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- split: test |
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path: plant_protection/test-* |
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- split: val |
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path: plant_protection/val-* |
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- split: dev |
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path: plant_protection/dev-* |
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- config_name: probability_and_statistics |
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data_files: |
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- split: test |
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path: probability_and_statistics/test-* |
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- split: val |
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path: probability_and_statistics/val-* |
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- split: dev |
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path: probability_and_statistics/dev-* |
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- config_name: professional_tour_guide |
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data_files: |
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- split: test |
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path: professional_tour_guide/test-* |
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- split: val |
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path: professional_tour_guide/val-* |
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- split: dev |
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path: professional_tour_guide/dev-* |
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- config_name: sports_science |
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data_files: |
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- split: test |
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path: sports_science/test-* |
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- split: val |
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path: sports_science/val-* |
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- split: dev |
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path: sports_science/dev-* |
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- config_name: tax_accountant |
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data_files: |
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- split: test |
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path: tax_accountant/test-* |
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- split: val |
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path: tax_accountant/val-* |
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- split: dev |
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path: tax_accountant/dev-* |
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- config_name: teacher_qualification |
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data_files: |
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- split: test |
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path: teacher_qualification/test-* |
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- split: val |
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path: teacher_qualification/val-* |
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- split: dev |
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path: teacher_qualification/dev-* |
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- config_name: urban_and_rural_planner |
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data_files: |
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- split: test |
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path: urban_and_rural_planner/test-* |
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- split: val |
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path: urban_and_rural_planner/val-* |
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- split: dev |
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path: urban_and_rural_planner/dev-* |
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- config_name: veterinary_medicine |
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data_files: |
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- split: test |
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path: veterinary_medicine/test-* |
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- split: val |
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path: veterinary_medicine/val-* |
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- split: dev |
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path: veterinary_medicine/dev-* |
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dataset_info: |
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- config_name: accountant |
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features: |
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- name: id |
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dtype: int32 |
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- name: question |
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dtype: string |
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- name: A |
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dtype: string |
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- name: B |
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dtype: string |
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- name: C |
|
dtype: string |
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- name: D |
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dtype: string |
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- name: answer |
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dtype: string |
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- name: explanation |
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dtype: string |
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splits: |
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- name: test |
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num_bytes: 176917 |
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num_examples: 443 |
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- name: val |
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num_bytes: 19549 |
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num_examples: 49 |
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- name: dev |
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num_bytes: 3414 |
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num_examples: 5 |
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download_size: 151233 |
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dataset_size: 199880 |
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- config_name: advanced_mathematics |
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features: |
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- name: id |
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dtype: int32 |
|
- name: question |
|
dtype: string |
|
- name: A |
|
dtype: string |
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- name: B |
|
dtype: string |
|
- name: C |
|
dtype: string |
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- name: D |
|
dtype: string |
|
- name: answer |
|
dtype: string |
|
- name: explanation |
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dtype: string |
|
splits: |
|
- name: test |
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num_bytes: 50031 |
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num_examples: 173 |
|
- name: val |
|
num_bytes: 5331 |
|
num_examples: 19 |
|
- name: dev |
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num_bytes: 7012 |
|
num_examples: 5 |
|
download_size: 50962 |
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dataset_size: 62374 |
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- config_name: art_studies |
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features: |
|
- name: id |
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dtype: int32 |
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- 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 |
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- 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 |
|
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dtype: string |
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dtype: string |
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dtype: string |
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dtype: string |
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dtype: string |
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- name: dev |
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num_bytes: 4327 |
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num_examples: 5 |
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download_size: 58872 |
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dataset_size: 56854 |
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- config_name: middle_school_chemistry |
|
features: |
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- name: id |
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dtype: int32 |
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dtype: string |
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num_bytes: 3866 |
|
num_examples: 5 |
|
download_size: 59005 |
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dataset_size: 57095 |
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- config_name: middle_school_geography |
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features: |
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dtype: int32 |
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num_bytes: 23329 |
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num_examples: 5 |
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download_size: 37528 |
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dataset_size: 28118 |
|
- config_name: middle_school_history |
|
features: |
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dtype: int32 |
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num_bytes: 2014 |
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|
download_size: 55763 |
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dataset_size: 55080 |
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- config_name: middle_school_mathematics |
|
features: |
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dtype: int32 |
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download_size: 45790 |
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dataset_size: 41226 |
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- config_name: middle_school_physics |
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features: |
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num_examples: 5 |
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download_size: 60336 |
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dataset_size: 57603 |
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- config_name: middle_school_politics |
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features: |
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dtype: int32 |
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num_bytes: 72478 |
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num_examples: 21 |
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- name: dev |
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num_bytes: 3687 |
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num_examples: 5 |
|
download_size: 75631 |
|
dataset_size: 83485 |
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- config_name: modern_chinese_history |
|
features: |
|
- name: id |
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dtype: int32 |
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- name: question |
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dtype: string |
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num_bytes: 51247 |
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num_examples: 212 |
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|
num_examples: 23 |
|
- name: dev |
|
num_bytes: 2983 |
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num_examples: 5 |
|
download_size: 58881 |
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dataset_size: 59418 |
|
- config_name: operating_system |
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features: |
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- name: id |
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dtype: int32 |
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num_bytes: 31146 |
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num_examples: 179 |
|
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|
num_examples: 19 |
|
- name: dev |
|
num_bytes: 2557 |
|
num_examples: 5 |
|
download_size: 39873 |
|
dataset_size: 37002 |
|
- config_name: physician |
|
features: |
|
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dtype: int32 |
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- name: question |
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|
num_bytes: 89801 |
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num_examples: 443 |
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num_examples: 49 |
|
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|
num_bytes: 2033 |
|
num_examples: 5 |
|
download_size: 91373 |
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dataset_size: 100544 |
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- config_name: plant_protection |
|
features: |
|
- name: id |
|
dtype: int32 |
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- name: question |
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|
num_bytes: 31877 |
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num_examples: 199 |
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num_bytes: 3634 |
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num_examples: 22 |
|
- name: dev |
|
num_bytes: 3726 |
|
num_examples: 5 |
|
download_size: 42730 |
|
dataset_size: 39237 |
|
- config_name: probability_and_statistics |
|
features: |
|
- name: id |
|
dtype: int32 |
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- name: question |
|
dtype: string |
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num_examples: 18 |
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|
num_bytes: 6769 |
|
num_examples: 5 |
|
download_size: 62933 |
|
dataset_size: 69299 |
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- config_name: professional_tour_guide |
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features: |
|
- name: id |
|
dtype: int32 |
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- name: question |
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num_examples: 29 |
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- name: dev |
|
num_bytes: 1764 |
|
num_examples: 5 |
|
download_size: 51538 |
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dataset_size: 47504 |
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- config_name: sports_science |
|
features: |
|
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dtype: int32 |
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num_bytes: 32527 |
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num_examples: 5 |
|
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|
dataset_size: 40202 |
|
- config_name: tax_accountant |
|
features: |
|
- name: id |
|
dtype: int32 |
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- name: question |
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download_size: 147810 |
|
dataset_size: 197688 |
|
- config_name: teacher_qualification |
|
features: |
|
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|
dtype: int32 |
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|
num_examples: 5 |
|
download_size: 105490 |
|
dataset_size: 122804 |
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- config_name: urban_and_rural_planner |
|
features: |
|
- name: id |
|
dtype: int32 |
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- name: question |
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dtype: string |
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num_examples: 46 |
|
- name: dev |
|
num_bytes: 3166 |
|
num_examples: 5 |
|
download_size: 100220 |
|
dataset_size: 126336 |
|
- config_name: veterinary_medicine |
|
features: |
|
- name: id |
|
dtype: int32 |
|
- name: question |
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dtype: string |
|
- name: A |
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- name: C |
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- name: D |
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- name: answer |
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- name: test |
|
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num_examples: 210 |
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num_examples: 23 |
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num_examples: 5 |
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download_size: 48398 |
|
dataset_size: 46386 |
|
--- |
|
|
|
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} |
|
} |
|
``` |
|
|
|
|
|
|
