Merge remote-tracking branch 'origin/big-refactor' into calibration

lm_eval/tasks/mmlu/flan_cot_fewshot/mmlu_us_foreign_policy.yaml

+"dataset_name": "us_foreign_policy"
+"description": "The following are multiple choice questions (with answers) about us\
+  \ foreign policy.\n\nQ: How did Donald Trump attack globalization in the 2016 campaign?\n\
+  (A) Globalization had made men like him too rich (B) Globalization only benefited\
+  \ certain American states, such as New York (C) Liberal elites had encouraged globalization,\
+  \ while 'ordinary Americans' lost jobs because of it (D) Globalization encouraged\
+  \ damaging trade wars\nA: Let's think step by step. We refer to Wikipedia articles\
+  \ on us foreign policy for help. Trump attacked globalization because he believed\
+  \ ordinary Americans lost jobs due to it, and so he wanted to blame liberals who\
+  \ had encouraged it. The answer is (C).\n\nQ: How did NSC-68 change U.S. strategy?\n\
+  (A) It globalized containment. (B) It militarized containment. (C) It called for\
+  \ the development of the hydrogen bomb. (D) All of the above\nA: Let's think step\
+  \ by step. We refer to Wikipedia articles on us foreign policy for help. NSC-68\
+  \ outlined a variety of courses of action, including globalization of containment,\
+  \ militarization of contaiment, and the development of the hydrogen bomb. The answer\
+  \ is (D).\n\nQ: How do Defensive Realism and Offensive Realism differ in their explanation\
+  \ of state behaviour?\n(A) Defensive realists place greater emphasis on the role\
+  \ of international institutions (B) Defensive realists place less emphasis on geographical\
+  \ factors (C) Offensive realists give more priority to the national interest than\
+  \ Defensive realists. (D) Defensive realists believe states are security maximizers,\
+  \ while Offensive realists believe states to be power maximizers\nA: Let's think\
+  \ step by step. We refer to Wikipedia articles on us foreign policy for help. While\
+  \ defensive realism advocates that states are security maximizers, offensive realists\
+  \ think of states as power maximizers. The answer is (D).\n\nQ: The realm of policy\
+  \ decisions concerned primarily with relations between the United States and the\
+  \ rest of the world is known as\n(A) terrorism policy. (B) economic policy. (C)\
+  \ foreign policy. (D) international policy.\nA: Let's think step by step. We refer\
+  \ to Wikipedia articles on us foreign policy for help. The topic of policy decisions\
+  \ concerns with relations between the US and the rest of the world is known as foreign\
+  \ policy. The answer is (C).\n\nQ: How did the 2008 financial crisis affect America's\
+  \ international reputation?\n(A) It damaged support for the US model of political\
+  \ economy and capitalism (B) It created anger at the United States for exaggerating\
+  \ the crisis (C) It increased support for American global leadership under President\
+  \ Obama (D) It reduced global use of the US dollar\nA: Let's think step by step.\
+  \ We refer to Wikipedia articles on us foreign policy for help. The 2008 financial\
+  \ crisis damanged the international reputation of the American model of political\
+  \ economy and capitalism. The answer is (A)."
+"group": "mmlu_flan_cot_fewshot_social_sciences"
+"include": "_mmlu_flan_cot_fewshot_template_yaml"
+"task": "mmlu_flan_cot_fewshot_us_foreign_policy"

lm_eval/tasks/mmlu/flan_cot_fewshot/mmlu_virology.yaml

+"dataset_name": "virology"
+"description": "The following are multiple choice questions (with answers) about virology.\n\
+  \nQ: The median survival time to AIDS and death was established by following:\n\
+  (A) Seroprevalent HIV-infected individuals (B) Seronegatives (C) Seroconverters\
+  \ (D) High-risk seronegatives\nA: Let's think step by step. We refer to Wikipedia\
+  \ articles on virology for help. The median survival time to AIDS and death was\
+  \ established as a result of the development of seroconverters. The answer is (C).\n\
+  \nQ: Which of the following is a morphological characteristic of the paramyxoviruses.\n\
+  (A) Fragile viruses often visualised with RNA spewing from the inside (B) Elongate\
+  \ viruses (C) Icosahedral viruses with envelope (D) Very large viruses\nA: Let's\
+  \ think step by step. We refer to Wikipedia articles on virology for help. Paramyxoviruses\
+  \ are fragile viruses often visualised with RNA spewing from the inside. The answer\
+  \ is (A).\n\nQ: The most important goal of a behavioral intervention is:\n(A) Change\
+  \ in behavior (B) Comprehensive coverage (C) Effective use of behavioral theory\
+  \ (D) Sustained behavior change\nA: Let's think step by step. We refer to Wikipedia\
+  \ articles on virology for help. The prim goal of a behavioral intervention is to\
+  \ cause sustained behavior change. The answer is (D).\n\nQ: A key factor facilitating\
+  \ the application of nested case-control studies from the MACS was:\n(A) Data collection\
+  \ (B) Establishment of a repository of biologic specimens (C) Participant interest\
+  \ (D) Administration of the questionnaire by staff\nA: Let's think step by step.\
+  \ We refer to Wikipedia articles on virology for help. The Multicenter AIDS Cohort\
+  \ Study's use of nested case-control studies was facilitated by the establishment\
+  \ of a repository of biologic specimens. The answer is (B).\n\nQ: Why are parvoviruses\
+  \ a highly impactful parasite?\n(A) Because they have no nucleic acid (B) They require\
+  \ a helper virus (C) Only replicate in dividing cells (D) Can integrate into host\
+  \ chromosomes\nA: Let's think step by step. We refer to Wikipedia articles on virology\
+  \ for help. Paroviruses are highly impactful because they do not have nucleic acid.\
+  \ The answer is (A)."
+"group": "mmlu_flan_cot_fewshot_other"
+"include": "_mmlu_flan_cot_fewshot_template_yaml"
+"task": "mmlu_flan_cot_fewshot_virology"

lm_eval/tasks/mmlu/flan_cot_fewshot/mmlu_world_religions.yaml

+"dataset_name": "world_religions"
+"description": "The following are multiple choice questions (with answers) about world\
+  \ religions.\n\nQ: How can the Upanishads be characterized?\n(A) Ritual texts (B)\
+  \ Philosophical texts (C) Hymns (D) Origin stories\nA: Let's think step by step.\
+  \ We refer to Wikipedia articles on world religions for help. The Upanishads are\
+  \ the most recent part of Vedas (the oldest scriptures in Hinduism) and supplied\
+  \ the basis of later Hindu philosophy. So they are philosophical texts. The answer\
+  \ is (B).\n\nQ: What is the Second Gem in Buddhism?\n(A) The Dharma (B) The Sangha\
+  \ (C) The Buddha (D) The Bodhisattva\nA: Let's think step by step. We refer to Wikipedia\
+  \ articles on world religions for help. The Second Gem in Buddhism is The Dharma.\
+  \ The answer is (A).\n\nQ: Which Japanese government promoted a kind of national\
+  \ cult based on the emperor and his associations with kami?\n(A) Honen (B) Tanaka\
+  \ (C) Tokugawa (D) Meiji\nA: Let's think step by step. We refer to Wikipedia articles\
+  \ on world religions for help. The promotion of a national cult based on the emperor\
+  \ and his associations with Kami happened during the reign of Emperor Meiji (1852-1912).\
+  \ The answer is (D).\n\nQ: In which dynasty was the \"Mandate of Heaven\" developed\
+  \ to legitimatize the new rulers?\n(A) Shang (B) Zhou (C) Han (D) Xia\nA: Let's\
+  \ think step by step. We refer to Wikipedia articles on world religions for help.\
+  \ The \"Mandate of Heaven\" was developed as an ancient Chinese philosophical concept\
+  \ during the Zhou Dynasty (1046-256 BCE). The answer is (B).\n\nQ: What is the sign\
+  \ of the covenant for Jewish males?\n(A) The rainbow (B) Circumcision (C) A son\
+  \ (D) Bar mitzvah\nA: Let's think step by step. We refer to Wikipedia articles on\
+  \ world religions for help. In Judaism, the most distinctive sign of the covenant\
+  \ is circumcision (brit milah). The answer is (B)."
+"group": "mmlu_flan_cot_fewshot_humanities"
+"include": "_mmlu_flan_cot_fewshot_template_yaml"
+"task": "mmlu_flan_cot_fewshot_world_religions"

lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu.yaml

+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_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu_flan_cot_zeroshot_template_yaml

+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 )(.*)(?=.)|(?<=the answer is )(.*)(?=.)|(?<=The answer: )(.*)(?=.)|(?<=The final answer: )(.*)(?=.))"
+      - function: "take_first"
+generation_kwargs:
+  until:
+    - "</s>"
+  do_sample: false
+  temperature: 0.0
+metric_list:
+  - metric: exact_match
+    aggregation: mean
+    higher_is_better: true
+    ignore_case: true
+    ignore_punctuation: true

lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_abstract_algebra.yaml

+"dataset_name": "abstract_algebra"
+"description": "The following are multiple choice questions (with answers) about abstract\
+  \ algebra.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_abstract_algebra"

lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_anatomy.yaml

+"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_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_astronomy.yaml

+"dataset_name": "astronomy"
+"description": "The following are multiple choice questions (with answers) about astronomy.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_astronomy"

lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_business_ethics.yaml

+"dataset_name": "business_ethics"
+"description": "The following are multiple choice questions (with answers) about business\
+  \ ethics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_business_ethics"

lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_clinical_knowledge.yaml

+"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_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_biology.yaml

+"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_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_chemistry.yaml

+"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_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_computer_science.yaml

+"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_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_mathematics.yaml

+"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_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_medicine.yaml

+"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_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_physics.yaml

+"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_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_computer_security.yaml

+"dataset_name": "computer_security"
+"description": "The following are multiple choice questions (with answers) about computer\
+  \ security.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_computer_security"

lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_conceptual_physics.yaml

+"dataset_name": "conceptual_physics"
+"description": "The following are multiple choice questions (with answers) about conceptual\
+  \ physics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_conceptual_physics"

lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_econometrics.yaml

+"dataset_name": "econometrics"
+"description": "The following are multiple choice questions (with answers) about econometrics.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_econometrics"

lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_electrical_engineering.yaml

+"dataset_name": "electrical_engineering"
+"description": "The following are multiple choice questions (with answers) about electrical\
+  \ engineering.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_electrical_engineering"