diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_ejauxiliar.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_ejauxiliar.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b6cbe975fd9e1bbd927244ded96ee3f713273df1
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_ejauxiliar.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: es_ejauxiliar
+include: eus_exams_es
+task: eus_exams_es_ejauxiliar
diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_ejsubalterno.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_ejsubalterno.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0adfba26dd70eb54f0f50ac2ad2d97e83aaf57b8
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_ejsubalterno.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: es_ejsubalterno
+include: eus_exams_es
+task: eus_exams_es_ejsubalterno
diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_opeehuaux.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_opeehuaux.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..88316e512a4dabff3e550f84f3401216316991a7
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_opeehuaux.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: es_opeehuaux
+include: eus_exams_es
+task: eus_exams_es_opeehuaux
diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_opeosakienf.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_opeosakienf.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e4749cac111d410d6b573a5365ec6778ec4645f2
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_opeosakienf.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: es_opeosakienf
+include: eus_exams_es
+task: eus_exams_es_opeosakienf
diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_osakidetza4c.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_osakidetza4c.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..faa6c4b46c0de1d1f31fdc88f0acae96889eb080
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_osakidetza4c.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: es_osakidetza4c
+include: eus_exams_es
+task: eus_exams_es_osakidetza4c
diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_osakidetza5c.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_osakidetza5c.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..153ce3add3ebe5f9d9da505da1e5c5affe0d1263
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_es_osakidetza5c.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: es_osakidetza5c
+include: eus_exams_es
+task: eus_exams_es_osakidetza5c
diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_ejadministrari.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_ejadministrari.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f5630ddb05864cd3d6031ea8fed96e9715fb8990
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_ejadministrari.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: eu_ejadministrari
+include: eus_exams_eu
+task: eus_exams_eu_ejadministrari
diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_opeehuderechoeu.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_opeehuderechoeu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..bef6b6524507dbae9ebf9b07bbe7d41fca978996
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_opeehuderechoeu.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: eu_opeehuderechoeu
+include: eus_exams_eu
+task: eus_exams_eu_opeehuderechoeu
diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_opegasteizkoudala.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_opegasteizkoudala.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e9211f39a162360b67e84399409b1617bc5cc1dd
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_opegasteizkoudala.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: eu_opegasteizkoudala
+include: eus_exams_eu
+task: eus_exams_eu_opegasteizkoudala
diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_opeosakivarioseu.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_opeosakivarioseu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..11801ddec6614d95862087fa85c3f7b6314d8ddc
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_opeosakivarioseu.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: eu_opeosakivarioseu
+include: eus_exams_eu
+task: eus_exams_eu_opeosakivarioseu
diff --git a/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_osakidetza7e.yaml b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_osakidetza7e.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..666e96a0e136045c884f81fcf62d007f41ea80b7
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/eus_exams/eus_exams_eu_osakidetza7e.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: eu_osakidetza7e
+include: eus_exams_eu
+task: eus_exams_eu_osakidetza7e
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/default/_mmlu.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/_mmlu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..584de02993acedc37b6d508967334f9a55675f6b
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/default/mmlu_computer_security.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_computer_security.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..df9c4a51b6ca2715b921f2a33ef4755ebfacbc46
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_computer_security.yaml
@@ -0,0 +1,8 @@
+"dataset_name": "computer_security"
+"description": "The following are multiple choice questions (with answers) about computer\
+  \ security.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_computer_security"
+"task_alias": "computer_security"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_econometrics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_econometrics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a974fc8462d649c27ac09192d3cf84d9b162f82d
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/default/mmlu_elementary_mathematics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_elementary_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2154ab65454c9234b57d76782315c6559b0e7e0f
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_elementary_mathematics.yaml
@@ -0,0 +1,8 @@
+"dataset_name": "elementary_mathematics"
+"description": "The following are multiple choice questions (with answers) about elementary\
+  \ mathematics.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_elementary_mathematics"
+"task_alias": "elementary_mathematics"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_high_school_macroeconomics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_high_school_macroeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..988d132aad3309d086e8f8549bd6710f2bd2b817
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/default/mmlu_high_school_statistics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_high_school_statistics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..54d70880eff3e5aa6ab8f8b233ee45b9f30ca25c
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/default/mmlu_high_school_us_history.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_high_school_us_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e4432fe4459fcaa3c1ccf311c094ceb9122d0637
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_high_school_us_history.yaml
@@ -0,0 +1,8 @@
+"dataset_name": "high_school_us_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school us history.\n\n"
+"group": "mmlu_humanities"
+"group_alias": "humanities"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_us_history"
+"task_alias": "high_school_us_history"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_high_school_world_history.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_high_school_world_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..08773a20089a5551710cb82447d6ce23d65c367d
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_high_school_world_history.yaml
@@ -0,0 +1,8 @@
+"dataset_name": "high_school_world_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school world history.\n\n"
+"group": "mmlu_humanities"
+"group_alias": "humanities"
+"include": "_default_template_yaml"
+"task": "mmlu_high_school_world_history"
+"task_alias": "high_school_world_history"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_jurisprudence.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_jurisprudence.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e16de5c40b2a29cfc0cadeaad5ed11df9b7503e8
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_jurisprudence.yaml
@@ -0,0 +1,8 @@
+"dataset_name": "jurisprudence"
+"description": "The following are multiple choice questions (with answers) about jurisprudence.\n\
+  \n"
+"group": "mmlu_humanities"
+"group_alias": "humanities"
+"include": "_default_template_yaml"
+"task": "mmlu_jurisprudence"
+"task_alias": "jurisprudence"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_machine_learning.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_machine_learning.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2387d680b2d57d2d409ecc1bf744f512dd4fcef3
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_machine_learning.yaml
@@ -0,0 +1,8 @@
+"dataset_name": "machine_learning"
+"description": "The following are multiple choice questions (with answers) about machine\
+  \ learning.\n\n"
+"group": "mmlu_stem"
+"group_alias": "stem"
+"include": "_default_template_yaml"
+"task": "mmlu_machine_learning"
+"task_alias": "machine_learning"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_professional_law.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_professional_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f3a02631e28703dc8d3a6091175c49b9eb5676eb
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/default/mmlu_professional_medicine.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_professional_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e8c49b5eb084d9cb2133c333f573ccbe3b8d9824
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/default/mmlu_sociology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_sociology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..efcbd27b8d653f2df89f52880d47fe5a461e1246
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/default/mmlu_virology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d935f92aa80e30f773960e6127466a4d7f768448
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/default/mmlu_virology.yaml
@@ -0,0 +1,8 @@
+"dataset_name": "virology"
+"description": "The following are multiple choice questions (with answers) about virology.\n\
+  \n"
+"group": "mmlu_other"
+"group_alias": "other"
+"include": "_default_template_yaml"
+"task": "mmlu_virology"
+"task_alias": "virology"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..390425c7d248a99e385c73f19d2cfa9e6d27747c
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu_flan_cot_zeroshot_template_yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_abstract_algebra.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_abstract_algebra.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8609f626a25d5f37d41ab8a312dfe226e44dbbd8
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_abstract_algebra.yaml
@@ -0,0 +1,6 @@
+"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"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_anatomy.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_anatomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2923349d0fb02f219844b192fb38880537cb9c3a
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_astronomy.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_astronomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e5ffd8ffe302442af98c246e9d7bac54c063d81f
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_astronomy.yaml
@@ -0,0 +1,6 @@
+"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"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_business_ethics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_business_ethics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a64285711f2f23775ddc37431b5c39f5a589f9ec
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_business_ethics.yaml
@@ -0,0 +1,6 @@
+"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"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_clinical_knowledge.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_clinical_knowledge.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e3655230cf9703b3d02bfa457f667d02676a3aa7
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_biology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..736bb6decd83da6ac642049a9bcf3c9af0f562f2
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_chemistry.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7b7199664bb086da78f2314bd69f69177c6116a4
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_mathematics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..210eb127c831b310084a9d2df11f1dc29cb62d87
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_medicine.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..51c8a3c09ef78f6d7d8249c4f244a5c63c249cd5
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_physics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..319c72142454df340260c1a6dd3f59f244a57eab
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_computer_security.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_computer_security.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ae4bda965ef4dd839b400959b391a71f1fcddcd3
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_computer_security.yaml
@@ -0,0 +1,6 @@
+"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"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_econometrics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_econometrics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9ff25bba4657133ff33a491c641589aed6476114
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_econometrics.yaml
@@ -0,0 +1,6 @@
+"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"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_electrical_engineering.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_electrical_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ca10a43e910d6fe090af53ffaf90e645e1ad69a1
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_electrical_engineering.yaml
@@ -0,0 +1,6 @@
+"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"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_elementary_mathematics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_elementary_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..065c92d200e4df5a303cc1f4269ada803524cd89
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_formal_logic.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_formal_logic.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ec2d323cae468b5efd9739929a0822dfb853e233
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_formal_logic.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "formal_logic"
+"description": "The following are multiple choice questions (with answers) about formal\
+  \ logic.\n\n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_formal_logic"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_global_facts.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_global_facts.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b1e29a3e1379f3e09c72a4c25e92855c8ba42bd3
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_biology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0e5794db64588edef17d3c396f96ef870383cfa3
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_biology.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_biology"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school biology.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_biology"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_chemistry.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..eba398b0393383621f3d688ea5356409eb56b215
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_chemistry.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_chemistry"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school chemistry.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_chemistry"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_computer_science.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_european_history.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_european_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..54eafb51d385f7afd35a78d2ed8098565d1c5297
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_european_history.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_european_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school european history.\n\n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_european_history"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_geography.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_geography.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0898c87664e5250530d6998337c8fc601e1b876d
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_geography.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_geography"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school geography.\n\n"
+"group": "mmlu_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_geography"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_government_and_politics.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_macroeconomics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_macroeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b94fc2a6e356b8099d0b7a28f2ba07395d6b8599
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_microeconomics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_microeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..75a08c48bd9b4c7b44df1b07064bf920b7c4f8af
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_physics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..177d42da511dde59f1baf00f1212834b483e3426
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_psychology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d5d477233122391157ebe6ce3b817902c5a39712
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_psychology.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_psychology"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school psychology.\n\n"
+"group": "mmlu_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_psychology"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_statistics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_statistics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b245cf9e51337a10a12ae8c9a5df6f92e0144ec0
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_us_history.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_human_aging.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..230781b4a5d4293f555f8fe1f6395d818de5eca9
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_jurisprudence.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_jurisprudence.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..62b86dd01f37099fa29c1bdfbba5f1beb97fb509
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_logical_fallacies.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_logical_fallacies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..07ae843871ca58cdce30815b0088cd7f7027e0d3
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_machine_learning.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_machine_learning.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cd4813effe182c7e3fc8270d23fd1f3e7d882836
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_management.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b7164c1cfcb00b9359809173da72dad15383143c
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_management.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "management"
+"description": "The following are multiple choice questions (with answers) about management.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_other"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_management"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_marketing.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0827f78df766331ccdf6235a4b4120a089cdd9c9
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_medical_genetics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_medical_genetics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1706ee5b4ac151a36e7a75b638d75e8194696f8d
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_miscellaneous.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_miscellaneous.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..295d801a470ac7671d6f75c0527b6d508a70a6f8
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_disputes.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_disputes.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a4595f06991b1096e49325c897fbe6f0b3eea6c2
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_disputes.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "moral_disputes"
+"description": "The following are multiple choice questions (with answers) about moral\
+  \ disputes.\n\n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_moral_disputes"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_scenarios.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_scenarios.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a0e41ae4ea1346ac76c56bcae3682b86610fe04f
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_prehistory.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3233ba4e3b7396b96ea2f3e4788d2e70b670abf4
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_law.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..73d115d73c03e608117f7d3f6bf17efd688041ba
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_medicine.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..47cf9573d08e1f911af7fbfbd984358fecd275d9
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_public_relations.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_public_relations.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..14d02c3a3c015e78cb780c646461fb7ac70a5ce4
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_public_relations.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "public_relations"
+"description": "The following are multiple choice questions (with answers) about public\
+  \ relations.\n\n"
+"group": "mmlu_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_public_relations"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_security_studies.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_security_studies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cae551e2adf6e28153c612f7059f527c116f3d10
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_sociology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_sociology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..45b94193c55ac43e7ee6dc33462e128748a68c21
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_sociology.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "sociology"
+"description": "The following are multiple choice questions (with answers) about sociology.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_social_sciences"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_sociology"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_us_foreign_policy.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_us_foreign_policy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..52e482775f7f5873ccf19628a1e4bb85baf4b2b0
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_virology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fda1af06360f4f753dee2f3ca6aa4f2720558965
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_world_religions.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_world_religions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4051828232c392e69408f8ad71d4bbbbc41a260f
--- /dev/null
+++ b/lm-evaluation/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"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/utils.py b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..72246935de8cf0cf8b256fd1e6c87dfbbb90a2ad
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_cot_zeroshot/utils.py
@@ -0,0 +1,112 @@
+import re
+import sys
+import unicodedata
+
+from lm_eval.filters.extraction import RegexFilter
+
+
+class MultiChoiceRegexFilter(RegexFilter):
+    """ """
+
+    def __init__(
+        self,
+        regex_pattern: str = r"#### (\-?[0-9\.\,]+)",
+        group_select=0,
+        fallback: str = "[invalid]",
+        ignore_case=False,
+        ignore_punctuation=False,
+        regexes_to_ignore=None,
+    ) -> None:
+        """
+        regex_pattern: The basic regex pattern to use. If fails to match, we will use the customized match procedure
+                        - step 1 : We parse the choices between ([A-Z])s then try to find these choices in the response.
+                        - step 2 : We parse the choice with regex :[\s]*([A-?]), where ? varies by number of choices.
+        group_select: Selects the (group_select)th match from the findall result.
+        ignore_case: Ignores the case during step 1 matching
+        ignore_punctuation: Remove the punctuation during step 1 matching
+        regexes_to_ignore: Remove these regexes during step 1 matching
+        """
+        super().__init__(regex_pattern, group_select, fallback)
+        self.ignore_case = ignore_case
+        self.ignore_punctuation = ignore_punctuation
+        self.regexes_to_ignore = regexes_to_ignore
+
+    def apply(self, resps, docs):
+        # here, we assume we have a list, in which each element is
+        # a list of model responses for some particular input/target pair.
+        # so we process each of these (same input/target response sets)
+        # independently (and keep them a list.)
+
+        def find_match(regex, resp, convert_dict={}):
+            match = regex.findall(resp)
+            if match:
+                match = match[self.group_select]
+                if isinstance(match, tuple):
+                    match = [m for m in match if m][0]
+                match = match.strip()
+                if match and match in convert_dict:
+                    match = convert_dict[match]
+            return match
+
+        punct_tbl = dict.fromkeys(
+            i
+            for i in range(sys.maxunicode)
+            if unicodedata.category(chr(i)).startswith("P")
+        )
+
+        def filter_ignores(st):
+            if self.regexes_to_ignore is not None:
+                for s in self.regexes_to_ignore:
+                    st = re.sub(s, "", st)
+
+            if self.ignore_case:
+                st = st.lower()
+
+            if self.ignore_punctuation:
+                # https://stackoverflow.com/a/266162
+                st = st.translate(punct_tbl)
+            return st
+
+        filtered_resps = []
+
+        for r, doc in zip(resps, docs):
+            fallback_regexes = []
+            choice_to_alpha = {}
+            next_alpha = "A"
+
+            without_paren_fallback_regexes = []
+            without_paren_to_target = {}
+
+            choices = doc["choices"]
+            for c in choices:
+                m = filter_ignores(c.strip())
+                fallback_regexes.append(f"{re.escape(m)}")
+                choice_to_alpha[m] = f"({next_alpha})"
+
+                without_paren_fallback_regexes.append(next_alpha)
+                without_paren_to_target[next_alpha] = f"({next_alpha})"
+
+                next_alpha = chr(ord(next_alpha) + 1)
+            fallback_regex = re.compile("|".join(fallback_regexes))
+            without_paren_fallback_regex = "|".join(without_paren_fallback_regexes)
+            without_paren_fallback_regex = re.compile(
+                f":[\s]*({without_paren_fallback_regex})"
+            )
+
+            filtered = []
+            for resp in r:
+                match = find_match(self.regex, resp)
+                if not match:
+                    match = find_match(
+                        fallback_regex, filter_ignores(resp), choice_to_alpha
+                    )
+                    if not match:
+                        match = find_match(
+                            without_paren_fallback_regex, resp, without_paren_to_target
+                        )
+                if not match:
+                    match = self.fallback
+                filtered.append(match)
+            filtered_resps.append(filtered)
+
+        return filtered_resps