diff --git a/ckpts/universal/global_step20/zero/6.mlp.dense_h_to_4h.weight/fp32.pt b/ckpts/universal/global_step20/zero/6.mlp.dense_h_to_4h.weight/fp32.pt
new file mode 100644
index 0000000000000000000000000000000000000000..3217a6bd4077ce4ddcdcb0e363eeb8b80e4ba701
--- /dev/null
+++ b/ckpts/universal/global_step20/zero/6.mlp.dense_h_to_4h.weight/fp32.pt
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1523bb7c941133d85c7c8763cbca8ef788de1cab6f2fd21688439632e9c5a81
+size 33555533
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/auto_debugging.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/auto_debugging.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d8802c1c85d3dd4ae02f04a86982b08be6e214e3
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/auto_debugging.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: auto_debugging_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_auto_debugging_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/bbq_lite_json.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/bbq_lite_json.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6812f69961b8a0a57d86d98e40c5316484fb5623
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/bbq_lite_json.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: bbq_lite_json_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_bbq_lite_json_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/cifar10_classification.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/cifar10_classification.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1a3b08ca6c4db099c156f4cc2277e408c8cee6a4
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/cifar10_classification.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: cifar10_classification_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_cifar10_classification_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/crass_ai.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/crass_ai.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a65d1c334295ee8f3370305a7f563dd21c476680
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/crass_ai.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: crass_ai_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_crass_ai_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/discourse_marker_prediction.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/discourse_marker_prediction.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..30182d9d1f884411dff255d208fd5c999209b003
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/discourse_marker_prediction.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: discourse_marker_prediction_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_discourse_marker_prediction_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/emoji_movie.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/emoji_movie.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..af958389cb784df75e9a82573087903642cef6ab
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/emoji_movie.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: emoji_movie_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_emoji_movie_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/empirical_judgments.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/empirical_judgments.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..1b26cbee762ba972b44d9404f421e975ee285487
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/empirical_judgments.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: empirical_judgments_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_empirical_judgments_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/fact_checker.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/fact_checker.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..62dd5197439239a86c7d044d28fd936226481a02
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/fact_checker.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: fact_checker_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_fact_checker_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/formal_fallacies_syllogisms_negation.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/formal_fallacies_syllogisms_negation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..d3afc0edf2efd7056f8d46ad0d85ae55c7073be8
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/formal_fallacies_syllogisms_negation.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: formal_fallacies_syllogisms_negation_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_formal_fallacies_syllogisms_negation_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/gem.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/gem.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f59f287869076ebf202cbf4f01d52b2935f87820
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/gem.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: gem_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_gem_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/intent_recognition.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/intent_recognition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..0583a17e4b456ca0d6334353fc16d8e89e95b962
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/intent_recognition.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: intent_recognition_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_intent_recognition_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/logical_deduction.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/logical_deduction.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8fdaac7ffbe019507c5c0ed588df162538aaadc6
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/logical_deduction.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: logical_deduction_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_logical_deduction_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/mathematical_induction.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/mathematical_induction.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..59e4fc3f2bb68f45cd4ff9c158b82b4cd0032241
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/mathematical_induction.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: mathematical_induction_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_mathematical_induction_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/misconceptions.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/misconceptions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..f3375eb60927e49931f96289b8ddb6b0f2a3d002
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/misconceptions.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: misconceptions_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_misconceptions_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/modified_arithmetic.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/modified_arithmetic.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..edbb2b34b8cceb119a191942fb617cf99367cd40
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/modified_arithmetic.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: modified_arithmetic_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_modified_arithmetic_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/movie_recommendation.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/movie_recommendation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..97c370ce883eaab2f9ea3abad34f08b2d1838b22
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/movie_recommendation.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: movie_recommendation_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_movie_recommendation_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/object_counting.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/object_counting.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..a9fc956996d41418c40d23c255ba2abfd0a831b1
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/object_counting.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: object_counting_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_object_counting_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/ruin_names.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/ruin_names.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e9ceddad3293c7c5fc315302962a63f61274b322
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/ruin_names.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: ruin_names_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_ruin_names_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/simple_arithmetic_json_multiple_choice.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/simple_arithmetic_json_multiple_choice.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..8d1309732627fa2701012c7c53de12f42c0408cf
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/simple_arithmetic_json_multiple_choice.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: simple_arithmetic_json_multiple_choice_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_simple_arithmetic_json_multiple_choice_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/simple_ethical_questions.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/simple_ethical_questions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..44960774fb04a69f7e2c24fa248567290923b6c3
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/simple_ethical_questions.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: simple_ethical_questions_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_simple_ethical_questions_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/swahili_english_proverbs.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/swahili_english_proverbs.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..c218adb365d9d545fe9806c6d27e50390430ddea
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/swahili_english_proverbs.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: swahili_english_proverbs_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_swahili_english_proverbs_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/undo_permutation.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/undo_permutation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..3f0e914c87cb31eea9b9524c4552eca2234eadce
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/undo_permutation.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: undo_permutation_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_undo_permutation_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/unit_conversion.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/unit_conversion.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..6f3747c46a0317851c8cc242458793504e0fd657
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/unit_conversion.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: unit_conversion_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_unit_conversion_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/unit_interpretation.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/unit_interpretation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..34c882dc1dde88d9b57144260b4f90390f548ce6
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/unit_interpretation.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: unit_interpretation_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_unit_interpretation_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/winowhy.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/winowhy.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..99ff22d9c7f80dc3d05cfed74ec8749e7b8790d3
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/generate_until/winowhy.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: winowhy_zero_shot
+include: ../generate_until_template_yaml
+task: bigbench_winowhy_generate_until
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/analytic_entailment.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/analytic_entailment.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9ecf8fb5f34c637fe6b8d3995ef51b1f5ca48cce
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/analytic_entailment.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: analytic_entailment_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_analytic_entailment_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/authorship_verification.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/authorship_verification.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4caeacd4db2cc2c4378af8227abcca7c98724b9d
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/authorship_verification.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: authorship_verification_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_authorship_verification_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/chess_state_tracking.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/chess_state_tracking.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..ea29979786c98ae463812876dfc5d7027d14e3dd
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/chess_state_tracking.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: chess_state_tracking_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_chess_state_tracking_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/common_morpheme.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/common_morpheme.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..bf8f3aca16eacc0bb33cf2240576b9dfe6361bed
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/common_morpheme.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: common_morpheme_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_common_morpheme_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/conlang_translation.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/conlang_translation.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..e5a28097c267c8c18388d511fb79696909de0fe2
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/conlang_translation.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: conlang_translation_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_conlang_translation_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/entailed_polarity.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/entailed_polarity.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..24444e55d012584520eae448baef75245c1fe870
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/entailed_polarity.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: entailed_polarity_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_entailed_polarity_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/intent_recognition.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/intent_recognition.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..720ac92ae42d54aa469b8c999c518cfc068c2d78
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/intent_recognition.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: intent_recognition_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_intent_recognition_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/language_identification.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/language_identification.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..9ea141fb04a87df23cd4c71723c277da11a3ef9f
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/language_identification.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: language_identification_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_language_identification_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/logical_deduction.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/logical_deduction.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..592d2afa8b7b78bf25daf47b43188dec090d7406
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/logical_deduction.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: logical_deduction_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_logical_deduction_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/mathematical_induction.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/mathematical_induction.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4ed0ad3c0d104e2ff2552937294c80c9ec5f79de
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/mathematical_induction.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: mathematical_induction_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_mathematical_induction_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/odd_one_out.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/odd_one_out.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..aaa43e678ec29f4f54127263fc950cd459966528
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/odd_one_out.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: odd_one_out_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_odd_one_out_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/physics_questions.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/physics_questions.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..44646f146a028329d1b59e30797c49a38df1e1e2
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/physics_questions.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: physics_questions_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_physics_questions_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/sentence_ambiguity.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/sentence_ambiguity.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..4e4a18f1ada69ac34ab9ccf76ed1b98fc1b9aae7
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/sentence_ambiguity.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: sentence_ambiguity_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_sentence_ambiguity_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/strategyqa.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/strategyqa.yaml
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index 0000000000000000000000000000000000000000..f988071bad05cd514cd30791720933d77fb2f255
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/strategyqa.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: strategyqa_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_strategyqa_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/unit_conversion.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/unit_conversion.yaml
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index 0000000000000000000000000000000000000000..21a67c437b76dd6275e1e0f8d40f77379e82648c
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/unit_conversion.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: unit_conversion_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_unit_conversion_multiple_choice
diff --git a/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/unnatural_in_context_learning.yaml b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/unnatural_in_context_learning.yaml
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index 0000000000000000000000000000000000000000..45943005c7420a81f6420bf7197259a0613ffedc
--- /dev/null
+++ b/lm-evaluation-harness/lm_eval/tasks/bigbench/multiple_choice/unnatural_in_context_learning.yaml
@@ -0,0 +1,4 @@
+# Generated by utils.py
+dataset_name: unnatural_in_context_learning_zero_shot
+include: ../multiple_choice_template_yaml
+task: bigbench_unnatural_in_context_learning_multiple_choice
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