diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/_mmlu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..390425c7d248a99e385c73f19d2cfa9e6d27747c
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_abstract_algebra.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_abstract_algebra.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8609f626a25d5f37d41ab8a312dfe226e44dbbd8
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_anatomy.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_anatomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2923349d0fb02f219844b192fb38880537cb9c3a
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_astronomy.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_astronomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e5ffd8ffe302442af98c246e9d7bac54c063d81f
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_business_ethics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_business_ethics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a64285711f2f23775ddc37431b5c39f5a589f9ec
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_clinical_knowledge.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_clinical_knowledge.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e3655230cf9703b3d02bfa457f667d02676a3aa7
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_biology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..736bb6decd83da6ac642049a9bcf3c9af0f562f2
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_chemistry.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7b7199664bb086da78f2314bd69f69177c6116a4
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_mathematics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..210eb127c831b310084a9d2df11f1dc29cb62d87
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_medicine.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_college_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..51c8a3c09ef78f6d7d8249c4f244a5c63c249cd5
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_computer_security.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_computer_security.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ae4bda965ef4dd839b400959b391a71f1fcddcd3
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_econometrics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_econometrics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9ff25bba4657133ff33a491c641589aed6476114
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_electrical_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_electrical_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ca10a43e910d6fe090af53ffaf90e645e1ad69a1
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_formal_logic.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_formal_logic.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ec2d323cae468b5efd9739929a0822dfb853e233
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_global_facts.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_global_facts.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b1e29a3e1379f3e09c72a4c25e92855c8ba42bd3
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_biology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0e5794db64588edef17d3c396f96ef870383cfa3
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_chemistry.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..eba398b0393383621f3d688ea5356409eb56b215
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_computer_science.yaml b/lm-evaluation/build/lib/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/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_european_history.yaml b/lm-evaluation/build/lib/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/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_geography.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_geography.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0898c87664e5250530d6998337c8fc601e1b876d
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_government_and_politics.yaml b/lm-evaluation/build/lib/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/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_macroeconomics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_macroeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b94fc2a6e356b8099d0b7a28f2ba07395d6b8599
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_mathematics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..dff0960afbb669c59b6159b45a5a474110c0d770
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_mathematics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_mathematics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school mathematics.\n\n"
+"group": "mmlu_flan_cot_zeroshot_stem"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_high_school_mathematics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_microeconomics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_microeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..75a08c48bd9b4c7b44df1b07064bf920b7c4f8af
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_physics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..177d42da511dde59f1baf00f1212834b483e3426
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_psychology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d5d477233122391157ebe6ce3b817902c5a39712
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_statistics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_statistics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b245cf9e51337a10a12ae8c9a5df6f92e0144ec0
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_high_school_us_history.yaml b/lm-evaluation/build/lib/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/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_human_aging.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..230781b4a5d4293f555f8fe1f6395d818de5eca9
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_international_law.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_international_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d777e9fc81262b0ff745fb2f9c82376c669c15df
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_international_law.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "international_law"
+"description": "The following are multiple choice questions (with answers) about international\
+  \ law.\n\n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_international_law"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_jurisprudence.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_jurisprudence.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..62b86dd01f37099fa29c1bdfbba5f1beb97fb509
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_logical_fallacies.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_logical_fallacies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..07ae843871ca58cdce30815b0088cd7f7027e0d3
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_machine_learning.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_machine_learning.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cd4813effe182c7e3fc8270d23fd1f3e7d882836
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_management.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b7164c1cfcb00b9359809173da72dad15383143c
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_miscellaneous.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_miscellaneous.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..295d801a470ac7671d6f75c0527b6d508a70a6f8
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_disputes.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_disputes.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a4595f06991b1096e49325c897fbe6f0b3eea6c2
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_scenarios.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_moral_scenarios.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a0e41ae4ea1346ac76c56bcae3682b86610fe04f
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_nutrition.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_nutrition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4c87be43317b9a9854208d7278bf51ceb922a2cd
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_philosophy.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_philosophy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..534707cb2b08c1605f0bfeeabcbe8ab0bd372038
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_philosophy.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "philosophy"
+"description": "The following are multiple choice questions (with answers) about philosophy.\n\
+  \n"
+"group": "mmlu_flan_cot_zeroshot_humanities"
+"include": "_mmlu_flan_cot_zeroshot_template_yaml"
+"task": "mmlu_flan_cot_zeroshot_philosophy"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_prehistory.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3233ba4e3b7396b96ea2f3e4788d2e70b670abf4
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_accounting.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..021090c6a0671c8a56dc60254590add42e94f917
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_law.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_professional_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..73d115d73c03e608117f7d3f6bf17efd688041ba
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_security_studies.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_security_studies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cae551e2adf6e28153c612f7059f527c116f3d10
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_sociology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_sociology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..45b94193c55ac43e7ee6dc33462e128748a68c21
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_us_foreign_policy.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_us_foreign_policy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..52e482775f7f5873ccf19628a1e4bb85baf4b2b0
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_virology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fda1af06360f4f753dee2f3ca6aa4f2720558965
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_world_religions.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/mmlu_world_religions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4051828232c392e69408f8ad71d4bbbbc41a260f
--- /dev/null
+++ b/lm-evaluation/build/lib/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/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/utils.py b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_cot_zeroshot/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..72246935de8cf0cf8b256fd1e6c87dfbbb90a2ad
--- /dev/null
+++ b/lm-evaluation/build/lib/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
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/_mmlu_flan_generative_template_yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/_mmlu_flan_generative_template_yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5b190b8d12e0f3e3fa0f8ca5a0a3a7fe2fd28d40
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/_mmlu_flan_generative_template_yaml
@@ -0,0 +1,30 @@
+group: mmlu_flan_n_shot_generative
+dataset_path: hails/mmlu_no_train # a copy of `cais/mmlu` with no auxiliary_train split
+test_split: test
+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: "
+doc_to_target: "{{['(A)', '(B)', '(C)', '(D)'][answer]}}"
+filter_list:
+  - name: "strict-match"
+    filter:
+      - function: "take_first"
+  - name: "flexible-extract"
+    filter:
+      - function: !function utils.MultiChoiceRegexFilter
+        group_select: 0
+        regex_pattern: "(\\([A-Z]\\))"
+        ignore_case: true
+        ignore_punctuation: true
+      - function: "take_first"
+generation_kwargs:
+  until:
+    - "</s>"
+    - "Q:"
+    - "<|im_end|>"
+metric_list:
+  - metric: exact_match
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 1.0
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_abstract_algebra.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_abstract_algebra.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..40cced2c583fd71fdf6f425b4637a04daad7b52b
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_abstract_algebra"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_clinical_knowledge.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_clinical_knowledge.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e3f24569c2d1bf4a99f21417deec009d51cffdb1
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_clinical_knowledge"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_biology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3772b0e6411ec48f7ee0b68fe15ba7288cfde811
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_college_biology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_econometrics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_econometrics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d9b4ebfcdd5d23fc606e50bce368c0b4db545428
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_econometrics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_electrical_engineering.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_electrical_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e6efb0ef202bc6a5df3d041f02a0abaa10a6c957
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_electrical_engineering"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_elementary_mathematics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_elementary_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b33cf3188391c328495536e671c58924578d4049
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_elementary_mathematics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_formal_logic.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_formal_logic.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1c2ad3a1b6fc4f5f407e13645b77cb4da61d403d
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_formal_logic"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_computer_science.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_computer_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b0d4ef155befae06523140e408ebbe6d2e88f4b3
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_computer_science"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_european_history.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_european_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4b17db63997a395704060e1390180526a44b1ecc
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_european_history"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_geography.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_geography.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..93f8de208581eef0c20dd612c3d5925fa9963dbf
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_geography"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_macroeconomics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_macroeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..71d822595f4699348f1aca2d47cb0bd9529d5e6f
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_macroeconomics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_microeconomics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_microeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5c6d6ef9f6ab6faf79e324652ea22a7bce2f84e7
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_microeconomics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_psychology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1abf244c102484600de19995725959641b73b383
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_psychology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_statistics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_statistics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..df3e8d9300002f309b7cdc792e5583d3c2769da7
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_statistics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_us_history.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_us_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..68e3f0a97e14bdad7ae7456e28db627b8495797b
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_us_history"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_world_history.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_world_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..dfb839c314246b34607c3a68038ce71a64b1ff96
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_world_history.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_world_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school world history.\n\n"
+"group": "mmlu_flan_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_world_history"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_aging.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a857698f7770454d7ad9e7bd402a5a2f2a921af6
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_human_aging"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_management.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..63292cc18cc62dbb1dfe4c6f16b051c23447f583
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_management"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_moral_disputes.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_moral_disputes.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..58bf43dfa819e83af629cc17b33ac6b49a5404dd
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_moral_disputes"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_moral_scenarios.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_moral_scenarios.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9630e517b03d2695214f95c5c33501b4a48ba6d5
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_moral_scenarios"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_prehistory.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3695e77055f40403a4aa384ddb20084bb5302359
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_prehistory"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_medicine.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c420d0d3607a30e7edf13bfa2afb36dd3bce364b
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_professional_medicine"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_sociology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_sociology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3c42d0b9bfef8c4f7c021712155249fa05a13200
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_sociology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_virology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fb083b62b3b7d4889f0c22cf56ec43edc9732293
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_virology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_world_religions.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_world_religions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0f2c199a09beb9287a6e4b6c7e671f6be522e06d
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_world_religions"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/utils.py b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..72246935de8cf0cf8b256fd1e6c87dfbbb90a2ad
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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