set,substrate,outcome,n_pairs,predictor,spearman_rescue,auroc_in_sample,auroc_heldout_by_seed,perm_null_mean,n_null_draws,pairs_complete,perm_null_p,bh_q SET1,pythia-14m,rescue_frac,36,weight_cosine,0.09523809523809522,0.5802469135802469,0.5493827160493827,0.5010679012345679,2000,1,0.31634182908545727,0.5314009661835748 SET1,pythia-14m,rescue_frac,36,weight_cosine_bn,0.09214929214929213,0.6111111111111112,0.45987654320987653,0.4993395061728395,2000,1,0.6456771614192903,0.7864016709593921 SET1,pythia-14m,rescue_frac,36,d_raw,-0.07207207207207206,0.5154320987654321,0.4783950617283951,0.49830864197530866,2000,1,0.5817091454272864,0.7236251155468018 SET1,pythia-14m,rescue_frac,36,qmd_perm,0.07696267696267695,0.6203703703703703,0.6635802469135802,0.4983487654320987,2000,1,0.050974512743628186,0.3730277718283715 SET1,pythia-14m,rescue_frac,36,coord_share_perm,-0.07387387387387385,0.6141975308641975,0.4382716049382716,0.4995524691358024,2000,1,0.7346326836581709,0.8358096400901345 SET1,pythia-14m,rescue_frac,36,qmd_orth,0.09317889317889316,0.6234567901234568,0.6759259259259259,0.4971820987654321,2000,1,0.03698150924537731,0.3730277718283715 SET1,pythia-14m,rescue_frac,36,coord_share_orth,-0.09446589446589444,0.6203703703703703,0.4567901234567901,0.4987716049382716,2000,1,0.6646676661669165,0.7910732133933033 SET1,pythia-14m,rescue_frac,36,bnd_raw,-0.024710424710424703,0.6049382716049383,0.5432098765432098,0.49891358024691357,2000,1,0.34132933533233384,0.5493121207991046 SET1,pythia-14m,rescue_frac,36,bnd_perm,0.012355212355212352,0.4351851851851852,0.2962962962962963,0.4970956790123457,2000,1,0.9805097451274363,1.0 SET1,pythia-14m,rescue_frac,36,bnd_orth,0.014929214929214925,0.4228395061728395,0.41975308641975306,0.4966466049382716,2000,1,0.7776111944027986,0.8589635817929187 SET1,pythia-14m,rescue_frac,36,coord_share_bnd_perm,-0.00875160875160875,0.4845679012345679,0.4783950617283951,0.5032623456790123,2000,1,0.5962018990504747,0.7355737715557804 SET1,pythia-14m,rescue_frac,36,coord_share_bnd_orth,-0.0736164736164736,0.5277777777777778,0.5401234567901234,0.4968333333333333,2000,1,0.3618190904547726,0.5532666737497393 SET1,pythia-14m,rescue_frac,36,cka_mean,-0.013384813384813381,0.4012345679012346,0.6049382716049383,0.4993487654320987,2000,1,0.15142428785607195,0.41100878132362384 SET1,pythia-14m,rescue_frac,36,cka_last,-0.4779922779922779,0.6512345679012346,0.6512345679012346,0.49850617283950616,2000,1,0.06746626686656672,0.3910756486163698 SET1,pythia-14m,rescue_frac,36,qmd_act_perm,-0.20720720720720717,0.6574074074074074,0.6574074074074074,0.5001003086419753,2000,1,0.054972513743128434,0.3730277718283715 SET1,pythia-14m,rescue_frac,36,qmd_act_procrustes,-0.20720720720720717,0.6574074074074074,0.6574074074074074,0.5001003086419753,2000,1,0.054972513743128434,0.3730277718283715 SET1,pythia-14m,rescue_frac,36,qmd_act_ot,-0.049935649935649924,0.6172839506172839,0.5679012345679012,0.5006234567901234,2000,1,0.25487256371814093,0.4891493647115836 SET1,pythia-14m,rescue_frac,36,task_vector_cosine,0.13101673101673098,0.5802469135802469,0.5802469135802469,0.49842592592592594,2000,1,0.22338830584707647,0.44212268865567217 SET1,pythia-14m,rescue_frac,36,MULTIVARIATE_ridge_all,0.254054054054054,nan,0.6203703703703703,0.5005416666666667,2000,1,0.11444277861069466,0.3910756486163698 SET1,pythia-14m,dfloor_M1best,36,weight_cosine,0.1611325611325611,0.5802469135802469,0.5802469135802469,0.49766512345679015,2000,1,0.21389305347326337,0.4380068030500878 SET1,pythia-14m,dfloor_M1best,36,weight_cosine_bn,0.07541827541827541,0.5,0.5277777777777778,0.5007422839506173,2000,1,0.4052973513243378,0.5669826957025085 SET1,pythia-14m,dfloor_M1best,36,d_raw,-0.24401544401544395,0.6388888888888888,0.6388888888888888,0.4974675925925926,2000,1,0.10594702648675662,0.3910756486163698 SET1,pythia-14m,dfloor_M1best,36,qmd_perm,0.38301158301158295,0.6975308641975309,0.6975308641975309,0.4959598765432099,2000,1,0.04697651174412794,0.3730277718283715 SET1,pythia-14m,dfloor_M1best,36,coord_share_perm,-0.4445302445302444,0.7345679012345679,0.7345679012345679,0.4954907407407408,2000,1,0.015992003998001,0.3730277718283715 SET1,pythia-14m,dfloor_M1best,36,qmd_orth,0.43783783783783775,0.7253086419753086,0.7253086419753086,0.4955555555555555,2000,1,0.02148925537231384,0.3730277718283715 SET1,pythia-14m,dfloor_M1best,36,coord_share_orth,-0.4574002574002573,0.7376543209876543,0.7376543209876543,0.4947222222222223,2000,1,0.015492253873063468,0.3730277718283715 SET1,pythia-14m,dfloor_M1best,36,bnd_raw,-0.10167310167310165,0.5771604938271605,0.31790123456790126,0.5012052469135803,2000,1,0.9610194902548725,1.0 SET1,pythia-14m,dfloor_M1best,36,bnd_perm,-0.001544401544401544,0.5246913580246914,0.2222222222222222,0.5016435185185185,2000,1,0.9970014992503748,1.0 SET1,pythia-14m,dfloor_M1best,36,bnd_orth,-0.0002574002574002573,0.5277777777777778,0.2037037037037037,0.5023456790123457,2000,1,1.0,1.0 SET1,pythia-14m,dfloor_M1best,36,coord_share_bnd_perm,-0.15495495495495493,0.5432098765432098,0.29012345679012347,0.502695987654321,2000,1,0.9765117441279361,1.0 SET1,pythia-14m,dfloor_M1best,36,coord_share_bnd_orth,-0.20592020592020588,0.5925925925925926,0.5925925925925926,0.497645061728395,2000,1,0.21039480259870064,0.4380068030500878 SET1,pythia-14m,dfloor_M1best,36,cka_mean,0.008236808236808234,0.5617283950617284,0.7037037037037037,0.497354938271605,2000,1,0.02948525737131434,0.3730277718283715 SET1,pythia-14m,dfloor_M1best,36,cka_last,-0.2924066924066923,0.6049382716049383,0.6049382716049383,0.5010123456790123,2000,1,0.20389805097451275,0.4380068030500878 SET1,pythia-14m,dfloor_M1best,36,qmd_act_perm,-0.16087516087516085,0.6388888888888888,0.6388888888888888,0.5025570987654321,2000,1,0.06996501749125437,0.3910756486163698 SET1,pythia-14m,dfloor_M1best,36,qmd_act_procrustes,-0.16087516087516085,0.6388888888888888,0.6388888888888888,0.5025570987654321,2000,1,0.06996501749125437,0.3910756486163698 SET1,pythia-14m,dfloor_M1best,36,qmd_act_ot,-0.09858429858429855,0.6141975308641975,0.4382716049382716,0.5018364197530863,2000,1,0.7256371814092953,0.8351246063715131 SET1,pythia-14m,dfloor_M1best,36,task_vector_cosine,0.41853281853281843,0.7037037037037037,0.7037037037037037,0.495070987654321,2000,1,0.04597701149425287,0.3730277718283715 SET1,pythia-14m,dfloor_M1best,36,MULTIVARIATE_ridge_all,0.5389961389961389,nan,0.7777777777777778,0.49735802469135804,2000,1,0.0029985007496251873,0.2215558887223055 SET1,pythia-160m,rescue_frac,36,weight_cosine,0.4507078507078506,0.7037037037037037,0.7037037037037037,0.5014722222222222,2000,1,0.037481259370314844,0.3730277718283715 SET1,pythia-160m,rescue_frac,36,weight_cosine_bn,0.0718146718146718,0.49382716049382713,0.4567901234567901,0.501641975308642,2000,1,0.617191404297851,0.7565572052683336 SET1,pythia-160m,rescue_frac,36,d_raw,-0.4072072072072071,0.6666666666666666,0.6666666666666666,0.5016990740740741,2000,1,0.09695152423788106,0.3910756486163698 SET1,pythia-160m,rescue_frac,36,qmd_perm,-0.30373230373230364,0.6203703703703703,0.6203703703703703,0.49744598765432096,2000,1,0.12043978010994502,0.3910756486163698 SET1,pythia-160m,rescue_frac,36,coord_share_perm,0.10141570141570139,0.5555555555555556,0.5462962962962963,0.4964382716049382,2000,1,0.30484757621189407,0.5218111664888276 SET1,pythia-160m,rescue_frac,36,qmd_orth,-0.439124839124839,0.7037037037037037,0.7037037037037037,0.4978564814814815,2000,1,0.051974012993503245,0.3730277718283715 SET1,pythia-160m,rescue_frac,36,coord_share_orth,0.25173745173745166,0.6388888888888888,0.6388888888888888,0.4958179012345679,2000,1,0.12143928035982009,0.3910756486163698 SET1,pythia-160m,rescue_frac,36,bnd_raw,0.08288288288288287,0.5401234567901234,0.25,0.49592592592592594,2000,1,0.984007996001999,1.0 SET1,pythia-160m,rescue_frac,36,bnd_perm,0.03963963963963963,0.49691358024691357,0.25308641975308643,0.4955401234567901,2000,1,0.9740129935032483,1.0 SET1,pythia-160m,rescue_frac,36,bnd_orth,-0.04658944658944658,0.5709876543209876,0.3055555555555556,0.4971481481481482,2000,1,0.9245377311344328,0.9759009384196791 SET1,pythia-160m,rescue_frac,36,coord_share_bnd_perm,-0.015444015444015441,0.49382716049382713,0.6141975308641975,0.5009367283950618,2000,1,0.175912043978011,0.4380068030500878 SET1,pythia-160m,rescue_frac,36,coord_share_bnd_orth,0.16216216216216212,0.6666666666666666,0.5709876543209876,0.4991111111111111,2000,1,0.272863568215892,0.4937531234382808 SET1,pythia-160m,rescue_frac,36,cka_mean,0.007979407979407977,0.4783950617283951,0.25617283950617287,0.49841203703703707,2000,1,0.9865067466266867,1.0 SET1,pythia-160m,rescue_frac,36,cka_last,-0.0005148005148005147,0.5216049382716049,0.49074074074074076,0.49779938271604934,2000,1,0.5467266366816592,0.6971681944262769 SET1,pythia-160m,rescue_frac,36,qmd_act_perm,-0.05997425997425996,0.5123456790123457,0.5246913580246914,0.5004151234567902,2000,1,0.4147926036981509,0.5669826957025085 SET1,pythia-160m,rescue_frac,36,qmd_act_procrustes,-0.05997425997425996,0.5123456790123457,0.5246913580246914,0.5004151234567902,2000,1,0.4147926036981509,0.5669826957025085 SET1,pythia-160m,rescue_frac,36,qmd_act_ot,-0.07799227799227798,0.5277777777777778,0.5277777777777778,0.5005632716049383,2000,1,0.40379810094952523,0.5669826957025085 SET1,pythia-160m,rescue_frac,36,task_vector_cosine,0.04942084942084941,0.5216049382716049,0.4537037037037037,0.5020077160493828,2000,1,0.6571714142928535,0.7902694222508998 SET1,pythia-160m,rescue_frac,36,MULTIVARIATE_ridge_all,0.33075933075933067,nan,0.6419753086419753,0.49913117283950614,2000,1,0.12993503248375812,0.3976136931534233 SET1,pythia-160m,dfloor_M1best,36,weight_cosine,-0.19510939510939507,0.5987654320987654,0.2839506172839506,0.5044984567901234,2000,1,0.9615192403798101,1.0 SET1,pythia-160m,dfloor_M1best,36,weight_cosine_bn,0.0893178893178893,0.595679012345679,0.5679012345679012,0.500783950617284,2000,1,0.312343828085957,0.5298689940743914 SET1,pythia-160m,dfloor_M1best,36,d_raw,0.27284427284427276,0.6450617283950617,0.3487654320987654,0.5034429012345679,2000,1,0.9095452273863068,0.9654390681754094 SET1,pythia-160m,dfloor_M1best,36,qmd_perm,0.14465894465894463,0.6234567901234568,0.6234567901234568,0.5019027777777778,2000,1,0.1294352823588206,0.3976136931534233 SET1,pythia-160m,dfloor_M1best,36,coord_share_perm,0.08416988416988415,0.5185185185185185,0.4012345679012346,0.5005586419753086,2000,1,0.7701149425287356,0.8589635817929187 SET1,pythia-160m,dfloor_M1best,36,qmd_orth,0.13359073359073356,0.6265432098765432,0.5493827160493827,0.5014907407407407,2000,1,0.36531734132933535,0.5532666737497393 SET1,pythia-160m,dfloor_M1best,36,coord_share_orth,0.0368082368082368,0.4537037037037037,0.39197530864197533,0.49899382716049384,2000,1,0.7821089455272364,0.8589635817929187 SET1,pythia-160m,dfloor_M1best,36,bnd_raw,-0.27799227799227794,0.6481481481481481,0.6481481481481481,0.500983024691358,2000,1,0.11894052973513243,0.3910756486163698 SET1,pythia-160m,dfloor_M1best,36,bnd_perm,-0.30682110682110675,0.6049382716049383,0.6049382716049383,0.4991388888888889,2000,1,0.22088955522238882,0.44212268865567217 SET1,pythia-160m,dfloor_M1best,36,bnd_orth,-0.3711711711711711,0.6604938271604939,0.6604938271604939,0.49968518518518523,2000,1,0.0814592703648176,0.3910756486163698 SET1,pythia-160m,dfloor_M1best,36,coord_share_bnd_perm,0.23037323037323032,0.5555555555555556,0.5555555555555556,0.4985046296296296,2000,1,0.33933033483258374,0.5493121207991046 SET1,pythia-160m,dfloor_M1best,36,coord_share_bnd_orth,0.2998712998712998,0.5987654320987654,0.5987654320987654,0.4979845679012346,2000,1,0.18490754622688654,0.4380068030500878 SET1,pythia-160m,dfloor_M1best,36,cka_mean,-0.2697554697554697,0.6851851851851852,0.6851851851851852,0.5002283950617284,2000,1,0.11094452773613193,0.3910756486163698 SET1,pythia-160m,dfloor_M1best,36,cka_last,0.4756756756756756,0.7006172839506173,0.7006172839506173,0.49730555555555556,2000,1,0.04047976011994003,0.3730277718283715 SET1,pythia-160m,dfloor_M1best,36,qmd_act_perm,0.15727155727155723,0.6049382716049383,0.6049382716049383,0.49985030864197527,2000,1,0.21039480259870064,0.4380068030500878 SET1,pythia-160m,dfloor_M1best,36,qmd_act_procrustes,0.15727155727155723,0.6049382716049383,0.6049382716049383,0.49985030864197527,2000,1,0.21039480259870064,0.4380068030500878 SET1,pythia-160m,dfloor_M1best,36,qmd_act_ot,0.14568854568854567,0.595679012345679,0.595679012345679,0.5000725308641976,2000,1,0.22988505747126436,0.45029031875814673 SET1,pythia-160m,dfloor_M1best,36,task_vector_cosine,0.28262548262548254,0.7191358024691358,0.4012345679012346,0.502317901234568,2000,1,0.7941029485257372,0.8671239093097131 SET1,pythia-160m,dfloor_M1best,36,MULTIVARIATE_ridge_all,0.5835263835263834,nan,0.7592592592592593,0.4965509259259259,2000,1,0.018490754622688656,0.3730277718283715 SET1,pythia-31m,rescue_frac,36,weight_cosine,0.2738738738738738,0.7037037037037037,0.7037037037037037,0.5038703703703703,2000,1,0.028985507246376812,0.3730277718283715 SET1,pythia-31m,rescue_frac,36,weight_cosine_bn,0.2172458172458172,0.6419753086419753,0.6419753086419753,0.5037638888888889,2000,1,0.08195902048975512,0.3910756486163698 SET1,pythia-31m,rescue_frac,36,d_raw,-0.3209781209781209,0.7037037037037037,0.7037037037037037,0.5051126543209876,2000,1,0.02498750624687656,0.3730277718283715 SET1,pythia-31m,rescue_frac,36,qmd_perm,-0.4931788931788931,0.691358024691358,0.691358024691358,0.5052654320987654,2000,1,0.04847576211894053,0.3730277718283715 SET1,pythia-31m,rescue_frac,36,coord_share_perm,0.4604890604890604,0.654320987654321,0.654320987654321,0.5047638888888889,2000,1,0.09495252373813093,0.3910756486163698 SET1,pythia-31m,rescue_frac,36,qmd_orth,-0.4048906048906048,0.6296296296296297,0.5617283950617284,0.503287037037037,2000,1,0.2843578210894553,0.5002591296944121 SET1,pythia-31m,rescue_frac,36,coord_share_orth,0.34620334620334614,0.5740740740740741,0.5709876543209876,0.5042484567901235,2000,1,0.28085957021489255,0.49872260131616436 SET1,pythia-31m,rescue_frac,36,bnd_raw,-0.3909909909909909,0.7006172839506173,0.7006172839506173,0.5058533950617284,2000,1,0.03248375812093953,0.3730277718283715 SET1,pythia-31m,rescue_frac,36,bnd_perm,-0.48983268983268974,0.75,0.75,0.5063302469135803,2000,1,0.011494252873563218,0.3730277718283715 SET1,pythia-31m,rescue_frac,36,bnd_orth,-0.37966537966537955,0.6697530864197531,0.6080246913580247,0.504854938271605,2000,1,0.16541729135432284,0.42412127269698485 SET1,pythia-31m,rescue_frac,36,coord_share_bnd_perm,0.42702702702702694,0.7098765432098766,0.7098765432098766,0.5050138888888889,2000,1,0.02498750624687656,0.3730277718283715 SET1,pythia-31m,rescue_frac,36,coord_share_bnd_orth,0.38532818532818525,0.654320987654321,0.6481481481481481,0.5054367283950618,2000,1,0.10444777611194403,0.3910756486163698 SET1,pythia-31m,rescue_frac,36,cka_mean,0.10012870012870011,0.5401234567901234,0.5462962962962963,0.5028364197530865,2000,1,0.3448275862068966,0.5493121207991046 SET1,pythia-31m,rescue_frac,36,cka_last,0.03912483912483911,0.4660493827160494,0.37962962962962965,0.49881481481481477,2000,1,0.8770614692653673,0.941478413335705 SET1,pythia-31m,rescue_frac,36,qmd_act_perm,-0.0597168597168597,0.5246913580246914,0.4444444444444444,0.5001882716049383,2000,1,0.7221389305347327,0.8351246063715131 SET1,pythia-31m,rescue_frac,36,qmd_act_procrustes,-0.0597168597168597,0.5246913580246914,0.4444444444444444,0.5001882716049383,2000,1,0.7221389305347327,0.8351246063715131 SET1,pythia-31m,rescue_frac,36,qmd_act_ot,0.010038610038610037,0.5370370370370371,0.4012345679012346,0.5005555555555555,2000,1,0.8405797101449275,0.9074440052700922 SET1,pythia-31m,rescue_frac,36,task_vector_cosine,-0.12252252252252249,0.5030864197530864,0.48148148148148145,0.49875308641975313,2000,1,0.5767116441779111,0.7236251155468018 SET1,pythia-31m,rescue_frac,36,MULTIVARIATE_ridge_all,0.40334620334620325,nan,0.7067901234567902,0.5048981481481482,2000,1,0.03548225887056472,0.3730277718283715 SET1,pythia-31m,dfloor_M1best,36,weight_cosine,-0.22239382239382235,0.5740740740740741,0.5740740740740741,0.4996234567901235,2000,1,0.2698650674662669,0.4937531234382808 SET1,pythia-31m,dfloor_M1best,36,weight_cosine_bn,-0.08416988416988415,0.6049382716049383,0.6049382716049383,0.49675,2000,1,0.14392803598200898,0.40733256560125736 SET1,pythia-31m,dfloor_M1best,36,d_raw,0.23423423423423417,0.5925925925925926,0.5925925925925926,0.5003225308641975,2000,1,0.22188905547226387,0.44212268865567217 SET1,pythia-31m,dfloor_M1best,36,qmd_perm,0.24272844272844268,0.6327160493827161,0.6327160493827161,0.5028425925925926,2000,1,0.1664167916041979,0.42412127269698485 SET1,pythia-31m,dfloor_M1best,36,coord_share_perm,-0.23037323037323032,0.6327160493827161,0.6327160493827161,0.5027577160493827,2000,1,0.16591704147926037,0.42412127269698485 SET1,pythia-31m,dfloor_M1best,36,qmd_orth,0.289060489060489,0.6697530864197531,0.6697530864197531,0.5023719135802469,2000,1,0.10094952523738131,0.3910756486163698 SET1,pythia-31m,dfloor_M1best,36,coord_share_orth,-0.27078507078507075,0.6697530864197531,0.6697530864197531,0.5027037037037038,2000,1,0.10294852573713144,0.3910756486163698 SET1,pythia-31m,dfloor_M1best,36,bnd_raw,0.16267696267696263,0.6327160493827161,0.6327160493827161,0.5025864197530864,2000,1,0.13193403298350825,0.3976136931534233 SET1,pythia-31m,dfloor_M1best,36,bnd_perm,0.105019305019305,0.5771604938271605,0.5771604938271605,0.5026512345679012,2000,1,0.26036981509245377,0.49168485064398487 SET1,pythia-31m,dfloor_M1best,36,bnd_orth,0.11351351351351349,0.6111111111111112,0.6111111111111112,0.5014552469135802,2000,1,0.18640679660169915,0.4380068030500878 SET1,pythia-31m,dfloor_M1best,36,coord_share_bnd_perm,-0.03577863577863577,0.4876543209876543,0.45987654320987653,0.5032222222222222,2000,1,0.6516741629185407,0.7886502608568328 SET1,pythia-31m,dfloor_M1best,36,coord_share_bnd_orth,-0.010553410553410551,0.5524691358024691,0.5339506172839507,0.5001358024691358,2000,1,0.3933033483258371,0.5669826957025085 SET1,pythia-31m,dfloor_M1best,36,cka_mean,0.11196911196911194,0.5771604938271605,0.5771604938271605,0.4976604938271605,2000,1,0.20239880059970014,0.4380068030500878 SET1,pythia-31m,dfloor_M1best,36,cka_last,-0.07387387387387385,0.6265432098765432,0.4876543209876543,0.5009722222222223,2000,1,0.5627186406796602,0.7127769448609029 SET1,pythia-31m,dfloor_M1best,36,qmd_act_perm,0.07310167310167308,0.5339506172839507,0.5740740740740741,0.5004583333333333,2000,1,0.27136431784107945,0.4937531234382808 SET1,pythia-31m,dfloor_M1best,36,qmd_act_procrustes,0.07310167310167308,0.5339506172839507,0.5740740740740741,0.5004583333333333,2000,1,0.27136431784107945,0.4937531234382808 SET1,pythia-31m,dfloor_M1best,36,qmd_act_ot,0.004633204633204632,0.5185185185185185,0.5277777777777778,0.4979305555555556,2000,1,0.4147926036981509,0.5669826957025085 SET1,pythia-31m,dfloor_M1best,36,task_vector_cosine,0.001544401544401544,0.5709876543209876,0.42592592592592593,0.49775,2000,1,0.7296351824087957,0.8351246063715131 SET1,pythia-31m,dfloor_M1best,36,MULTIVARIATE_ridge_all,-0.11068211068211066,nan,0.5,0.5012175925925926,2000,1,0.5162418790604698,0.6678973438450843 SET1,pythia-410m,rescue_frac,15,weight_cosine,0.0428571428571427,0.625,0.4642857142857143,0.503875,2000,1,0.5827086456771614,0.7236251155468018 SET1,pythia-410m,rescue_frac,15,weight_cosine_bn,-0.24999999999999908,0.6428571428571429,0.6785714285714286,0.5044464285714286,2000,1,0.15792103948025987,0.42260559860914615 SET1,pythia-410m,rescue_frac,15,d_raw,0.053571428571428374,0.625,0.6071428571428571,0.499375,2000,1,0.2798600699650175,0.49872260131616436 SET1,pythia-410m,rescue_frac,15,qmd_perm,0.12499999999999954,0.6785714285714286,0.6607142857142857,0.49902678571428566,2000,1,0.16741629185407297,0.42412127269698485 SET1,pythia-410m,rescue_frac,15,coord_share_perm,0.0035714285714285583,0.35714285714285715,0.5178571428571429,0.4981696428571428,2000,1,0.4892553723138431,0.6455452829140985 SET1,pythia-410m,rescue_frac,15,qmd_orth,0.09642857142857107,0.6607142857142857,0.6428571428571429,0.4990178571428572,2000,1,0.1874062968515742,0.4380068030500878 SET1,pythia-410m,rescue_frac,15,coord_share_orth,-0.09642857142857107,0.6428571428571429,0.5535714285714286,0.49709821428571427,2000,1,0.39930034982508744,0.5669826957025085 SET1,pythia-410m,rescue_frac,15,bnd_raw,-0.13928571428571376,0.42857142857142855,0.5714285714285714,0.5044285714285714,2000,1,0.36431784107946025,0.5532666737497393 SET1,pythia-410m,rescue_frac,15,bnd_perm,-0.14285714285714232,0.42857142857142855,0.5714285714285714,0.5045178571428571,2000,1,0.3698150924537731,0.5532666737497393 SET1,pythia-410m,rescue_frac,15,bnd_orth,-0.10714285714285675,0.4107142857142857,0.5714285714285714,0.5043839285714286,2000,1,0.3778110944527736,0.5608133433283359 SET1,pythia-410m,rescue_frac,15,coord_share_bnd_perm,0.16428571428571367,0.48214285714285715,0.44642857142857145,0.49861607142857145,2000,1,0.6661669165417291,0.7910732133933033 SET1,pythia-410m,rescue_frac,15,coord_share_bnd_orth,0.10714285714285675,0.42857142857142855,0.39285714285714285,0.49909821428571427,2000,1,0.7651174412793603,0.8589635817929187 SET1,pythia-410m,rescue_frac,15,cka_mean,0.024999999999999908,0.5714285714285714,0.32142857142857145,0.49664285714285716,2000,1,0.9010494752623688,0.9617943837070227 SET1,pythia-410m,rescue_frac,15,cka_last,-0.014285714285714233,0.6071428571428571,0.42857142857142855,0.4985625,2000,1,0.7126436781609196,0.8351246063715131 SET1,pythia-410m,rescue_frac,15,qmd_act_perm,-0.10714285714285675,0.5714285714285714,0.5535714285714286,0.5025892857142857,2000,1,0.36881559220389803,0.5532666737497393 SET1,pythia-410m,rescue_frac,15,qmd_act_procrustes,-0.10714285714285675,0.5714285714285714,0.5535714285714286,0.5025892857142857,2000,1,0.36881559220389803,0.5532666737497393 SET1,pythia-410m,rescue_frac,15,qmd_act_ot,-0.09285714285714251,0.5714285714285714,0.5535714285714286,0.5023571428571428,2000,1,0.3968015992003998,0.5669826957025085 SET1,pythia-410m,rescue_frac,15,task_vector_cosine,0.014285714285714233,0.5892857142857143,0.5714285714285714,0.5006964285714286,2000,1,0.3498250874562719,0.5493121207991046 SET1,pythia-410m,rescue_frac,15,MULTIVARIATE_ridge_all,-0.6428571428571405,nan,0.19642857142857142,0.5001428571428571,2000,1,0.9940029985007496,1.0 SET1,pythia-410m,dfloor_M1best,15,weight_cosine,-0.15714285714285656,0.5178571428571429,0.5178571428571429,0.503375,2000,1,0.48225887056471767,0.6452759535725096 SET1,pythia-410m,dfloor_M1best,15,weight_cosine_bn,-0.13214285714285667,0.39285714285714285,0.5535714285714286,0.5049642857142856,2000,1,0.3473263368315842,0.5493121207991046 SET1,pythia-410m,dfloor_M1best,15,d_raw,-0.26428571428571335,0.6071428571428571,0.6071428571428571,0.5015982142857143,2000,1,0.2613693153423288,0.49168485064398487 SET1,pythia-410m,dfloor_M1best,15,qmd_perm,-0.22142857142857061,0.6071428571428571,0.6071428571428571,0.5024107142857144,2000,1,0.2958520739630185,0.5110172186633956 SET1,pythia-410m,dfloor_M1best,15,coord_share_perm,0.26428571428571335,0.5892857142857143,0.5892857142857143,0.5036517857142857,2000,1,0.3238380809595202,0.5350368294113812 SET1,pythia-410m,dfloor_M1best,15,qmd_orth,-0.25714285714285623,0.625,0.625,0.502625,2000,1,0.24437781109445278,0.4737937153872044 SET1,pythia-410m,dfloor_M1best,15,coord_share_orth,0.25357142857142767,0.5892857142857143,0.5892857142857143,0.5031339285714286,2000,1,0.3188405797101449,0.5314009661835748 SET1,pythia-410m,dfloor_M1best,15,bnd_raw,-0.2821428571428561,0.5357142857142857,0.5357142857142857,0.5022767857142857,2000,1,0.40729635182408797,0.5669826957025085 SET1,pythia-410m,dfloor_M1best,15,bnd_perm,-0.28571428571428464,0.5357142857142857,0.5357142857142857,0.5023125,2000,1,0.4052973513243378,0.5669826957025085 SET1,pythia-410m,dfloor_M1best,15,bnd_orth,-0.25714285714285623,0.5178571428571429,0.5178571428571429,0.5019196428571429,2000,1,0.4362818590704648,0.5920968087384879 SET1,pythia-410m,dfloor_M1best,15,coord_share_bnd_perm,0.2678571428571419,0.48214285714285715,0.48214285714285715,0.502625,2000,1,0.5002498750624688,0.6554998362887522 SET1,pythia-410m,dfloor_M1best,15,coord_share_bnd_orth,0.2892857142857132,0.5178571428571429,0.5178571428571429,0.5036696428571429,2000,1,0.45527236381809094,0.6134875824499099 SET1,pythia-410m,dfloor_M1best,15,cka_mean,-0.36428571428571294,0.7142857142857143,0.7142857142857143,0.5008660714285714,2000,1,0.11644177911044477,0.3910756486163698 SET1,pythia-410m,dfloor_M1best,15,cka_last,0.09999999999999963,0.39285714285714285,0.375,0.49439285714285713,2000,1,0.775112443778111,0.8589635817929187 SET1,pythia-410m,dfloor_M1best,15,qmd_act_perm,0.37142857142857005,0.6785714285714286,0.6785714285714286,0.5018303571428572,2000,1,0.2143928035982009,0.4380068030500878 SET1,pythia-410m,dfloor_M1best,15,qmd_act_procrustes,0.37142857142857005,0.6785714285714286,0.6785714285714286,0.5018303571428572,2000,1,0.2143928035982009,0.4380068030500878 SET1,pythia-410m,dfloor_M1best,15,qmd_act_ot,0.43214285714285555,0.7142857142857143,0.7142857142857143,0.5019017857142857,2000,1,0.14792603698150925,0.40733256560125736 SET1,pythia-410m,dfloor_M1best,15,task_vector_cosine,-0.09642857142857107,0.42857142857142855,0.4107142857142857,0.4962321428571429,2000,1,0.7571214392803598,0.8562682944242165 SET1,pythia-410m,dfloor_M1best,15,MULTIVARIATE_ridge_all,0.2999999999999989,nan,0.5892857142857143,0.5060625,2000,1,0.3353323338330835,0.5492512364507401 SET1,pythia-70m,rescue_frac,36,weight_cosine,0.08854568854568852,0.49382716049382713,0.49074074074074076,0.4996419753086419,2000,1,0.5167416291854073,0.6678973438450843 SET1,pythia-70m,rescue_frac,36,weight_cosine_bn,-0.013384813384813381,0.4166666666666667,0.42901234567901236,0.49829012345679013,2000,1,0.6996501749125438,0.8256741194620082 SET1,pythia-70m,rescue_frac,36,d_raw,0.007464607464607463,0.5432098765432098,0.4074074074074074,0.5037006172839507,2000,1,0.8050974512743628,0.8741058042407368 SET1,pythia-70m,rescue_frac,36,qmd_perm,-0.35675675675675667,0.6882716049382716,0.6882716049382716,0.4998518518518518,2000,1,0.08445777111444278,0.3910756486163698 SET1,pythia-70m,rescue_frac,36,coord_share_perm,0.3559845559845559,0.6975308641975309,0.6975308641975309,0.4996558641975309,2000,1,0.06546726636681659,0.3910756486163698 SET1,pythia-70m,rescue_frac,36,qmd_orth,-0.37271557271557265,0.7129629629629629,0.7129629629629629,0.497283950617284,2000,1,0.06696651674162919,0.3910756486163698 SET1,pythia-70m,rescue_frac,36,coord_share_orth,0.34105534105534097,0.7222222222222222,0.7222222222222222,0.49691512345679006,2000,1,0.03298350824587706,0.3730277718283715 SET1,pythia-70m,rescue_frac,36,bnd_raw,-0.0803088803088803,0.6234567901234568,0.5092592592592593,0.5051188271604938,2000,1,0.5242378810594702,0.6730080905493199 SET1,pythia-70m,rescue_frac,36,bnd_perm,-0.4043758043758043,0.7870370370370371,0.7870370370370371,0.501361111111111,2000,1,0.0034982508745627187,0.2215558887223055 SET1,pythia-70m,rescue_frac,36,bnd_orth,-0.2334620334620334,0.6450617283950617,0.6450617283950617,0.5009629629629629,2000,1,0.10444777611194403,0.3910756486163698 SET1,pythia-70m,rescue_frac,36,coord_share_bnd_perm,0.4615186615186614,0.8055555555555556,0.8055555555555556,0.5003317901234569,2000,1,0.0024987506246876563,0.2215558887223055 SET1,pythia-70m,rescue_frac,36,coord_share_bnd_orth,0.30990990990990985,0.6265432098765432,0.6265432098765432,0.4999104938271605,2000,1,0.14642678660669664,0.40733256560125736 SET1,pythia-70m,rescue_frac,36,cka_mean,0.4954954954954954,0.654320987654321,0.654320987654321,0.501375,2000,1,0.11294352823588207,0.3910756486163698 SET1,pythia-70m,rescue_frac,36,cka_last,0.3866151866151865,0.6265432098765432,0.6265432098765432,0.5000555555555556,2000,1,0.1839080459770115,0.4380068030500878 SET1,pythia-70m,rescue_frac,36,qmd_act_perm,-0.4936936936936936,0.6759259259259259,0.6759259259259259,0.5014660493827161,2000,1,0.08945527236381809,0.3910756486163698 SET1,pythia-70m,rescue_frac,36,qmd_act_procrustes,-0.4936936936936936,0.6759259259259259,0.6759259259259259,0.5014660493827161,2000,1,0.08945527236381809,0.3910756486163698 SET1,pythia-70m,rescue_frac,36,qmd_act_ot,-0.4779922779922779,0.6759259259259259,0.6759259259259259,0.5016435185185185,2000,1,0.09795102448775612,0.3910756486163698 SET1,pythia-70m,rescue_frac,36,task_vector_cosine,0.0705276705276705,0.5833333333333334,0.5432098765432098,0.5019166666666667,2000,1,0.38980509745127434,0.5669826957025085 SET1,pythia-70m,rescue_frac,36,MULTIVARIATE_ridge_all,0.3873873873873873,nan,0.6882716049382716,0.49900925925925926,2000,1,0.08045977011494253,0.3910756486163698 SET1,pythia-70m,dfloor_M1best,36,weight_cosine,0.10682110682110679,0.6203703703703703,0.6604938271604939,0.4988024691358025,2000,1,0.050974512743628186,0.3730277718283715 SET1,pythia-70m,dfloor_M1best,36,weight_cosine_bn,0.0012870012870012867,0.49382716049382713,0.6172839506172839,0.5009706790123457,2000,1,0.18340829585207397,0.4380068030500878 SET1,pythia-70m,dfloor_M1best,36,d_raw,-0.09163449163449161,0.5864197530864198,0.5185185185185185,0.5024598765432098,2000,1,0.4892553723138431,0.6455452829140985 SET1,pythia-70m,dfloor_M1best,36,qmd_perm,-0.33796653796653786,0.6419753086419753,0.6419753086419753,0.5002438271604939,2000,1,0.13043478260869565,0.3976136931534233 SET1,pythia-70m,dfloor_M1best,36,coord_share_perm,0.29909909909909904,0.595679012345679,0.595679012345679,0.500966049382716,2000,1,0.19140429785107446,0.4380068030500878 SET1,pythia-70m,dfloor_M1best,36,qmd_orth,-0.28133848133848127,0.6512345679012346,0.6512345679012346,0.49913734567901236,2000,1,0.13393303348325838,0.3976136931534233 SET1,pythia-70m,dfloor_M1best,36,coord_share_orth,0.20051480051480047,0.5617283950617284,0.5617283950617284,0.49889351851851854,2000,1,0.2913543228385807,0.5078653333883517 SET1,pythia-70m,dfloor_M1best,36,bnd_raw,-0.18635778635778633,0.5833333333333334,0.5833333333333334,0.5031404320987655,2000,1,0.20439780109945027,0.4380068030500878 SET1,pythia-70m,dfloor_M1best,36,bnd_perm,-0.48545688545688537,0.7037037037037037,0.7037037037037037,0.5018595679012345,2000,1,0.033483258370814596,0.3730277718283715 SET1,pythia-70m,dfloor_M1best,36,bnd_orth,-0.23217503217503213,0.6234567901234568,0.6234567901234568,0.5020185185185185,2000,1,0.14392803598200898,0.40733256560125736 SET1,pythia-70m,dfloor_M1best,36,coord_share_bnd_perm,0.5294723294723294,0.7129629629629629,0.7129629629629629,0.5012283950617284,2000,1,0.037481259370314844,0.3730277718283715 SET1,pythia-70m,dfloor_M1best,36,coord_share_bnd_orth,0.24581724581724576,0.6419753086419753,0.6419753086419753,0.5009567901234568,2000,1,0.13843078460769614,0.40464383193018877 SET1,pythia-70m,dfloor_M1best,36,cka_mean,0.42676962676962665,0.6666666666666666,0.6666666666666666,0.5012083333333334,2000,1,0.10494752623688156,0.3910756486163698 SET1,pythia-70m,dfloor_M1best,36,cka_last,0.4756756756756756,0.691358024691358,0.691358024691358,0.4988287037037037,2000,1,0.08995502248875563,0.3910756486163698 SET1,pythia-70m,dfloor_M1best,36,qmd_act_perm,-0.4334620334620334,0.6666666666666666,0.6666666666666666,0.5012932098765432,2000,1,0.10294852573713144,0.3910756486163698 SET1,pythia-70m,dfloor_M1best,36,qmd_act_procrustes,-0.4334620334620334,0.6666666666666666,0.6666666666666666,0.5012932098765432,2000,1,0.10294852573713144,0.3910756486163698 SET1,pythia-70m,dfloor_M1best,36,qmd_act_ot,-0.40643500643500635,0.6635802469135802,0.6635802469135802,0.5015169753086419,2000,1,0.11694152923538231,0.3910756486163698 SET1,pythia-70m,dfloor_M1best,36,task_vector_cosine,0.1773487773487773,0.6111111111111112,0.6111111111111112,0.49807098765432095,2000,1,0.20439780109945027,0.4380068030500878 SET1,pythia-70m,dfloor_M1best,36,MULTIVARIATE_ridge_all,0.386100386100386,nan,0.5987654320987654,0.4998287037037037,2000,1,0.20689655172413793,0.4380068030500878