Add new dataset MMLU-SR tasks (#2032)

* add mmlusr tasks

* renamed all tasks names in mmlusr

* edit format and readme

* added mmlu_sr

* mmlu_sr -> mmlusr

* update

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Co-authored-by: lintangsutawika <lintang@eleuther.ai>

lm_eval/tasks/mmlusr/question_and_answer/question_and_answer_virology.yaml

+"dataset_name": "question_and_answer_virology"
+"description": "The following are multiple choice questions (with answers) about virology.\n\
+  \n"
+"tag": "mmlusr_question_and_answer_other_tasks"
+"include": "_mmlusr_qna_yml"
+"task": "mmlusr_question_and_answer_virology"
+"task_alias": "virology"

lm_eval/tasks/mmlusr/question_and_answer/question_and_answer_world_religions.yaml

+"dataset_name": "question_and_answer_world_religions"
+"description": "The following are multiple choice questions (with answers) about world\
+  \ religions.\n\n"
+"tag": "mmlusr_question_and_answer_humanities_tasks"
+"include": "_mmlusr_qna_yml"
+"task": "mmlusr_question_and_answer_world_religions"
+"task_alias": "world religions"

lm_eval/tasks/mmlusr/question_and_answer/utils.py

+import datasets
+
+
+def process_docs(dataset: datasets.Dataset) -> datasets.Dataset:
+    def _helper(doc):
+        # Assuming that the 'answer' field in the dataset now contains numbers 0-3 instead of 'A', 'B', 'C', 'D'
+        answer_list = ["A", "B", "C", "D"]
+        # Convert numeric index to corresponding letter
+        answer_index = int(doc["answer"])  # Make sure the answer is an integer
+        answer_letter = answer_list[answer_index]
+
+        out_doc = {
+            "questions": doc["question"],
+            "choices": [doc["choice1"], doc["choice2"], doc["choice3"], doc["choice4"]],
+            "answer": answer_letter,  # Include the letter for clarity
+        }
+        return out_doc
+
+    return dataset.map(_helper)

lm_eval/tasks/mmlusr/question_only/_mmlusr_q_yml

+dataset_path: NiniCat/MMLU-SR
+test_split: test
+fewshot_split: train
+fewshot_config:
+  sampler: first_n
+output_type: multiple_choice
+process_docs: !function utils.process_docs
+doc_to_text: "{{question.strip()}}\nA. {{choices[0]}}\nB. {{choices[1]}}\nC. {{choices[2]}}\nD. {{choices[3]}}\nAnswer:"
+doc_to_choice: ["A", "B", "C", "D"]
+doc_to_target: answer
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 0.0

lm_eval/tasks/mmlusr/question_only/_question_only.yaml

+group: mmlusr_question_only
+group_alias: MMLU-SR (Question Only)
+task:
+  - group: mmlusr_qo_stem
+    group_alias: STEM (Question Only)
+    task:
+      - mmlusr_question_only_stem_tasks
+    aggregate_metric_list:
+      - metric: acc
+        weight_by_size: True
+    metadata:
+      version: 1
+  - group: mmlusr_qo_other
+    group_alias: Other (Question Only)
+    task:
+      - mmlusr_question_only_other_tasks
+    aggregate_metric_list:
+      - metric: acc
+        weight_by_size: True
+    metadata:
+      version: 1
+  - group: mmlusr_qo_social_sciences
+    group_alias: Social Sciences (Question Only)
+    task:
+      - mmlusr_question_only_social_sciences_tasks
+    aggregate_metric_list:
+      - metric: acc
+        weight_by_size: True
+    metadata:
+      version: 1
+  - group: mmlusr_qo_humanities
+    group_alias: Humanities (Question Only)
+    task:
+      - mmlusr_question_only_humanities_tasks
+    aggregate_metric_list:
+      - metric: acc
+        weight_by_size: True
+    metadata:
+      version: 1
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: True
+metadata:
+  version: 1

lm_eval/tasks/mmlusr/question_only/question_only_abstract_algebra.yaml

+"dataset_name": "question_only_abstract_algebra"
+"description": "The following are multiple choice questions (with answers) about abstract\
+  \ algebra.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_abstract_algebra"
+"task_alias": "abstract algebra"

lm_eval/tasks/mmlusr/question_only/question_only_anatomy.yaml

+"dataset_name": "question_only_anatomy"
+"description": "The following are multiple choice questions (with answers) about anatomy.\n\
+  \n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_anatomy"
+"task_alias": "anatomy"

lm_eval/tasks/mmlusr/question_only/question_only_astronomy.yaml

+"dataset_name": "question_only_astronomy"
+"description": "The following are multiple choice questions (with answers) about astronomy.\n\
+  \n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_astronomy"
+"task_alias": "astronomy"

lm_eval/tasks/mmlusr/question_only/question_only_business_ethics.yaml

+"dataset_name": "question_only_business_ethics"
+"description": "The following are multiple choice questions (with answers) about business\
+  \ ethics.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_business_ethics"
+"task_alias": "business ethics"

lm_eval/tasks/mmlusr/question_only/question_only_clinical_knowledge.yaml

+"dataset_name": "question_only_clinical_knowledge"
+"description": "The following are multiple choice questions (with answers) about clinical\
+  \ knowledge.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_clinical_knowledge"
+"task_alias": "clinical knowledge"

lm_eval/tasks/mmlusr/question_only/question_only_college_biology.yaml

+"dataset_name": "question_only_college_biology"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ biology.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_biology"
+"task_alias": "college biology"

lm_eval/tasks/mmlusr/question_only/question_only_college_chemistry.yaml

+"dataset_name": "question_only_college_chemistry"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ chemistry.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_chemistry"
+"task_alias": "college chemistry"

lm_eval/tasks/mmlusr/question_only/question_only_college_computer_science.yaml

+"dataset_name": "question_only_college_computer_science"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ computer science.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_computer_science"
+"task_alias": "college computer science"

lm_eval/tasks/mmlusr/question_only/question_only_college_mathematics.yaml

+"dataset_name": "question_only_college_mathematics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ mathematics.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_mathematics"
+"task_alias": "college mathematics"

lm_eval/tasks/mmlusr/question_only/question_only_college_medicine.yaml

+"dataset_name": "question_only_college_medicine"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ medicine.\n\n"
+"tag": "mmlusr_question_only_other_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_medicine"
+"task_alias": "college medicine"

lm_eval/tasks/mmlusr/question_only/question_only_college_physics.yaml

+"dataset_name": "question_only_college_physics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ physics.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_college_physics"
+"task_alias": "college physics"

lm_eval/tasks/mmlusr/question_only/question_only_computer_security.yaml

+"dataset_name": "question_only_computer_security"
+"description": "The following are multiple choice questions (with answers) about computer\
+  \ security.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_computer_security"
+"task_alias": "computer security"

lm_eval/tasks/mmlusr/question_only/question_only_conceptual_physics.yaml

+"dataset_name": "question_only_conceptual_physics"
+"description": "The following are multiple choice questions (with answers) about conceptual\
+  \ physics.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_conceptual_physics"
+"task_alias": "conceptual physics"

lm_eval/tasks/mmlusr/question_only/question_only_econometrics.yaml

+"dataset_name": "question_only_econometrics"
+"description": "The following are multiple choice questions (with answers) about econometrics.\n\
+  \n"
+"tag": "mmlusr_question_only_social_sciences_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_econometrics"
+"task_alias": "econometrics"

lm_eval/tasks/mmlusr/question_only/question_only_electrical_engineering.yaml

+"dataset_name": "question_only_electrical_engineering"
+"description": "The following are multiple choice questions (with answers) about electrical\
+  \ engineering.\n\n"
+"tag": "mmlusr_question_only_stem_tasks"
+"include": "_mmlusr_q_yml"
+"task": "mmlusr_question_only_electrical_engineering"
+"task_alias": "electrical engineering"