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- ---
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- license: cc-by-nc-sa-4.0
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+
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+ license: cc-by-nc-4.0
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+ task_categories:
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+ - question-answering
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+ language:
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+ - kk
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+ - ru
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+ tags:
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+ - MMLU
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+ - exams
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+ - multilingual
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+ size_categories:
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+ - 10K<n<100K
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+ dataset_info: null
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+ configs:
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+ - config_name: Accounting and Auditing (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: Accounting and Auditing (Professional & University in rus)/test.csv
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+ - split: dev
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+ path: Accounting and Auditing (Professional & University in rus)/dev.csv
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+ - config_name: Biology (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Biology (High School in kaz)/test.csv
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+ - split: dev
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+ path: Biology (High School in kaz)/dev.csv
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+ - config_name: Biology (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Biology (High School in rus)/test.csv
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+ - split: dev
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+ path: Biology (High School in rus)/dev.csv
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+ - config_name: Biology (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: Biology (Professional & University in rus)/test.csv
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+ - split: dev
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+ path: Biology (Professional & University in rus)/dev.csv
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+ - config_name: Chemistry (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Chemistry (High School in kaz)/test.csv
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+ - split: dev
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+ path: Chemistry (High School in kaz)/dev.csv
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+ - config_name: Chemistry (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Chemistry (High School in rus)/test.csv
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+ - split: dev
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+ path: Chemistry (High School in rus)/dev.csv
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+ - config_name: Culture and Art (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: Culture and Art (Professional & University in rus)/test.csv
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+ - split: dev
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+ path: Culture and Art (Professional & University in rus)/dev.csv
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+ - config_name: Economics and Entrepreneurship (Professional in rus)
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+ data_files:
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+ - split: test
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+ path: Economics and Entrepreneurship (Professional in rus)/test.csv
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+ - split: dev
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+ path: Economics and Entrepreneurship (Professional in rus)/dev.csv
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+ - config_name: Education and Training (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: Education and Training (Professional & University in rus)/test.csv
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+ - split: dev
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+ path: Education and Training (Professional & University in rus)/dev.csv
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+ - config_name: Finance (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: Finance (Professional & University in rus)/test.csv
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+ - split: dev
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+ path: Finance (Professional & University in rus)/dev.csv
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+ - config_name: General Education Disciplines (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: >-
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+ General Education Disciplines (Professional & University in
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+ rus)/test.csv
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+ - split: dev
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+ path: >-
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+ General Education Disciplines (Professional & University in
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+ rus)/dev.csv
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+ - config_name: Geography (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Geography (High School in kaz)/test.csv
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+ - split: dev
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+ path: Geography (High School in kaz)/dev.csv
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+ - config_name: Geography (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Geography (High School in rus)/test.csv
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+ - split: dev
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+ path: Geography (High School in rus)/dev.csv
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+ - config_name: Informatics (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Informatics (High School in kaz)/test.csv
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+ - split: dev
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+ path: Informatics (High School in kaz)/dev.csv
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+ - config_name: Informatics (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Informatics (High School in rus)/test.csv
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+ - split: dev
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+ path: Informatics (High School in rus)/dev.csv
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+ - config_name: Jurisprudence (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: Jurisprudence (Professional & University in rus)/test.csv
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+ - split: dev
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+ path: Jurisprudence (Professional & University in rus)/dev.csv
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+ - config_name: Kazakh History (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Kazakh History (High School in kaz)/test.csv
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+ - split: dev
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+ path: Kazakh History (High School in kaz)/dev.csv
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+ - config_name: Kazakh History (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Kazakh History (High School in rus)/test.csv
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+ - split: dev
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+ path: Kazakh History (High School in rus)/dev.csv
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+ - config_name: Kazakh Language (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Kazakh Language (High School in kaz)/test.csv
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+ - split: dev
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+ path: Kazakh Language (High School in kaz)/dev.csv
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+ - config_name: Kazakh Literature (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Kazakh Literature (High School in kaz)/test.csv
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+ - split: dev
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+ path: Kazakh Literature (High School in kaz)/dev.csv
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+ - config_name: Law (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Law (High School in kaz)/test.csv
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+ - split: dev
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+ path: Law (High School in kaz)/dev.csv
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+ - config_name: Law (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Law (High School in rus)/test.csv
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+ - split: dev
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+ path: Law (High School in rus)/dev.csv
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+ - config_name: Management and Marketing (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: Management and Marketing (Professional & University in rus)/test.csv
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+ - split: dev
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+ path: Management and Marketing (Professional & University in rus)/dev.csv
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+ - config_name: Math (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Math (High School in kaz)/test.csv
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+ - split: dev
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+ path: Math (High School in kaz)/dev.csv
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+ - config_name: Math (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Math (High School in rus)/test.csv
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+ - split: dev
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+ path: Math (High School in rus)/dev.csv
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+ - config_name: Math Literacy (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Math Literacy (High School in rus)/test.csv
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+ - split: dev
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+ path: Math Literacy (High School in rus)/dev.csv
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+ - config_name: Medicine (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: Medicine (Professional & University in rus)/test.csv
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+ - split: dev
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+ path: Medicine (Professional & University in rus)/dev.csv
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+ - config_name: Philosophy and Psychology (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: Philosophy and Psychology (Professional & University in rus)/test.csv
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+ - split: dev
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+ path: Philosophy and Psychology (Professional & University in rus)/dev.csv
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+ - config_name: Physics (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Physics (High School in kaz)/test.csv
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+ - split: dev
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+ path: Physics (High School in kaz)/dev.csv
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+ - config_name: Physics (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Physics (High School in rus)/test.csv
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+ - split: dev
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+ path: Physics (High School in rus)/dev.csv
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+ - config_name: Reading Literacy (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: Reading Literacy (High School in kaz)/test.csv
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+ - split: dev
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+ path: Reading Literacy (High School in kaz)/dev.csv
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+ - config_name: Reading Literacy (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Reading Literacy (High School in rus)/test.csv
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+ - split: dev
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+ path: Reading Literacy (High School in rus)/dev.csv
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+ - config_name: Russian Language (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Russian Language (High School in rus)/test.csv
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+ - split: dev
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+ path: Russian Language (High School in rus)/dev.csv
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+ - config_name: Russian Literature (High School in rus)
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+ data_files:
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+ - split: test
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+ path: Russian Literature (High School in rus)/test.csv
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+ - split: dev
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+ path: Russian Literature (High School in rus)/dev.csv
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+ - config_name: Social Science (Professional & University in rus)
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+ data_files:
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+ - split: test
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+ path: Social Science (Professional & University in rus)/test.csv
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+ - split: dev
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+ path: Social Science (Professional & University in rus)/dev.csv
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+ - config_name: World History (High School in kaz)
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+ data_files:
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+ - split: test
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+ path: World History (High School in kaz)/test.csv
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+ - split: dev
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+ path: World History (High School in kaz)/dev.csv
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+ - config_name: World History (High School in rus)
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+ data_files:
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+ - split: test
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+ path: World History (High School in rus)/test.csv
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+ - split: dev
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+ path: World History (High School in rus)/dev.csv
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+ ---
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+
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+ # Mukhammed03/KazakhMMLU
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+
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+ This dataset contains multiple subsets for different subjects and domains, structured for few-shot learning and evaluation.
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+
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+ ## Dataset Structure
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+
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+ The dataset is organized into subsets, each corresponding to a specific subject and level. Each subset has two splits:
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+ - **`dev`**: Few-shot examples (3 rows per subset).
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+ - **`test`**: The remaining rows for evaluation.
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+
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+ ### Subsets
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+ The dataset contains the following subsets:
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+ - Accounting (University)
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+ - Biology (High School in kaz)
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+ - Biology (High School in rus)
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+ - Chemistry (High School in kaz)
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+ - Chemistry (High School in rus)
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+ - ... (list other subsets)
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+
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+ ### Splits
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+ | Split | Number of Rows |
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+ |-------|----------------|
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+ | dev | 111 |
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+ | test | 22,889 |
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+
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+ ## Features
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+
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+ The dataset includes the following columns:
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+ - **`Number`**: Question ID.
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+ - **`Source`**: URL or source of the question.
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+ - **`Group`**: The group to which the subject belongs (e.g., Social Science, Science).
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+ - **`Subject`**: The subject of the question (e.g., Biology, Accounting).
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+ - **`Level`**: Academic level (e.g., High School, University).
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+ - **`Question`**: The text of the question.
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+ - **`Option A`**, **`Option B`**, **`Option C`**, **`Option D`**, **`Option E`**: The answer choices.
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+ - **`Answer Key`**: The correct answer.
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+ - **`Subset`**: The name of the subset (e.g., Biology (High School in kaz)).
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+ - **`Split`**: The data split (`dev` or `test`).
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+ - **`is_few_shot`**: Indicates whether the row is part of the few-shot examples (`1` for `dev`, `0` for `test`).
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+
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+ ## Usage
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+
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+ You can load this dataset with the following code:
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+
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+ ```python
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+ from datasets import load_dataset
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+
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+ dataset = load_dataset("Mukhammed03/KazakhMMLU")