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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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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 |
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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 |
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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 |
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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: 50031 |
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num_examples: 173 |
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- name: val |
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num_bytes: 5331 |
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num_examples: 19 |
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- name: dev |
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num_bytes: 7012 |
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num_examples: 5 |
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download_size: 50962 |
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dataset_size: 62374 |
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- config_name: art_studies |
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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 |
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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: 41227 |
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num_examples: 298 |
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- name: val |
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num_bytes: 4581 |
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num_examples: 33 |
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- name: dev |
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num_bytes: 1439 |
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num_examples: 5 |
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download_size: 46524 |
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dataset_size: 47247 |
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- config_name: basic_medicine |
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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 |
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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: 28820 |
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num_examples: 175 |
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|
- name: val |
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num_bytes: 2627 |
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num_examples: 19 |
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- name: dev |
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num_bytes: 1825 |
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num_examples: 5 |
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download_size: 37360 |
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dataset_size: 33272 |
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- config_name: business_administration |
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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 |
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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: 78387 |
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num_examples: 301 |
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|
- name: val |
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num_bytes: 9225 |
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num_examples: 33 |
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- name: dev |
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num_bytes: 3155 |
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num_examples: 5 |
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download_size: 75885 |
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dataset_size: 90767 |
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- config_name: chinese_language_and_literature |
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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 |
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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: 32328 |
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num_examples: 209 |
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- name: val |
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num_bytes: 3446 |
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num_examples: 23 |
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- name: dev |
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num_bytes: 1892 |
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num_examples: 5 |
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download_size: 42310 |
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dataset_size: 37666 |
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- config_name: civil_servant |
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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 |
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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: 181504 |
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num_examples: 429 |
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- name: val |
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num_bytes: 21273 |
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num_examples: 47 |
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- name: dev |
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num_bytes: 4576 |
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num_examples: 5 |
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download_size: 179936 |
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dataset_size: 207353 |
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- config_name: clinical_medicine |
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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 |
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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: 42161 |
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num_examples: 200 |
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- name: val |
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num_bytes: 4167 |
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num_examples: 22 |
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- name: dev |
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num_bytes: 1951 |
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num_examples: 5 |
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download_size: 48689 |
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dataset_size: 48279 |
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- config_name: college_chemistry |
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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 |
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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: 45798 |
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num_examples: 224 |
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- name: val |
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num_bytes: 4443 |
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num_examples: 24 |
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- name: dev |
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num_bytes: 3611 |
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num_examples: 5 |
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download_size: 53519 |
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dataset_size: 53852 |
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- config_name: college_economics |
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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 |
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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: 119734 |
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num_examples: 497 |
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- name: val |
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num_bytes: 14461 |
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num_examples: 55 |
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- name: dev |
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num_bytes: 3673 |
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num_examples: 5 |
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download_size: 106080 |
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dataset_size: 137868 |
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--- |
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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](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. |
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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) |
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### Load the data |
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```python |
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from datasets import load_dataset |
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dataset=load_dataset(r"ceval/ceval-exam",name="computer_network") |
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print(dataset['val'][0]) |
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# {'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': ''} |
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``` |
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More details on loading and using the data are at our [github page](https://github.com/SJTU-LIT/ceval#data). |
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Please cite our paper if you use our dataset. |
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``` |
|
|
@article{huang2023ceval, |
|
|
title={C-Eval: A Multi-Level Multi-Discipline Chinese Evaluation Suite for Foundation Models}, |
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|
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}, |
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journal={arXiv preprint arXiv:2305.08322}, |
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year={2023} |
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} |
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``` |
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