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scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/_default_template_yaml

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+dataset_path: hails/mmlu_no_train # a copy of `cais/mmlu` with no auxiliary_train split
+test_split: test
+fewshot_split: dev
+fewshot_config:
+  sampler: first_n
+output_type: multiple_choice
+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: 1.0
+dataset_kwargs:
+  trust_remote_code: true

scripts/yans/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
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: True
+metadata:
+  version: 2

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/_mmlu_humanities.yaml

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+group: mmlu_humanities
+group_alias: humanities
+task:
+  - mmlu_humanities_tasks
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: True
+metadata:
+  version: 2

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/_mmlu_other.yaml

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+group: mmlu_other
+group_alias: other
+task:
+  - mmlu_other_tasks
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: True
+metadata:
+  version: 2

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/_mmlu_social_sciences.yaml

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+group: mmlu_social_sciences
+group_alias: social sciences
+task:
+  - mmlu_social_sciences_tasks
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: True
+metadata:
+  version: 2

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/_mmlu_stem.yaml

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+group: mmlu_stem
+group_alias: stem
+task:
+  - mmlu_stem_tasks
+aggregate_metric_list:
+  - metric: acc
+    weight_by_size: True
+metadata:
+  version: 2

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_abstract_algebra.yaml

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+"dataset_name": "abstract_algebra"
+"description": "The following are multiple choice questions (with answers) about abstract\
+  \ algebra.\n\n"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_abstract_algebra"
+"task_alias": "abstract_algebra"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_anatomy"
+"task_alias": "anatomy"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_astronomy"
+"task_alias": "astronomy"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_business_ethics.yaml

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+"dataset_name": "business_ethics"
+"description": "The following are multiple choice questions (with answers) about business\
+  \ ethics.\n\n"
+"tag": "mmlu_other_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_business_ethics"
+"task_alias": "business_ethics"

scripts/yans/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"
+"tag": "mmlu_other_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_clinical_knowledge"
+"task_alias": "clinical_knowledge"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_college_biology"
+"task_alias": "college_biology"

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

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+"dataset_name": "college_chemistry"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ chemistry.\n\n"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_college_chemistry"
+"task_alias": "college_chemistry"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_computer_science.yaml

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+"dataset_name": "college_computer_science"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ computer science.\n\n"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_college_computer_science"
+"task_alias": "college_computer_science"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_college_mathematics"
+"task_alias": "college_mathematics"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_medicine.yaml

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+"dataset_name": "college_medicine"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ medicine.\n\n"
+"tag": "mmlu_other_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_college_medicine"
+"task_alias": "college_medicine"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_physics.yaml

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+"dataset_name": "college_physics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ physics.\n\n"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_college_physics"
+"task_alias": "college_physics"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_computer_security.yaml

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+"dataset_name": "computer_security"
+"description": "The following are multiple choice questions (with answers) about computer\
+  \ security.\n\n"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_computer_security"
+"task_alias": "computer_security"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_conceptual_physics"
+"task_alias": "conceptual_physics"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_electrical_engineering"
+"task_alias": "electrical_engineering"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_elementary_mathematics.yaml

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+"dataset_name": "elementary_mathematics"
+"description": "The following are multiple choice questions (with answers) about elementary\
+  \ mathematics.\n\n"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_elementary_mathematics"
+"task_alias": "elementary_mathematics"

scripts/yans/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"
+"tag": "mmlu_humanities_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_formal_logic"
+"task_alias": "formal_logic"

scripts/yans/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"
+"tag": "mmlu_other_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_global_facts"
+"task_alias": "global_facts"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_biology"
+"task_alias": "high_school_biology"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_chemistry.yaml

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+"dataset_name": "high_school_chemistry"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school chemistry.\n\n"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_chemistry"
+"task_alias": "high_school_chemistry"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_computer_science"
+"task_alias": "high_school_computer_science"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_european_history.yaml

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+"dataset_name": "high_school_european_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school european history.\n\n"
+"tag": "mmlu_humanities_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_european_history"
+"task_alias": "high_school_european_history"

scripts/yans/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"
+"tag": "mmlu_social_sciences_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_geography"
+"task_alias": "high_school_geography"

scripts/yans/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"
+"tag": "mmlu_social_sciences_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_government_and_politics"
+"task_alias": "high_school_government_and_politics"

scripts/yans/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"
+"tag": "mmlu_social_sciences_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_macroeconomics"
+"task_alias": "high_school_macroeconomics"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_mathematics"
+"task_alias": "high_school_mathematics"

scripts/yans/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"
+"tag": "mmlu_social_sciences_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_microeconomics"
+"task_alias": "high_school_microeconomics"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_physics"
+"task_alias": "high_school_physics"

scripts/yans/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"
+"tag": "mmlu_social_sciences_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_psychology"
+"task_alias": "high_school_psychology"

scripts/yans/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"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_statistics"
+"task_alias": "high_school_statistics"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_us_history.yaml

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+"dataset_name": "high_school_us_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school us history.\n\n"
+"tag": "mmlu_humanities_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_us_history"
+"task_alias": "high_school_us_history"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_world_history.yaml

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+"dataset_name": "high_school_world_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school world history.\n\n"
+"tag": "mmlu_humanities_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_world_history"
+"task_alias": "high_school_world_history"

scripts/yans/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"
+"tag": "mmlu_other_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_human_aging"
+"task_alias": "human_aging"

scripts/yans/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"
+"tag": "mmlu_social_sciences_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_human_sexuality"
+"task_alias": "human_sexuality"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_international_law.yaml

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+"dataset_name": "international_law"
+"description": "The following are multiple choice questions (with answers) about international\
+  \ law.\n\n"
+"tag": "mmlu_humanities_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_international_law"
+"task_alias": "international_law"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_jurisprudence.yaml

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+"dataset_name": "jurisprudence"
+"description": "The following are multiple choice questions (with answers) about jurisprudence.\n\
+  \n"
+"tag": "mmlu_humanities_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_jurisprudence"
+"task_alias": "jurisprudence"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_logical_fallacies.yaml

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+"dataset_name": "logical_fallacies"
+"description": "The following are multiple choice questions (with answers) about logical\
+  \ fallacies.\n\n"
+"tag": "mmlu_humanities_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_logical_fallacies"
+"task_alias": "logical_fallacies"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_machine_learning.yaml

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+"dataset_name": "machine_learning"
+"description": "The following are multiple choice questions (with answers) about machine\
+  \ learning.\n\n"
+"tag": "mmlu_stem_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_machine_learning"
+"task_alias": "machine_learning"

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

@@ -0,0 +1,7 @@
+"dataset_name": "management"
+"description": "The following are multiple choice questions (with answers) about management.\n\
+  \n"
+"tag": "mmlu_other_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_management"
+"task_alias": "management"

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

@@ -0,0 +1,7 @@
+"dataset_name": "marketing"
+"description": "The following are multiple choice questions (with answers) about marketing.\n\
+  \n"
+"tag": "mmlu_other_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_marketing"
+"task_alias": "marketing"

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

@@ -0,0 +1,7 @@
+"dataset_name": "medical_genetics"
+"description": "The following are multiple choice questions (with answers) about medical\
+  \ genetics.\n\n"
+"tag": "mmlu_other_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_medical_genetics"
+"task_alias": "medical_genetics"

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

@@ -0,0 +1,7 @@
+"dataset_name": "miscellaneous"
+"description": "The following are multiple choice questions (with answers) about miscellaneous.\n\
+  \n"
+"tag": "mmlu_other_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_miscellaneous"
+"task_alias": "miscellaneous"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_moral_disputes.yaml

@@ -0,0 +1,7 @@
+"dataset_name": "moral_disputes"
+"description": "The following are multiple choice questions (with answers) about moral\
+  \ disputes.\n\n"
+"tag": "mmlu_humanities_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_moral_disputes"
+"task_alias": "moral_disputes"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_moral_scenarios.yaml

@@ -0,0 +1,7 @@
+"dataset_name": "moral_scenarios"
+"description": "The following are multiple choice questions (with answers) about moral\
+  \ scenarios.\n\n"
+"tag": "mmlu_humanities_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_moral_scenarios"
+"task_alias": "moral_scenarios"

scripts/yans/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_nutrition.yaml

@@ -0,0 +1,7 @@
+"dataset_name": "nutrition"
+"description": "The following are multiple choice questions (with answers) about nutrition.\n\
+  \n"
+"tag": "mmlu_other_tasks"
+"include": "_default_template_yaml"
+"task": "mmlu_nutrition"
+"task_alias": "nutrition"