diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/_mmlu_flan_generative_template_yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_biology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3772b0e6411ec48f7ee0b68fe15ba7288cfde811
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_chemistry.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cedcf0cc2ffc855be657dc7fa2869b6c3a4e9c76
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_computer_science.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_physics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3b1e64e640ba8ab8625f02d3636b24770caac001
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_econometrics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_econometrics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d9b4ebfcdd5d23fc606e50bce368c0b4db545428
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_formal_logic.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_formal_logic.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1c2ad3a1b6fc4f5f407e13645b77cb4da61d403d
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_biology.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_chemistry.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_macroeconomics.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_mathematics.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_microeconomics.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_world_history.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_aging.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a857698f7770454d7ad9e7bd402a5a2f2a921af6
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_logical_fallacies.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_logical_fallacies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c6363390211d1ca822c3299b2bbd2e7fcb36fff4
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_marketing.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0716dc144e3d01f2991c7126a2d47c53deb52bc9
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_medical_genetics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_medical_genetics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..92115979b24e64d2314808276bd2772247570dd6
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_moral_disputes.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_moral_disputes.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..58bf43dfa819e83af629cc17b33ac6b49a5404dd
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_nutrition.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_nutrition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..df14da9daf3bae25c95f685d06eba25fe6e740c5
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_prehistory.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3695e77055f40403a4aa384ddb20084bb5302359
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_medicine.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c420d0d3607a30e7edf13bfa2afb36dd3bce364b
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_us_foreign_policy.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..43c5f0076a69e39f138040880fde5c107d4535f6
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu_flan_loglikelihood_template_yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu_flan_loglikelihood_template_yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4bd5e44e45f3461f5a6840eebbf299ad7f1f3ca5
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu_flan_loglikelihood_template_yaml
@@ -0,0 +1,16 @@
+dataset_path: hails/mmlu_no_train # a copy of `cais/mmlu` with no auxiliary_train split
+test_split: test
+fewshot_split: dev
+output_type: multiple_choice
+doc_to_text: "Q: {{question.strip()}}\n(A) {{choices[0]}} (B) {{choices[1]}} (C) {{choices[2]}} (D) {{choices[3]}}\nA: "
+doc_to_choice: ["(A)", "(B)", "(C)", "(D)"]
+doc_to_target: answer
+metric_list:
+  - metric: acc
+    aggregation: mean
+    higher_is_better: true
+  - metric: acc_norm
+    aggregation: mean
+    higher_is_better: true
+metadata:
+  version: 0.0
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_abstract_algebra.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_abstract_algebra.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..068898e4c3a03c1b895f0cf63e2279193fabfd86
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_anatomy.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_anatomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..db5fa24e5c51723fd77f010298319d8b3f915ce2
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_anatomy"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_astronomy.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_astronomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5f71dbcfa10f829b6514d652933b2cc94eb77bd2
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_business_ethics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_business_ethics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..54dc204d2431face1dcd41235b8bb3679dff3496
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_clinical_knowledge.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_clinical_knowledge.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..121b3c22efeebfcb3fe06839f8fec1d43a6a9831
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_clinical_knowledge"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_biology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cadb6fb75d42815018b3f7fe241d25e6ee8021ac
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_computer_science.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_computer_science.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e4bdbdd67206016451228bbfa7b318279f9b43dc
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_college_computer_science"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_mathematics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..17d0cb541babb66924e32c17b92a13679116f851
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_medicine.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c45a6c9c138cbe906aa7a9207f472b1b92d8522d
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_computer_security.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_computer_security.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5b0a75ff1e2981e4741a2dde05f0663cd10aea1d
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_conceptual_physics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_conceptual_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..94b7eaf62fecff26bf515294f5d36c2887304baa
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_econometrics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_econometrics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..146d4847d816e546c0ec817cd2e236f453d6bae1
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_econometrics"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_electrical_engineering.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_electrical_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..61cb27e22855e169d30f7fdcd71a18f42afc1ce3
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_electrical_engineering"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_elementary_mathematics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_elementary_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..39e10f856c003cc0c382a088278c2a44ee0ad92a
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_formal_logic.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_formal_logic.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7fb8aa923735d58bc22d32f93f556cfe54cd66af
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_global_facts.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_global_facts.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5ffc9069ac1e7ee42eada962ee7c7a5146b05be6
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_biology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..328b47f8bc141d6f465f38ebd634c1dece5d0269
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_biology"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_chemistry.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..350583752e02786d1f21eccb8118ca9c8f0e1af8
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_chemistry"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_computer_science.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_european_history.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_european_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..62f9465f9253dc46df99a6fa3495c9987de4ce85
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_european_history"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_geography.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_government_and_politics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_government_and_politics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9b72fb19b7148583e017f51d6df5e66bb45eeb53
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_government_and_politics"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_microeconomics.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_physics.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_statistics.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_us_history.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_us_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0524e7675be12322aeb336f95ce805b7e322a66b
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_us_history"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_world_history.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_human_aging.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9d0a0179e675716b33feb140c268b4926ac6b46d
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_human_sexuality.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_human_sexuality.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..96979867c1ceba5b5a4bf952b70dd37d2d36b233
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_human_sexuality"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_international_law.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_international_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3d6eb6b28fadb9ed0b28487880eda0b6fd9bf4c3
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_logical_fallacies.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_logical_fallacies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b735d0738561226e6922687d7d103a5da4446055
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_machine_learning.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_machine_learning.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fccc7058b5b5598dbe7efebf9f04c484bc071388
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_management.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a40da661e36759dd9206b7c8eda6217b693ecf22
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_marketing.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_marketing.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3537a86b933669b1f2cce6362184eb6bf61988e7
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_medical_genetics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_medical_genetics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..49247525eadd9ca9e8368d8f2d0606a97d837e0d
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_medical_genetics"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_miscellaneous.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_miscellaneous.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c6aa9bafad16dfc8abcee5a83b701f2e7934a037
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_moral_disputes.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_moral_disputes.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4ff46f425aed8740eb3fe349fd5afebb6b079a06
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_moral_scenarios.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_moral_scenarios.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cdcc3b01048ca4451f9b554d69b0fe51e549d76b
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_nutrition.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_nutrition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5773ca1f70b7e6bab5e5c328d62f483ee6ae74be
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_philosophy.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_philosophy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..944b44a14477a42d7662075521a6edeafa778685
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_prehistory.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..184a9584176eb47d55ad9fd323e6409a853ee315
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_medicine.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..68c8dc46da23e0fdff8f8eb57c467849f15e567a
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_other"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_professional_medicine"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_security_studies.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_security_studies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..03b27c90cd85d4288145e05ad0f1c219ebda34ed
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_sociology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_sociology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..630d16925febdb8ef943ea5d7b5faa649f487a9d
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_us_foreign_policy.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_us_foreign_policy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..2274d0670dbe7cd43ab747d95638c000fe3b877f
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_social_sciences"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_us_foreign_policy"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_virology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8bd36105dfe6381f3f8d289502a716326bdba650
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_world_religions.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_world_religions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e59c28498f3103940076b7846ba68f169c10484e
--- /dev/null
+++ b/lm-evaluation/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"
diff --git a/lm-evaluation/lm_eval/tasks/pile/pile_enron.yaml b/lm-evaluation/lm_eval/tasks/pile/pile_enron.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e344fcfa215c5896b1d23aef1c4d45f5f0f91448
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/pile/pile_enron.yaml
@@ -0,0 +1,3 @@
+include: pile_arxiv.yaml
+task: pile_enron
+dataset_name: pile_enron
diff --git a/lm-evaluation/lm_eval/tasks/pile/pile_europarl.yaml b/lm-evaluation/lm_eval/tasks/pile/pile_europarl.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..aad5464be3f1153e8b98568dca003a859e89a34e
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/pile/pile_europarl.yaml
@@ -0,0 +1,3 @@
+include: pile_arxiv.yaml
+task: pile_europarl
+dataset_name: pile_europarl
diff --git a/lm-evaluation/lm_eval/tasks/pile/pile_wikipedia.yaml b/lm-evaluation/lm_eval/tasks/pile/pile_wikipedia.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..11236e9e8e94d346a7402420ce9dd5e2978333fc
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/pile/pile_wikipedia.yaml
@@ -0,0 +1,3 @@
+include: pile_arxiv.yaml
+task: pile_wikipedia
+dataset_name: pile_wikipedia
diff --git a/lm-evaluation/lm_eval/tasks/pile/pile_youtubesubtitles.yaml b/lm-evaluation/lm_eval/tasks/pile/pile_youtubesubtitles.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..aaf7376c85dada7ead9b2e9c85648b496cfcf66c
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/pile/pile_youtubesubtitles.yaml
@@ -0,0 +1,3 @@
+include: pile_arxiv.yaml
+task: pile_youtubesubtitles
+dataset_name: pile_youtubesubtitles