diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/_mmlu.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/_mmlu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..7705a171c32e73a31693cca354d0baeaf98b64b8
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/_mmlu_flan_generative_template_yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_abstract_algebra.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_abstract_algebra.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..40cced2c583fd71fdf6f425b4637a04daad7b52b
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_abstract_algebra.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "abstract_algebra"
+"description": "The following are multiple choice questions (with answers) about abstract\
+  \ algebra.\n\n"
+"group": "mmlu_flan_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_abstract_algebra"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_anatomy.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_anatomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..606049a506ac86fa8f3950216e05b34f1f1bc612
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_astronomy.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_astronomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..db5faa222dc34b2db9b56333dda2c2326a394365
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_business_ethics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_business_ethics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..add2ffb46b10712593c4c28b622f32d6db3bcaf8
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_clinical_knowledge.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_clinical_knowledge.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e3f24569c2d1bf4a99f21417deec009d51cffdb1
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_clinical_knowledge.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "clinical_knowledge"
+"description": "The following are multiple choice questions (with answers) about clinical\
+  \ knowledge.\n\n"
+"group": "mmlu_flan_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_clinical_knowledge"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_chemistry.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cedcf0cc2ffc855be657dc7fa2869b6c3a4e9c76
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_mathematics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1899ce6540bcacdc29922d8152cbc72da1a058da
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_physics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_college_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3b1e64e640ba8ab8625f02d3636b24770caac001
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_computer_security.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_computer_security.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cd312a93a35d32ff5df23896d55106f80315ca96
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_electrical_engineering.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_electrical_engineering.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e6efb0ef202bc6a5df3d041f02a0abaa10a6c957
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_electrical_engineering.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "electrical_engineering"
+"description": "The following are multiple choice questions (with answers) about electrical\
+  \ engineering.\n\n"
+"group": "mmlu_flan_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_electrical_engineering"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_elementary_mathematics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_elementary_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b33cf3188391c328495536e671c58924578d4049
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_elementary_mathematics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "elementary_mathematics"
+"description": "The following are multiple choice questions (with answers) about elementary\
+  \ mathematics.\n\n"
+"group": "mmlu_flan_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_elementary_mathematics"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_formal_logic.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_formal_logic.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1c2ad3a1b6fc4f5f407e13645b77cb4da61d403d
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_biology.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_european_history.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_european_history.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4b17db63997a395704060e1390180526a44b1ecc
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_european_history.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_european_history"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school european history.\n\n"
+"group": "mmlu_flan_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_european_history"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_geography.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_geography.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..93f8de208581eef0c20dd612c3d5925fa9963dbf
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_geography.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_geography"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school geography.\n\n"
+"group": "mmlu_flan_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_geography"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_government_and_politics.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_mathematics.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_physics.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_psychology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1abf244c102484600de19995725959641b73b383
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_psychology.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_psychology"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school psychology.\n\n"
+"group": "mmlu_flan_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_psychology"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_statistics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_statistics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..df3e8d9300002f309b7cdc792e5583d3c2769da7
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_statistics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_statistics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school statistics.\n\n"
+"group": "mmlu_flan_n_shot_generative_stem"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_high_school_statistics"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_high_school_world_history.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_aging.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_aging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a857698f7770454d7ad9e7bd402a5a2f2a921af6
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_sexuality.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_human_sexuality.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3dde3af5a4f718cfbbc1d76e963fd568f3084279
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_jurisprudence.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_jurisprudence.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f6b3c7aeabe7cec4b984d966971d03872d04cef2
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_logical_fallacies.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_logical_fallacies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c6363390211d1ca822c3299b2bbd2e7fcb36fff4
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_management.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..63292cc18cc62dbb1dfe4c6f16b051c23447f583
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_management.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "management"
+"description": "The following are multiple choice questions (with answers) about management.\n\
+  \n"
+"group": "mmlu_flan_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_management"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_medical_genetics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_medical_genetics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..92115979b24e64d2314808276bd2772247570dd6
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_miscellaneous.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_miscellaneous.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..74e889444a157feadfb0a9f183639452e8caaf74
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_moral_scenarios.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_moral_scenarios.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9630e517b03d2695214f95c5c33501b4a48ba6d5
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_moral_scenarios.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "moral_scenarios"
+"description": "The following are multiple choice questions (with answers) about moral\
+  \ scenarios.\n\n"
+"group": "mmlu_flan_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_moral_scenarios"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_nutrition.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_nutrition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..df14da9daf3bae25c95f685d06eba25fe6e740c5
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_philosophy.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_philosophy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..20f5d60bd040853a7de055ef9804238944b16807
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_prehistory.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3695e77055f40403a4aa384ddb20084bb5302359
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_accounting.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..222642ac43c9c896249e7975a3a79dc70f689c78
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_psychology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_professional_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c5ba7495324a3194032983f9bf7430abfb429b69
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_public_relations.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_public_relations.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9aa7d686f0a0d918838b59c7b4408374d1bce1c4
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_security_studies.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_security_studies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6d2e0cdaba7b02415346ac8ff0e0dee4626c6e0a
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_sociology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_sociology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3c42d0b9bfef8c4f7c021712155249fa05a13200
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_sociology.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "sociology"
+"description": "The following are multiple choice questions (with answers) about sociology.\n\
+  \n"
+"group": "mmlu_flan_n_shot_generative_social_sciences"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_sociology"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_us_foreign_policy.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_virology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..fb083b62b3b7d4889f0c22cf56ec43edc9732293
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_virology.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "virology"
+"description": "The following are multiple choice questions (with answers) about virology.\n\
+  \n"
+"group": "mmlu_flan_n_shot_generative_other"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_virology"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_world_religions.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_world_religions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0f2c199a09beb9287a6e4b6c7e671f6be522e06d
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/mmlu_world_religions.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "world_religions"
+"description": "The following are multiple choice questions (with answers) about world\
+  \ religions.\n\n"
+"group": "mmlu_flan_n_shot_generative_humanities"
+"include": "_mmlu_flan_generative_template_yaml"
+"task": "mmlu_flan_n_shot_generative_world_religions"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/utils.py b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/utils.py
new file mode 100644
index 0000000000000000000000000000000000000000..72246935de8cf0cf8b256fd1e6c87dfbbb90a2ad
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/generative/utils.py
@@ -0,0 +1,112 @@
+import re
+import sys
+import unicodedata
+
+from lm_eval.filters.extraction import RegexFilter
+
+
+class MultiChoiceRegexFilter(RegexFilter):
+    """ """
+
+    def __init__(
+        self,
+        regex_pattern: str = r"#### (\-?[0-9\.\,]+)",
+        group_select=0,
+        fallback: str = "[invalid]",
+        ignore_case=False,
+        ignore_punctuation=False,
+        regexes_to_ignore=None,
+    ) -> None:
+        """
+        regex_pattern: The basic regex pattern to use. If fails to match, we will use the customized match procedure
+                        - step 1 : We parse the choices between ([A-Z])s then try to find these choices in the response.
+                        - step 2 : We parse the choice with regex :[\s]*([A-?]), where ? varies by number of choices.
+        group_select: Selects the (group_select)th match from the findall result.
+        ignore_case: Ignores the case during step 1 matching
+        ignore_punctuation: Remove the punctuation during step 1 matching
+        regexes_to_ignore: Remove these regexes during step 1 matching
+        """
+        super().__init__(regex_pattern, group_select, fallback)
+        self.ignore_case = ignore_case
+        self.ignore_punctuation = ignore_punctuation
+        self.regexes_to_ignore = regexes_to_ignore
+
+    def apply(self, resps, docs):
+        # here, we assume we have a list, in which each element is
+        # a list of model responses for some particular input/target pair.
+        # so we process each of these (same input/target response sets)
+        # independently (and keep them a list.)
+
+        def find_match(regex, resp, convert_dict={}):
+            match = regex.findall(resp)
+            if match:
+                match = match[self.group_select]
+                if isinstance(match, tuple):
+                    match = [m for m in match if m][0]
+                match = match.strip()
+                if match and match in convert_dict:
+                    match = convert_dict[match]
+            return match
+
+        punct_tbl = dict.fromkeys(
+            i
+            for i in range(sys.maxunicode)
+            if unicodedata.category(chr(i)).startswith("P")
+        )
+
+        def filter_ignores(st):
+            if self.regexes_to_ignore is not None:
+                for s in self.regexes_to_ignore:
+                    st = re.sub(s, "", st)
+
+            if self.ignore_case:
+                st = st.lower()
+
+            if self.ignore_punctuation:
+                # https://stackoverflow.com/a/266162
+                st = st.translate(punct_tbl)
+            return st
+
+        filtered_resps = []
+
+        for r, doc in zip(resps, docs):
+            fallback_regexes = []
+            choice_to_alpha = {}
+            next_alpha = "A"
+
+            without_paren_fallback_regexes = []
+            without_paren_to_target = {}
+
+            choices = doc["choices"]
+            for c in choices:
+                m = filter_ignores(c.strip())
+                fallback_regexes.append(f"{re.escape(m)}")
+                choice_to_alpha[m] = f"({next_alpha})"
+
+                without_paren_fallback_regexes.append(next_alpha)
+                without_paren_to_target[next_alpha] = f"({next_alpha})"
+
+                next_alpha = chr(ord(next_alpha) + 1)
+            fallback_regex = re.compile("|".join(fallback_regexes))
+            without_paren_fallback_regex = "|".join(without_paren_fallback_regexes)
+            without_paren_fallback_regex = re.compile(
+                f":[\s]*({without_paren_fallback_regex})"
+            )
+
+            filtered = []
+            for resp in r:
+                match = find_match(self.regex, resp)
+                if not match:
+                    match = find_match(
+                        fallback_regex, filter_ignores(resp), choice_to_alpha
+                    )
+                    if not match:
+                        match = find_match(
+                            without_paren_fallback_regex, resp, without_paren_to_target
+                        )
+                if not match:
+                    match = self.fallback
+                filtered.append(match)
+            filtered_resps.append(filtered)
+
+        return filtered_resps
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..43c5f0076a69e39f138040880fde5c107d4535f6
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/_mmlu_flan_loglikelihood_template_yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_abstract_algebra.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_abstract_algebra.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..068898e4c3a03c1b895f0cf63e2279193fabfd86
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_anatomy.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_anatomy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..db5fa24e5c51723fd77f010298319d8b3f915ce2
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_biology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_biology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cadb6fb75d42815018b3f7fe241d25e6ee8021ac
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_chemistry.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8989ed40c62c05a0ebd089cd89139bc810ea55ba
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_college_chemistry"
diff --git a/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_mathematics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..17d0cb541babb66924e32c17b92a13679116f851
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_conceptual_physics.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_conceptual_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..94b7eaf62fecff26bf515294f5d36c2887304baa
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_european_history.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_macroeconomics.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_microeconomics.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_physics.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_psychology.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_statistics.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_us_history.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_human_sexuality.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_human_sexuality.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..96979867c1ceba5b5a4bf952b70dd37d2d36b233
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_international_law.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_international_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3d6eb6b28fadb9ed0b28487880eda0b6fd9bf4c3
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_logical_fallacies.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_logical_fallacies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..b735d0738561226e6922687d7d103a5da4446055
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_management.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_management.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a40da661e36759dd9206b7c8eda6217b693ecf22
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_miscellaneous.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_miscellaneous.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c6aa9bafad16dfc8abcee5a83b701f2e7934a037
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_moral_scenarios.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_moral_scenarios.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..cdcc3b01048ca4451f9b554d69b0fe51e549d76b
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_nutrition.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_nutrition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..5773ca1f70b7e6bab5e5c328d62f483ee6ae74be
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_prehistory.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_prehistory.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..184a9584176eb47d55ad9fd323e6409a853ee315
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_accounting.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..129b7a50df6ebb26178d41dc845e4189476023e7
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_law.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d28f19355341230399d390d57449e0333d104c83
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_medicine.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_medicine.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..68c8dc46da23e0fdff8f8eb57c467849f15e567a
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_psychology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..72481ae0490e88f2b4074a4ae0eb84af5f403bf0
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_public_relations.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_public_relations.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..73280df59bcfcdb7c06acc69ef616805eccb8ad9
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_security_studies.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_security_studies.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..03b27c90cd85d4288145e05ad0f1c219ebda34ed
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_us_foreign_policy.yaml b/lm-evaluation-harness/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-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_virology.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_virology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8bd36105dfe6381f3f8d289502a716326bdba650
--- /dev/null
+++ b/lm-evaluation-harness/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-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_world_religions.yaml b/lm-evaluation-harness/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_world_religions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e59c28498f3103940076b7846ba68f169c10484e
--- /dev/null
+++ b/lm-evaluation-harness/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"