diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_chemistry.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_chemistry.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8989ed40c62c05a0ebd089cd89139bc810ea55ba
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_physics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_college_physics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d325f9796f9826f38dfae5c796d58cffef18ad2e
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/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_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_college_physics"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_macroeconomics.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_mathematics.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_mathematics.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1ddd6df3de4895cc83be706567ab92b10351c053
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_mathematics.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "high_school_mathematics"
+"description": "The following are multiple choice questions (with answers) about high\
+  \ school mathematics.\n\n"
+"group": "mmlu_flan_n_shot_loglikelihood_stem"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_high_school_mathematics"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_high_school_psychology.yaml b/lm-evaluation/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/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_jurisprudence.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_jurisprudence.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0ef1cb184e345dae777028b123717f38ac3c8c63
--- /dev/null
+++ b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_jurisprudence.yaml
@@ -0,0 +1,6 @@
+"dataset_name": "jurisprudence"
+"description": "The following are multiple choice questions (with answers) about jurisprudence.\n\
+  \n"
+"group": "mmlu_flan_n_shot_loglikelihood_humanities"
+"include": "_mmlu_flan_loglikelihood_template_yaml"
+"task": "mmlu_flan_n_shot_loglikelihood_jurisprudence"
diff --git a/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_accounting.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_accounting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..129b7a50df6ebb26178d41dc845e4189476023e7
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_law.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_law.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d28f19355341230399d390d57449e0333d104c83
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_psychology.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_professional_psychology.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..72481ae0490e88f2b4074a4ae0eb84af5f403bf0
--- /dev/null
+++ b/lm-evaluation/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/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_public_relations.yaml b/lm-evaluation/lm_eval/tasks/mmlu/flan_n_shot/loglikelihood/mmlu_public_relations.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..73280df59bcfcdb7c06acc69ef616805eccb8ad9
--- /dev/null
+++ b/lm-evaluation/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/tests/testdata/arc_challenge-v2.0-res.json b/lm-evaluation/tests/testdata/arc_challenge-v2.0-res.json
new file mode 100644
index 0000000000000000000000000000000000000000..f0186c4c4b395b6f57e26120975ec0378cd9c0ea
--- /dev/null
+++ b/lm-evaluation/tests/testdata/arc_challenge-v2.0-res.json
@@ -0,0 +1 @@
+{"results": {"arc_challenge": {"acc": 0.26621160409556316, "acc_norm": 0.28242320819112626, "acc_norm_stderr": 0.01315545688409722, "acc_stderr": 0.01291577478152323}}, "versions": {"arc_challenge": "2.0"}}
\ No newline at end of file
diff --git a/lm-evaluation/tests/testdata/arithmetic_2da-v0-loglikelihood b/lm-evaluation/tests/testdata/arithmetic_2da-v0-loglikelihood
new file mode 100644
index 0000000000000000000000000000000000000000..fd95bb231e198d674a556bbec09b2334f1ef1a8e
--- /dev/null
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\ No newline at end of file
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new file mode 100644
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\ No newline at end of file
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new file mode 100644
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--- /dev/null
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new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/lm-evaluation/tests/testdata/blimp_determiner_noun_agreement_irregular_1-v0-loglikelihood b/lm-evaluation/tests/testdata/blimp_determiner_noun_agreement_irregular_1-v0-loglikelihood
new file mode 100644
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new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/lm-evaluation/tests/testdata/blimp_ellipsis_n_bar_2-v0-res.json b/lm-evaluation/tests/testdata/blimp_ellipsis_n_bar_2-v0-res.json
new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/lm-evaluation/tests/testdata/blimp_left_branch_island_simple_question-v0-res.json b/lm-evaluation/tests/testdata/blimp_left_branch_island_simple_question-v0-res.json
new file mode 100644
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--- /dev/null
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\ No newline at end of file
diff --git a/lm-evaluation/tests/testdata/blimp_only_npi_licensor_present-v0-loglikelihood b/lm-evaluation/tests/testdata/blimp_only_npi_licensor_present-v0-loglikelihood
new file mode 100644
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new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/lm-evaluation/tests/testdata/blimp_tough_vs_raising_1-v0-loglikelihood b/lm-evaluation/tests/testdata/blimp_tough_vs_raising_1-v0-loglikelihood
new file mode 100644
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new file mode 100644
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new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/lm-evaluation/tests/testdata/blimp_wh_vs_that_no_gap-v0-res.json b/lm-evaluation/tests/testdata/blimp_wh_vs_that_no_gap-v0-res.json
new file mode 100644
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--- /dev/null
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@@ -0,0 +1 @@
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\ No newline at end of file
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new file mode 100644
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\ No newline at end of file
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new file mode 100644
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new file mode 100644
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\ No newline at end of file
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new file mode 100644
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