Add files using upload-large-folder tool

lm-evaluation/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: 0.0

lm-evaluation/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"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_abstract_algebra"
+"task_alias": "abstract_algebra"

lm-evaluation/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/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/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"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_business_ethics"
+"task_alias": "business_ethics"

lm-evaluation/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/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/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"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_college_chemistry"
+"task_alias": "college_chemistry"

lm-evaluation/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"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_college_computer_science"
+"task_alias": "college_computer_science"

lm-evaluation/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/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"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_college_medicine"
+"task_alias": "college_medicine"

lm-evaluation/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"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_college_physics"
+"task_alias": "college_physics"

lm-evaluation/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/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/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/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/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/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"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_chemistry"
+"task_alias": "high_school_chemistry"

lm-evaluation/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/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"
+"group": "mmlu_humanities"
+"group_alias": "humanities"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_european_history"
+"task_alias": "high_school_european_history"

lm-evaluation/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/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/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/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/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/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/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/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/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"
+"group": "mmlu_humanities"
+"group_alias": "humanities"
+"include": "_default_template_yaml"
+"task": "mmlu_international_law"
+"task_alias": "international_law"

lm-evaluation/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"
+"group": "mmlu_humanities"
+"group_alias": "humanities"
+"include": "_default_template_yaml"
+"task": "mmlu_logical_fallacies"
+"task_alias": "logical_fallacies"

lm-evaluation/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/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/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/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/lm_eval/tasks/mmlu/default/mmlu_moral_disputes.yaml

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

lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_moral_scenarios.yaml

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

lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_nutrition.yaml

@@ -0,0 +1,8 @@
+"dataset_name": "nutrition"
+"description": "The following are multiple choice questions (with answers) about nutrition.\n\
+  \n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_nutrition"
+"task_alias": "nutrition"

lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_philosophy.yaml

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

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

@@ -0,0 +1,8 @@
+"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/lm_eval/tasks/mmlu/default/mmlu_professional_accounting.yaml

@@ -0,0 +1,8 @@
+"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/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/lm_eval/tasks/mmlu/default/mmlu_public_relations.yaml

@@ -0,0 +1,8 @@
+"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/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/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/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/lm_eval/tasks/mmlu/flan_cot_fewshot/_mmlu.yaml

@@ -0,0 +1,6 @@
+group: mmlu_flan_cot_fewshot
+task:
+  - mmlu_flan_cot_fewshot_stem
+  - mmlu_flan_cot_fewshot_other
+  - mmlu_flan_cot_fewshot_social_sciences
+  - mmlu_flan_cot_fewshot_humanities

lm-evaluation/lm_eval/tasks/mmlu/flan_cot_fewshot/_mmlu_flan_cot_fewshot_template_yaml

@@ -0,0 +1,26 @@
+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: "get-answer"
+    filter:
+      - function: "regex"
+        regex_pattern: "(?<=The answer is )(.*)(?=.)"
+      - function: "take_first"
+generation_kwargs:
+  until:
+    - "</s>"
+  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: 0.0

lm-evaluation/lm_eval/tasks/mmlu/flan_cot_fewshot/mmlu_business_ethics.yaml

@@ -0,0 +1,56 @@
+"dataset_name": "business_ethics"
+"description": "The following are multiple choice questions (with answers) about business\
+  \ ethics.\n\nQ: In contrast to _______, _______ aim to reward favourable behaviour\
+  \ by companies. The success of such campaigns have been heightened through the use\
+  \ of ___________, which allow campaigns to facilitate the company in achieving _________\
+  \ .\n(A) Buycotts, Boycotts, Blockchain technology, Charitable donations (B) Buycotts,\
+  \ Boycotts, Digital technology, Increased Sales (C) Boycotts, Buyalls, Blockchain\
+  \ technology, Charitable donations (D) Boycotts, Buycotts, Digital technology, Increased\
+  \ Sales\nA: Let's think step by step. We refer to Wikipedia articles on business\
+  \ ethics for help. The sentence that best uses the possible options above is “In\
+  \ contrast to *boycotts*, *buycotts* aim to reward favourable behavior by companies.\
+  \ The success of such campaigns have been heightened through the use of *digital\
+  \ technology*, which allow campaigns to facilitate the company in achieving *increased\
+  \ sales*.” The answer is (D).\n\nQ: _______ is the direct attempt to formally or\
+  \ informally manage ethical issues or problems, through specific policies, practices\
+  \ and programmes.\n(A) Corporate social responsibility (B) Business ethics management\
+  \ (C) Sustainability (D) Environmental management\nA: Let's think step by step.\
+  \ We refer to Wikipedia articles on business ethics for help. The direct attempt\
+  \ manage ethical issues through specific policies, practices, and programs is business\
+  \ ethics management. The answer is (B).\n\nQ: Three contrasting tactics that CSO's\
+  \ can engage in to meet their aims are ________ which typically involves research\
+  \ and communication, ________, which may involve physically attacking a company's\
+  \ operations or ________, often involving some form of _______.\n(A) Non-violent\
+  \ direct action, Violent direct action, Indirect action, Boycott (B) Indirect action,\
+  \ Instrumental action, Non-violent direct action, Information campaign (C) Indirect\
+  \ action, Violent direct action, Non-violent direct-action Boycott (D) Non-violent\
+  \ direct action, Instrumental action, Indirect action, Information campaign\nA:\
+  \ Let's think step by step. We refer to Wikipedia articles on business ethics for\
+  \ help. The sentence that best uses the possible options above is “Three contrasting\
+  \ tactics that CSO's can engage in to meet their aims are *indirect action*, which\
+  \ typically involves research and communication, *violent direct action*, which\
+  \ may involve physically attacking a company's operations or *non-violent direct\
+  \ action*, often involving some form of *boycott*.” The answer is (C).\n\nQ: To\
+  \ ensure the independence of the non-executive board members, there are a number\
+  \ of steps which can be taken, which include non-executives being drawn from _______\
+  \ the company, being appointed for a _________ time period as well as being appointed\
+  \ _________.\n(A) Outside, Limited, Independently (B) Inside, Limited, Intermittently\
+  \ (C) Outside, Unlimited, Intermittently (D) Inside, Unlimited, Independently\n\
+  A: Let's think step by step. We refer to Wikipedia articles on business ethics for\
+  \ help. The sentence that best uses the possible options above is “To ensure the\
+  \ independence of the non-executive board members, there are a number of steps which\
+  \ can be taken, which include non-executives being draw from *outside* the company,\
+  \ being appointed for a *limited* time period as well as being imported *independently*.\
+  \ The answer is (A).\n\nQ: Beyond the business case for engaging in CSR there are\
+  \ a number of moral arguments relating to: negative _______, the _______that corporations\
+  \ possess and the ________ of business and society.\n(A) Externalities, Power, Independence\
+  \ (B) Publicity, Insubstantial resources, Mutual dependence (C) Publicity, Power,\
+  \ Independence (D) Externalities, Power, Mutual dependence\nA: Let's think step\
+  \ by step. We refer to Wikipedia articles on business ethics for help. The sentence\
+  \ that best uses the possible options above is “Beyond the business case for engaging\
+  \ the CSR there are a number of moral arguments relating to: negative *externalities*,\
+  \ the *power* that corporations possess and the *mutual independence* of business\
+  \ and society. The answer is (D).\n\n"
+"group": "mmlu_flan_cot_fewshot_other"
+"include": "_mmlu_flan_cot_fewshot_template_yaml"
+"task": "mmlu_flan_cot_fewshot_business_ethics"

lm-evaluation/lm_eval/tasks/mmlu/flan_cot_fewshot/mmlu_college_biology.yaml

@@ -0,0 +1,61 @@
+"dataset_name": "college_biology"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ biology.\n\nQ: Which of the following represents an accurate statement concerning\
+  \ arthropods?\n(A) They possess an exoskeleton composed primarily of peptidoglycan.\
+  \ (B) They possess an open circulatory system with a dorsal heart. (C) They are\
+  \ members of a biologically unsuccessful phylum incapable of exploiting diverse\
+  \ habitats and nutrition sources. (D) They lack paired, jointed appendages.\nA:\
+  \ Let's think step by step. Peptidoglycan is known to comprise the plasma membrane\
+  \ of most bacteria, rather than the exoskeleton of arthropods, which is made of\
+  \ chitin, which rules out (A). The answer (C) is false because arthropods are a\
+  \ highly successful phylum. Likewise, arthropods have paired, jointed appendages,\
+  \ which rules out (D). The only remaining option is (B), as arthropods have an open\
+  \ circulatory system with a dorsal tubular heart. The answer is (B).\n\nQ: In a\
+  \ given population, 1 out of every 400 people has a cancer caused by a completely\
+  \ recessive allele, b. Assuming the population is in Hardy-Weinberg equilibrium,\
+  \ which of the following is the expected proportion of individuals who carry the\
+  \ b allele but are not expected to develop the cancer?\n(A) 1/400 (B) 19/400 (C)\
+  \ 20/400 (D) 38/400\nA: Let's think step by step. According to the Hardy Weinberg\
+  \ Law, $p^2 + 2 p q + q^2 = 1$, and $p + q = 1$ where $p$ is the frequency of the\
+  \ dominant allele, $q$ is the frequency of the recessive allele, and $p^2$, $q^2$,\
+  \ and $2pq$ are the frequencies of dominant homozygous, recessive homozygous, and\
+  \ heterozygous individuals, respectively. ​The frequency of the recessive allele\
+  \ (q) is $\\sqrt{\frac{1}{400}} = 0.05$. We have $p = 1 - q = 0.95$. The frequency\
+  \ of heterozygous individuals is $2pq = 2 \\cdot 0.05 \\cdot 0.95 = 0.095$. The\
+  \ number of heterozygous individuals is equal to the frequency of heterozygous individuals\
+  \ times the size of the population, or $0.095 * 400 = 38$. So we end up with 38/400.\
+  \ The answer is (D).\n\nQ: According to the pressure-flow model of movement of phloem\
+  \ contents, photosynthate movement from source to sink is driven by\n(A) an ATP-dependent\
+  \ pressure-flow pump (B) a water-pressure potential gradient (C) transpiration (D)\
+  \ apoplastic diffusion\nA: Let's think step by step. It is a gradient in water pressure\
+  \ that induces the movement of phloem content, which refers to answer (B). The mechanism\
+  \ of movement does not rely on metabolism, which rules out (A). Transpiration refers\
+  \ to the exhalation of water vapor through plant stomata, and is also not related,\
+  \ which rules out (C). While the apoplastic pathway is one of two main pathways\
+  \ for water transport in plants, it is not central to the pressure flow model, which\
+  \ rules out (D). The answer is (B).\n\nQ: Which of the following contain DNA sequences\
+  \ required for the segregation of chromosomes in mitosis and meiosis?\n(A) Telomeres\
+  \ (B) Centromeres (C) Nucleosomes (D) Spliceosomes\nA: Let's think step by step.\
+  \ The genetic material in Telomeres is not used, which rules out (A). Nucleosomes\
+  \ are the repeating subunit that comprises chromatin packed in a cell nucleus, and\
+  \ do not specifically refer to DNA sequences necessary for segregating chromosomes\
+  \ in cell division, which rules out (C). A spliceosome is a large ribonucleoprotein\
+  \ that removes introns from transcribed pre-mRNA rather than governing chromosome\
+  \ segregation. Centromeres are directly responsible for segregating chromosomes\
+  \ in cell division. The answer is (B).\n\nQ: The presence of homologous structures\
+  \ in two different organisms, such as the humerus in the front limb of a human and\
+  \ a bird, indicates that\n(A) the human and bird are polyphyletic species (B) a\
+  \ human's and bird's evolution is convergent (C) the human and bird belong to a\
+  \ clade (D) the human and bird developed by analogy\nA: Let's think step by step.\
+  \ Polyphyletic species are organisms that are grouped due to having similar characteristics\
+  \ but which do not have a common ancestor. This is not the case for humans and birds,\
+  \ which rules out (A). Convergent evolution refers to the indepdendent development\
+  \ of similar features in different species at different periods, which is also not\
+  \ the case for humans and birds, which rules out (B). Analogy refers to the superficial\
+  \ resemblance of structures that have different origins, which is not the case for\
+  \ the human and bird forearms, which rules out (D). Humans and birds do belong to\
+  \ the same clade - a group of organisms composed of a common ancestor. The answer\
+  \ is (C).\n\n"
+"group": "mmlu_flan_cot_fewshot_stem"
+"include": "_mmlu_flan_cot_fewshot_template_yaml"
+"task": "mmlu_flan_cot_fewshot_college_biology"

lm-evaluation/lm_eval/tasks/mmlu/flan_cot_fewshot/mmlu_college_mathematics.yaml

@@ -0,0 +1,50 @@
+"dataset_name": "college_mathematics"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ mathematics.\n\nQ: Let V be the set of all real polynomials p(x). Let transformations\
+  \ T, S be defined on V by T:p(x) -> xp(x) and S:p(x) -> p'(x) = d/dx p(x), and interpret\
+  \ (ST)(p(x)) as S(T(p(x))). Which of the following is true?\n(A) ST = 0 (B) ST =\
+  \ T (C) ST = TS (D) ST - TS is the identity map of V onto itself.\nA: Let's think\
+  \ step by step. For a given polynomial $p$ we have\n\\[ST(p) = (xp(x))’ = p(x) +\
+  \ xp’(x)\\]\nand\n\\[TS(p) = xp’(x).\\]\nHence \\[ST(p) - TS(p) = p(x) + xp’(x)\
+  \ - xp’(x).\\] The answer is (D).\n\nQ: Suppose that f(1 + x) = f(x) for all real\
+  \ x. If f is a polynomial and f(5) = 11, then f(15/2)\n(A) -11 (B) 0 (C) 11 (D)\
+  \ 33/2\nA: Let's think step by step. The only polynomial so that $f(1 + x) = f(x)$\
+  \ is a constant polynomial. Hence $f(5) = 11 = f(15/2)$. The answer is (C).\n\n\
+  Q: Let A be a real 2x2 matrix. Which of the following statements must be true?\n\
+  I. All of the entries of A^2 are nonnegative.\nII. The determinant of A^2 is nonnegative.\n\
+  III. If A has two distinct eigenvalues, then A^2 has two distinct eigenvalues.\n\
+  (A) I only (B) II only (C) III only (D) II and III only\nA: Let's think step by\
+  \ step. We have \\[ det(A^2) = (det(A))^2 \\geq 0,\\] hence II holds.\nIII is false:\
+  \ as a counterexample take a diagonal matrix with -1 and 1 on the diagonal. Then\
+  \ $A^2$ is the identity matrix. The answer is (B).\n\nQ: Let A be the set of all\
+  \ ordered pairs of integers (m, n) such that 7m + 12n = 22. What is the greatest\
+  \ negative number in the set B = {m + n : (m, n) \\in A}?\n(A) -5 (B) -4 (C) -3\
+  \ (D) -2\nA: Let's think step by step. We have 12n = 22 - 7m and one of the solutions\
+  \ is $m = -2$, $n = 3$. Then $m + n = 1$, hence we need to look for smaller $m$\
+  \ in order to make $m + n$ negative. The next solution is $m = -14$ and $n = 10$.\
+  \ For smaller $m$ we have $m + n$ smaller than $-4$. The answer is (B).\n\nQ: A\
+  \ tank initially contains a salt solution of 3 grams of salt dissolved in 100 liters\
+  \ of water. A salt solution containing 0.02 grams of salt per liter of water is\
+  \ sprayed into the tank at a rate of 4 liters per minute. The sprayed solution is\
+  \ continually mixed with the salt solution in the tank, and the mixture flows out\
+  \ of the tank at a rate of 4 liters per minute. If the mixing is instantaneous,\
+  \ how many grams of salt are in the tank after 100 minutes have elapsed?\n(A) 2\
+  \ (B) 2 - e^-2 (C) 2 + e^-2 (D) 2 + e^-4\nA: Let's think step by step. For all $t\
+  \ \\in \\mathbb{R}$, let $s(t)$ denote the number grams of salt in the tank at the\
+  \ $t$ minute mark. Then $s(0) = 3$.\nWe use $s$ and $s(t)$ interchangeably. We also\
+  \ use $s^{\\prime}$ and $s^{\\prime}(t)$ interchangeably. The solution sprayed into\
+  \ the tank adds $(0.02) 4=2 / 25$ grams of salt per minute. There are always 100\
+  \ liters of liquid in the tank, containing $s$ grams of salt. So the density of\
+  \ salt in the tank is $s / 100$ grams per liter. The flow of water out of the tank\
+  \ therefore subtracts $4(s / 100)=s / 25$ grams of salt per minute. Then, for all\
+  \ $t \\in \\mathbb{R}$, we have $s^{\\prime}(t)=(2 / 25)-(s / 25)=(2-s) / 25$, and\
+  \ so $[s(t)=2] \\Rightarrow\\left[s^{\\prime}(t)=0\right]$. For all $t \\in \\mathbb{R}$,\n\
+  $$\n\frac{d}{d t}[\\ln (s-2)]=\frac{s^{\\prime}}{s-2}=\frac{-1}{25}=\frac{d}{d t}\\\
+  left[-\frac{t}{25}\right] .\n$$\nChoose $C \\in \\mathbb{R}$ such that, for all\
+  \ $t \\in \\mathbb{R}, \\ln ((s(t)-2))=-[t / 25]+C$. Let $K:=e^{C}$. Then, for all\
+  \ $t \\in \\mathbb{R}$, we have $(s(t))-2=K e^{-t / 25}$, and so $s(t)=2+K e^{-t\
+  \ / 25}$. Then $3=s(0)=2+K e^{0}=2+K$, so $K=1$. Then $s(100)=2+K e^{-100 / 25}=2+1\
+  \ \\cdot e^{-4}=2+e^{-4}$. The answer is (D).\n\n"
+"group": "mmlu_flan_cot_fewshot_stem"
+"include": "_mmlu_flan_cot_fewshot_template_yaml"
+"task": "mmlu_flan_cot_fewshot_college_mathematics"