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eval 0 and 1

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@@ -43,6 +43,138 @@ The objective is to streamline the cognitive or reasoning core, eliminating any
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  litgpt evaluate --tasks 'leaderboard' --out_dir 'evaluate-0/' --batch_size 4 --dtype 'bfloat16' out/contrain/final/
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  ```
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  ```bash
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  litgpt evaluate --tasks 'hellaswag,gsm8k,truthfulqa_mc2,mmlu,winogrande,arc_challenge' --out_dir 'evaluate-1/' --batch_size 4 --dtype 'bfloat16' out/contrain/final/
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  ```
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  litgpt evaluate --tasks 'leaderboard' --out_dir 'evaluate-0/' --batch_size 4 --dtype 'bfloat16' out/contrain/final/
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  ```
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+ | Tasks |Version|Filter|n-shot| Metric | |Value | |Stderr|
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+ |-----------------------------------------------------------|-------|------|-----:|-----------------------|---|-----:|---|------|
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+ |leaderboard | N/A| | | | | | | |
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+ | - leaderboard_bbh | N/A| | | | | | | |
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+ | - leaderboard_bbh_boolean_expressions | 1|none | 3|acc_norm |↑ |0.4600|± |0.0316|
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+ | - leaderboard_bbh_causal_judgement | 1|none | 3|acc_norm |↑ |0.5187|± |0.0366|
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+ | - leaderboard_bbh_date_understanding | 1|none | 3|acc_norm |↑ |0.1560|± |0.0230|
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+ | - leaderboard_bbh_disambiguation_qa | 1|none | 3|acc_norm |↑ |0.3000|± |0.0290|
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+ | - leaderboard_bbh_formal_fallacies | 1|none | 3|acc_norm |↑ |0.4680|± |0.0316|
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+ | - leaderboard_bbh_geometric_shapes | 1|none | 3|acc_norm |↑ |0.0920|± |0.0183|
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+ | - leaderboard_bbh_hyperbaton | 1|none | 3|acc_norm |↑ |0.5320|± |0.0316|
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+ | - leaderboard_bbh_logical_deduction_five_objects | 1|none | 3|acc_norm |↑ |0.2240|± |0.0264|
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+ | - leaderboard_bbh_logical_deduction_seven_objects | 1|none | 3|acc_norm |↑ |0.1600|± |0.0232|
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+ | - leaderboard_bbh_logical_deduction_three_objects | 1|none | 3|acc_norm |↑ |0.3360|± |0.0299|
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+ | - leaderboard_bbh_movie_recommendation | 1|none | 3|acc_norm |↑ |0.0640|± |0.0155|
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+ | - leaderboard_bbh_navigate | 1|none | 3|acc_norm |↑ |0.4200|± |0.0313|
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+ | - leaderboard_bbh_object_counting | 1|none | 3|acc_norm |↑ |0.0640|± |0.0155|
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+ | - leaderboard_bbh_penguins_in_a_table | 1|none | 3|acc_norm |↑ |0.2397|± |0.0355|
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+ | - leaderboard_bbh_reasoning_about_colored_objects | 1|none | 3|acc_norm |↑ |0.1520|± |0.0228|
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+ | - leaderboard_bbh_ruin_names | 1|none | 3|acc_norm |↑ |0.2720|± |0.0282|
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+ | - leaderboard_bbh_salient_translation_error_detection | 1|none | 3|acc_norm |↑ |0.1240|± |0.0209|
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+ | - leaderboard_bbh_snarks | 1|none | 3|acc_norm |↑ |0.5618|± |0.0373|
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+ | - leaderboard_bbh_sports_understanding | 1|none | 3|acc_norm |↑ |0.4600|± |0.0316|
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+ | - leaderboard_bbh_temporal_sequences | 1|none | 3|acc_norm |↑ |0.2920|± |0.0288|
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+ | - leaderboard_bbh_tracking_shuffled_objects_five_objects | 1|none | 3|acc_norm |↑ |0.2040|± |0.0255|
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+ | - leaderboard_bbh_tracking_shuffled_objects_seven_objects| 1|none | 3|acc_norm |↑ |0.1200|± |0.0206|
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+ | - leaderboard_bbh_tracking_shuffled_objects_three_objects| 1|none | 3|acc_norm |↑ |0.3160|± |0.0295|
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+ | - leaderboard_bbh_web_of_lies | 1|none | 3|acc_norm |↑ |0.4880|± |0.0317|
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+ | - leaderboard_gpqa | N/A| | | | | | | |
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+ | - leaderboard_gpqa_diamond | 1|none | 0|acc_norm |↑ |0.1919|± |0.0281|
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+ | - leaderboard_gpqa_extended | 1|none | 0|acc_norm |↑ |0.2289|± |0.0180|
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+ | - leaderboard_gpqa_main | 1|none | 0|acc_norm |↑ |0.2768|± |0.0212|
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+ | - leaderboard_ifeval | 3|none | 0|inst_level_loose_acc |↑ |0.2098|± | N/A|
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+ | | |none | 0|inst_level_strict_acc |↑ |0.1966|± | N/A|
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+ | | |none | 0|prompt_level_loose_acc |↑ |0.1109|± |0.0135|
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+ | | |none | 0|prompt_level_strict_acc|↑ |0.1072|± |0.0133|
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+ | - leaderboard_math_hard | N/A| | | | | | | |
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+ | - leaderboard_math_algebra_hard | 1|none | 4|exact_match |↑ |0.0000|± | 0|
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+ | - leaderboard_math_counting_and_prob_hard | 1|none | 4|exact_match |↑ |0.0000|± | 0|
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+ | - leaderboard_math_geometry_hard | 1|none | 4|exact_match |↑ |0.0000|± | 0|
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+ | - leaderboard_math_intermediate_algebra_hard | 1|none | 4|exact_match |↑ |0.0000|± | 0|
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+ | - leaderboard_math_num_theory_hard | 1|none | 4|exact_match |↑ |0.0000|± | 0|
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+ | - leaderboard_math_prealgebra_hard | 1|none | 4|exact_match |↑ |0.0000|± | 0|
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+ | - leaderboard_math_precalculus_hard | 1|none | 4|exact_match |↑ |0.0000|± | 0|
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+ | - leaderboard_mmlu_pro | 0.1|none | 5|acc |↑ |0.1184|± |0.0029|
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+ | - leaderboard_musr | N/A| | | | | | | |
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+ | - leaderboard_musr_murder_mysteries | 1|none | 0|acc_norm |↑ |0.5000|± |0.0317|
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+ | - leaderboard_musr_object_placements | 1|none | 0|acc_norm |↑ |0.2578|± |0.0274|
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+ | - leaderboard_musr_team_allocation | 1|none | 0|acc_norm |↑ |0.2600|± |0.0278|
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+
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+
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  ```bash
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  litgpt evaluate --tasks 'hellaswag,gsm8k,truthfulqa_mc2,mmlu,winogrande,arc_challenge' --out_dir 'evaluate-1/' --batch_size 4 --dtype 'bfloat16' out/contrain/final/
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  ```
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+
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+ | Tasks |Version| Filter |n-shot| Metric | |Value | |Stderr|
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+ |---------------------------------------|------:|----------------|-----:|-----------|---|-----:|---|-----:|
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+ |arc_challenge | 1|none | 0|acc |↑ |0.1962|± |0.0116|
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+ | | |none | 0|acc_norm |↑ |0.2483|± |0.0126|
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+ |gsm8k | 3|flexible-extract| 5|exact_match|↑ |0.0008|± |0.0008|
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+ | | |strict-match | 5|exact_match|↑ |0.0000|± |0.0000|
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+ |hellaswag | 1|none | 0|acc |↑ |0.2594|± |0.0044|
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+ | | |none | 0|acc_norm |↑ |0.2564|± |0.0044|
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+ |mmlu | 2|none | |acc |↑ |0.2575|± |0.0037|
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+ | - humanities | 2|none | |acc |↑ |0.2410|± |0.0062|
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+ | - formal_logic | 1|none | 0|acc |↑ |0.3016|± |0.0410|
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+ | - high_school_european_history | 1|none | 0|acc |↑ |0.1879|± |0.0305|
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+ | - high_school_us_history | 1|none | 0|acc |↑ |0.2794|± |0.0315|
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+ | - high_school_world_history | 1|none | 0|acc |↑ |0.2363|± |0.0277|
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+ | - international_law | 1|none | 0|acc |↑ |0.1240|± |0.0301|
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+ | - jurisprudence | 1|none | 0|acc |↑ |0.2315|± |0.0408|
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+ | - logical_fallacies | 1|none | 0|acc |↑ |0.2270|± |0.0329|
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+ | - moral_disputes | 1|none | 0|acc |↑ |0.2139|± |0.0221|
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+ | - moral_scenarios | 1|none | 0|acc |↑ |0.2715|± |0.0149|
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+ | - philosophy | 1|none | 0|acc |↑ |0.2572|± |0.0248|
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+ | - prehistory | 1|none | 0|acc |↑ |0.2500|± |0.0241|
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+ | - professional_law | 1|none | 0|acc |↑ |0.2334|± |0.0108|
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+ | - world_religions | 1|none | 0|acc |↑ |0.2281|± |0.0322|
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+ | - other | 2|none | |acc |↑ |0.2379|± |0.0076|
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+ | - business_ethics | 1|none | 0|acc |↑ |0.2800|± |0.0451|
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+ | - clinical_knowledge | 1|none | 0|acc |↑ |0.2943|± |0.0280|
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+ | - college_medicine | 1|none | 0|acc |↑ |0.2832|± |0.0344|
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+ | - global_facts | 1|none | 0|acc |↑ |0.1900|± |0.0394|
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+ | - human_aging | 1|none | 0|acc |↑ |0.1794|± |0.0257|
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+ | - management | 1|none | 0|acc |↑ |0.3398|± |0.0469|
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+ | - marketing | 1|none | 0|acc |↑ |0.1838|± |0.0254|
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+ | - medical_genetics | 1|none | 0|acc |↑ |0.1900|± |0.0394|
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+ | - miscellaneous | 1|none | 0|acc |↑ |0.2171|± |0.0147|
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+ | - nutrition | 1|none | 0|acc |↑ |0.2549|± |0.0250|
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+ | - professional_accounting | 1|none | 0|acc |↑ |0.2447|± |0.0256|
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+ | - professional_medicine | 1|none | 0|acc |↑ |0.3162|± |0.0282|
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+ | - virology | 1|none | 0|acc |↑ |0.1506|± |0.0278|
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+ | - social sciences | 2|none | |acc |↑ |0.2899|± |0.0082|
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+ | - econometrics | 1|none | 0|acc |↑ |0.2807|± |0.0423|
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+ | - high_school_geography | 1|none | 0|acc |↑ |0.3030|± |0.0327|
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+ | - high_school_government_and_politics| 1|none | 0|acc |↑ |0.3109|± |0.0334|
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+ | - high_school_macroeconomics | 1|none | 0|acc |↑ |0.3103|± |0.0235|
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+ | - high_school_microeconomics | 1|none | 0|acc |↑ |0.2563|± |0.0284|
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+ | - high_school_psychology | 1|none | 0|acc |↑ |0.3193|± |0.0200|
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+ | - human_sexuality | 1|none | 0|acc |↑ |0.2824|± |0.0395|
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+ | - professional_psychology | 1|none | 0|acc |↑ |0.2451|± |0.0174|
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+ | - public_relations | 1|none | 0|acc |↑ |0.2818|± |0.0431|
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+ | - security_studies | 1|none | 0|acc |↑ |0.3592|± |0.0307|
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+ | - sociology | 1|none | 0|acc |↑ |0.2488|± |0.0306|
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+ | - us_foreign_policy | 1|none | 0|acc |↑ |0.2800|± |0.0451|
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+ | - stem | 2|none | |acc |↑ |0.2699|± |0.0079|
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+ | - abstract_algebra | 1|none | 0|acc |↑ |0.1900|± |0.0394|
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+ | - anatomy | 1|none | 0|acc |↑ |0.2444|± |0.0371|
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+ | - astronomy | 1|none | 0|acc |↑ |0.2961|± |0.0372|
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+ | - college_biology | 1|none | 0|acc |↑ |0.2431|± |0.0359|
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+ | - college_chemistry | 1|none | 0|acc |↑ |0.3500|± |0.0479|
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+ | - college_computer_science | 1|none | 0|acc |↑ |0.2700|± |0.0446|
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+ | - college_mathematics | 1|none | 0|acc |↑ |0.2400|± |0.0429|
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+ | - college_physics | 1|none | 0|acc |↑ |0.3627|± |0.0478|
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+ | - computer_security | 1|none | 0|acc |↑ |0.1900|± |0.0394|
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+ | - conceptual_physics | 1|none | 0|acc |↑ |0.2766|± |0.0292|
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+ | - electrical_engineering | 1|none | 0|acc |↑ |0.2621|± |0.0366|
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+ | - elementary_mathematics | 1|none | 0|acc |↑ |0.2725|± |0.0229|
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+ | - high_school_biology | 1|none | 0|acc |↑ |0.3065|± |0.0262|
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+ | - high_school_chemistry | 1|none | 0|acc |↑ |0.2562|± |0.0307|
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+ | - high_school_computer_science | 1|none | 0|acc |↑ |0.2200|± |0.0416|
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+ | - high_school_mathematics | 1|none | 0|acc |↑ |0.2630|± |0.0268|
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+ | - high_school_physics | 1|none | 0|acc |↑ |0.2649|± |0.0360|
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+ | - high_school_statistics | 1|none | 0|acc |↑ |0.3380|± |0.0323|
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+ | - machine_learning | 1|none | 0|acc |↑ |0.1607|± |0.0349|
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+ |truthfulqa_mc2 | 2|none | 0|acc |↑ |0.4992|± |0.0163|
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+ |winogrande | 1|none | 0|acc |↑ |0.5075|± |0.0141|
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+
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+ | Groups |Version|Filter|n-shot|Metric| |Value | |Stderr|
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+ |------------------|------:|------|------|------|---|-----:|---|-----:|
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+ |mmlu | 2|none | |acc |↑ |0.2575|± |0.0037|
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+ | - humanities | 2|none | |acc |↑ |0.2410|± |0.0062|
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+ | - other | 2|none | |acc |↑ |0.2379|± |0.0076|
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+ | - social sciences| 2|none | |acc |↑ |0.2899|± |0.0082|
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+ | - stem | 2|none | |acc |↑ |0.2699|± |0.0079|