diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/_mmlu.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/_mmlu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7705a171c32e73a31693cca354d0baeaf98b64b8
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/_mmlu.yaml
@@ -0,0 +1,6 @@
+group: mmlu_flan_n_shot_generative
+task:
+  - mmlu_flan_n_shot_generative_stem
+  - mmlu_flan_n_shot_generative_other
+  - mmlu_flan_n_shot_generative_social_sciences
+  - mmlu_flan_n_shot_generative_humanities
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_anatomy.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_anatomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..606049a506ac86fa8f3950216e05b34f1f1bc612
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_anatomy"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_astronomy.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_astronomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..db5faa222dc34b2db9b56333dda2c2326a394365
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_astronomy"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_business_ethics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_business_ethics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..add2ffb46b10712593c4c28b622f32d6db3bcaf8
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_business_ethics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_chemistry.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cedcf0cc2ffc855be657dc7fa2869b6c3a4e9c76
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_college_chemistry"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_computer_science.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_computer_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a060903a97c31f701fb9a2158df072120d38e46a
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_computer_science.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "college_computer_science"
+"description": "The following are multiple choice questions (with answers) about college\
+  \ computer science.\n\n"
+"group": "mmlu_flan_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_college_computer_science"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_mathematics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1899ce6540bcacdc29922d8152cbc72da1a058da
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_college_mathematics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_medicine.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ab052dd69e6d0f10a35fbc21cf7289f142066a21
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_college_medicine"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_physics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3b1e64e640ba8ab8625f02d3636b24770caac001
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_college_physics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_computer_security.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_computer_security.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cd312a93a35d32ff5df23896d55106f80315ca96
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_computer_security"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_conceptual_physics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_conceptual_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..49e6b38c5b82a0afa099fcca02941e743bd3ce60
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_conceptual_physics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "conceptual_physics"
+"description": "The following are multiple choice questions (with answers) about conceptual\
+  \ physics.\n\n"
+"group": "mmlu_flan_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_conceptual_physics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_global_facts.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_global_facts.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a2352ff7ecb45b1724b7588582fc65db9a4f1e75
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_global_facts"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_biology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0b51f34a90b4dff6465b37d39d5f5dab7b2866c6
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_biology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_chemistry.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0066ba7716c6316d911d273cdffd0a21fb019bdf
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_chemistry"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_government_and_politics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_government_and_politics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7ae12c1744008b00d8b786a5075295b2d4ce8f81
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_government_and_politics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_mathematics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..20d31e12cce9944cc53e914301dcb44984b7674a
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_mathematics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_physics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5b016778ac9333281b7e061b1a8413515df814a6
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_physics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_sexuality.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_sexuality.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3dde3af5a4f718cfbbc1d76e963fd568f3084279
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_sexuality.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "human_sexuality"
+"description": "The following are multiple choice questions (with answers) about human\
+  \ sexuality.\n\n"
+"group": "mmlu_flan_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_human_sexuality"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_international_law.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_international_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..be9018cfdb5023350aa78a30c576c42feb0627a9
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_international_law"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_jurisprudence.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_jurisprudence.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f6b3c7aeabe7cec4b984d966971d03872d04cef2
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_jurisprudence"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_logical_fallacies.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_logical_fallacies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c6363390211d1ca822c3299b2bbd2e7fcb36fff4
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_logical_fallacies"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_machine_learning.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_machine_learning.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..64496cfb07007054b60a746a1ae3196f2d53abfc
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_machine_learning"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_marketing.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0716dc144e3d01f2991c7126a2d47c53deb52bc9
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_marketing"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_medical_genetics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_medical_genetics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..92115979b24e64d2314808276bd2772247570dd6
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_medical_genetics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_miscellaneous.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_miscellaneous.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..74e889444a157feadfb0a9f183639452e8caaf74
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_miscellaneous"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_nutrition.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_nutrition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..df14da9daf3bae25c95f685d06eba25fe6e740c5
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_nutrition"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_philosophy.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_philosophy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..20f5d60bd040853a7de055ef9804238944b16807
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_philosophy"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_accounting.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..222642ac43c9c896249e7975a3a79dc70f689c78
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_professional_accounting"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_law.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b4d39e4934d39ce0b926808cfaf8ffcff3694c1a
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_professional_law"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_psychology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c5ba7495324a3194032983f9bf7430abfb429b69
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_psychology.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "professional_psychology"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ psychology.\n\n"
+"group": "mmlu_flan_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_professional_psychology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_public_relations.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_public_relations.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9aa7d686f0a0d918838b59c7b4408374d1bce1c4
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_public_relations"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_security_studies.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_security_studies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6d2e0cdaba7b02415346ac8ff0e0dee4626c6e0a
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_security_studies"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_us_foreign_policy.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_us_foreign_policy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5c51472532d22ee6706847d028cb711c92356431
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/generative/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_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_us_foreign_policy"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..43c5f0076a69e39f138040880fde5c107d4535f6
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu.yaml
@@ -0,0 +1,6 @@
+group: mmlu_flan_n_shot_loglikelihood
+task:
+  - mmlu_flan_n_shot_loglikelihood_stem
+  - mmlu_flan_n_shot_loglikelihood_other
+  - mmlu_flan_n_shot_loglikelihood_social_sciences
+  - mmlu_flan_n_shot_loglikelihood_humanities
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_abstract_algebra.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_abstract_algebra.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..068898e4c3a03c1b895f0cf63e2279193fabfd86
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_abstract_algebra"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_astronomy.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_astronomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5f71dbcfa10f829b6514d652933b2cc94eb77bd2
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_astronomy"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_business_ethics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_business_ethics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..54dc204d2431face1dcd41235b8bb3679dff3496
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_business_ethics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_biology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cadb6fb75d42815018b3f7fe241d25e6ee8021ac
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_college_biology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_mathematics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..17d0cb541babb66924e32c17b92a13679116f851
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_college_mathematics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_medicine.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c45a6c9c138cbe906aa7a9207f472b1b92d8522d
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_college_medicine"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_computer_security.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_computer_security.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5b0a75ff1e2981e4741a2dde05f0663cd10aea1d
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_computer_security"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_conceptual_physics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_conceptual_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..94b7eaf62fecff26bf515294f5d36c2887304baa
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_conceptual_physics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "conceptual_physics"
+"description": "The following are multiple choice questions (with answers) about conceptual\
+  \ physics.\n\n"
+"group": "mmlu_flan_n_shot_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_conceptual_physics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_elementary_mathematics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_elementary_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..39e10f856c003cc0c382a088278c2a44ee0ad92a
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_elementary_mathematics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_formal_logic.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_formal_logic.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7fb8aa923735d58bc22d32f93f556cfe54cd66af
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_formal_logic"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_global_facts.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_global_facts.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5ffc9069ac1e7ee42eada962ee7c7a5146b05be6
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_global_facts"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_computer_science.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_computer_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cd2e1285a9b53895c766e23ea33a859d8fa81218
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_computer_science"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_geography.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_geography.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c2e8d83f450497a1c2abf1dbc520ce44e31ff199
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_geography"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_macroeconomics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_macroeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..abc4f87a3c03e2d1753ff7fbaff7c9195cdd8ed3
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_macroeconomics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_mathematics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1ddd6df3de4895cc83be706567ab92b10351c053
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_mathematics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_microeconomics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_microeconomics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d72fc2ac23689e308b41670d5acefb5222509616
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_microeconomics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_physics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c09b2c1d6255ec21a677d1a3dbf10b71302fda29
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_physics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_psychology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8d4bfdd476fa13bc838d39e101c7d4cd6c837da4
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_psychology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_statistics.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_statistics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..bc0c9d1a04c4290e0b283e6c2a53be7212f4f276
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_statistics"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_world_history.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_world_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8664736255b9f7d55945cb40fd285a49b6a626f3
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_world_history"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_human_aging.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9d0a0179e675716b33feb140c268b4926ac6b46d
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_human_aging"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_international_law.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_international_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3d6eb6b28fadb9ed0b28487880eda0b6fd9bf4c3
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_international_law"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_jurisprudence.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_jurisprudence.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0ef1cb184e345dae777028b123717f38ac3c8c63
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_jurisprudence"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_logical_fallacies.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_logical_fallacies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b735d0738561226e6922687d7d103a5da4446055
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_logical_fallacies"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_machine_learning.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_machine_learning.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fccc7058b5b5598dbe7efebf9f04c484bc071388
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_machine_learning"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_management.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a40da661e36759dd9206b7c8eda6217b693ecf22
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_management"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_marketing.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3537a86b933669b1f2cce6362184eb6bf61988e7
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_marketing"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_miscellaneous.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_miscellaneous.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c6aa9bafad16dfc8abcee5a83b701f2e7934a037
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_miscellaneous"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_moral_disputes.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_moral_disputes.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4ff46f425aed8740eb3fe349fd5afebb6b079a06
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_moral_disputes"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_moral_scenarios.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_moral_scenarios.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cdcc3b01048ca4451f9b554d69b0fe51e549d76b
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_moral_scenarios"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_nutrition.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_nutrition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5773ca1f70b7e6bab5e5c328d62f483ee6ae74be
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_nutrition"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_philosophy.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_philosophy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..944b44a14477a42d7662075521a6edeafa778685
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_philosophy"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_prehistory.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..184a9584176eb47d55ad9fd323e6409a853ee315
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_prehistory"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_accounting.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..129b7a50df6ebb26178d41dc845e4189476023e7
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_professional_accounting"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_law.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d28f19355341230399d390d57449e0333d104c83
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_professional_law"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_psychology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..72481ae0490e88f2b4074a4ae0eb84af5f403bf0
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_psychology.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "professional_psychology"
+"description": "The following are multiple choice questions (with answers) about professional\
+  \ psychology.\n\n"
+"group": "mmlu_flan_n_shot_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_professional_psychology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_public_relations.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_public_relations.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..73280df59bcfcdb7c06acc69ef616805eccb8ad9
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_public_relations"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_security_studies.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_security_studies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..03b27c90cd85d4288145e05ad0f1c219ebda34ed
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_n_shot_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_security_studies"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_sociology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_sociology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..630d16925febdb8ef943ea5d7b5faa649f487a9d
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_sociology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_virology.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8bd36105dfe6381f3f8d289502a716326bdba650
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_virology"
diff --git a/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_world_religions.yaml b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_world_religions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e59c28498f3103940076b7846ba68f169c10484e
--- /dev/null
+++ b/lm-evaluation/build/lib/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_world_religions"