diff --git "a/compile-results.ipynb" "b/compile-results.ipynb" --- "a/compile-results.ipynb" +++ "b/compile-results.ipynb" @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 145, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -11,9 +11,9 @@ "text": [ "Defaulting to user installation because normal site-packages is not writeable\n", "Requirement already satisfied: pandas in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (2.2.0)\n", - "Requirement already satisfied: numpy<2,>=1.22.4 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (1.26.1)\n", "Requirement already satisfied: python-dateutil>=2.8.2 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2.8.2)\n", "Requirement already satisfied: pytz>=2020.1 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n", + "Requirement already satisfied: numpy<2,>=1.22.4 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (1.26.1)\n", "Requirement already satisfied: tzdata>=2022.7 in /Users/picocreator/Library/Python/3.9/lib/python/site-packages (from pandas) (2024.1)\n", "Requirement already satisfied: six>=1.5 in /Library/Developer/CommandLineTools/Library/Frameworks/Python3.framework/Versions/3.9/lib/python3.9/site-packages (from python-dateutil>=2.8.2->pandas) (1.15.0)\n", "\u001b[33mWARNING: You are using pip version 21.2.4; however, version 24.0 is available.\n", @@ -36,14 +36,14 @@ }, { "cell_type": "code", - "execution_count": 146, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Found 5267 results.json files\n" + "Found 5781 results.json files\n" ] } ], @@ -71,14 +71,14 @@ }, { "cell_type": "code", - "execution_count": 147, + "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Processed example: {'name': 'mistralai/Mistral-7B-v0.1', 'config': {'dtype=bfloat16,trust_remote_code=True': {'confStr': 'dtype=bfloat16,trust_remote_code=True', 'confObj': {'dtype': 'bfloat16', 'trust_remote_code': 'True'}, 'results': {'cola': {'mcc,none': -0.05103445794224817, 'mcc_stderr,none': 0.03076801823137936, 'alias': 'cola'}, 'anli': {'acc,none': 0.3803125, 'acc_stderr,none': 0.015133650384246593, 'alias': 'anli'}, 'anli_r1': {'acc,none': 0.377, 'acc_stderr,none': 0.01533317012577988, 'alias': ' - anli_r1'}, 'anli_r2': {'acc,none': 0.376, 'acc_stderr,none': 0.015325105508898125, 'alias': ' - anli_r2'}, 'anli_r3': {'acc,none': 0.38666666666666666, 'acc_stderr,none': 0.014063941778353468, 'alias': ' - anli_r3'}, 'wsc': {'acc,none': 0.40384615384615385, 'acc_stderr,none': 0.04834688952654018, 'alias': ' - wsc'}, 'lambada_cloze': {'perplexity,none': 92.9621493847383, 'perplexity_stderr,none': 4.749192287461508, 'acc,none': 0.08354356685425965, 'acc_stderr,none': 0.017359537873426072, 'alias': 'lambada_cloze'}, 'lambada_openai_cloze_yaml': {'perplexity,none': 84.91463890370277, 'perplexity_stderr,none': 2.1929498791439825, 'acc,none': 0.04967979817581991, 'acc_stderr,none': 0.0030271710751734893, 'alias': ' - lambada_openai_cloze_yaml'}, 'lambada_standard_cloze_yaml': {'perplexity,none': 101.0096598657738, 'perplexity_stderr,none': 2.813806288232997, 'acc,none': 0.1174073355326994, 'acc_stderr,none': 0.004484766596365691, 'alias': ' - lambada_standard_cloze_yaml'}, 'glue': {'acc,none': 0.5149773701762745, 'acc_stderr,none': 0.0011586493887209115, 'f1,none': 0.3490504972495486, 'f1_stderr,none': 0.0013384442216884647, 'mcc,none': -0.04847021005996873, 'mcc_stderr,none': 0.030783455837743674, 'alias': 'glue'}, 'mnli': {'acc,none': 0.4542027508914926, 'acc_stderr,none': 0.005025942602094432, 'alias': 'mnli'}, 'mnli_mismatch': {'acc,none': 0.4631814483319772, 'acc_stderr,none': 0.005029102510704409, 'alias': 'mnli_mismatch'}, 'mrpc': {'acc,none': 0.6568627450980392, 'acc_stderr,none': 0.023532824020694156, 'f1,none': 0.7426470588235294, 'f1_stderr,none': 0.02115915180153455, 'alias': 'mrpc'}, 'qnli': {'acc,none': 0.49789492952590153, 'acc_stderr,none': 0.00676535059208955, 'alias': 'qnli'}, 'qqp': {'acc,none': 0.5387336136532278, 'acc_stderr,none': 0.0024792278452134536, 'f1,none': 0.3456720816813445, 'f1_stderr,none': 0.0036333557486569264, 'alias': 'qqp'}, 'rte': {'acc,none': 0.6750902527075813, 'acc_stderr,none': 0.028190822551170353, 'alias': 'rte'}, 'sst2': {'acc,none': 0.6708715596330275, 'acc_stderr,none': 0.01592184233279754, 'alias': 'sst2'}, 'wnli': {'acc,none': 0.5774647887323944, 'acc_stderr,none': 0.05903984205682581, 'alias': 'wnli'}, 'blimp': {'acc,none': 0.8289253731343283, 'acc_stderr,none': 0.1651542013152315, 'alias': ' - blimp'}, 'blimp_adjunct_island': {'acc,none': 0.901, 'acc_stderr,none': 0.009449248027662753, 'alias': ' - blimp_adjunct_island'}, 'blimp_anaphor_gender_agreement': {'acc,none': 0.99, 'acc_stderr,none': 0.003148000938676753, 'alias': ' - blimp_anaphor_gender_agreement'}, 'blimp_anaphor_number_agreement': {'acc,none': 0.996, 'acc_stderr,none': 0.0019969947390987295, 'alias': ' - blimp_anaphor_number_agreement'}, 'blimp_animate_subject_passive': {'acc,none': 0.813, 'acc_stderr,none': 0.012336254828074118, 'alias': ' - blimp_animate_subject_passive'}, 'blimp_animate_subject_trans': {'acc,none': 0.898, 'acc_stderr,none': 0.009575368801653886, 'alias': ' - blimp_animate_subject_trans'}, 'blimp_causative': {'acc,none': 0.758, 'acc_stderr,none': 0.013550631705555965, 'alias': ' - blimp_causative'}, 'blimp_complex_NP_island': {'acc,none': 0.573, 'acc_stderr,none': 0.01564978964446222, 'alias': ' - blimp_complex_NP_island'}, 'blimp_coordinate_structure_constraint_complex_left_branch': {'acc,none': 0.794, 'acc_stderr,none': 0.012795613612786548, 'alias': ' - blimp_coordinate_structure_constraint_complex_left_branch'}, 'blimp_coordinate_structure_constraint_object_extraction': {'acc,none': 0.878, 'acc_stderr,none': 0.010354864712936701, 'alias': ' - blimp_coordinate_structure_constraint_object_extraction'}, 'blimp_determiner_noun_agreement_1': {'acc,none': 0.997, 'acc_stderr,none': 0.0017303161543469276, 'alias': ' - blimp_determiner_noun_agreement_1'}, 'blimp_determiner_noun_agreement_2': {'acc,none': 0.99, 'acc_stderr,none': 0.00314800093867677, 'alias': ' - blimp_determiner_noun_agreement_2'}, 'blimp_determiner_noun_agreement_irregular_1': {'acc,none': 0.964, 'acc_stderr,none': 0.005893957816165549, 'alias': ' - blimp_determiner_noun_agreement_irregular_1'}, 'blimp_determiner_noun_agreement_irregular_2': {'acc,none': 0.956, 'acc_stderr,none': 0.00648892179842742, 'alias': ' - blimp_determiner_noun_agreement_irregular_2'}, 'blimp_determiner_noun_agreement_with_adj_2': {'acc,none': 0.962, 'acc_stderr,none': 0.006049181150584937, 'alias': ' - blimp_determiner_noun_agreement_with_adj_2'}, 'blimp_determiner_noun_agreement_with_adj_irregular_1': {'acc,none': 0.935, 'acc_stderr,none': 0.007799733061832013, 'alias': ' - blimp_determiner_noun_agreement_with_adj_irregular_1'}, 'blimp_determiner_noun_agreement_with_adj_irregular_2': {'acc,none': 0.939, 'acc_stderr,none': 0.007572076091557415, 'alias': ' - blimp_determiner_noun_agreement_with_adj_irregular_2'}, 'blimp_determiner_noun_agreement_with_adjective_1': {'acc,none': 0.982, 'acc_stderr,none': 0.004206387249611458, 'alias': ' - blimp_determiner_noun_agreement_with_adjective_1'}, 'blimp_distractor_agreement_relational_noun': {'acc,none': 0.923, 'acc_stderr,none': 0.00843458014024064, 'alias': ' - blimp_distractor_agreement_relational_noun'}, 'blimp_distractor_agreement_relative_clause': {'acc,none': 0.79, 'acc_stderr,none': 0.012886662332274534, 'alias': ' - blimp_distractor_agreement_relative_clause'}, 'blimp_drop_argument': {'acc,none': 0.753, 'acc_stderr,none': 0.013644675781314121, 'alias': ' - blimp_drop_argument'}, 'blimp_ellipsis_n_bar_1': {'acc,none': 0.811, 'acc_stderr,none': 0.01238678458811771, 'alias': ' - blimp_ellipsis_n_bar_1'}, 'blimp_ellipsis_n_bar_2': {'acc,none': 0.945, 'acc_stderr,none': 0.007212976294639237, 'alias': ' - blimp_ellipsis_n_bar_2'}, 'blimp_existential_there_object_raising': {'acc,none': 0.87, 'acc_stderr,none': 0.010640169792499368, 'alias': ' - blimp_existential_there_object_raising'}, 'blimp_existential_there_quantifiers_1': {'acc,none': 0.987, 'acc_stderr,none': 0.0035838308894036337, 'alias': ' - blimp_existential_there_quantifiers_1'}, 'blimp_existential_there_quantifiers_2': {'acc,none': 0.178, 'acc_stderr,none': 0.012102167676183587, 'alias': ' - blimp_existential_there_quantifiers_2'}, 'blimp_existential_there_subject_raising': {'acc,none': 0.906, 'acc_stderr,none': 0.009233052000787733, 'alias': ' - blimp_existential_there_subject_raising'}, 'blimp_expletive_it_object_raising': {'acc,none': 0.815, 'acc_stderr,none': 0.012285191326386675, 'alias': ' - blimp_expletive_it_object_raising'}, 'blimp_inchoative': {'acc,none': 0.649, 'acc_stderr,none': 0.015100563798316405, 'alias': ' - blimp_inchoative'}, 'blimp_intransitive': {'acc,none': 0.794, 'acc_stderr,none': 0.012795613612786555, 'alias': ' - blimp_intransitive'}, 'blimp_irregular_past_participle_adjectives': {'acc,none': 0.99, 'acc_stderr,none': 0.0031480009386767676, 'alias': ' - blimp_irregular_past_participle_adjectives'}, 'blimp_irregular_past_participle_verbs': {'acc,none': 0.928, 'acc_stderr,none': 0.008178195576218681, 'alias': ' - blimp_irregular_past_participle_verbs'}, 'blimp_irregular_plural_subject_verb_agreement_1': {'acc,none': 0.923, 'acc_stderr,none': 0.00843458014024065, 'alias': ' - blimp_irregular_plural_subject_verb_agreement_1'}, 'blimp_irregular_plural_subject_verb_agreement_2': {'acc,none': 0.921, 'acc_stderr,none': 0.008534156773333452, 'alias': ' - blimp_irregular_plural_subject_verb_agreement_2'}, 'blimp_left_branch_island_echo_question': {'acc,none': 0.549, 'acc_stderr,none': 0.01574315237958554, 'alias': ' - blimp_left_branch_island_echo_question'}, 'blimp_left_branch_island_simple_question': {'acc,none': 0.93, 'acc_stderr,none': 0.008072494358323508, 'alias': ' - blimp_left_branch_island_simple_question'}, 'blimp_matrix_question_npi_licensor_present': {'acc,none': 0.546, 'acc_stderr,none': 0.015752210388771847, 'alias': ' - blimp_matrix_question_npi_licensor_present'}, 'blimp_npi_present_1': {'acc,none': 0.638, 'acc_stderr,none': 0.0152048409129195, 'alias': ' - blimp_npi_present_1'}, 'blimp_npi_present_2': {'acc,none': 0.629, 'acc_stderr,none': 0.015283736211823188, 'alias': ' - blimp_npi_present_2'}, 'blimp_only_npi_licensor_present': {'acc,none': 0.991, 'acc_stderr,none': 0.002987963843142655, 'alias': ' - blimp_only_npi_licensor_present'}, 'blimp_only_npi_scope': {'acc,none': 0.754, 'acc_stderr,none': 0.013626065817750641, 'alias': ' - blimp_only_npi_scope'}, 'blimp_passive_1': {'acc,none': 0.901, 'acc_stderr,none': 0.009449248027662742, 'alias': ' - blimp_passive_1'}, 'blimp_passive_2': {'acc,none': 0.904, 'acc_stderr,none': 0.00932045443478322, 'alias': ' - blimp_passive_2'}, 'blimp_principle_A_c_command': {'acc,none': 0.812, 'acc_stderr,none': 0.01236158601510377, 'alias': ' - blimp_principle_A_c_command'}, 'blimp_principle_A_case_1': {'acc,none': 1.0, 'acc_stderr,none': 0.0, 'alias': ' - blimp_principle_A_case_1'}, 'blimp_principle_A_case_2': {'acc,none': 0.94, 'acc_stderr,none': 0.007513751157474927, 'alias': ' - blimp_principle_A_case_2'}, 'blimp_principle_A_domain_1': {'acc,none': 0.999, 'acc_stderr,none': 0.0010000000000000132, 'alias': ' - blimp_principle_A_domain_1'}, 'blimp_principle_A_domain_2': {'acc,none': 0.869, 'acc_stderr,none': 0.01067487484483796, 'alias': ' - blimp_principle_A_domain_2'}, 'blimp_principle_A_domain_3': {'acc,none': 0.634, 'acc_stderr,none': 0.015240612726405756, 'alias': ' - blimp_principle_A_domain_3'}, 'blimp_principle_A_reconstruction': {'acc,none': 0.48, 'acc_stderr,none': 0.01580663942303517, 'alias': ' - blimp_principle_A_reconstruction'}, 'blimp_regular_plural_subject_verb_agreement_1': {'acc,none': 0.964, 'acc_stderr,none': 0.005893957816165545, 'alias': ' - blimp_regular_plural_subject_verb_agreement_1'}, 'blimp_regular_plural_subject_verb_agreement_2': {'acc,none': 0.879, 'acc_stderr,none': 0.010318210380946088, 'alias': ' - blimp_regular_plural_subject_verb_agreement_2'}, 'blimp_sentential_negation_npi_licensor_present': {'acc,none': 0.996, 'acc_stderr,none': 0.0019969947390987295, 'alias': ' - blimp_sentential_negation_npi_licensor_present'}, 'blimp_sentential_negation_npi_scope': {'acc,none': 0.751, 'acc_stderr,none': 0.01368160027870233, 'alias': ' - blimp_sentential_negation_npi_scope'}, 'blimp_sentential_subject_island': {'acc,none': 0.502, 'acc_stderr,none': 0.015819173374302702, 'alias': ' - blimp_sentential_subject_island'}, 'blimp_superlative_quantifiers_1': {'acc,none': 0.955, 'acc_stderr,none': 0.0065588122414061215, 'alias': ' - blimp_superlative_quantifiers_1'}, 'blimp_superlative_quantifiers_2': {'acc,none': 0.963, 'acc_stderr,none': 0.005972157622389623, 'alias': ' - blimp_superlative_quantifiers_2'}, 'blimp_tough_vs_raising_1': {'acc,none': 0.594, 'acc_stderr,none': 0.015537226438634595, 'alias': ' - blimp_tough_vs_raising_1'}, 'blimp_tough_vs_raising_2': {'acc,none': 0.885, 'acc_stderr,none': 0.01009340759490462, 'alias': ' - blimp_tough_vs_raising_2'}, 'blimp_transitive': {'acc,none': 0.886, 'acc_stderr,none': 0.010055103435823335, 'alias': ' - blimp_transitive'}, 'blimp_wh_island': {'acc,none': 0.744, 'acc_stderr,none': 0.013807775152234195, 'alias': ' - blimp_wh_island'}, 'blimp_wh_questions_object_gap': {'acc,none': 0.852, 'acc_stderr,none': 0.011234866364235247, 'alias': ' - blimp_wh_questions_object_gap'}, 'blimp_wh_questions_subject_gap': {'acc,none': 0.922, 'acc_stderr,none': 0.008484573530118581, 'alias': ' - blimp_wh_questions_subject_gap'}, 'blimp_wh_questions_subject_gap_long_distance': {'acc,none': 0.92, 'acc_stderr,none': 0.008583336977753653, 'alias': ' - blimp_wh_questions_subject_gap_long_distance'}, 'blimp_wh_vs_that_no_gap': {'acc,none': 0.977, 'acc_stderr,none': 0.004742730594656796, 'alias': ' - blimp_wh_vs_that_no_gap'}, 'blimp_wh_vs_that_no_gap_long_distance': {'acc,none': 0.97, 'acc_stderr,none': 0.005397140829099193, 'alias': ' - blimp_wh_vs_that_no_gap_long_distance'}, 'blimp_wh_vs_that_with_gap': {'acc,none': 0.364, 'acc_stderr,none': 0.01522286884052202, 'alias': ' - blimp_wh_vs_that_with_gap'}, 'blimp_wh_vs_that_with_gap_long_distance': {'acc,none': 0.329, 'acc_stderr,none': 0.014865395385928355, 'alias': ' - blimp_wh_vs_that_with_gap_long_distance'}, 'sciq': {'acc,none': 0.959, 'acc_stderr,none': 0.006273624021118743, 'acc_norm,none': 0.939, 'acc_norm_stderr,none': 0.007572076091557429, 'alias': ' - sciq'}, 'xcopa': {'acc,none': 0.5594545454545454, 'acc_stderr,none': 0.05387910421610255, 'alias': 'xcopa'}, 'xcopa_et': {'acc,none': 0.472, 'acc_stderr,none': 0.022347949832668093, 'alias': ' - xcopa_et'}, 'xcopa_ht': {'acc,none': 0.516, 'acc_stderr,none': 0.022371610982580396, 'alias': ' - xcopa_ht'}, 'xcopa_id': {'acc,none': 0.584, 'acc_stderr,none': 0.022064943313928866, 'alias': ' - xcopa_id'}, 'xcopa_it': {'acc,none': 0.66, 'acc_stderr,none': 0.021206117013673066, 'alias': ' - xcopa_it'}, 'xcopa_qu': {'acc,none': 0.484, 'acc_stderr,none': 0.022371610982580396, 'alias': ' - xcopa_qu'}, 'xcopa_sw': {'acc,none': 0.518, 'acc_stderr,none': 0.02236856511738799, 'alias': ' - xcopa_sw'}, 'xcopa_ta': {'acc,none': 0.546, 'acc_stderr,none': 0.022288147591176945, 'alias': ' - xcopa_ta'}, 'xcopa_th': {'acc,none': 0.566, 'acc_stderr,none': 0.02218721580302901, 'alias': ' - xcopa_th'}, 'xcopa_tr': {'acc,none': 0.57, 'acc_stderr,none': 0.022162634426652835, 'alias': ' - xcopa_tr'}, 'xcopa_vi': {'acc,none': 0.588, 'acc_stderr,none': 0.022033677993740862, 'alias': ' - xcopa_vi'}, 'xcopa_zh': {'acc,none': 0.65, 'acc_stderr,none': 0.021352091786223104, 'alias': ' - xcopa_zh'}, 'crows_pairs': {'likelihood_diff,none': 4.039303237651172, 'likelihood_diff_stderr,none': 0.4554088930609172, 'pct_stereotype,none': 0.5945140131186643, 'pct_stereotype_stderr,none': 0.08619149455497793, 'alias': 'crows_pairs'}, 'crows_pairs_english': {'likelihood_diff,none': 4.172200931419414, 'likelihood_diff_stderr,none': 0.09444066856881643, 'pct_stereotype,none': 0.6583184257602862, 'pct_stereotype_stderr,none': 0.0115848863578411, 'alias': ' - crows_pairs_english'}, 'crows_pairs_english_age': {'likelihood_diff,none': 3.81760980794718, 'likelihood_diff_stderr,none': 0.39572701594612664, 'pct_stereotype,none': 0.7032967032967034, 'pct_stereotype_stderr,none': 0.04815143362682777, 'alias': ' - crows_pairs_english_age'}, 'crows_pairs_english_autre': {'likelihood_diff,none': 8.978192589499734, 'likelihood_diff_stderr,none': 2.383266706466439, 'pct_stereotype,none': 0.8181818181818182, 'pct_stereotype_stderr,none': 0.12196734422726126, 'alias': ' - crows_pairs_english_autre'}, 'crows_pairs_english_disability': {'likelihood_diff,none': 6.123607283372145, 'likelihood_diff_stderr,none': 0.6269717764216254, 'pct_stereotype,none': 0.7538461538461538, 'pct_stereotype_stderr,none': 0.05384615384615383, 'alias': ' - crows_pairs_english_disability'}, 'crows_pairs_english_gender': {'likelihood_diff,none': 3.593177890777588, 'likelihood_diff_stderr,none': 0.1891835945318628, 'pct_stereotype,none': 0.565625, 'pct_stereotype_stderr,none': 0.02775245248136475, 'alias': ' - crows_pairs_english_gender'}, 'crows_pairs_english_nationality': {'likelihood_diff,none': 3.503406215597082, 'likelihood_diff_stderr,none': 0.2223140250179109, 'pct_stereotype,none': 0.5648148148148148, 'pct_stereotype_stderr,none': 0.03381200005643525, 'alias': ' - crows_pairs_english_nationality'}, 'crows_pairs_english_physical_appearance': {'likelihood_diff,none': 4.352519141303168, 'likelihood_diff_stderr,none': 0.429502683647509, 'pct_stereotype,none': 0.7777777777777778, 'pct_stereotype_stderr,none': 0.04933922619854289, 'alias': ' - crows_pairs_english_physical_appearance'}, 'crows_pairs_english_race_color': {'likelihood_diff,none': 4.192574343343419, 'likelihood_diff_stderr,none': 0.18220038540379538, 'pct_stereotype,none': 0.6220472440944882, 'pct_stereotype_stderr,none': 0.02153408701954117, 'alias': ' - crows_pairs_english_race_color'}, 'crows_pairs_english_religion': {'likelihood_diff,none': 4.5383266930107595, 'likelihood_diff_stderr,none': 0.34676935247597424, 'pct_stereotype,none': 0.8198198198198198, 'pct_stereotype_stderr,none': 0.03664513893725976, 'alias': ' - crows_pairs_english_religion'}, 'crows_pairs_english_sexual_orientation': {'likelihood_diff,none': 4.885875209685294, 'likelihood_diff_stderr,none': 0.40901674280141453, 'pct_stereotype,none': 0.8817204301075269, 'pct_stereotype_stderr,none': 0.033668704543479824, 'alias': ' - crows_pairs_english_sexual_orientation'}, 'crows_pairs_english_socioeconomic': {'likelihood_diff,none': 4.445691620676141, 'likelihood_diff_stderr,none': 0.25789243822181585, 'pct_stereotype,none': 0.7052631578947368, 'pct_stereotype_stderr,none': 0.03316361842984287, 'alias': ' - crows_pairs_english_socioeconomic'}, 'crows_pairs_french': {'likelihood_diff,none': 3.9064055438829306, 'likelihood_diff_stderr,none': 0.09471848282380547, 'pct_stereotype,none': 0.5307096004770423, 'pct_stereotype_stderr,none': 0.012190241226841262, 'alias': ' - crows_pairs_french'}, 'crows_pairs_french_age': {'likelihood_diff,none': 3.0736910078260635, 'likelihood_diff_stderr,none': 0.3236843030438557, 'pct_stereotype,none': 0.5222222222222223, 'pct_stereotype_stderr,none': 0.05294752255076824, 'alias': ' - crows_pairs_french_age'}, 'crows_pairs_french_autre': {'likelihood_diff,none': 3.385772411639874, 'likelihood_diff_stderr,none': 0.9269473104034913, 'pct_stereotype,none': 0.6923076923076923, 'pct_stereotype_stderr,none': 0.13323467750529824, 'alias': ' - crows_pairs_french_autre'}, 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'lambada_cloze'}, 'glue': {'acc,none': 0.5149773701762745, 'acc_stderr,none': 0.0011586493887209115, 'f1,none': 0.3490504972495486, 'f1_stderr,none': 0.0013384442216884647, 'mcc,none': -0.04847021005996873, 'mcc_stderr,none': 0.030783455837743674, 'alias': 'glue'}, 'blimp': {'acc,none': 0.8289253731343283, 'acc_stderr,none': 0.1651542013152315, 'alias': ' - blimp'}, 'xcopa': {'acc,none': 0.5594545454545454, 'acc_stderr,none': 0.05387910421610255, 'alias': 'xcopa'}, 'crows_pairs': {'likelihood_diff,none': 4.039303237651172, 'likelihood_diff_stderr,none': 0.4554088930609172, 'pct_stereotype,none': 0.5945140131186643, 'pct_stereotype_stderr,none': 0.08619149455497793, 'alias': 'crows_pairs'}, 'xnli': {'acc,none': 0.43052208835341366, 'acc_stderr,none': 0.05866526647573086, 'alias': 'xnli'}, 'truthfulqa': {'acc,none': 0.35372429452780935, 'acc_stderr,none': 0.0015289998228574559, 'bleu_max,none': 30.506553066296135, 'bleu_max_stderr,none': 0.8545048499620589, 'bleu_acc,none': 0.41370869033047736, 'bleu_acc_stderr,none': 0.0172408618120998, 'bleu_diff,none': -1.4792658300937298, 'bleu_diff_stderr,none': 1.0365996246291096, 'rouge1_max,none': 55.752927992652076, 'rouge1_max_stderr,none': 0.9304517781051922, 'rouge1_acc,none': 0.397796817625459, 'rouge1_acc_stderr,none': 0.017133934248559652, 'rouge1_diff,none': -1.916659079286129, 'rouge1_diff_stderr,none': 1.2644440329641677, 'rouge2_max,none': 40.96291082037781, 'rouge2_max_stderr,none': 1.1007195429525476, 'rouge2_acc,none': 0.3537331701346389, 'rouge2_acc_stderr,none': 0.016737814358846147, 'rouge2_diff,none': -2.594294632926603, 'rouge2_diff_stderr,none': 1.4182491490828897, 'rougeL_max,none': 53.07319351290984, 'rougeL_max_stderr,none': 0.9465416042598798, 'rougeL_acc,none': 0.40269277845777235, 'rougeL_acc_stderr,none': 0.017168830935187215, 'rougeL_diff,none': -2.232349573503825, 'rougeL_diff_stderr,none': 1.2801381361084667, 'alias': 'truthfulqa'}, 'ceval-valid': {'acc,none': 0.40713224368499257, 'acc_stderr,none': 0.14694388399894986, 'acc_norm,none': 0.40713224368499257, 'acc_norm_stderr,none': 0.14694388399894986, 'alias': 'ceval-valid'}, 'freebase': {'exact_match,none': 0.15403543307086615, 'exact_match_stderr,none': 0.008009980186286517, 'alias': 'freebase'}, 'cmmlu': {'acc,none': 0.3979450872042825, 'acc_stderr,none': 0.09095017592357733, 'acc_norm,none': 0.3979450872042825, 'acc_norm_stderr,none': 0.09095017592357733, 'alias': 'cmmlu'}, 'lambada': {'perplexity,none': 3.477999261370286, 'perplexity_stderr,none': 0.16329169211004324, 'acc,none': 0.7254997089074325, 'acc_stderr,none': 0.01676361499326025, 'alias': 'lambada'}, 'sycophancy': {'acc,none': 0.803766929553093, 'acc_stderr,none': 0.08597393979979331, 'alias': 'sycophancy'}, 'qa4mre': {'acc,none': 0.4875886524822695, 'acc_stderr,none': 0.04415178467483081, 'acc_norm,none': 0.5372340425531915, 'acc_norm_stderr,none': 0.07588716246805031, 'alias': 'qa4mre'}, 'ai2_arc': {'acc,none': 0.7065952649379932, 'acc_stderr,none': 0.09736868212773775, 'acc_norm,none': 0.7130777903043969, 'acc_norm_stderr,none': 0.08088060213614173, 'alias': ' - ai2_arc'}, 'pawsx': {'acc,none': 0.4147857142857143, 'acc_stderr,none': 0.057291271279150895, 'alias': 'pawsx'}, 'multimedqa': {'alias': 'stem', 'acc,none': 0.5325762952448545, 'acc_stderr,none': 0.06628005425577563, 'acc_norm,none': 0.4918553467234212, 'acc_norm_stderr,none': 0.0001327699679693839}, 'kmmlu': {'acc,none': 0.33245740687265374, 'acc_stderr,none': 0.047791173115529544, 'acc_norm,none': 0.33245740687265374, 'acc_norm_stderr,none': 0.047791173115529544, 'alias': 'kmmlu'}, 'kobest': {'acc,none': 0.5507564130673098, 'acc_stderr,none': 0.05115523112210208, 'f1,none': 0.4791948665252917, 'f1_stderr,none': 'N/A', 'acc_norm,none': 0.518, 'acc_norm_stderr,none': 0.0005003527054108269, 'alias': 'kobest'}, 'arithmetic': {'acc,none': 0.90035, 'acc_stderr,none': 0.10511691499262178, 'alias': 'arithmetic'}, 'lambada_multilingual': {'perplexity,none': 27.056756454439657, 'perplexity_stderr,none': 10.55570565115782, 'acc,none': 0.5186493304870949, 'acc_stderr,none': 0.09575650539776685, 'alias': 'lambada_multilingual'}, 'pythia': {'acc,none': 0.7809920153879631, 'acc_stderr,none': 0.15963097565490927, 'acc_norm,none': 0.7148213731718109, 'acc_norm_stderr,none': 0.0082806592848003, 'word_perplexity,none': 17.952971816297133, 'word_perplexity_stderr,none': 'N/A', 'byte_perplexity,none': 1.7160493234446637, 'byte_perplexity_stderr,none': 'N/A', 'bits_per_byte,none': 0.7790910200090022, 'bits_per_byte_stderr,none': 'N/A', 'perplexity,none': 3.180029723439131, 'perplexity_stderr,none': 0.05830830767398106, 'alias': 'pythia'}, 'mmlu': {'acc,none': 0.596425010682239, 'acc_stderr,none': 0.13844007438448744, 'alias': 'mmlu'}, 'mmlu_humanities': {'alias': ' - humanities', 'acc,none': 0.5343251859723698, 'acc_stderr,none': 0.16186401202777495}, 'mmlu_other': {'alias': ' - other', 'acc,none': 0.6816865143224976, 'acc_stderr,none': 0.09811125388055714}, 'mmlu_social_sciences': {'alias': ' - social_sciences', 'acc,none': 0.6958076048098798, 'acc_stderr,none': 0.08956129050566648}, 'mmlu_stem': {'alias': ' - stem', 'acc,none': 0.5080875356803045, 'acc_stderr,none': 0.1215476495130753}, 'xwinograd': {'acc,none': 0.8120926050797932, 'acc_stderr,none': 0.04148122639462828, 'alias': 'xwinograd'}, 'xstorycloze': {'acc,none': 0.5916611515552614, 'acc_stderr,none': 0.07661315123253779, 'alias': 'xstorycloze'}}}}}\n" + "Processed example: {'name': 'mistralai/Mistral-7B-Instruct-v0.2', 'config': {'dtype=bfloat16,trust_remote_code=True': {'confStr': 'dtype=bfloat16,trust_remote_code=True', 'confObj': {'dtype': 'bfloat16', 'trust_remote_code': 'True'}, 'results': {'cola': {'mcc,none': 0.12965656914783247, 'mcc_stderr,none': 0.032433640730190394, 'alias': 'cola'}, 'anli': {'acc,none': 0.470625, 'acc_stderr,none': 0.016323170842139138, 'alias': 'anli'}, 'anli_r1': {'acc,none': 0.482, 'acc_stderr,none': 0.015809045699406728, 'alias': ' - anli_r1'}, 'anli_r2': {'acc,none': 0.46, 'acc_stderr,none': 0.015768596914394382, 'alias': ' - anli_r2'}, 'anli_r3': {'acc,none': 0.47, 'acc_stderr,none': 0.01441375952760986, 'alias': ' - anli_r3'}, 'wsc': {'acc,none': 0.6346153846153846, 'acc_stderr,none': 0.047447333932779195, 'alias': 'wsc'}, 'lambada_cloze': {'perplexity,none': 79.69768925561641, 'perplexity_stderr,none': 21.41458436331952, 'acc,none': 0.2092955559868038, 'acc_stderr,none': 0.048106457496816746, 'alias': 'lambada_cloze'}, 'lambada_openai_cloze_yaml': {'perplexity,none': 37.327498045923896, 'perplexity_stderr,none': 1.1669176082652388, 'acc,none': 0.30487094896176986, 'acc_stderr,none': 0.006413613926848414, 'alias': ' - lambada_openai_cloze_yaml'}, 'lambada_standard_cloze_yaml': {'perplexity,none': 122.06788046530893, 'perplexity_stderr,none': 4.255042040526601, 'acc,none': 0.11372016301183777, 'acc_stderr,none': 0.004422992919917964, 'alias': ' - lambada_standard_cloze_yaml'}, 'glue': {'mcc,none': 0.1275893167139847, 'mcc_stderr,none': 0.0010517992291010554, 'acc,none': 0.5822142909581908, 'acc_stderr,none': 0.032790502714334625, 'f1,none': 0.4411327873267142, 'f1_stderr,none': 0.0012831556331226797, 'alias': 'glue'}, 'mnli': {'acc,none': 0.5529291900152827, 'acc_stderr,none': 0.005018800001869641, 'alias': 'mnli'}, 'mnli_mismatch': {'acc,none': 0.5537021969080553, 'acc_stderr,none': 0.0050136227202211975, 'alias': 'mnli_mismatch'}, 'mrpc': {'acc,none': 0.7328431372549019, 'acc_stderr,none': 0.021932668544150206, 'f1,none': 0.8310077519379845, 'f1_stderr,none': 0.01593988577529229, 'alias': 'mrpc'}, 'qnli': {'acc,none': 0.5842943437671609, 'acc_stderr,none': 0.0066685737728695215, 'alias': 'qnli'}, 'qqp': {'acc,none': 0.5877813504823152, 'acc_stderr,none': 0.00244807782265664, 'f1,none': 0.4384014018061733, 'f1_stderr,none': 0.0036014830728846657, 'alias': 'qqp'}, 'rte': {'acc,none': 0.7003610108303249, 'acc_stderr,none': 0.02757437014529261, 'alias': 'rte'}, 'sst2': {'acc,none': 0.8555045871559633, 'acc_stderr,none': 0.01191321895589123, 'alias': 'sst2'}, 'wnli': {'acc,none': 0.6056338028169014, 'acc_stderr,none': 0.05841251085444426, 'alias': 'wnli'}, 'blimp': {'acc,none': 0.8340597014925373, 'acc_stderr,none': 0.13897696485795538, 'alias': 'blimp'}, 'blimp_adjunct_island': {'acc,none': 0.907, 'acc_stderr,none': 0.009188875634996688, 'alias': ' - blimp_adjunct_island'}, 'blimp_anaphor_gender_agreement': {'acc,none': 0.988, 'acc_stderr,none': 0.0034449771940998383, 'alias': ' - blimp_anaphor_gender_agreement'}, 'blimp_anaphor_number_agreement': {'acc,none': 0.995, 'acc_stderr,none': 0.0022315868748448812, 'alias': ' - blimp_anaphor_number_agreement'}, 'blimp_animate_subject_passive': {'acc,none': 0.793, 'acc_stderr,none': 0.012818553557843983, 'alias': ' - blimp_animate_subject_passive'}, 'blimp_animate_subject_trans': {'acc,none': 0.911, 'acc_stderr,none': 0.009008893392651514, 'alias': ' - blimp_animate_subject_trans'}, 'blimp_causative': {'acc,none': 0.779, 'acc_stderr,none': 0.013127502859696232, 'alias': ' - blimp_causative'}, 'blimp_complex_NP_island': {'acc,none': 0.614, 'acc_stderr,none': 0.015402637476784376, 'alias': ' - blimp_complex_NP_island'}, 'blimp_coordinate_structure_constraint_complex_left_branch': {'acc,none': 0.805, 'acc_stderr,none': 0.012535235623319325, 'alias': ' - blimp_coordinate_structure_constraint_complex_left_branch'}, 'blimp_coordinate_structure_constraint_object_extraction': {'acc,none': 0.892, 'acc_stderr,none': 0.00982000165134572, 'alias': ' - blimp_coordinate_structure_constraint_object_extraction'}, 'blimp_determiner_noun_agreement_1': {'acc,none': 0.985, 'acc_stderr,none': 0.003845749574503001, 'alias': ' - blimp_determiner_noun_agreement_1'}, 'blimp_determiner_noun_agreement_2': {'acc,none': 0.975, 'acc_stderr,none': 0.0049395748196984675, 'alias': ' - blimp_determiner_noun_agreement_2'}, 'blimp_determiner_noun_agreement_irregular_1': {'acc,none': 0.926, 'acc_stderr,none': 0.008282064512704159, 'alias': ' - blimp_determiner_noun_agreement_irregular_1'}, 'blimp_determiner_noun_agreement_irregular_2': {'acc,none': 0.959, 'acc_stderr,none': 0.006273624021118755, 'alias': ' - blimp_determiner_noun_agreement_irregular_2'}, 'blimp_determiner_noun_agreement_with_adj_2': {'acc,none': 0.953, 'acc_stderr,none': 0.00669595667816304, 'alias': ' - blimp_determiner_noun_agreement_with_adj_2'}, 'blimp_determiner_noun_agreement_with_adj_irregular_1': {'acc,none': 0.909, 'acc_stderr,none': 0.009099549538400241, 'alias': ' - blimp_determiner_noun_agreement_with_adj_irregular_1'}, 'blimp_determiner_noun_agreement_with_adj_irregular_2': {'acc,none': 0.932, 'acc_stderr,none': 0.007964887911291603, 'alias': ' - blimp_determiner_noun_agreement_with_adj_irregular_2'}, 'blimp_determiner_noun_agreement_with_adjective_1': {'acc,none': 0.958, 'acc_stderr,none': 0.006346359293033844, 'alias': ' - blimp_determiner_noun_agreement_with_adjective_1'}, 'blimp_distractor_agreement_relational_noun': {'acc,none': 0.922, 'acc_stderr,none': 0.008484573530118581, 'alias': ' - blimp_distractor_agreement_relational_noun'}, 'blimp_distractor_agreement_relative_clause': {'acc,none': 0.835, 'acc_stderr,none': 0.01174363286691615, 'alias': ' - blimp_distractor_agreement_relative_clause'}, 'blimp_drop_argument': {'acc,none': 0.821, 'acc_stderr,none': 0.012128730605719092, 'alias': ' - blimp_drop_argument'}, 'blimp_ellipsis_n_bar_1': {'acc,none': 0.88, 'acc_stderr,none': 0.010281328012747377, 'alias': ' - blimp_ellipsis_n_bar_1'}, 'blimp_ellipsis_n_bar_2': {'acc,none': 0.91, 'acc_stderr,none': 0.009054390204866435, 'alias': ' - blimp_ellipsis_n_bar_2'}, 'blimp_existential_there_object_raising': {'acc,none': 0.832, 'acc_stderr,none': 0.01182860583145427, 'alias': ' - blimp_existential_there_object_raising'}, 'blimp_existential_there_quantifiers_1': {'acc,none': 0.986, 'acc_stderr,none': 0.0037172325482565786, 'alias': ' - blimp_existential_there_quantifiers_1'}, 'blimp_existential_there_quantifiers_2': {'acc,none': 0.541, 'acc_stderr,none': 0.015766025737882165, 'alias': ' - blimp_existential_there_quantifiers_2'}, 'blimp_existential_there_subject_raising': {'acc,none': 0.889, 'acc_stderr,none': 0.009938701010583726, 'alias': ' - blimp_existential_there_subject_raising'}, 'blimp_expletive_it_object_raising': {'acc,none': 0.832, 'acc_stderr,none': 0.01182860583145426, 'alias': ' - blimp_expletive_it_object_raising'}, 'blimp_inchoative': {'acc,none': 0.69, 'acc_stderr,none': 0.0146326386586329, 'alias': ' - blimp_inchoative'}, 'blimp_intransitive': {'acc,none': 0.849, 'acc_stderr,none': 0.011328165223341681, 'alias': ' - blimp_intransitive'}, 'blimp_irregular_past_participle_adjectives': {'acc,none': 0.935, 'acc_stderr,none': 0.007799733061832009, 'alias': ' - blimp_irregular_past_participle_adjectives'}, 'blimp_irregular_past_participle_verbs': {'acc,none': 0.906, 'acc_stderr,none': 0.009233052000787726, 'alias': ' - blimp_irregular_past_participle_verbs'}, 'blimp_irregular_plural_subject_verb_agreement_1': {'acc,none': 0.927, 'acc_stderr,none': 0.008230354715244068, 'alias': ' - blimp_irregular_plural_subject_verb_agreement_1'}, 'blimp_irregular_plural_subject_verb_agreement_2': {'acc,none': 0.919, 'acc_stderr,none': 0.008632121032139973, 'alias': ' - blimp_irregular_plural_subject_verb_agreement_2'}, 'blimp_left_branch_island_echo_question': {'acc,none': 0.584, 'acc_stderr,none': 0.015594460144140601, 'alias': ' - blimp_left_branch_island_echo_question'}, 'blimp_left_branch_island_simple_question': {'acc,none': 0.923, 'acc_stderr,none': 0.008434580140240656, 'alias': ' - blimp_left_branch_island_simple_question'}, 'blimp_matrix_question_npi_licensor_present': {'acc,none': 0.595, 'acc_stderr,none': 0.015531136990453042, 'alias': ' - blimp_matrix_question_npi_licensor_present'}, 'blimp_npi_present_1': {'acc,none': 0.608, 'acc_stderr,none': 0.015445859463771304, 'alias': ' - blimp_npi_present_1'}, 'blimp_npi_present_2': {'acc,none': 0.681, 'acc_stderr,none': 0.014746404865473487, 'alias': ' - blimp_npi_present_2'}, 'blimp_only_npi_licensor_present': {'acc,none': 0.942, 'acc_stderr,none': 0.007395315455792925, 'alias': ' - blimp_only_npi_licensor_present'}, 'blimp_only_npi_scope': {'acc,none': 0.728, 'acc_stderr,none': 0.014078856992462621, 'alias': ' - blimp_only_npi_scope'}, 'blimp_passive_1': {'acc,none': 0.888, 'acc_stderr,none': 0.00997775303139724, 'alias': ' - blimp_passive_1'}, 'blimp_passive_2': {'acc,none': 0.902, 'acc_stderr,none': 0.00940661918462123, 'alias': ' - blimp_passive_2'}, 'blimp_principle_A_c_command': {'acc,none': 0.771, 'acc_stderr,none': 0.013294199326613621, 'alias': ' - blimp_principle_A_c_command'}, 'blimp_principle_A_case_1': {'acc,none': 1.0, 'acc_stderr,none': 0.0, 'alias': ' - blimp_principle_A_case_1'}, 'blimp_principle_A_case_2': {'acc,none': 0.951, 'acc_stderr,none': 0.006829761756140911, 'alias': ' - blimp_principle_A_case_2'}, 'blimp_principle_A_domain_1': {'acc,none': 0.992, 'acc_stderr,none': 0.0028185003005045074, 'alias': ' - blimp_principle_A_domain_1'}, 'blimp_principle_A_domain_2': {'acc,none': 0.808, 'acc_stderr,none': 0.012461592646659988, 'alias': ' - blimp_principle_A_domain_2'}, 'blimp_principle_A_domain_3': {'acc,none': 0.702, 'acc_stderr,none': 0.0144708467411347, 'alias': ' - blimp_principle_A_domain_3'}, 'blimp_principle_A_reconstruction': {'acc,none': 0.449, 'acc_stderr,none': 0.01573679276875202, 'alias': ' - blimp_principle_A_reconstruction'}, 'blimp_regular_plural_subject_verb_agreement_1': {'acc,none': 0.949, 'acc_stderr,none': 0.00696042006257141, 'alias': ' - blimp_regular_plural_subject_verb_agreement_1'}, 'blimp_regular_plural_subject_verb_agreement_2': {'acc,none': 0.908, 'acc_stderr,none': 0.00914437639315109, 'alias': ' - blimp_regular_plural_subject_verb_agreement_2'}, 'blimp_sentential_negation_npi_licensor_present': {'acc,none': 0.994, 'acc_stderr,none': 0.0024433521993298163, 'alias': ' - blimp_sentential_negation_npi_licensor_present'}, 'blimp_sentential_negation_npi_scope': {'acc,none': 0.785, 'acc_stderr,none': 0.012997843819031808, 'alias': ' - blimp_sentential_negation_npi_scope'}, 'blimp_sentential_subject_island': {'acc,none': 0.472, 'acc_stderr,none': 0.015794475789511476, 'alias': ' - blimp_sentential_subject_island'}, 'blimp_superlative_quantifiers_1': {'acc,none': 0.905, 'acc_stderr,none': 0.009276910103103327, 'alias': ' - blimp_superlative_quantifiers_1'}, 'blimp_superlative_quantifiers_2': {'acc,none': 0.779, 'acc_stderr,none': 0.01312750285969624, 'alias': ' - blimp_superlative_quantifiers_2'}, 'blimp_tough_vs_raising_1': {'acc,none': 0.657, 'acc_stderr,none': 0.015019206922356951, 'alias': ' - blimp_tough_vs_raising_1'}, 'blimp_tough_vs_raising_2': {'acc,none': 0.899, 'acc_stderr,none': 0.009533618929340988, 'alias': ' - blimp_tough_vs_raising_2'}, 'blimp_transitive': {'acc,none': 0.879, 'acc_stderr,none': 0.010318210380946087, 'alias': ' - blimp_transitive'}, 'blimp_wh_island': {'acc,none': 0.794, 'acc_stderr,none': 0.012795613612786543, 'alias': ' - blimp_wh_island'}, 'blimp_wh_questions_object_gap': {'acc,none': 0.868, 'acc_stderr,none': 0.01070937396352803, 'alias': ' - blimp_wh_questions_object_gap'}, 'blimp_wh_questions_subject_gap': {'acc,none': 0.925, 'acc_stderr,none': 0.008333333333333337, 'alias': ' - blimp_wh_questions_subject_gap'}, 'blimp_wh_questions_subject_gap_long_distance': {'acc,none': 0.91, 'acc_stderr,none': 0.009054390204866442, 'alias': ' - blimp_wh_questions_subject_gap_long_distance'}, 'blimp_wh_vs_that_no_gap': {'acc,none': 0.972, 'acc_stderr,none': 0.005219506034410054, 'alias': ' - blimp_wh_vs_that_no_gap'}, 'blimp_wh_vs_that_no_gap_long_distance': {'acc,none': 0.97, 'acc_stderr,none': 0.005397140829099197, 'alias': ' - blimp_wh_vs_that_no_gap_long_distance'}, 'blimp_wh_vs_that_with_gap': {'acc,none': 0.394, 'acc_stderr,none': 0.01545972195749338, 'alias': ' - blimp_wh_vs_that_with_gap'}, 'blimp_wh_vs_that_with_gap_long_distance': {'acc,none': 0.343, 'acc_stderr,none': 0.015019206922356951, 'alias': ' - blimp_wh_vs_that_with_gap_long_distance'}, 'sciq': {'acc,none': 0.954, 'acc_stderr,none': 0.006627814717380709, 'acc_norm,none': 0.905, 'acc_norm_stderr,none': 0.009276910103103298, 'alias': 'sciq'}, 'crows_pairs': {'likelihood_diff,none': 4.708786246175203, 'likelihood_diff_stderr,none': 0.4977051425278663, 'pct_stereotype,none': 0.586463923673226, 'pct_stereotype_stderr,none': 0.08249358792815063, 'alias': 'crows_pairs'}, 'crows_pairs_english': {'likelihood_diff,none': 4.7318490926325145, 'likelihood_diff_stderr,none': 0.11342322831385568, 'pct_stereotype,none': 0.654144305307096, 'pct_stereotype_stderr,none': 0.011618424517571955, 'alias': ' - crows_pairs_english'}, 'crows_pairs_english_age': {'likelihood_diff,none': 4.537944248744419, 'likelihood_diff_stderr,none': 0.4369966519695147, 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{'acc,none': 0.5685, 'acc_stderr,none': 0.011077690761900849, 'alias': 'arithmetic_2dm'}, 'arithmetic_2ds': {'acc,none': 0.994, 'acc_stderr,none': 0.0017272787111155127, 'alias': 'arithmetic_2ds'}, 'arithmetic_3da': {'acc,none': 0.9675, 'acc_stderr,none': 0.003966073608738821, 'alias': 'arithmetic_3da'}, 'arithmetic_3ds': {'acc,none': 0.96, 'acc_stderr,none': 0.004382876316119542, 'alias': 'arithmetic_3ds'}, 'arithmetic_4da': {'acc,none': 0.922, 'acc_stderr,none': 0.005997998665721458, 'alias': 'arithmetic_4da'}, 'arithmetic_4ds': {'acc,none': 0.915, 'acc_stderr,none': 0.006237543865716644, 'alias': 'arithmetic_4ds'}, 'arithmetic_5da': {'acc,none': 0.8705, 'acc_stderr,none': 0.007509532045059017, 'alias': 'arithmetic_5da'}, 'arithmetic_5ds': {'acc,none': 0.8235, 'acc_stderr,none': 0.008527029383968144, 'alias': 'arithmetic_5ds'}, 'mmlu': {'acc,none': 0.5901580971371599, 'acc_stderr,none': 0.1308916942503901, 'alias': 'mmlu'}, 'mmlu_humanities': {'alias': ' - humanities', 'acc,none': 0.5385759829968119, 'acc_stderr,none': 0.14701376176218026}, 'mmlu_formal_logic': {'alias': ' - formal_logic', 'acc,none': 0.35714285714285715, 'acc_stderr,none': 0.04285714285714281}, 'mmlu_high_school_european_history': {'alias': ' - high_school_european_history', 'acc,none': 0.7272727272727273, 'acc_stderr,none': 0.0347769116216366}, 'mmlu_high_school_us_history': {'alias': ' - high_school_us_history', 'acc,none': 0.7843137254901961, 'acc_stderr,none': 0.028867431449849303}, 'mmlu_high_school_world_history': {'alias': ' - high_school_world_history', 'acc,none': 0.7805907172995781, 'acc_stderr,none': 0.026939106581553945}, 'mmlu_international_law': {'alias': ' - international_law', 'acc,none': 0.7603305785123967, 'acc_stderr,none': 0.03896878985070417}, 'mmlu_jurisprudence': {'alias': ' - jurisprudence', 'acc,none': 0.7129629629629629, 'acc_stderr,none': 0.043733130409147614}, 'mmlu_logical_fallacies': {'alias': ' - logical_fallacies', 'acc,none': 0.7607361963190185, 'acc_stderr,none': 0.033519538795212696}, 'mmlu_moral_disputes': {'alias': ' - moral_disputes', 'acc,none': 0.6589595375722543, 'acc_stderr,none': 0.025522474632121612}, 'mmlu_moral_scenarios': {'alias': ' - moral_scenarios', 'acc,none': 0.33631284916201115, 'acc_stderr,none': 0.015801003729145904}, 'mmlu_philosophy': {'alias': ' - philosophy', 'acc,none': 0.6463022508038585, 'acc_stderr,none': 0.027155208103200882}, 'mmlu_prehistory': {'alias': ' - prehistory', 'acc,none': 0.6697530864197531, 'acc_stderr,none': 0.026168298456732846}, 'mmlu_professional_law': {'alias': ' - professional_law', 'acc,none': 0.42046936114732725, 'acc_stderr,none': 0.012607654553832705}, 'mmlu_world_religions': {'alias': ' - world_religions', 'acc,none': 0.8128654970760234, 'acc_stderr,none': 0.029913127232368032}, 'mmlu_other': {'alias': ' - other', 'acc,none': 0.664628258770518, 'acc_stderr,none': 0.1089782488947092}, 'mmlu_business_ethics': {'alias': ' - business_ethics', 'acc,none': 0.59, 'acc_stderr,none': 0.04943110704237101}, 'mmlu_global_facts': {'alias': ' - global_facts', 'acc,none': 0.41, 'acc_stderr,none': 0.04943110704237102}, 'mmlu_human_aging': {'alias': ' - human_aging', 'acc,none': 0.6278026905829597, 'acc_stderr,none': 0.03244305283008732}, 'mmlu_management': {'alias': ' - management', 'acc,none': 0.7378640776699029, 'acc_stderr,none': 0.043546310772605956}, 'mmlu_marketing': {'alias': ' - marketing', 'acc,none': 0.8717948717948718, 'acc_stderr,none': 0.02190190511507332}, 'mmlu_miscellaneous': {'alias': ' - miscellaneous', 'acc,none': 0.7879948914431673, 'acc_stderr,none': 0.014616099385833711}, 'mmlu_nutrition': {'alias': ' - nutrition', 'acc,none': 0.673202614379085, 'acc_stderr,none': 0.026857294663281416}, 'mmlu_professional_accounting': {'alias': ' - professional_accounting', 'acc,none': 0.45390070921985815, 'acc_stderr,none': 0.02970045324729147}, 'mmlu_virology': {'alias': ' - virology', 'acc,none': 0.463855421686747, 'acc_stderr,none': 0.03882310850890594}, 'mmlu_social_sciences': {'alias': ' - social_sciences', 'acc,none': 0.6889827754306143, 'acc_stderr,none': 0.08980026474895134}, 'mmlu_econometrics': {'alias': ' - econometrics', 'acc,none': 0.4824561403508772, 'acc_stderr,none': 0.04700708033551038}, 'mmlu_high_school_geography': {'alias': ' - high_school_geography', 'acc,none': 0.7474747474747475, 'acc_stderr,none': 0.030954055470365907}, 'mmlu_high_school_government_and_politics': {'alias': ' - high_school_government_and_politics', 'acc,none': 0.8186528497409327, 'acc_stderr,none': 0.027807032360686088}, 'mmlu_high_school_macroeconomics': {'alias': ' - high_school_macroeconomics', 'acc,none': 0.5769230769230769, 'acc_stderr,none': 0.025049197876042338}, 'mmlu_high_school_microeconomics': {'alias': ' - high_school_microeconomics', 'acc,none': 0.6596638655462185, 'acc_stderr,none': 0.030778057422931673}, 'mmlu_high_school_psychology': {'alias': ' - high_school_psychology', 'acc,none': 0.7853211009174312, 'acc_stderr,none': 0.01760430414925649}, 'mmlu_human_sexuality': {'alias': ' - human_sexuality', 'acc,none': 0.6946564885496184, 'acc_stderr,none': 0.04039314978724562}, 'mmlu_professional_psychology': {'alias': ' - professional_psychology', 'acc,none': 0.5898692810457516, 'acc_stderr,none': 0.019898412717635892}, 'mmlu_public_relations': {'alias': ' - public_relations', 'acc,none': 0.6727272727272727, 'acc_stderr,none': 0.04494290866252088}, 'mmlu_security_studies': {'alias': ' - security_studies', 'acc,none': 0.7061224489795919, 'acc_stderr,none': 0.029162738410249755}, 'mmlu_sociology': {'alias': ' - sociology', 'acc,none': 0.8407960199004975, 'acc_stderr,none': 0.02587064676616914}, 'mmlu_us_foreign_policy': {'alias': ' - us_foreign_policy', 'acc,none': 0.81, 'acc_stderr,none': 0.039427724440366234}, 'mmlu_stem': {'alias': ' - stem', 'acc,none': 0.497304154773232, 'acc_stderr,none': 0.10643423341212979}, 'mmlu_abstract_algebra': {'alias': ' - abstract_algebra', 'acc,none': 0.3, 'acc_stderr,none': 0.046056618647183814}, 'mmlu_astronomy': {'alias': ' - astronomy', 'acc,none': 0.625, 'acc_stderr,none': 0.039397364351956274}, 'mmlu_college_chemistry': {'alias': ' - college_chemistry', 'acc,none': 0.38, 'acc_stderr,none': 0.048783173121456316}, 'mmlu_college_computer_science': {'alias': ' - college_computer_science', 'acc,none': 0.54, 'acc_stderr,none': 0.05009082659620333}, 'mmlu_college_mathematics': {'alias': ' - college_mathematics', 'acc,none': 0.33, 'acc_stderr,none': 0.04725815626252605}, 'mmlu_college_physics': {'alias': ' - college_physics', 'acc,none': 0.39215686274509803, 'acc_stderr,none': 0.048580835742663434}, 'mmlu_computer_security': {'alias': ' - computer_security', 'acc,none': 0.67, 'acc_stderr,none': 0.047258156262526066}, 'mmlu_conceptual_physics': {'alias': ' - conceptual_physics', 'acc,none': 0.5106382978723404, 'acc_stderr,none': 0.03267862331014063}, 'mmlu_electrical_engineering': {'alias': ' - electrical_engineering', 'acc,none': 0.5586206896551724, 'acc_stderr,none': 0.04137931034482757}, 'mmlu_elementary_mathematics': {'alias': ' - elementary_mathematics', 'acc,none': 0.42328042328042326, 'acc_stderr,none': 0.02544636563440678}, 'mmlu_high_school_biology': {'alias': ' - high_school_biology', 'acc,none': 0.6935483870967742, 'acc_stderr,none': 0.026226485652553887}, 'mmlu_high_school_chemistry': {'alias': ' - high_school_chemistry', 'acc,none': 0.5073891625615764, 'acc_stderr,none': 0.035176035403610105}, 'mmlu_high_school_computer_science': {'alias': ' - high_school_computer_science', 'acc,none': 0.61, 'acc_stderr,none': 0.04902071300001975}, 'mmlu_high_school_mathematics': {'alias': ' - high_school_mathematics', 'acc,none': 0.34444444444444444, 'acc_stderr,none': 0.02897264888484427}, 'mmlu_high_school_physics': {'alias': ' - high_school_physics', 'acc,none': 0.3708609271523179, 'acc_stderr,none': 0.03943966699183629}, 'mmlu_high_school_statistics': {'alias': ' - high_school_statistics', 'acc,none': 0.4537037037037037, 'acc_stderr,none': 0.033953227263757976}, 'mmlu_machine_learning': {'alias': ' - machine_learning', 'acc,none': 0.4642857142857143, 'acc_stderr,none': 0.04733667890053756}, 'asdiv': {'acc,none': 0.0, 'acc_stderr,none': 0.0, 'alias': 'asdiv'}, 'wic': {'acc,none': 0.6003134796238244, 'acc_stderr,none': 0.019407923975502145, 'alias': 'wic'}, 'swag': {'acc,none': 0.5974707587723683, 'acc_stderr,none': 0.0034672708384908342, 'acc_norm,none': 0.7870638808357493, 'acc_norm_stderr,none': 0.0028944122046582997, 'alias': 'swag'}, 'hellaswag': {'acc,none': 0.6602270464050985, 'acc_stderr,none': 0.004726640532562062, 'acc_norm,none': 0.8366859191396137, 'acc_norm_stderr,none': 0.003688965231733516, 'alias': 'hellaswag'}, 'cb': {'acc,none': 0.7678571428571429, 'acc_stderr,none': 0.0569293902400011, 'f1,none': 0.6534278959810874, 'f1_stderr,none': 'N/A', 'alias': 'cb'}, 'sglue_rte': {'acc,none': 0.7003610108303249, 'acc_stderr,none': 0.02757437014529261, 'alias': 'sglue_rte'}, 'mathqa': {'acc,none': 0.37051926298157456, 'acc_stderr,none': 0.008840914868809937, 'acc_norm,none': 0.3688442211055276, 'acc_norm_stderr,none': 0.008832636623685441, 'alias': 'mathqa'}}, 'groups': {'anli': {'acc,none': 0.470625, 'acc_stderr,none': 0.016323170842139138, 'alias': 'anli'}, 'lambada_cloze': {'perplexity,none': 79.69768925561641, 'perplexity_stderr,none': 21.41458436331952, 'acc,none': 0.2092955559868038, 'acc_stderr,none': 0.048106457496816746, 'alias': 'lambada_cloze'}, 'glue': {'mcc,none': 0.1275893167139847, 'mcc_stderr,none': 0.0010517992291010554, 'acc,none': 0.5822142909581908, 'acc_stderr,none': 0.032790502714334625, 'f1,none': 0.4411327873267142, 'f1_stderr,none': 0.0012831556331226797, 'alias': 'glue'}, 'blimp': {'acc,none': 0.8340597014925373, 'acc_stderr,none': 0.13897696485795538, 'alias': 'blimp'}, 'crows_pairs': {'likelihood_diff,none': 4.708786246175203, 'likelihood_diff_stderr,none': 0.4977051425278663, 'pct_stereotype,none': 0.586463923673226, 'pct_stereotype_stderr,none': 0.08249358792815063, 'alias': 'crows_pairs'}, 'ceval-valid': {'acc,none': 0.43684992570579495, 'acc_stderr,none': 0.14261591689704498, 'acc_norm,none': 0.43684992570579495, 'acc_norm_stderr,none': 0.14261591689704498, 'alias': 'ceval-valid'}, 'freebase': {'exact_match,none': 0.061515748031496065, 'exact_match_stderr,none': 0.005331527918306684, 'alias': 'freebase'}, 'cmmlu': {'acc,none': 0.42220687273355206, 'acc_stderr,none': 0.10478605809778388, 'acc_norm,none': 0.42220687273355206, 'acc_norm_stderr,none': 0.10478605809778388, 'alias': 'cmmlu'}, 'lambada': {'perplexity,none': 3.786399904636776, 'perplexity_stderr,none': 0.21254011171654186, 'acc,none': 0.6832912866291481, 'acc_stderr,none': 0.01690798528858505, 'alias': 'lambada'}, 'sycophancy': {'acc,none': 0.8909853249475891, 'acc_stderr,none': 0.06497187134187173, 'alias': 'sycophancy'}, 'qa4mre': {'acc,none': 0.5460992907801419, 'acc_stderr,none': 0.06008175299623157, 'acc_norm,none': 0.5815602836879432, 'acc_norm_stderr,none': 0.07866017109546872, 'alias': 'qa4mre'}, 'ai2_arc': {'acc,none': 0.7237880496054115, 'acc_stderr,none': 0.0870545951521031, 'acc_norm,none': 0.6992671927846674, 'acc_norm_stderr,none': 0.06575368411217784, 'alias': 'ai2_arc'}, 'multimedqa': {'alias': 'stem', 'acc,none': 0.5175301632363378, 'acc_stderr,none': 0.0694061118891545, 'acc_norm,none': 0.4778006153543328, 'acc_norm_stderr,none': 0.0001606261257056986}, 'kmmlu': {'acc,none': 0.34704013860814326, 'acc_stderr,none': 0.07238936581650249, 'acc_norm,none': 0.34704013860814326, 'acc_norm_stderr,none': 0.07238936581650249, 'alias': 'kmmlu'}, 'kobest': {'acc,none': 0.6033764525323394, 'acc_stderr,none': 0.10436362536496387, 'f1,none': 0.5553821902279571, 'f1_stderr,none': 'N/A', 'acc_norm,none': 0.496, 'acc_norm_stderr,none': 0.0005009699398797607, 'alias': 'kobest'}, 'arithmetic': {'acc,none': 0.86535, 'acc_stderr,none': 0.1044357382014318, 'alias': 'arithmetic'}, 'mmlu': {'acc,none': 0.5901580971371599, 'acc_stderr,none': 0.1308916942503901, 'alias': 'mmlu'}, 'mmlu_humanities': {'alias': ' - humanities', 'acc,none': 0.5385759829968119, 'acc_stderr,none': 0.14701376176218026}, 'mmlu_other': {'alias': ' - other', 'acc,none': 0.664628258770518, 'acc_stderr,none': 0.1089782488947092}, 'mmlu_social_sciences': {'alias': ' - social_sciences', 'acc,none': 0.6889827754306143, 'acc_stderr,none': 0.08980026474895134}, 'mmlu_stem': {'alias': ' - stem', 'acc,none': 0.497304154773232, 'acc_stderr,none': 0.10643423341212979}}}}}\n" ] } ], @@ -156,16 +156,16 @@ }, { "cell_type": "code", - "execution_count": 148, + "execution_count": 28, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Found 108 models\n", + "Found 119 models\n", "Models: \n", - "['mistralai/Mistral-7B-v0.1', 'mosaicml/mpt-7b-instruct', 'mosaicml/mpt-7b', 'mosaicml/mpt-7b-chat', 'bigscience/bloom-7b1', 'bigscience/bloomz-7b1-mt', 'bigscience/bloomz-7b1', 'EleutherAI/pythia-2.8b', 'EleutherAI/pythia-1.4b', 'EleutherAI/gpt-j-6b', 'EleutherAI/pythia-6.9b', 'google/flan-t5-base', 'google/gemma-2b', 'google/gemma-2b-it', 'google/gemma-7b', 'google/gemma-7b-it', 'google/flan-t5-large', 'microsoft/phi-1_5', 'microsoft/phi-2', 'microsoft/phi-1', 'allenai/OLMo-7B', 'TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T', 'TinyLlama/TinyLlama-1.1B-Chat-v1.0', 'RWKV/rwkv-5-world-1b5', 'RWKV/rwkv-5-world-3b', 'RWKV/rwkv-4-world-3b', 'RWKV/rwkv-4-world-1b5', 'RWKV/v5-Eagle-7B-HF', 'RWKV/rwkv-4-world-7b', 'aisingapore/sealion7b', 'aisingapore/sealion3b', './rwkv-x-dev/1_3-C5-rwkv-270_pth', './rwkv-x-dev/1_0_pth', './rwkv-x-dev/chunk4-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-340_pth', './rwkv-x-dev/chunk1-0_8_pth', './rwkv-x-dev/chunk0-0_8_pth', './rwkv-x-dev/blink4-final_pth', './rwkv-x-dev/chunk2-0_8_pth', './rwkv-x-dev/chunk3-0_8_pth', './rwkv-x-dev/r3-4k-test2-fix3-blink-final_pth', './rwkv-x-dev/R4-7B-15t-With-Mask_pth', './rwkv-x-dev/r3-testchunk-1-8_pth', './rwkv-x-dev/R4-with-shuffle-rwkv-53_pth', './rwkv-x-dev/chunk7-2-0_85_pth', './rwkv-x-dev/EagleX-1_7T_pth', './rwkv-x-dev/r3-testchunk2-blink-fixed_pth', './rwkv-x-dev/r3-testchunk2-blink_pth', './rwkv-x-dev/rwkv-230_pth', './rwkv-x-dev/1_3-C0-rwkv-60_pth', './rwkv-x-dev/chunk5-0_85_pth', './rwkv-x-dev/R4-7B-Base-No-Mask_pth', './rwkv-x-dev/RWKV-5-World-1B5-v2-20231025-ctx4096', './rwkv-x-dev/R4-1B5-No-Mask_pth', './rwkv-x-dev/RWKV-32K-5B-RW_pth', './rwkv-x-dev/R4-7B-15t-32k-No-Mask_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-60_pth', './rwkv-x-dev/EagleX_1-7T_Chat_pth', './rwkv-x-dev/1_3-C1-rwkv-390_pth', './rwkv-x-dev/1_3-C1-rwkv-20_pth', './rwkv-x-dev/chunk8-1-0_85_pth', './rwkv-x-dev/R4-7B-Base-32k-No-Mask_pth', './rwkv-x-dev/R4-no-shuffle-rwkv-53_pth', './rwkv-x-dev/1_3-C2-rwkv-648_pth', './rwkv-x-dev/1_3-C2-rwkv-250_pth', './rwkv-x-dev/r3-testchunk-1-8-no-cuda-with-warmup_pth', './rwkv-x-dev/1_3-C0-rwkv-140_pth', './rwkv-x-dev/Eagle-225-1FT', './rwkv-x-dev/r3-c1-8_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-450_pth', './rwkv-x-dev/RWKV-5-World-3B-v2-20231118-ctx16k', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-40_pth', './rwkv-x-dev/RWKV-5-World-7B-v2-20240128-ctx4096', './rwkv-x-dev/R4-7B-15t-No-Mask_pth', './rwkv-x-dev/1_0-c1-290_pth', './rwkv-x-dev/R4-1B5-With-Mask_pth', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-30_pth', './rwkv-x-dev/1_3-C0-rwkv-70_pth', './rwkv-x-dev/chunk6-0_85_pth', './rwkv-x-dev/R4-7B-Base-With-Mask_pth', 'rwkv-x-dev/v5-Eagle-7B-1_0T-HF', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-30_pth', './rwkv-x-dev/chunk7-1-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-190_pth', './rwkv-x-dev/R4-7B-15t-extd-e3_pth', './rwkv-x-dev/r3-testchunk2_pth', './rwkv-x-dev/Hermes-RWKV-v5-7B_pth', './rwkv-x-dev/1_3-C0-rwkv-153_pth', './rwkv-x-dev/R4-7B-15t-extd-e2_pth', './rwkv-x-dev/r3-testchunk-blink_pth', 'SmerkyG/rwkv6-world-1b6', 'SmerkyG/rwkv6-world-3b', 'SmerkyG/rwkv5-world-7b', 'togethercomputer/RedPajama-INCITE-7B-Base', 'togethercomputer/RedPajama-INCITE-7B-Instruct', 'togethercomputer/RedPajama-INCITE-7B-Chat', 'facebook/opt-2.7b', 'facebook/opt-6.7b', 'facebook/opt-1.3b', 'tiiuae/falcon-7b-instruct', 'tiiuae/falcon-rw-1b', 'tiiuae/falcon-rw-7b', 'tiiuae/falcon-7b', 'huggyllama/llama-7b', 'meta-llama/Llama-2-7b-chat-hf', 'meta-llama/Llama-2-7b-hf', 'state-spaces/mamba-2.8b-hf', 'state-spaces/mamba-1.4b-hf']\n", + "['mistralai/Mistral-7B-Instruct-v0.2', 'mistralai/Mistral-7B-v0.1', 'mosaicml/mpt-7b-instruct', 'mosaicml/mpt-7b', 'mosaicml/mpt-7b-chat', 'bigscience/bloom-7b1', 'bigscience/bloomz-7b1-mt', 'bigscience/bloomz-7b1', 'EleutherAI/pythia-2.8b', 'EleutherAI/pythia-1.4b', 'EleutherAI/gpt-j-6b', 'EleutherAI/pythia-6.9b', 'google/flan-t5-base', 'google/gemma-2b', 'google/gemma-2b-it', 'google/gemma-7b', 'google/gemma-7b-it', 'google/flan-t5-large', 'microsoft/phi-1_5', 'microsoft/phi-2', 'microsoft/phi-1', 'allenai/OLMo-7B', 'TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T', 'TinyLlama/TinyLlama-1.1B-Chat-v1.0', 'RWKV/rwkv-5-world-1b5', 'RWKV/rwkv-5-world-3b', 'RWKV/rwkv-4-world-3b', 'RWKV/rwkv-4-world-1b5', 'RWKV/v5-Eagle-7B-HF', 'RWKV/rwkv-4-world-7b', 'aisingapore/sealion7b', 'aisingapore/sealion3b', './rwkv-x-dev/1_3-C5-rwkv-270_pth', './rwkv-x-dev/225-EagleX-PreFT-C', './rwkv-x-dev/225-EagleX-PreFT-D', './rwkv-x-dev/1_0_pth', './rwkv-x-dev/chunk4-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-340_pth', './rwkv-x-dev/chunk1-0_8_pth', './rwkv-x-dev/chunk0-0_8_pth', './rwkv-x-dev/225-EagleX-PreFT-E', './rwkv-x-dev/225-EagleX-PreFT-B', './rwkv-x-dev/blink4-final_pth', './rwkv-x-dev/chunk2-0_8_pth', './rwkv-x-dev/chunk3-0_8_pth', './rwkv-x-dev/r3-4k-test2-fix3-blink-final_pth', './rwkv-x-dev/R4-7B-15t-With-Mask_pth', './rwkv-x-dev/r3-testchunk-1-8_pth', './rwkv-x-dev/R4-with-shuffle-rwkv-53_pth', './rwkv-x-dev/chunk7-2-0_85_pth', './rwkv-x-dev/EagleX-1_7T_pth', './rwkv-x-dev/r3-testchunk2-blink-fixed_pth', './rwkv-x-dev/r3-testchunk2-blink_pth', './rwkv-x-dev/rwkv-230_pth', './rwkv-x-dev/1_3-C0-rwkv-60_pth', './rwkv-x-dev/chunk5-0_85_pth', './rwkv-x-dev/R4-7B-Base-No-Mask_pth', './rwkv-x-dev/RWKV-5-World-1B5-v2-20231025-ctx4096', './rwkv-x-dev/R4-1B5-No-Mask_pth', './rwkv-x-dev/RWKV-32K-5B-RW_pth', './rwkv-x-dev/R4-7B-15t-32k-No-Mask_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-60_pth', './rwkv-x-dev/EagleX_1-7T_Chat_pth', './rwkv-x-dev/1_3-C1-rwkv-390_pth', './rwkv-x-dev/1_3-C1-rwkv-20_pth', './rwkv-x-dev/chunk8-1-0_85_pth', './rwkv-x-dev/R4-7B-Base-32k-No-Mask_pth', './rwkv-x-dev/R4-no-shuffle-rwkv-53_pth', './rwkv-x-dev/1_3-C2-rwkv-648_pth', './rwkv-x-dev/1_3-C2-rwkv-250_pth', './rwkv-x-dev/r3-testchunk-1-8-no-cuda-with-warmup_pth', './rwkv-x-dev/1_3-C0-rwkv-140_pth', './rwkv-x-dev/Eagle-225-1FT', './rwkv-x-dev/225-EagleX-PreFT-A', './rwkv-x-dev/225-EagleX-PreFT-F', './rwkv-x-dev/r3-c1-8_pth', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-450_pth', './rwkv-x-dev/RWKV-5-World-3B-v2-20231118-ctx16k', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-40_pth', './rwkv-x-dev/RWKV-5-World-7B-v2-20240128-ctx4096', './rwkv-x-dev/R4-7B-15t-No-Mask_pth', './rwkv-x-dev/1_0-c1-290_pth', './rwkv-x-dev/R4-1B5-With-Mask_pth', './rwkv-x-dev/1_3-C0-PREPRERUN-rwkv-30_pth', './rwkv-x-dev/1_3-C0-rwkv-70_pth', './rwkv-x-dev/chunk6-0_85_pth', './rwkv-x-dev/R4-7B-Base-With-Mask_pth', 'rwkv-x-dev/v5-Eagle-7B-1_0T-HF', './rwkv-x-dev/1_3-C0-PRERUN-rwkv-30_pth', './rwkv-x-dev/chunk7-1-0_85_pth', './rwkv-x-dev/1_3-C1-rwkv-190_pth', './rwkv-x-dev/R4-7B-15t-extd-e3_pth', './rwkv-x-dev/r3-testchunk2_pth', './rwkv-x-dev/Hermes-RWKV-v5-7B_pth', './rwkv-x-dev/1_3-C0-rwkv-153_pth', './rwkv-x-dev/R4-7B-15t-extd-e2_pth', './rwkv-x-dev/r3-testchunk-blink_pth', 'SmerkyG/rwkv-5-world-1b5', 'SmerkyG/rwkv6-world-1b6', 'SmerkyG/rwkv6-world-3b', 'SmerkyG/rwkv-5-world-3b', 'SmerkyG/rwkv-5-world-7b', 'SmerkyG/rwkv5-world-7b', 'togethercomputer/RedPajama-INCITE-7B-Base', 'togethercomputer/RedPajama-INCITE-7B-Instruct', 'togethercomputer/RedPajama-INCITE-7B-Chat', 'facebook/opt-2.7b', 'facebook/opt-6.7b', 'facebook/opt-1.3b', 'tiiuae/falcon-7b-instruct', 'tiiuae/falcon-rw-1b', 'tiiuae/falcon-rw-7b', 'tiiuae/falcon-7b', 'TimeMobius/Mobius-RWKV-Chat-12B-128k-v4-HF', 'huggyllama/llama-7b', 'meta-llama/Llama-2-7b-chat-hf', 'meta-llama/Llama-2-7b-hf', 'state-spaces/mamba-2.8b-hf', 'state-spaces/mamba-1.4b-hf']\n", "Saved to compiled-lm-eval-results.json\n" ] } @@ -199,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": 149, + "execution_count": 29, "metadata": {}, "outputs": [ { @@ -233,6 +233,14 @@ " \n", " \n", " 0\n", + " mistralai/Mistral-7B-Instruct-v0.2\n", + " 0.000000\n", + " 0.000000\n", + " NaN\n", + " NaN\n", + " \n", + " \n", + " 1\n", " mistralai/Mistral-7B-v0.1\n", " 0.559455\n", " 0.053879\n", @@ -240,7 +248,7 @@ " 0.053879\n", " \n", " \n", - " 1\n", + " 2\n", " mosaicml/mpt-7b-instruct\n", " 0.537091\n", " 0.041919\n", @@ -248,7 +256,7 @@ " 0.041919\n", " \n", " \n", - " 2\n", + " 3\n", " mosaicml/mpt-7b\n", " 0.536000\n", " 0.042339\n", @@ -256,7 +264,7 @@ " 0.042339\n", " \n", " \n", - " 3\n", + " 4\n", " mosaicml/mpt-7b-chat\n", " 0.538000\n", " 0.047059\n", @@ -264,7 +272,7 @@ " 0.047059\n", " \n", " \n", - " 4\n", + " 5\n", " bigscience/bloom-7b1\n", " 0.570909\n", " 0.061359\n", @@ -272,7 +280,7 @@ " 0.061359\n", " \n", " \n", - " 5\n", + " 6\n", " bigscience/bloomz-7b1-mt\n", " 0.546000\n", " 0.038321\n", @@ -280,7 +288,7 @@ " 0.038321\n", " \n", " \n", - " 6\n", + " 7\n", " bigscience/bloomz-7b1\n", " 0.547818\n", " 0.038920\n", @@ -288,7 +296,7 @@ " 0.038920\n", " \n", " \n", - " 7\n", + " 8\n", " EleutherAI/pythia-2.8b\n", " 0.537455\n", " 0.026941\n", @@ -296,7 +304,7 @@ " 0.026941\n", " \n", " \n", - " 8\n", + " 9\n", " EleutherAI/pythia-1.4b\n", " 0.526545\n", " 0.027441\n", @@ -304,7 +312,7 @@ " 0.027441\n", " \n", " \n", - " 9\n", + " 10\n", " EleutherAI/gpt-j-6b\n", " 0.544182\n", " 0.034404\n", @@ -312,7 +320,7 @@ " 0.034404\n", " \n", " \n", - " 10\n", + " 11\n", " EleutherAI/pythia-6.9b\n", " 0.540545\n", " 0.029689\n", @@ -320,7 +328,7 @@ " 0.029689\n", " \n", " \n", - " 11\n", + " 12\n", " google/flan-t5-base\n", " 0.510909\n", " 0.006743\n", @@ -328,7 +336,7 @@ " 0.006743\n", " \n", " \n", - " 12\n", + " 13\n", " google/gemma-2b\n", " 0.000000\n", " 0.000000\n", @@ -336,7 +344,7 @@ " NaN\n", " \n", " \n", - " 13\n", + " 14\n", " google/gemma-2b-it\n", " 0.000000\n", " 0.000000\n", @@ -344,7 +352,7 @@ " NaN\n", " \n", " \n", - " 14\n", + " 15\n", " google/gemma-7b\n", " 0.517636\n", " 0.006740\n", @@ -352,7 +360,7 @@ " 0.006740\n", " \n", " \n", - " 15\n", + " 16\n", " google/gemma-7b-it\n", " 0.517455\n", " 0.006742\n", @@ -360,7 +368,7 @@ " 0.006742\n", " \n", " \n", - " 16\n", + " 17\n", " google/flan-t5-large\n", " 0.510545\n", " 0.006743\n", @@ -368,7 +376,7 @@ " 0.006743\n", " \n", " \n", - " 17\n", + " 18\n", " microsoft/phi-1_5\n", " 0.521636\n", " 0.026198\n", @@ -376,7 +384,7 @@ " 0.026198\n", " \n", " \n", - " 18\n", + " 19\n", " microsoft/phi-2\n", " 0.512182\n", " 0.029742\n", @@ -384,7 +392,7 @@ " 0.029742\n", " \n", " \n", - " 19\n", + " 20\n", " microsoft/phi-1\n", " 0.517636\n", " 0.029612\n", @@ -392,7 +400,7 @@ " 0.029612\n", " \n", " \n", - " 20\n", + " 21\n", " allenai/OLMo-7B\n", " 0.537818\n", " 0.034147\n", @@ -400,7 +408,7 @@ " 0.034147\n", " \n", " \n", - " 21\n", + " 22\n", " TinyLlama/TinyLlama-1.1B-intermediate-step-143...\n", " 0.529273\n", " 0.029316\n", @@ -408,7 +416,7 @@ " 0.029316\n", " \n", " \n", - " 22\n", + " 23\n", " TinyLlama/TinyLlama-1.1B-Chat-v1.0\n", " 0.528909\n", " 0.031702\n", @@ -416,7 +424,7 @@ " 0.031702\n", " \n", " \n", - " 23\n", + " 24\n", " RWKV/rwkv-5-world-1b5\n", " 0.578909\n", " 0.044635\n", @@ -424,7 +432,7 @@ " 0.044635\n", " \n", " \n", - " 24\n", + " 25\n", " RWKV/rwkv-5-world-3b\n", " 0.590000\n", " 0.057252\n", @@ -432,7 +440,7 @@ " 0.057252\n", " \n", " \n", - " 25\n", + " 26\n", " RWKV/rwkv-4-world-3b\n", " 0.575455\n", " 0.040977\n", @@ -440,7 +448,7 @@ " 0.040977\n", " \n", " \n", - " 26\n", + " 27\n", " RWKV/rwkv-4-world-1b5\n", " 0.554000\n", " 0.039406\n", @@ -448,7 +456,7 @@ " 0.039406\n", " \n", " \n", - " 27\n", + " 28\n", " RWKV/v5-Eagle-7B-HF\n", " 0.622364\n", " 0.070563\n", @@ -456,7 +464,7 @@ " 0.070563\n", " \n", " \n", - " 28\n", + " 29\n", " RWKV/rwkv-4-world-7b\n", " 0.601455\n", " 0.053116\n", @@ -464,7 +472,7 @@ " 0.053116\n", " \n", " \n", - " 29\n", + " 30\n", " aisingapore/sealion7b\n", " 0.559818\n", " 0.060680\n", @@ -472,7 +480,7 @@ " 0.060680\n", " \n", " \n", - " 30\n", + " 31\n", " aisingapore/sealion3b\n", " 0.559273\n", " 0.054490\n", @@ -480,7 +488,7 @@ " 0.054490\n", " \n", " \n", - " 31\n", + " 32\n", " rwkv-x-dev/v5-Eagle-7B-1_0T-HF\n", " 0.622364\n", " 0.072168\n", @@ -488,7 +496,15 @@ " 0.072168\n", " \n", " \n", - " 32\n", + " 33\n", + " SmerkyG/rwkv-5-world-1b5\n", + " 0.578727\n", + " 0.044247\n", + " 0.578727\n", + " 0.044247\n", + " \n", + " \n", + " 34\n", " SmerkyG/rwkv6-world-1b6\n", " 0.579636\n", " 0.052056\n", @@ -496,7 +512,7 @@ " 0.052056\n", " \n", " \n", - " 33\n", + " 35\n", " SmerkyG/rwkv6-world-3b\n", " 0.595273\n", " 0.061039\n", @@ -504,7 +520,23 @@ " 0.061039\n", " \n", " \n", - " 34\n", + " 36\n", + " SmerkyG/rwkv-5-world-3b\n", + " 0.590182\n", + " 0.059748\n", + " 0.590182\n", + " 0.059748\n", + " \n", + " \n", + " 37\n", + " SmerkyG/rwkv-5-world-7b\n", + " 0.621818\n", + " 0.071125\n", + " 0.621818\n", + " 0.071125\n", + " \n", + " \n", + " 38\n", " SmerkyG/rwkv5-world-7b\n", " 0.000000\n", " 0.000000\n", @@ -512,7 +544,7 @@ " NaN\n", " \n", " \n", - " 35\n", + " 39\n", " togethercomputer/RedPajama-INCITE-7B-Base\n", " 0.525455\n", " 0.036407\n", @@ -520,7 +552,7 @@ " 0.036407\n", " \n", " \n", - " 36\n", + " 40\n", " togethercomputer/RedPajama-INCITE-7B-Instruct\n", " 0.528545\n", " 0.036470\n", @@ -528,7 +560,7 @@ " 0.036470\n", " \n", " \n", - " 37\n", + " 41\n", " togethercomputer/RedPajama-INCITE-7B-Chat\n", " 0.535455\n", " 0.038723\n", @@ -536,7 +568,7 @@ " 0.038723\n", " \n", " \n", - " 38\n", + " 42\n", " facebook/opt-2.7b\n", " 0.521818\n", " 0.029821\n", @@ -544,7 +576,7 @@ " 0.029821\n", " \n", " \n", - " 39\n", + " 43\n", " facebook/opt-6.7b\n", " 0.522909\n", " 0.027216\n", @@ -552,7 +584,7 @@ " 0.027216\n", " \n", " \n", - " 40\n", + " 44\n", " facebook/opt-1.3b\n", " 0.521818\n", " 0.029112\n", @@ -560,7 +592,7 @@ " 0.029112\n", " \n", " \n", - " 41\n", + " 45\n", " tiiuae/falcon-7b-instruct\n", " 0.536727\n", " 0.053430\n", @@ -568,7 +600,7 @@ " 0.053430\n", " \n", " \n", - " 42\n", + " 46\n", " tiiuae/falcon-rw-1b\n", " 0.522545\n", " 0.029446\n", @@ -576,7 +608,7 @@ " 0.029446\n", " \n", " \n", - " 43\n", + " 47\n", " tiiuae/falcon-rw-7b\n", " 0.535818\n", " 0.033185\n", @@ -584,7 +616,7 @@ " 0.033185\n", " \n", " \n", - " 44\n", + " 48\n", " tiiuae/falcon-7b\n", " 0.559636\n", " 0.071650\n", @@ -592,7 +624,7 @@ " 0.071650\n", " \n", " \n", - " 45\n", + " 49\n", " huggyllama/llama-7b\n", " 0.541818\n", " 0.040718\n", @@ -600,7 +632,7 @@ " 0.040718\n", " \n", " \n", - " 46\n", + " 50\n", " meta-llama/Llama-2-7b-chat-hf\n", " 0.559818\n", " 0.054954\n", @@ -608,7 +640,7 @@ " 0.054954\n", " \n", " \n", - " 47\n", + " 51\n", " meta-llama/Llama-2-7b-hf\n", " 0.566727\n", " 0.052515\n", @@ -616,7 +648,7 @@ " 0.052515\n", " \n", " \n", - " 48\n", + " 52\n", " state-spaces/mamba-2.8b-hf\n", " 0.552909\n", " 0.035570\n", @@ -624,7 +656,7 @@ " 0.035570\n", " \n", " \n", - " 49\n", + " 53\n", " state-spaces/mamba-1.4b-hf\n", " 0.544182\n", " 0.031390\n", @@ -637,111 +669,119 @@ ], "text/plain": [ " model avg_acc \\\n", - "0 mistralai/Mistral-7B-v0.1 0.559455 \n", - "1 mosaicml/mpt-7b-instruct 0.537091 \n", - "2 mosaicml/mpt-7b 0.536000 \n", - "3 mosaicml/mpt-7b-chat 0.538000 \n", - "4 bigscience/bloom-7b1 0.570909 \n", - "5 bigscience/bloomz-7b1-mt 0.546000 \n", - "6 bigscience/bloomz-7b1 0.547818 \n", - "7 EleutherAI/pythia-2.8b 0.537455 \n", - "8 EleutherAI/pythia-1.4b 0.526545 \n", - "9 EleutherAI/gpt-j-6b 0.544182 \n", - "10 EleutherAI/pythia-6.9b 0.540545 \n", - "11 google/flan-t5-base 0.510909 \n", - "12 google/gemma-2b 0.000000 \n", - "13 google/gemma-2b-it 0.000000 \n", - "14 google/gemma-7b 0.517636 \n", - "15 google/gemma-7b-it 0.517455 \n", - "16 google/flan-t5-large 0.510545 \n", - "17 microsoft/phi-1_5 0.521636 \n", - "18 microsoft/phi-2 0.512182 \n", - "19 microsoft/phi-1 0.517636 \n", - "20 allenai/OLMo-7B 0.537818 \n", - "21 TinyLlama/TinyLlama-1.1B-intermediate-step-143... 0.529273 \n", - "22 TinyLlama/TinyLlama-1.1B-Chat-v1.0 0.528909 \n", - "23 RWKV/rwkv-5-world-1b5 0.578909 \n", - "24 RWKV/rwkv-5-world-3b 0.590000 \n", - "25 RWKV/rwkv-4-world-3b 0.575455 \n", - "26 RWKV/rwkv-4-world-1b5 0.554000 \n", - "27 RWKV/v5-Eagle-7B-HF 0.622364 \n", - "28 RWKV/rwkv-4-world-7b 0.601455 \n", - "29 aisingapore/sealion7b 0.559818 \n", - "30 aisingapore/sealion3b 0.559273 \n", - "31 rwkv-x-dev/v5-Eagle-7B-1_0T-HF 0.622364 \n", - "32 SmerkyG/rwkv6-world-1b6 0.579636 \n", - "33 SmerkyG/rwkv6-world-3b 0.595273 \n", - "34 SmerkyG/rwkv5-world-7b 0.000000 \n", - "35 togethercomputer/RedPajama-INCITE-7B-Base 0.525455 \n", - "36 togethercomputer/RedPajama-INCITE-7B-Instruct 0.528545 \n", - "37 togethercomputer/RedPajama-INCITE-7B-Chat 0.535455 \n", - "38 facebook/opt-2.7b 0.521818 \n", - "39 facebook/opt-6.7b 0.522909 \n", - "40 facebook/opt-1.3b 0.521818 \n", - "41 tiiuae/falcon-7b-instruct 0.536727 \n", - "42 tiiuae/falcon-rw-1b 0.522545 \n", - "43 tiiuae/falcon-rw-7b 0.535818 \n", - "44 tiiuae/falcon-7b 0.559636 \n", - "45 huggyllama/llama-7b 0.541818 \n", - "46 meta-llama/Llama-2-7b-chat-hf 0.559818 \n", - "47 meta-llama/Llama-2-7b-hf 0.566727 \n", - "48 state-spaces/mamba-2.8b-hf 0.552909 \n", - "49 state-spaces/mamba-1.4b-hf 0.544182 \n", + "0 mistralai/Mistral-7B-Instruct-v0.2 0.000000 \n", + "1 mistralai/Mistral-7B-v0.1 0.559455 \n", + "2 mosaicml/mpt-7b-instruct 0.537091 \n", + "3 mosaicml/mpt-7b 0.536000 \n", + "4 mosaicml/mpt-7b-chat 0.538000 \n", + "5 bigscience/bloom-7b1 0.570909 \n", + "6 bigscience/bloomz-7b1-mt 0.546000 \n", + "7 bigscience/bloomz-7b1 0.547818 \n", + "8 EleutherAI/pythia-2.8b 0.537455 \n", + "9 EleutherAI/pythia-1.4b 0.526545 \n", + "10 EleutherAI/gpt-j-6b 0.544182 \n", + "11 EleutherAI/pythia-6.9b 0.540545 \n", + "12 google/flan-t5-base 0.510909 \n", + "13 google/gemma-2b 0.000000 \n", + "14 google/gemma-2b-it 0.000000 \n", + "15 google/gemma-7b 0.517636 \n", + "16 google/gemma-7b-it 0.517455 \n", + "17 google/flan-t5-large 0.510545 \n", + "18 microsoft/phi-1_5 0.521636 \n", + "19 microsoft/phi-2 0.512182 \n", + "20 microsoft/phi-1 0.517636 \n", + "21 allenai/OLMo-7B 0.537818 \n", + "22 TinyLlama/TinyLlama-1.1B-intermediate-step-143... 0.529273 \n", + "23 TinyLlama/TinyLlama-1.1B-Chat-v1.0 0.528909 \n", + "24 RWKV/rwkv-5-world-1b5 0.578909 \n", + "25 RWKV/rwkv-5-world-3b 0.590000 \n", + "26 RWKV/rwkv-4-world-3b 0.575455 \n", + "27 RWKV/rwkv-4-world-1b5 0.554000 \n", + "28 RWKV/v5-Eagle-7B-HF 0.622364 \n", + "29 RWKV/rwkv-4-world-7b 0.601455 \n", + "30 aisingapore/sealion7b 0.559818 \n", + "31 aisingapore/sealion3b 0.559273 \n", + "32 rwkv-x-dev/v5-Eagle-7B-1_0T-HF 0.622364 \n", + "33 SmerkyG/rwkv-5-world-1b5 0.578727 \n", + "34 SmerkyG/rwkv6-world-1b6 0.579636 \n", + "35 SmerkyG/rwkv6-world-3b 0.595273 \n", + "36 SmerkyG/rwkv-5-world-3b 0.590182 \n", + "37 SmerkyG/rwkv-5-world-7b 0.621818 \n", + "38 SmerkyG/rwkv5-world-7b 0.000000 \n", + "39 togethercomputer/RedPajama-INCITE-7B-Base 0.525455 \n", + "40 togethercomputer/RedPajama-INCITE-7B-Instruct 0.528545 \n", + "41 togethercomputer/RedPajama-INCITE-7B-Chat 0.535455 \n", + "42 facebook/opt-2.7b 0.521818 \n", + "43 facebook/opt-6.7b 0.522909 \n", + "44 facebook/opt-1.3b 0.521818 \n", + "45 tiiuae/falcon-7b-instruct 0.536727 \n", + "46 tiiuae/falcon-rw-1b 0.522545 \n", + "47 tiiuae/falcon-rw-7b 0.535818 \n", + "48 tiiuae/falcon-7b 0.559636 \n", + "49 huggyllama/llama-7b 0.541818 \n", + "50 meta-llama/Llama-2-7b-chat-hf 0.559818 \n", + "51 meta-llama/Llama-2-7b-hf 0.566727 \n", + "52 state-spaces/mamba-2.8b-hf 0.552909 \n", + "53 state-spaces/mamba-1.4b-hf 0.544182 \n", "\n", " avg_acc_stderr xcopa (acc) xcopa (acc_stderr) \n", - "0 0.053879 0.559455 0.053879 \n", - "1 0.041919 0.537091 0.041919 \n", - "2 0.042339 0.536000 0.042339 \n", - "3 0.047059 0.538000 0.047059 \n", - "4 0.061359 0.570909 0.061359 \n", - "5 0.038321 0.546000 0.038321 \n", - "6 0.038920 0.547818 0.038920 \n", - "7 0.026941 0.537455 0.026941 \n", - "8 0.027441 0.526545 0.027441 \n", - "9 0.034404 0.544182 0.034404 \n", - "10 0.029689 0.540545 0.029689 \n", - "11 0.006743 0.510909 0.006743 \n", - "12 0.000000 NaN NaN \n", + "0 0.000000 NaN NaN \n", + "1 0.053879 0.559455 0.053879 \n", + "2 0.041919 0.537091 0.041919 \n", + "3 0.042339 0.536000 0.042339 \n", + "4 0.047059 0.538000 0.047059 \n", + "5 0.061359 0.570909 0.061359 \n", + "6 0.038321 0.546000 0.038321 \n", + "7 0.038920 0.547818 0.038920 \n", + "8 0.026941 0.537455 0.026941 \n", + "9 0.027441 0.526545 0.027441 \n", + "10 0.034404 0.544182 0.034404 \n", + "11 0.029689 0.540545 0.029689 \n", + "12 0.006743 0.510909 0.006743 \n", "13 0.000000 NaN NaN \n", - "14 0.006740 0.517636 0.006740 \n", - "15 0.006742 0.517455 0.006742 \n", - "16 0.006743 0.510545 0.006743 \n", - "17 0.026198 0.521636 0.026198 \n", - "18 0.029742 0.512182 0.029742 \n", - "19 0.029612 0.517636 0.029612 \n", - "20 0.034147 0.537818 0.034147 \n", - "21 0.029316 0.529273 0.029316 \n", - "22 0.031702 0.528909 0.031702 \n", - "23 0.044635 0.578909 0.044635 \n", - "24 0.057252 0.590000 0.057252 \n", - "25 0.040977 0.575455 0.040977 \n", - "26 0.039406 0.554000 0.039406 \n", - "27 0.070563 0.622364 0.070563 \n", - "28 0.053116 0.601455 0.053116 \n", - "29 0.060680 0.559818 0.060680 \n", - "30 0.054490 0.559273 0.054490 \n", - "31 0.072168 0.622364 0.072168 \n", - "32 0.052056 0.579636 0.052056 \n", - "33 0.061039 0.595273 0.061039 \n", - "34 0.000000 NaN NaN \n", - "35 0.036407 0.525455 0.036407 \n", - "36 0.036470 0.528545 0.036470 \n", - "37 0.038723 0.535455 0.038723 \n", - "38 0.029821 0.521818 0.029821 \n", - "39 0.027216 0.522909 0.027216 \n", - "40 0.029112 0.521818 0.029112 \n", - "41 0.053430 0.536727 0.053430 \n", - "42 0.029446 0.522545 0.029446 \n", - "43 0.033185 0.535818 0.033185 \n", - "44 0.071650 0.559636 0.071650 \n", - "45 0.040718 0.541818 0.040718 \n", - "46 0.054954 0.559818 0.054954 \n", - "47 0.052515 0.566727 0.052515 \n", - "48 0.035570 0.552909 0.035570 \n", - "49 0.031390 0.544182 0.031390 " + "14 0.000000 NaN NaN \n", + "15 0.006740 0.517636 0.006740 \n", + "16 0.006742 0.517455 0.006742 \n", + "17 0.006743 0.510545 0.006743 \n", + "18 0.026198 0.521636 0.026198 \n", + "19 0.029742 0.512182 0.029742 \n", + "20 0.029612 0.517636 0.029612 \n", + "21 0.034147 0.537818 0.034147 \n", + "22 0.029316 0.529273 0.029316 \n", + "23 0.031702 0.528909 0.031702 \n", + "24 0.044635 0.578909 0.044635 \n", + "25 0.057252 0.590000 0.057252 \n", + "26 0.040977 0.575455 0.040977 \n", + "27 0.039406 0.554000 0.039406 \n", + "28 0.070563 0.622364 0.070563 \n", + "29 0.053116 0.601455 0.053116 \n", + "30 0.060680 0.559818 0.060680 \n", + "31 0.054490 0.559273 0.054490 \n", + "32 0.072168 0.622364 0.072168 \n", + "33 0.044247 0.578727 0.044247 \n", + "34 0.052056 0.579636 0.052056 \n", + "35 0.061039 0.595273 0.061039 \n", + "36 0.059748 0.590182 0.059748 \n", + "37 0.071125 0.621818 0.071125 \n", + "38 0.000000 NaN NaN \n", + "39 0.036407 0.525455 0.036407 \n", + "40 0.036470 0.528545 0.036470 \n", + "41 0.038723 0.535455 0.038723 \n", + "42 0.029821 0.521818 0.029821 \n", + "43 0.027216 0.522909 0.027216 \n", + "44 0.029112 0.521818 0.029112 \n", + "45 0.053430 0.536727 0.053430 \n", + "46 0.029446 0.522545 0.029446 \n", + "47 0.033185 0.535818 0.033185 \n", + "48 0.071650 0.559636 0.071650 \n", + "49 0.040718 0.541818 0.040718 \n", + "50 0.054954 0.559818 0.054954 \n", + "51 0.052515 0.566727 0.052515 \n", + "52 0.035570 0.552909 0.035570 \n", + "53 0.031390 0.544182 0.031390 " ] }, - "execution_count": 149, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -942,30 +982,31 @@ }, { "cell_type": "code", - "execution_count": 150, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "total 34400\n", - "-rw-r--r--@ 1 picocreator staff 1.2M Mar 23 00:42 bf16-all-results-and-groups.csv\n", - "-rw-r--r--@ 1 picocreator staff 300K Mar 23 00:42 bf16-all-simplified-results-and-groups.csv\n", - "-rw-r--r--@ 1 picocreator staff 300K Mar 23 00:42 bf16-all-sorted-results-and-groups.csv\n", - "-rw-r--r--@ 1 picocreator staff 76K Mar 23 00:42 bf16-eng-focus.csv\n", - "-rw-r--r--@ 1 picocreator staff 1.1M Mar 23 00:42 bf16-eng-results.csv\n", - "-rw-r--r--@ 1 picocreator staff 91K Mar 23 00:42 bf16-eng-summary.csv\n", - "-rw-r--r--@ 1 picocreator staff 113K Mar 23 00:42 bf16-multilang-results.csv\n", - "-rw-r--r--@ 1 picocreator staff 16K Mar 23 00:42 bf16-multilang-summary.csv\n", - "-rw-r--r--@ 1 picocreator staff 76K Mar 23 00:42 bf16-sorted-eng-focus.csv\n", - "-rw-r--r--@ 1 picocreator staff 1.1M Mar 23 00:42 bf16-sorted-eng-results.csv\n", - "-rw-r--r--@ 1 picocreator staff 91K Mar 23 00:42 bf16-sorted-eng-summary.csv\n", - "-rw-r--r--@ 1 picocreator staff 16K Mar 23 00:42 bf16-sorted-multilang-summary.csv\n", - "-rw-r--r-- 1 picocreator staff 8.7M Mar 23 00:42 compiled-lm-eval-results.json\n", - "-rw-r--r--@ 1 picocreator staff 347K Mar 23 00:42 rwkv-x-dev-bf16-sorted-eng-all.csv\n", - "-rw-r--r--@ 1 picocreator staff 25K Mar 23 00:42 rwkv-x-dev-bf16-sorted-eng-focus.csv\n", - "-rw-r--r--@ 1 picocreator staff 22K Mar 23 00:42 rwkv-x-dev-bf16-sorted-multilang-summary.csv\n" + "total 36504\n", + "-rw-r--r--@ 1 picocreator staff 1.2M Apr 2 01:34 bf16-all-results-and-groups.csv\n", + "-rw-r--r--@ 1 picocreator staff 318K Apr 2 01:34 bf16-all-simplified-results-and-groups.csv\n", + "-rw-r--r--@ 1 picocreator staff 318K Apr 2 01:34 bf16-all-sorted-results-and-groups.csv\n", + "-rw-r--r--@ 1 picocreator staff 80K Apr 2 01:34 bf16-eng-focus.csv\n", + "-rw-r--r--@ 1 picocreator staff 1.1M Apr 2 01:34 bf16-eng-results.csv\n", + "-rw-r--r--@ 1 picocreator staff 95K Apr 2 01:34 bf16-eng-summary.csv\n", + "-rw-r--r--@ 1 picocreator staff 120K Apr 2 01:34 bf16-multilang-results.csv\n", + "-rw-r--r--@ 1 picocreator staff 17K Apr 2 01:34 bf16-multilang-summary.csv\n", + "-rw-r--r--@ 1 picocreator staff 80K Apr 2 01:34 bf16-sorted-eng-focus.csv\n", + "-rw-r--r--@ 1 picocreator staff 1.1M Apr 2 01:34 bf16-sorted-eng-results.csv\n", + "-rw-r--r--@ 1 picocreator staff 95K Apr 2 01:34 bf16-sorted-eng-summary.csv\n", + "-rw-r--r--@ 1 picocreator staff 17K Apr 2 01:34 bf16-sorted-multilang-summary.csv\n", + "-rw-r--r-- 1 picocreator staff 9.6M Apr 2 01:34 compiled-lm-eval-results.json\n", + "-rw-r--r--@ 1 picocreator staff 30K Apr 2 01:16 rwkv-x-dev-bf16-sorted-eng-21-focus.csv\n", + "-rw-r--r--@ 1 picocreator staff 384K Apr 2 01:34 rwkv-x-dev-bf16-sorted-eng-all.csv\n", + "-rw-r--r--@ 1 picocreator staff 28K Apr 2 01:34 rwkv-x-dev-bf16-sorted-eng-focus.csv\n", + "-rw-r--r--@ 1 picocreator staff 24K Apr 2 01:34 rwkv-x-dev-bf16-sorted-multilang-summary.csv\n" ] } ], @@ -987,7 +1028,7 @@ "all_results.to_csv('summary/bf16-all-sorted-results-and-groups.csv', index=False)\n", "\n", "# Multilang results\n", - "multiLang_tTest = [\"xcopa_*\", \"xnli_*\", \"xstorycloze_*\", \"xwinograd_*\", \"lambada_openai_*\", \"pawsx_*\"]\n", + "multiLang_tTest = [\"xcopa_*\", \"xnli_*\", \"xstorycloze_*\", \"xwinograd_*\", \"lambada_openai_*\", \"pawsx_*\"]\n", "multiLang_tGrps = [\"xcopa\", \"xnli\", \"xstorycloze\", \"xwinograd\", \"lambada_multilingual\", \"pawsx\"]\n", "# Both test and groups, merged into a single list\n", "multiLang_joint = multiLang_tTest + multiLang_tGrps\n", @@ -1046,10 +1087,202 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "# 21 eval focus\n", + "focus_21=[\"sciq\", \"glue\", \"anli\", \"mnli\", \"mnli_mismatch\", \"swag\", \"winogrande\", \"wnli\", \"truthfulqa\", \"logiqa\", \"logiqa2\", \"lambada_standard\", \"lambada_openai\", \"mmlu\", \"piqa\", \"arc_easy\", \"arc_challenge\", \"hellaswag\", \"openbookqa\", \"mathqa\", \"arithmetic\"]\n", + "focus_21_sorted = generate_result_table( inConfig = { \"dtype\": \"bfloat16\" }, inGroups=focus_21, inResults=focus_21, exModels=[], inModels=[\"./rwkv-x-dev/*\", \"rwkv-x-dev/*\", \"RWKV/*\", \"meta-llama/Llama-2-7b*\", \"mistralai/Mistral-7B-v0.1\"], sort=True, simplified=True )\n", + "focus_21_sorted.to_csv('summary/rwkv-x-dev-bf16-sorted-eng-21-focus.csv', index=False)\n", + "\n", + "# English 180\n", + "eng_180=[\n", + " \"anli\",\n", + " \"glue\",\n", + " \"blimp\",\n", + " \"truthfulqa\",\n", + " \"lambada\",\n", + " \"ai2_arc\",\n", + " \"multimedqa\",\n", + " \"pythia\",\n", + " \"mathqa\",\n", + " \"mmlu\",\n", + " \"anli_r1\",\n", + " \"anli_r2\",\n", + " \"anli_r3\",\n", + " \"wsc\",\n", + " \"lambada_standard_cloze_yaml\",\n", + " \"mnli\",\n", + " \"mnli_mismatch\",\n", + " \"mrpc\",\n", + " \"qnli\",\n", + " \"qqp\",\n", + " \"rte\",\n", + " \"sst2\",\n", + " \"wnli\",\n", + " \"blimp_adjunct_island\",\n", + " \"blimp_anaphor_gender_agreement\",\n", + " \"blimp_anaphor_number_agreement\",\n", + " \"blimp_animate_subject_passive\",\n", + " \"blimp_animate_subject_trans\",\n", + " \"blimp_causative\",\n", + " \"blimp_complex_NP_island\",\n", + " \"blimp_coordinate_structure_constraint_complex_left_branch\",\n", + " \"blimp_coordinate_structure_constraint_object_extraction\",\n", + " \"blimp_determiner_noun_agreement_1\",\n", + " \"blimp_determiner_noun_agreement_2\",\n", + " \"blimp_determiner_noun_agreement_irregular_1\",\n", + " \"blimp_determiner_noun_agreement_irregular_2\",\n", + " \"blimp_determiner_noun_agreement_with_adj_2\",\n", + " \"blimp_determiner_noun_agreement_with_adj_irregular_1\",\n", + " \"blimp_determiner_noun_agreement_with_adj_irregular_2\",\n", + " \"blimp_determiner_noun_agreement_with_adjective_1\",\n", + " \"blimp_distractor_agreement_relational_noun\",\n", + " \"blimp_distractor_agreement_relative_clause\",\n", + " \"blimp_drop_argument\",\n", + " \"blimp_ellipsis_n_bar_1\",\n", + " \"blimp_ellipsis_n_bar_2\",\n", + " \"blimp_existential_there_object_raising\",\n", + " \"blimp_existential_there_quantifiers_1\",\n", + " \"blimp_existential_there_quantifiers_2\",\n", + " \"blimp_existential_there_subject_raising\",\n", + " \"blimp_expletive_it_object_raising\",\n", + " \"blimp_inchoative\",\n", + " \"blimp_intransitive\",\n", + " \"blimp_irregular_past_participle_adjectives\",\n", + " \"blimp_irregular_past_participle_verbs\",\n", + " \"blimp_irregular_plural_subject_verb_agreement_1\",\n", + " \"blimp_irregular_plural_subject_verb_agreement_2\",\n", + " \"blimp_left_branch_island_echo_question\",\n", + " \"blimp_left_branch_island_simple_question\",\n", + " \"blimp_matrix_question_npi_licensor_present\",\n", + " \"blimp_npi_present_1\",\n", + " \"blimp_npi_present_2\",\n", + " \"blimp_only_npi_licensor_present\",\n", + " \"blimp_only_npi_scope\",\n", + " \"blimp_passive_1\",\n", + " \"blimp_passive_2\",\n", + " \"blimp_principle_A_c_command\",\n", + " \"blimp_principle_A_case_1\",\n", + " \"blimp_principle_A_case_2\",\n", + " \"blimp_principle_A_domain_1\",\n", + " \"blimp_principle_A_domain_2\",\n", + " \"blimp_principle_A_domain_3\",\n", + " \"blimp_principle_A_reconstruction\",\n", + " \"blimp_regular_plural_subject_verb_agreement_1\",\n", + " \"blimp_regular_plural_subject_verb_agreement_2\",\n", + " \"blimp_sentential_negation_npi_licensor_present\",\n", + " \"blimp_sentential_negation_npi_scope\",\n", + " \"blimp_sentential_subject_island\",\n", + " \"blimp_superlative_quantifiers_1\",\n", + " \"blimp_superlative_quantifiers_2\",\n", + " \"blimp_tough_vs_raising_1\",\n", + " \"blimp_tough_vs_raising_2\",\n", + " \"blimp_transitive\",\n", + " \"blimp_wh_island\",\n", + " \"blimp_wh_questions_object_gap\",\n", + " \"blimp_wh_questions_subject_gap\",\n", + " \"blimp_wh_questions_subject_gap_long_distance\",\n", + " \"blimp_wh_vs_that_no_gap\",\n", + " \"blimp_wh_vs_that_no_gap_long_distance\",\n", + " \"blimp_wh_vs_that_with_gap\",\n", + " \"blimp_wh_vs_that_with_gap_long_distance\",\n", + " \"sciq\",\n", + " \"truthfulqa_mc1\",\n", + " \"truthfulqa_mc2\",\n", + " \"multirc\",\n", + " \"lambada_openai\",\n", + " \"lambada_standard\",\n", + " \"piqa\",\n", + " \"prost\",\n", + " \"wsc273\",\n", + " \"qa4mre_2011\",\n", + " \"qa4mre_2012\",\n", + " \"qa4mre_2013\",\n", + " \"arc_challenge\",\n", + " \"arc_easy\",\n", + " \"logiqa\",\n", + " \"winogrande\",\n", + " \"boolq\",\n", + " \"logiqa2\",\n", + " \"openbookqa\",\n", + " \"medmcqa\",\n", + " \"medqa_4options\",\n", + " \"mmlu_anatomy\",\n", + " \"mmlu_clinical_knowledge\",\n", + " \"mmlu_college_biology\",\n", + " \"mmlu_college_medicine\",\n", + " \"mmlu_medical_genetics\",\n", + " \"mmlu_professional_medicine\",\n", + " \"pubmedqa\",\n", + " \"mc_taco\",\n", + " \"lambada_openai_mt_de\",\n", + " \"lambada_openai_mt_en\",\n", + " \"lambada_openai_mt_es\",\n", + " \"lambada_openai_mt_fr\",\n", + " \"lambada_openai_mt_it\",\n", + " \"mmlu_formal_logic\",\n", + " \"mmlu_high_school_european_history\",\n", + " \"mmlu_high_school_us_history\",\n", + " \"mmlu_high_school_world_history\",\n", + " \"mmlu_international_law\",\n", + " \"mmlu_jurisprudence\",\n", + " \"mmlu_logical_fallacies\",\n", + " \"mmlu_moral_disputes\",\n", + " \"mmlu_moral_scenarios\",\n", + " \"mmlu_philosophy\",\n", + " \"mmlu_prehistory\",\n", + " \"mmlu_professional_law\",\n", + " \"mmlu_world_religions\",\n", + " \"mmlu_business_ethics\",\n", + " \"mmlu_global_facts\",\n", + " \"mmlu_human_aging\",\n", + " \"mmlu_management\",\n", + " \"mmlu_marketing\",\n", + " \"mmlu_miscellaneous\",\n", + " \"mmlu_nutrition\",\n", + " \"mmlu_professional_accounting\",\n", + " \"mmlu_virology\",\n", + " \"mmlu_econometrics\",\n", + " \"mmlu_high_school_geography\",\n", + " \"mmlu_high_school_government_and_politics\",\n", + " \"mmlu_high_school_macroeconomics\",\n", + " \"mmlu_high_school_microeconomics\",\n", + " \"mmlu_high_school_psychology\",\n", + " \"mmlu_human_sexuality\",\n", + " \"mmlu_professional_psychology\",\n", + " \"mmlu_public_relations\",\n", + " \"mmlu_security_studies\",\n", + " \"mmlu_sociology\",\n", + " \"mmlu_us_foreign_policy\",\n", + " \"mmlu_abstract_algebra\",\n", + " \"mmlu_astronomy\",\n", + " \"mmlu_college_chemistry\",\n", + " \"mmlu_college_computer_science\",\n", + " \"mmlu_college_mathematics\",\n", + " \"mmlu_college_physics\",\n", + " \"mmlu_computer_security\",\n", + " \"mmlu_conceptual_physics\",\n", + " \"mmlu_electrical_engineering\",\n", + " \"mmlu_elementary_mathematics\",\n", + " \"mmlu_high_school_biology\",\n", + " \"mmlu_high_school_chemistry\",\n", + " \"mmlu_high_school_computer_science\",\n", + " \"mmlu_high_school_mathematics\",\n", + " \"mmlu_high_school_physics\",\n", + " \"mmlu_high_school_statistics\",\n", + " \"mmlu_machine_learning\",\n", + " \"wic\",\n", + " \"swag\",\n", + " \"hellaswag\",\n", + " \"cb\",\n", + " \"sglue_rte\"\n", + "]\n", + "eng_180_sorted = generate_result_table( inConfig = { \"dtype\": \"bfloat16\" }, inGroups=eng_180, inResults=eng_180, exModels=[], inModels=[\"./rwkv-x-dev/*\", \"rwkv-x-dev/*\", \"RWKV/*\", \"meta-llama/Llama-2-7b*\", \"mistralai/Mistral-7B-v0.1\"], sort=True, simplified=True )\n", + "eng_180_sorted.to_csv('summary/rwkv-x-dev-bf16-sorted-eng-180.csv', index=False)\n", + "\n" + ] } ], "metadata": {