diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/_mmlu.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/_mmlu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..584de02993acedc37b6d508967334f9a55675f6b
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/_mmlu.yaml
@@ -0,0 +1,6 @@
+group: mmlu
+task:
+  - mmlu_stem
+  - mmlu_other
+  - mmlu_social_sciences
+  - mmlu_humanities
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_anatomy.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_anatomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0e9e09b27fa40e222d6284c58826a089391e1bb4
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_anatomy.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_astronomy.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_astronomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e3bdfc9521f3b98bf684a1c022f69e3c14c9d406
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_astronomy.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_clinical_knowledge.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_clinical_knowledge.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..20bab1470e8b58b9e56652edf8128a4e7959bd33
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_clinical_knowledge.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_biology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..afb4d9c6c0d209644806ca8376a25cf28d6fa2ed
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_biology.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_chemistry.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a7de3532359a418dc0d1ba8f9096700e2a888907
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_mathematics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e7699f8bfcedffdcc83984f96c6d337f41135b54
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_college_mathematics.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_conceptual_physics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_conceptual_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8ab59ed10f1cf02f47eacf7930a9efcbfc230fcf
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_conceptual_physics.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_econometrics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_econometrics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a974fc8462d649c27ac09192d3cf84d9b162f82d
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_econometrics.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_electrical_engineering.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_electrical_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9c45cc6109d2b53322b2303efcb1f57e99d8d60c
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_electrical_engineering.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_formal_logic.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_formal_logic.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..689d3d1f87503953be03cd54973d240b64f846f4
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_formal_logic.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_global_facts.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_global_facts.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..60b5c12921ee2ad1e2200392ecc3ffaef44f4105
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_global_facts.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_biology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c7e055dcc8dcfffb2572a8f4ab1770479e84daeb
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_biology.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_computer_science.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_computer_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..87ec15cc3ad2bcd2d9d1d802389cb9e3d26e5abf
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_computer_science.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_geography.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_geography.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..57c5261a8be0e498111d834b8787341104f24775
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_geography.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_government_and_politics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_government_and_politics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2e92f152081e102b07feb394038aa0b30ca827a2
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_government_and_politics.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_macroeconomics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_macroeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..988d132aad3309d086e8f8549bd6710f2bd2b817
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_macroeconomics.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_mathematics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f7c07a608592709c08d4e2130e9f99abd5058880
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_mathematics.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_microeconomics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_microeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5339a0235cd8e27e51c7292a7cd2201c46cbc2f1
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_microeconomics.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_physics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0fae0405aa093a0fb2eaea8fa8a48d0e4e220c9a
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_physics.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_psychology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..31ecb18eb91397d2bad070d11d141f3375c66eaf
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_psychology.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_statistics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_statistics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..54d70880eff3e5aa6ab8f8b233ee45b9f30ca25c
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_high_school_statistics.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_human_aging.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c9e1feb154293d0a75b25837f365ec892756a465
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_human_aging.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_human_sexuality.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_human_sexuality.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..715859a1e8ccd52ac406b9f9dcaf4dc80dbaa42f
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_human_sexuality.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_management.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d0cdc812d7e94eb51a9f1d3148b3d51253c1c92a
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_management.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_marketing.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a614db2977421ad88dcf4cd963647534f0d23b88
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_marketing.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_medical_genetics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_medical_genetics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5d7ce7083bc62f5859988fb76f84c4dc102175e8
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_medical_genetics.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_miscellaneous.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_miscellaneous.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..77e819cf831fb69381d75a1c039ef9ffaee3028f
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_miscellaneous.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_prehistory.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d787898c62a174ddfd3895da3b164651f30d266b
--- /dev/null
+++ b/lm-evaluation-harness/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_accounting.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3443c336f2bc8dcf33e03bffa438a0e60a98ad3e
--- /dev/null
+++ b/lm-evaluation-harness/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_law.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f3a02631e28703dc8d3a6091175c49b9eb5676eb
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_medicine.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e8c49b5eb084d9cb2133c333f573ccbe3b8d9824
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_medicine.yaml
@@ -0,0 +1,8 @@
+"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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_psychology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_professional_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ec48a06fe11d98facbf5c4d24e03595ceb2fb2bd
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_public_relations.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_public_relations.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..db36fb498f6886549b420eaee34fb68dddfb126c
--- /dev/null
+++ b/lm-evaluation-harness/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_security_studies.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_security_studies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..072dfd704815409d0a21576fa9620b1b5cb1a15b
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_sociology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_sociology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..efcbd27b8d653f2df89f52880d47fe5a461e1246
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_us_foreign_policy.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_us_foreign_policy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d80ee94adf4fd7b74dc368696924065862b9ce9e
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_world_religions.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/default/mmlu_world_religions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8681354f7057d2d3ff2d68a98b3a5e6f23c960cc
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..390425c7d248a99e385c73f19d2cfa9e6d27747c
--- /dev/null
+++ b/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
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu_flan_cot_zeroshot_template_yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu_flan_cot_zeroshot_template_yaml
new file mode 100644
index 0000000000000000000000000000000000000000..83a857b08c1d6e1f4e6b0d55993c10c2fd0b5bae
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu_flan_cot_zeroshot_template_yaml
@@ -0,0 +1,36 @@
+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
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_anatomy.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_anatomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2923349d0fb02f219844b192fb38880537cb9c3a
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_clinical_knowledge.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_clinical_knowledge.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e3655230cf9703b3d02bfa457f667d02676a3aa7
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_biology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..736bb6decd83da6ac642049a9bcf3c9af0f562f2
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_chemistry.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7b7199664bb086da78f2314bd69f69177c6116a4
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_computer_science.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_computer_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..185f2a6614dad536c1a16d1b1017599a18427a67
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_mathematics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..210eb127c831b310084a9d2df11f1dc29cb62d87
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_medicine.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..51c8a3c09ef78f6d7d8249c4f244a5c63c249cd5
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_physics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..319c72142454df340260c1a6dd3f59f244a57eab
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_elementary_mathematics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_elementary_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..065c92d200e4df5a303cc1f4269ada803524cd89
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_global_facts.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_global_facts.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b1e29a3e1379f3e09c72a4c25e92855c8ba42bd3
--- /dev/null
+++ b/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"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_computer_science.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_computer_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4a69dbb3b9ca30313c8d333763a10796d1692bca
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_computer_science.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_computer_science"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school computer science.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_computer_science"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_government_and_politics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_government_and_politics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d82fb6b01612fa74173989d6a7297d4f7521d3dd
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_government_and_politics.yaml
@@ -0,0 +1,6 @@
+"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_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_government_and_politics"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_macroeconomics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_macroeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b94fc2a6e356b8099d0b7a28f2ba07395d6b8599
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_macroeconomics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_macroeconomics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school macroeconomics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_macroeconomics"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_microeconomics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_microeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..75a08c48bd9b4c7b44df1b07064bf920b7c4f8af
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_microeconomics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_microeconomics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school microeconomics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_microeconomics"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_physics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..177d42da511dde59f1baf00f1212834b483e3426
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_physics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_physics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school physics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_physics"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_statistics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_statistics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b245cf9e51337a10a12ae8c9a5df6f92e0144ec0
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_statistics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_statistics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school statistics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_statistics"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_us_history.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_us_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2e187da2980912702558bab3098b363f3e68efcd
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_us_history.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_us_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school us history.\n\n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_us_history"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_human_aging.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..230781b4a5d4293f555f8fe1f6395d818de5eca9
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_human_aging.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "human_aging"
+"description": "The following are multiple choice questions (with answers) about human\
+  \ aging.\n\n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_human_aging"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_human_sexuality.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_human_sexuality.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ed2116dd24e9804e2ae4def9fd0cd9518618cf3a
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_human_sexuality.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "human_sexuality"
+"description": "The following are multiple choice questions (with answers) about human\
+  \ sexuality.\n\n"
+"group": "mmlu_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_human_sexuality"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_jurisprudence.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_jurisprudence.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..62b86dd01f37099fa29c1bdfbba5f1beb97fb509
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_jurisprudence.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "jurisprudence"
+"description": "The following are multiple choice questions (with answers) about jurisprudence.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_jurisprudence"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_logical_fallacies.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_logical_fallacies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..07ae843871ca58cdce30815b0088cd7f7027e0d3
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_logical_fallacies.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "logical_fallacies"
+"description": "The following are multiple choice questions (with answers) about logical\
+  \ fallacies.\n\n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_logical_fallacies"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_machine_learning.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_machine_learning.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cd4813effe182c7e3fc8270d23fd1f3e7d882836
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_machine_learning.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "machine_learning"
+"description": "The following are multiple choice questions (with answers) about machine\
+  \ learning.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_machine_learning"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_marketing.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0827f78df766331ccdf6235a4b4120a089cdd9c9
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_marketing.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "marketing"
+"description": "The following are multiple choice questions (with answers) about marketing.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_marketing"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_medical_genetics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_medical_genetics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1706ee5b4ac151a36e7a75b638d75e8194696f8d
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_medical_genetics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "medical_genetics"
+"description": "The following are multiple choice questions (with answers) about medical\
+  \ genetics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_medical_genetics"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_miscellaneous.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_miscellaneous.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..295d801a470ac7671d6f75c0527b6d508a70a6f8
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_miscellaneous.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "miscellaneous"
+"description": "The following are multiple choice questions (with answers) about miscellaneous.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_miscellaneous"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_scenarios.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_scenarios.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a0e41ae4ea1346ac76c56bcae3682b86610fe04f
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_scenarios.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "moral_scenarios"
+"description": "The following are multiple choice questions (with answers) about moral\
+  \ scenarios.\n\n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_moral_scenarios"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_nutrition.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_nutrition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4c87be43317b9a9854208d7278bf51ceb922a2cd
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_nutrition.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "nutrition"
+"description": "The following are multiple choice questions (with answers) about nutrition.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_nutrition"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_prehistory.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3233ba4e3b7396b96ea2f3e4788d2e70b670abf4
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_prehistory.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "prehistory"
+"description": "The following are multiple choice questions (with answers) about prehistory.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_prehistory"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_accounting.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..021090c6a0671c8a56dc60254590add42e94f917
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_accounting.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "professional_accounting"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ accounting.\n\n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_professional_accounting"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_law.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..73d115d73c03e608117f7d3f6bf17efd688041ba
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_law.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "professional_law"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ law.\n\n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_professional_law"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_medicine.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..47cf9573d08e1f911af7fbfbd984358fecd275d9
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_medicine.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "professional_medicine"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ medicine.\n\n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_professional_medicine"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_security_studies.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_security_studies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cae551e2adf6e28153c612f7059f527c116f3d10
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_security_studies.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "security_studies"
+"description": "The following are multiple choice questions (with answers) about security\
+  \ studies.\n\n"
+"group": "mmlu_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_security_studies"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_us_foreign_policy.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_us_foreign_policy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..52e482775f7f5873ccf19628a1e4bb85baf4b2b0
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_us_foreign_policy.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "us_foreign_policy"
+"description": "The following are multiple choice questions (with answers) about us\
+  \ foreign policy.\n\n"
+"group": "mmlu_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_us_foreign_policy"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_virology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fda1af06360f4f753dee2f3ca6aa4f2720558965
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_virology.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "virology"
+"description": "The following are multiple choice questions (with answers) about virology.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_virology"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_world_religions.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_world_religions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4051828232c392e69408f8ad71d4bbbbc41a260f
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_world_religions.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "world_religions"
+"description": "The following are multiple choice questions (with answers) about world\
+  \ religions.\n\n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_world_religions"