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lm-evaluation-harness/lm_eval/tasks/mmlu/default/_mmlu.yaml

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+group: mmlu
+task:
+  - mmlu_stem
+  - mmlu_other
+  - mmlu_social_sciences
+  - mmlu_humanities

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_anatomy.yaml

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+"dataset_name": "anatomy"
+"description": "The following are multiple choice questions (with answers) about anatomy.\n\
+  \n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_anatomy"
+"task_alias": "anatomy"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_astronomy.yaml

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+"dataset_name": "astronomy"
+"description": "The following are multiple choice questions (with answers) about astronomy.\n\
+  \n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_astronomy"
+"task_alias": "astronomy"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_clinical_knowledge.yaml

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+"dataset_name": "clinical_knowledge"
+"description": "The following are multiple choice questions (with answers) about clinical\
+  \ knowledge.\n\n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_clinical_knowledge"
+"task_alias": "clinical_knowledge"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_biology.yaml

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+"dataset_name": "college_biology"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ biology.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_college_biology"
+"task_alias": "college_biology"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_chemistry.yaml

@@ -0,0 +1,8 @@
+"dataset_name": "college_chemistry"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ chemistry.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_college_chemistry"
+"task_alias": "college_chemistry"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_mathematics.yaml

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+"dataset_name": "college_mathematics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ mathematics.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_college_mathematics"
+"task_alias": "college_mathematics"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_conceptual_physics.yaml

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+"dataset_name": "conceptual_physics"
+"description": "The following are multiple choice questions (with answers) about conceptual\
+  \ physics.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_conceptual_physics"
+"task_alias": "conceptual_physics"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_econometrics.yaml

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+"dataset_name": "econometrics"
+"description": "The following are multiple choice questions (with answers) about econometrics.\n\
+  \n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_econometrics"
+"task_alias": "econometrics"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_electrical_engineering.yaml

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+"dataset_name": "electrical_engineering"
+"description": "The following are multiple choice questions (with answers) about electrical\
+  \ engineering.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_electrical_engineering"
+"task_alias": "electrical_engineering"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_formal_logic.yaml

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+"dataset_name": "formal_logic"
+"description": "The following are multiple choice questions (with answers) about formal\
+  \ logic.\n\n"
+"group": "mmlu_humanities"
+"group_alias": "humanities"
+"include": "_default_template_yaml"
+"task": "mmlu_formal_logic"
+"task_alias": "formal_logic"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_global_facts.yaml

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+"dataset_name": "global_facts"
+"description": "The following are multiple choice questions (with answers) about global\
+  \ facts.\n\n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_global_facts"
+"task_alias": "global_facts"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_biology.yaml

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+"dataset_name": "high_school_biology"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school biology.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_biology"
+"task_alias": "high_school_biology"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_computer_science.yaml

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+"dataset_name": "high_school_computer_science"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school computer science.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_computer_science"
+"task_alias": "high_school_computer_science"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_geography.yaml

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+"dataset_name": "high_school_geography"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school geography.\n\n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_geography"
+"task_alias": "high_school_geography"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_government_and_politics.yaml

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+"dataset_name": "high_school_government_and_politics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school government and politics.\n\n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_government_and_politics"
+"task_alias": "high_school_government_and_politics"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_macroeconomics.yaml

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+"dataset_name": "high_school_macroeconomics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school macroeconomics.\n\n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_macroeconomics"
+"task_alias": "high_school_macroeconomics"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_mathematics.yaml

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+"dataset_name": "high_school_mathematics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school mathematics.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_mathematics"
+"task_alias": "high_school_mathematics"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_microeconomics.yaml

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+"dataset_name": "high_school_microeconomics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school microeconomics.\n\n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_microeconomics"
+"task_alias": "high_school_microeconomics"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_physics.yaml

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+"dataset_name": "high_school_physics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school physics.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_physics"
+"task_alias": "high_school_physics"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_psychology.yaml

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+"dataset_name": "high_school_psychology"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school psychology.\n\n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_psychology"
+"task_alias": "high_school_psychology"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_statistics.yaml

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+"dataset_name": "high_school_statistics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school statistics.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_statistics"
+"task_alias": "high_school_statistics"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_human_aging.yaml

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+"dataset_name": "human_aging"
+"description": "The following are multiple choice questions (with answers) about human\
+  \ aging.\n\n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_human_aging"
+"task_alias": "human_aging"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_human_sexuality.yaml

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+"dataset_name": "human_sexuality"
+"description": "The following are multiple choice questions (with answers) about human\
+  \ sexuality.\n\n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_human_sexuality"
+"task_alias": "human_sexuality"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_management.yaml

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+"dataset_name": "management"
+"description": "The following are multiple choice questions (with answers) about management.\n\
+  \n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_management"
+"task_alias": "management"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_marketing.yaml

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+"dataset_name": "marketing"
+"description": "The following are multiple choice questions (with answers) about marketing.\n\
+  \n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_marketing"
+"task_alias": "marketing"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_medical_genetics.yaml

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+"dataset_name": "medical_genetics"
+"description": "The following are multiple choice questions (with answers) about medical\
+  \ genetics.\n\n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_medical_genetics"
+"task_alias": "medical_genetics"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_miscellaneous.yaml

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+"dataset_name": "miscellaneous"
+"description": "The following are multiple choice questions (with answers) about miscellaneous.\n\
+  \n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_miscellaneous"
+"task_alias": "miscellaneous"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_prehistory.yaml

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+"dataset_name": "prehistory"
+"description": "The following are multiple choice questions (with answers) about prehistory.\n\
+  \n"
+"group": "mmlu_humanities"
+"group_alias": "humanities"
+"include": "_default_template_yaml"
+"task": "mmlu_prehistory"
+"task_alias": "prehistory"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_accounting.yaml

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+"dataset_name": "professional_accounting"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ accounting.\n\n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_professional_accounting"
+"task_alias": "professional_accounting"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_law.yaml

@@ -0,0 +1,8 @@
+"dataset_name": "professional_law"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ law.\n\n"
+"group": "mmlu_humanities"
+"group_alias": "humanities"
+"include": "_default_template_yaml"
+"task": "mmlu_professional_law"
+"task_alias": "professional_law"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_medicine.yaml

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+"dataset_name": "professional_medicine"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ medicine.\n\n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_professional_medicine"
+"task_alias": "professional_medicine"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_psychology.yaml

@@ -0,0 +1,8 @@
+"dataset_name": "professional_psychology"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ psychology.\n\n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_professional_psychology"
+"task_alias": "professional_psychology"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_public_relations.yaml

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+"dataset_name": "public_relations"
+"description": "The following are multiple choice questions (with answers) about public\
+  \ relations.\n\n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_public_relations"
+"task_alias": "public_relations"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_security_studies.yaml

@@ -0,0 +1,8 @@
+"dataset_name": "security_studies"
+"description": "The following are multiple choice questions (with answers) about security\
+  \ studies.\n\n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_security_studies"
+"task_alias": "security_studies"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_sociology.yaml

@@ -0,0 +1,8 @@
+"dataset_name": "sociology"
+"description": "The following are multiple choice questions (with answers) about sociology.\n\
+  \n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_sociology"
+"task_alias": "sociology"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_us_foreign_policy.yaml

@@ -0,0 +1,8 @@
+"dataset_name": "us_foreign_policy"
+"description": "The following are multiple choice questions (with answers) about us\
+  \ foreign policy.\n\n"
+"group": "mmlu_social_sciences"
+"group_alias": "social_sciences"
+"include": "_default_template_yaml"
+"task": "mmlu_us_foreign_policy"
+"task_alias": "us_foreign_policy"

lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_world_religions.yaml

@@ -0,0 +1,8 @@
+"dataset_name": "world_religions"
+"description": "The following are multiple choice questions (with answers) about world\
+  \ religions.\n\n"
+"group": "mmlu_humanities"
+"group_alias": "humanities"
+"include": "_default_template_yaml"
+"task": "mmlu_world_religions"
+"task_alias": "world_religions"

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu.yaml

@@ -0,0 +1,6 @@
+group: mmlu_flan_cot_zeroshot
+task:
+  - mmlu_flan_cot_zeroshot_stem
+  - mmlu_flan_cot_zeroshot_other
+  - mmlu_flan_cot_zeroshot_social_sciences
+  - mmlu_flan_cot_zeroshot_humanities

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu_flan_cot_zeroshot_template_yaml

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+dataset_path: hails/mmlu_no_train # a copy of `cais/mmlu` with no auxiliary_train split
+validation_split: validation
+fewshot_split: dev
+output_type: generate_until
+doc_to_text: "Q: {{question.strip()}}\n(A) {{choices[0]}} (B) {{choices[1]}} (C) {{choices[2]}} (D) {{choices[3]}}\nA: Let's think step by step."
+doc_to_target: "{{['(A)', '(B)', '(C)', '(D)'][answer]}}"
+filter_list:
+  - name: "strict-match"
+    filter:
+      - function: "regex"
+        regex_pattern: "((?<=The answer is )(.*)(?=.)|(?<=the answer is )(.*)(?=.)|(?<=The answer: )(.*)(?=.)|(?<=The final answer: )(.*)(?=.))"
+      - function: "take_first"
+  - name: "flexible-extract"
+    filter:
+      - function: !function utils.MultiChoiceRegexFilter
+        group_select: -1
+        ignore_case: true
+        ignore_punctuation: true
+        regex_pattern: "(\\([A-Z]\\))"
+      - function: "take_first"
+generation_kwargs:
+  until:
+    - "</s>"
+    - "Q:"
+    - "<|im_end|>"
+  do_sample: false
+  temperature: 0.0
+num_fewshot: 0
+metric_list:
+  - metric: exact_match
+    aggregation: mean
+    higher_is_better: true
+    ignore_case: true
+    ignore_punctuation: true
+metadata:
+  version: 1.0

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_anatomy.yaml

@@ -0,0 +1,6 @@
+"dataset_name": "anatomy"
+"description": "The following are multiple choice questions (with answers) about anatomy.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_anatomy"

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_clinical_knowledge.yaml

@@ -0,0 +1,6 @@
+"dataset_name": "clinical_knowledge"
+"description": "The following are multiple choice questions (with answers) about clinical\
+  \ knowledge.\n\n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_clinical_knowledge"

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_biology.yaml

@@ -0,0 +1,6 @@
+"dataset_name": "college_biology"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ biology.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_college_biology"

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_chemistry.yaml

@@ -0,0 +1,6 @@
+"dataset_name": "college_chemistry"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ chemistry.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_college_chemistry"

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_computer_science.yaml

@@ -0,0 +1,6 @@
+"dataset_name": "college_computer_science"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ computer science.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_college_computer_science"

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_mathematics.yaml

@@ -0,0 +1,6 @@
+"dataset_name": "college_mathematics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ mathematics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_college_mathematics"

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_medicine.yaml

@@ -0,0 +1,6 @@
+"dataset_name": "college_medicine"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ medicine.\n\n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_college_medicine"

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_physics.yaml

@@ -0,0 +1,6 @@
+"dataset_name": "college_physics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ physics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_college_physics"

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_elementary_mathematics.yaml

@@ -0,0 +1,6 @@
+"dataset_name": "elementary_mathematics"
+"description": "The following are multiple choice questions (with answers) about elementary\
+  \ mathematics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_elementary_mathematics"

lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_global_facts.yaml

@@ -0,0 +1,6 @@
+"dataset_name": "global_facts"
+"description": "The following are multiple choice questions (with answers) about global\
+  \ facts.\n\n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_global_facts"