TrainingPoints,Zero Shot Strategy,Sampling Threshold,Encoding,NDCG,NDCG-384,NDCG-1536,Max Fitness Achieved,Mean Fitness Achieved,GlobalMaxFound,UnsampledMaxFound,BetterThanTrad
384,Triad,1600,OneHot,0.862186283623382,0.5684797635536873,0.5841969222639793,0.6875183510504737,0.34183788885782823,4.7,4.7,True
384,Triad,1600,Georgiev,0.868012001959227,0.5604327576223365,0.5892797919086228,0.72314952949874,0.3469245884803588,14.95,14.95,True
384,Triad,1600,MSA Transformer,0.863982516820309,0.5561062896823589,0.5927054521575982,0.9260420794603055,0.3261732145384844,64.85,64.85,True
48,Triad,1600,OneHot,0.8296069787955314,0.4425885421544781,0.5607416535271589,0.6012485810130388,0.26842088523943186,4.15,4.15,True
48,Triad,1600,Georgiev,0.8282323671341261,0.44253242953599875,0.5578659787801806,0.618003433147499,0.26386400957826706,5.7,5.7,True
48,Triad,1600,MSA Transformer,0.8247815465834674,0.4355657206297739,0.5546465052965481,0.5963736027110247,0.24958796008802892,3.5000000000000004,3.5000000000000004,True
24,Triad,1600,OneHot,0.8098236898802132,0.46286744908832156,0.6845830235516226,0.5851907427213368,0.19721662928159314,4.45,4.45,True
24,Triad,1600,Georgiev,0.8102672030824416,0.46753501550323195,0.6835051025643163,0.6006878400096628,0.19833013822799642,4.8,4.8,True
24,Triad,1600,MSA Transformer,0.8055684975147698,0.458856359185716,0.6729935394886969,0.579709055562406,0.19034523979407206,3.0,3.0,True
384,Triad,3200,OneHot,0.8951789818501834,0.6410725833893515,0.6469176255101442,0.9697333800190265,0.4179235812598995,80.9,80.9,True
384,Triad,3200,Georgiev,0.8891191248085191,0.6053777250826202,0.6102184151835228,0.9847332449419163,0.3892842049383777,91.8,91.8,True
384,Triad,3200,MSA Transformer,0.9012131495472605,0.6361990823219251,0.6621584204711334,0.9995034970818425,0.4004148906508638,99.7,99.7,True
48,Triad,3200,OneHot,0.8066537560225461,0.36558874386907625,0.43493615692052584,0.6523333156542879,0.24442867002047486,8.3,8.3,True
48,Triad,3200,Georgiev,0.8078597087206029,0.37018936324845647,0.44160300989489504,0.6734911935016016,0.24089174916990075,9.950000000000001,9.950000000000001,True
48,Triad,3200,MSA Transformer,0.8149106017685319,0.3918380414362116,0.4612882548493639,0.6627080166934028,0.257457964145373,9.1,9.1,True
24,Triad,3200,OneHot,0.780894780946317,0.3570869578496082,0.5137674651138497,0.6112662357485266,0.17735261367221142,4.9,4.9,True
24,Triad,3200,Georgiev,0.7851959983886674,0.3727409772728018,0.5280228069019526,0.6280360085489796,0.18099761392926475,5.8500000000000005,5.8500000000000005,True
24,Triad,3200,MSA Transformer,0.7891413055556161,0.3866809057316258,0.5317300904627176,0.6208647714232136,0.19096366206657475,5.1499999999999995,5.1499999999999995,True
384,Triad,6400,OneHot,0.8952240445702656,0.6523686726159434,0.6296214417425685,0.9395870449081325,0.42086266949574763,59.35,59.35,True
384,Triad,6400,Georgiev,0.910053896890586,0.6901256387218172,0.6819891364933952,0.975746321126018,0.4455723350473684,81.89999999999999,81.89999999999999,True
384,Triad,6400,MSA Transformer,0.9022300993529564,0.6325223689361524,0.6580872961588049,0.9923387876031534,0.40329291582892024,94.75,94.75,True
48,Triad,6400,OneHot,0.8032871060536906,0.3528089370614809,0.3951717785694827,0.6552873661157044,0.24935860577666577,5.949999999999999,5.949999999999999,True
48,Triad,6400,Georgiev,0.8070515059177658,0.3600157445186679,0.4096433359690841,0.6742781156849008,0.24939148374727477,7.3,7.3,True
48,Triad,6400,MSA Transformer,0.8193722597205375,0.39424040393795506,0.44225593277265546,0.6766332971270205,0.2744435985571549,7.55,7.55,True
24,Triad,6400,OneHot,0.7685027718867328,0.31168953878069733,0.4181850167468892,0.6064370099440378,0.17078346111176682,4.3999999999999995,4.3999999999999995,True
24,Triad,6400,Georgiev,0.7737654257208004,0.32682524620946346,0.43849418640057874,0.6295137999136554,0.1742979630470043,5.65,5.65,True
24,Triad,6400,MSA Transformer,0.7849547401944119,0.3566808655145862,0.4657671782023488,0.6338051912470878,0.1943138579722249,5.3,5.3,True
384,Triad,9600,OneHot,0.8926164306939272,0.6414884582503017,0.6293890210496911,0.9245635759944114,0.413382807934742,50.14999999999999,49.4,True
384,Triad,9600,Georgiev,0.9060683413396549,0.6671765724152136,0.6744413788932194,0.9696837636920428,0.42526703884791084,77.35,77.05,True
384,Triad,9600,MSA Transformer,0.9135068121759098,0.6927037004426178,0.6915506137361386,0.9825501110145465,0.44882763864659364,88.05,87.85,True
48,Triad,9600,OneHot,0.782430706792041,0.3079338628169825,0.33673507742350245,0.6254820634679904,0.22329790246921868,5.949999999999999,5.7,True
48,Triad,9600,Georgiev,0.7881153051970603,0.32231165158855096,0.3584833645152555,0.6504948860341349,0.22810853085781116,6.6000000000000005,6.35,True
48,Triad,9600,MSA Transformer,0.802275983213732,0.3561778573880386,0.39516490420536965,0.6533423548442482,0.25057817611611594,5.800000000000001,5.7,True
24,Triad,9600,OneHot,0.7515074122793088,0.27468986629595843,0.36302648928813225,0.5736202487717111,0.1507310359690894,3.3000000000000003,3.15,True
24,Triad,9600,Georgiev,0.7558727230302178,0.2866803001827403,0.3823024254574181,0.6038707299542392,0.15583154942327548,3.9,3.6999999999999997,True
24,Triad,9600,MSA Transformer,0.7703111993525535,0.3219533600865985,0.4181853801402004,0.6166820476941561,0.1779710250755922,4.5,4.3999999999999995,True
384,Triad,12800,OneHot,0.874968987761564,0.5882190262354923,0.5709418734821741,0.9043575313965964,0.3850272617795652,43.0,42.65,True
384,Triad,12800,Georgiev,0.8866898285928039,0.5904763743127174,0.6042595715574628,0.9477972958957209,0.3801775990654258,66.45,66.2,True
384,Triad,12800,MSA Transformer,0.895951522050568,0.6182248641348802,0.6321550269223848,0.9477185389886523,0.3927008414981973,69.15,68.8,True
48,Triad,12800,OneHot,0.771027126211421,0.2842860616063941,0.30541345242671336,0.604147689940095,0.20840703637540398,4.8500000000000005,4.7,True
48,Triad,12800,Georgiev,0.7772713590683048,0.30142582346240177,0.33054656120743914,0.6310298858824172,0.21712590950757799,5.1,4.95,True
48,Triad,12800,MSA Transformer,0.7917157596770135,0.329706286339907,0.3665570597230348,0.6338945863978727,0.23245173214936343,4.95,4.95,True
24,Triad,12800,OneHot,0.7370168728274552,0.24735976873404647,0.32277995532292836,0.5594667049906826,0.13810974182706165,3.4000000000000004,3.25,True
24,Triad,12800,Georgiev,0.7397231171189603,0.2540918242822587,0.33611033759879294,0.588007347807835,0.1417520575765853,3.95,3.85,True
24,Triad,12800,MSA Transformer,0.7550118500382599,0.2869268099111368,0.37607525923239715,0.6007829105868847,0.1592255030554565,3.35,3.3000000000000003,True
384,Triad,16000,OneHot,0.8565316135570039,0.5343860180453422,0.5093860411805868,0.8563412225762176,0.35520803247996563,24.7,24.2,True
384,Triad,16000,Georgiev,0.8689093876896746,0.5234255688442001,0.5421448554899255,0.8964777959566895,0.3360825769368652,44.45,44.15,True
384,Triad,16000,MSA Transformer,0.8797332082303746,0.5329324080418005,0.5702686299483188,0.8833544440144582,0.3330548253456433,40.5,39.800000000000004,True
48,Triad,16000,OneHot,0.763835480093396,0.26900875383136935,0.2861584313691633,0.584022352287334,0.1974865528759952,3.35,3.3000000000000003,True
48,Triad,16000,Georgiev,0.7713623632430003,0.28763789869813167,0.31472168875239653,0.6147360130257843,0.20565135639342497,4.55,4.3,True
48,Triad,16000,MSA Transformer,0.7865673058978103,0.31379244302046355,0.34962438660936435,0.6112409167902374,0.21922728350579945,4.1000000000000005,4.1000000000000005,True
24,Triad,16000,OneHot,0.7308165783727911,0.23310675556880653,0.30215254353763016,0.5431272147884116,0.13055117574802508,1.95,1.95,True
24,Triad,16000,Georgiev,0.7347559797584354,0.2437167835595929,0.3178912123783699,0.5722054021971963,0.1373973492704821,2.4,2.4,True
24,Triad,16000,MSA Transformer,0.7507562030654117,0.2764131603529077,0.36042564200748506,0.5853381363714288,0.15406912290658548,2.35,2.35,True
384,Triad,32000,OneHot,0.8357793728811308,0.45260077212636357,0.4310847632858021,0.8158581133361166,0.315175653641921,17.2,16.45,True
384,Triad,32000,Georgiev,0.8532873048931197,0.4792989457813746,0.4743127287017114,0.8508342787634016,0.3225245793984752,30.049999999999997,29.45,True
384,Triad,32000,MSA Transformer,0.8737985680738493,0.5170359896952953,0.538286492759572,0.8440560293358667,0.33359540067424326,23.05,22.6,True
48,Triad,32000,OneHot,0.7481575275910265,0.21706841785401984,0.2311923791191251,0.5351165117097093,0.1678768593396251,1.6500000000000001,1.6500000000000001,True
48,Triad,32000,Georgiev,0.7585739600296932,0.24481629637730878,0.2598137165978639,0.5600562750173712,0.17835454492197958,2.1999999999999997,2.1999999999999997,True
48,Triad,32000,MSA Transformer,0.7718522070216112,0.2600077444596581,0.2842744535138517,0.5541861858503876,0.18611361691578696,2.55,2.5,True
24,Triad,32000,OneHot,0.7116677234187911,0.18974777552976255,0.22733273443284485,0.4956770455877604,0.11139299775049286,1.2,1.2,False
24,Triad,32000,Georgiev,0.7185149792100456,0.20612214613585117,0.25330304158193107,0.5247075950845872,0.11968452536549791,1.4500000000000002,1.4500000000000002,True
24,Triad,32000,MSA Transformer,0.7294429644470468,0.22240501009012045,0.27774500499839533,0.5391166296205799,0.12824566117447683,1.4500000000000002,1.4500000000000002,True
384,EVmutation,1600,OneHot,0.8241197186094553,0.45181303662199856,0.4454850193769718,0.9027925987870946,0.33444110831130774,47.5,47.5,True
384,EVmutation,1600,Georgiev,0.8608227948167206,0.5840641105269566,0.5277127828325907,0.9416974923203808,0.4195604143061059,64.95,64.95,True
384,EVmutation,1600,MSA Transformer,0.824949910837019,0.3812250881843103,0.39872885547567044,0.8866578855876499,0.24971856625063177,45.25,45.25,True
48,EVmutation,1600,OneHot,0.7455460533947251,0.29383190142179666,0.3515593041766327,0.6030969369401047,0.20401063736842334,3.75,3.75,True
48,EVmutation,1600,Georgiev,0.7581205961136668,0.3290654139704482,0.38896809367930685,0.621978697030572,0.22365177732083463,5.4,5.4,True
48,EVmutation,1600,MSA Transformer,0.7669163669639052,0.33844255524071465,0.4205726866321958,0.6022738343237357,0.2160198797986426,3.9,3.9,True
24,EVmutation,1600,OneHot,0.7193087506513476,0.30576107281653747,0.5033575980432057,0.5623743816089105,0.13746886354507568,2.45,2.45,True
24,EVmutation,1600,Georgiev,0.7263185504579923,0.3282005665470908,0.5167247429799868,0.577612994258695,0.14904117908398637,2.7,2.7,True
24,EVmutation,1600,MSA Transformer,0.7356869683284596,0.3519164558638007,0.5496710812209308,0.5689042755098096,0.1520727834396221,2.75,2.75,True
384,EVmutation,3200,OneHot,0.8363176641262167,0.4572798447384363,0.4600614089531891,0.881442709016423,0.3301377768063803,40.45,40.45,True
384,EVmutation,3200,Georgiev,0.8698354944971199,0.5624733650827335,0.5446575955309897,0.8718835918718394,0.38062045271028677,35.9,35.9,True
384,EVmutation,3200,MSA Transformer,0.8376984518199119,0.39457260659478427,0.4232434538354411,0.8224885767147604,0.2528396951829752,27.400000000000002,27.400000000000002,True
48,EVmutation,3200,OneHot,0.7367773674931923,0.26642713892462805,0.29564875431047144,0.5818391158827438,0.19287543996241402,2.35,2.35,True
48,EVmutation,3200,Georgiev,0.7511451570796369,0.304113014494312,0.34190438275352336,0.597216917368446,0.21305223047853747,3.3000000000000003,3.3000000000000003,True
48,EVmutation,3200,MSA Transformer,0.7613053830759352,0.3182067887440192,0.36875069434882857,0.591775988760794,0.21374452707309363,2.35,2.35,True
24,EVmutation,3200,OneHot,0.7053417150037595,0.265209718940845,0.4075134645723346,0.5421483488495669,0.1272180209703262,1.3,1.3,True
24,EVmutation,3200,Georgiev,0.7135046992328327,0.2885842431200303,0.4284576397310755,0.557792115814705,0.13900912168211751,1.8499999999999999,1.8499999999999999,True
24,EVmutation,3200,MSA Transformer,0.7263111761058758,0.3141980419297757,0.4681385653176777,0.560489132289122,0.14910778287685597,2.0,2.0,True
384,EVmutation,6400,OneHot,0.8318526309342614,0.46096017217705254,0.4466214852074934,0.8885124606232536,0.3332954216054455,42.0,42.0,True
384,EVmutation,6400,Georgiev,0.8575762277275946,0.5278777289068728,0.5082356390826703,0.8847825762204728,0.3553169687900079,43.15,43.15,True
384,EVmutation,6400,MSA Transformer,0.8400425698749312,0.40417889445112565,0.43316419421593033,0.8129507258205059,0.257031086234055,28.999999999999996,28.999999999999996,True
48,EVmutation,6400,OneHot,0.7263373387780392,0.22674970982285284,0.24063272463966712,0.5674276909079122,0.17483877930653224,2.5,2.5,True
48,EVmutation,6400,Georgiev,0.7390503508866886,0.26215434351630656,0.2770422555311219,0.5891595900028505,0.19673381312752322,3.5000000000000004,3.5000000000000004,True
48,EVmutation,6400,MSA Transformer,0.7489763860759223,0.2735557152335675,0.2990983188135291,0.575434439750559,0.19720013696391955,2.5,2.5,True
24,EVmutation,6400,OneHot,0.6943355650500259,0.22324219256494102,0.31405904733242956,0.5253293359409066,0.1150871228528726,1.8499999999999999,1.8499999999999999,True
24,EVmutation,6400,Georgiev,0.7017635012555155,0.24208415254479962,0.33614141224723976,0.5469500874106721,0.12740164707812807,1.8499999999999999,1.8499999999999999,True
24,EVmutation,6400,MSA Transformer,0.7139570155059403,0.26327928663100775,0.3722875170767199,0.5485740800360327,0.1354951996863166,1.8499999999999999,1.8499999999999999,True
384,EVmutation,9600,OneHot,0.8288483705750463,0.44140190337495533,0.4295282101794384,0.8534273603942345,0.31080540474234986,29.599999999999998,29.599999999999998,True
384,EVmutation,9600,Georgiev,0.8548769951896554,0.5156169477508992,0.4974726772224529,0.879993159147346,0.347971443677632,42.4,42.4,True
384,EVmutation,9600,MSA Transformer,0.8474139185130922,0.4348600276817918,0.4572102972601432,0.8143276262461262,0.27903520039316093,24.5,24.5,True
48,EVmutation,9600,OneHot,0.7200944885721895,0.20773018992769376,0.21947374392948565,0.5487621826716397,0.16094933253533183,2.85,2.85,True
48,EVmutation,9600,Georgiev,0.7318861658076459,0.24287350082153308,0.25239769809497803,0.5779226051856274,0.18441408807965376,3.55,3.55,True
48,EVmutation,9600,MSA Transformer,0.7425281973006976,0.25383550434020197,0.27325334962672626,0.5558684684495763,0.18671291397822704,2.0500000000000003,2.0500000000000003,True
24,EVmutation,9600,OneHot,0.6883490888077035,0.20265476768868304,0.27322040095078554,0.5105317806274794,0.10710232956264613,1.4500000000000002,1.4500000000000002,True
24,EVmutation,9600,Georgiev,0.6953390357848225,0.2201101859454692,0.294558149200092,0.5389088732775456,0.11940079976044538,2.5,2.5,True
24,EVmutation,9600,MSA Transformer,0.7055003118743365,0.23539831558548455,0.32353926833347274,0.5390215250865976,0.1258026213111104,1.95,1.95,True
384,EVmutation,12800,OneHot,0.8335552884397887,0.4545260180594736,0.44223706809010604,0.8556789767734718,0.3208359102244096,31.75,29.849999999999998,True
384,EVmutation,12800,Georgiev,0.859016657038203,0.5247436489049403,0.511950957318629,0.8838241661894847,0.35276879243820863,43.8,42.25,True
384,EVmutation,12800,MSA Transformer,0.8514796387630171,0.4426498229316102,0.4698417287589743,0.8078607710907272,0.28193226263614357,24.65,22.2,True
48,EVmutation,12800,OneHot,0.722056135556765,0.2102467465080782,0.21793219057181284,0.5550950829728104,0.16741698541624334,2.9499999999999997,2.5,True
48,EVmutation,12800,Georgiev,0.73352558577709,0.24262083904918116,0.24965815535395702,0.5794096165730247,0.18635759438765323,3.35,2.9000000000000004,True
48,EVmutation,12800,MSA Transformer,0.7430550100791107,0.25407386742648225,0.2688103807128887,0.5676274001319634,0.18718552049635523,3.35,3.15,True
24,EVmutation,12800,OneHot,0.6876804409883874,0.19769765556987218,0.25667398786183965,0.515471627816493,0.10805085543721323,1.5,1.25,True
24,EVmutation,12800,Georgiev,0.6941246441652542,0.21424339632241993,0.2785985333545311,0.5395807000788089,0.11870429483416674,1.7999999999999998,1.5,True
24,EVmutation,12800,MSA Transformer,0.7049073171197878,0.2306783544436928,0.30967212923812537,0.5431901517941161,0.12555554229317567,1.5,1.35,True
384,EVmutation,16000,OneHot,0.8346709352696787,0.45663541648092404,0.4399650052019359,0.8389380396080155,0.3231037722618694,24.099999999999998,23.0,True
384,EVmutation,16000,Georgiev,0.8582757220086893,0.5222773040369403,0.5128749227419044,0.8623573437234929,0.3492178914391231,34.0,32.9,True
384,EVmutation,16000,MSA Transformer,0.8551486798236483,0.45799052398552254,0.4839119738959977,0.8073740885669091,0.29253932859700355,20.95,19.650000000000002,True
48,EVmutation,16000,OneHot,0.7213284110495888,0.20529949011224868,0.21221280300519085,0.5476920159702194,0.16511525129932692,2.0,1.9,True
48,EVmutation,16000,Georgiev,0.7318498298164153,0.23684585595971133,0.2404921734573013,0.5718254952680069,0.183397233928874,2.8000000000000003,2.7,True
48,EVmutation,16000,MSA Transformer,0.7411268695908032,0.2447869171090554,0.2574435938750872,0.5498271188873072,0.18155875959635637,1.7999999999999998,1.7500000000000002,True
24,EVmutation,16000,OneHot,0.6850029712422264,0.188401932283348,0.23800492091099373,0.5089444127393187,0.10613335401444149,1.3,1.3,True
24,EVmutation,16000,Georgiev,0.6913151745492203,0.20392343152730738,0.2599985463297613,0.5330760774644276,0.11512816640805548,1.55,1.55,True
24,EVmutation,16000,MSA Transformer,0.7015510654643511,0.2199760917521241,0.2900331766248452,0.5306719808551165,0.12235269548562083,1.6,1.6,True
384,EVmutation,32000,OneHot,0.8258524733282693,0.41215093899389366,0.3987749876715734,0.8099050790419634,0.2945108753540113,16.7,15.7,True
384,EVmutation,32000,Georgiev,0.851891051122382,0.4887304745287381,0.4790807567786183,0.8490460922771826,0.32933143205643656,28.15,27.35,True
384,EVmutation,32000,MSA Transformer,0.8653592635153793,0.4982875524310871,0.5157999051104073,0.8268656293054695,0.323197473369753,14.7,13.950000000000001,True
48,EVmutation,32000,OneHot,0.7152552503940233,0.17838309191256382,0.18616866672041135,0.517223357490303,0.1457304794258022,1.7000000000000002,1.4000000000000001,True
48,EVmutation,32000,Georgiev,0.725529901773994,0.20937809432988327,0.21181510621854227,0.5468272373394459,0.1651849559809996,2.45,2.1999999999999997,True
48,EVmutation,32000,MSA Transformer,0.7332032720583274,0.21249793070800346,0.22348364524037648,0.5230086210137036,0.16021662563624076,1.9,1.7500000000000002,True
24,EVmutation,32000,OneHot,0.6764111076108658,0.16013460035167876,0.19293362568773317,0.4696649813211659,0.09146558971760411,0.95,0.8,False
24,EVmutation,32000,Georgiev,0.683997581766792,0.17705849655282102,0.21940491309113783,0.4988625053396014,0.10182239174441075,1.4500000000000002,1.3,True
24,EVmutation,32000,MSA Transformer,0.6878903328573331,0.18016880240500932,0.23071117500464558,0.49343190151015526,0.10184758790158714,1.4500000000000002,1.35,True
384,MSA Transformer,1600,OneHot,0.817699310326137,0.48680412087583125,0.44285289448544,0.9349123546343211,0.35021319693547526,66.85,66.85,True
384,MSA Transformer,1600,Georgiev,0.8309086602345878,0.5652169148943318,0.48211552567848204,0.838266237665161,0.39566166887614246,30.0,30.0,True
384,MSA Transformer,1600,MSA Transformer,0.8059075987009894,0.329089133006596,0.3511268730653236,0.8404927592683573,0.20730543494063947,32.15,32.15,True
48,MSA Transformer,1600,OneHot,0.7609004285481437,0.3131680100152032,0.34131893806115793,0.5856903464798855,0.22357147321473983,0.8999999999999999,0.8999999999999999,False
48,MSA Transformer,1600,Georgiev,0.7675847627671754,0.3353456816380884,0.3647922100306106,0.6057087472521372,0.2361421802796567,1.4000000000000001,1.4000000000000001,True
48,MSA Transformer,1600,MSA Transformer,0.7617459422761268,0.3056316675070934,0.35470904134269216,0.5884595747995481,0.2056363921520616,1.15,1.15,False
24,MSA Transformer,1600,OneHot,0.7338545478086799,0.32965539690129636,0.48610724681626016,0.5506765767041614,0.1519095851076291,0.8,0.8,False
24,MSA Transformer,1600,Georgiev,0.7336254409666231,0.3326899322730129,0.48415851785428443,0.5644602841347884,0.15503838090507424,0.5,0.5,False
24,MSA Transformer,1600,MSA Transformer,0.7361092761399528,0.34047507959550205,0.4987240871475777,0.5680844521153768,0.15307893995590083,0.7000000000000001,0.7000000000000001,False
384,MSA Transformer,3200,OneHot,0.8227865843890426,0.4765077033506812,0.4387879782577119,0.9123036774116122,0.34175317903713,55.400000000000006,55.400000000000006,True
384,MSA Transformer,3200,Georgiev,0.8391921770668452,0.5510285496789846,0.48311976881931973,0.8878915087628932,0.38597889387949597,41.75,41.75,True
384,MSA Transformer,3200,MSA Transformer,0.8279929535077741,0.4045486864010058,0.41842798813520005,0.8729639858414342,0.2628495025809778,42.1,42.1,True
48,MSA Transformer,3200,OneHot,0.7516748303844877,0.2834958868425573,0.30012175800923957,0.5820756673662071,0.2097975829758711,1.55,1.55,True
48,MSA Transformer,3200,Georgiev,0.7609484987527407,0.3129203481747989,0.3321682628760497,0.6073180628833083,0.22585068335641462,2.1999999999999997,2.1999999999999997,True
48,MSA Transformer,3200,MSA Transformer,0.7598634176691177,0.2962753130629632,0.3291673878014525,0.583486614581124,0.20716294423430506,1.3,1.3,True
24,MSA Transformer,3200,OneHot,0.7217546825702382,0.2870615184032205,0.4074677635147372,0.5466177406847396,0.14204817211628595,0.8,0.8,False
24,MSA Transformer,3200,Georgiev,0.7243229011337994,0.29738699202690416,0.4142952767927462,0.5636975983662792,0.1488335981994322,1.2,1.2,False
24,MSA Transformer,3200,MSA Transformer,0.7261121567137304,0.3001213187728738,0.4278403904723581,0.5597150793340216,0.14529906058673878,0.95,0.95,False
384,MSA Transformer,6400,OneHot,0.8261209345592317,0.46517204401240886,0.4326898213785061,0.8941341725627795,0.33772763384593535,46.550000000000004,46.550000000000004,True
384,MSA Transformer,6400,Georgiev,0.8453898189513536,0.5413639029983294,0.48712931592262504,0.9083925263236637,0.3770416537233955,48.8,48.8,True
384,MSA Transformer,6400,MSA Transformer,0.8481034524779322,0.46919374329909397,0.47644693783125813,0.8879084570898264,0.30959199548872457,43.8,43.8,True
48,MSA Transformer,6400,OneHot,0.7412986448715244,0.24984951548572548,0.26244373936808374,0.5660418364672266,0.18996028023265626,1.6,1.6,True
48,MSA Transformer,6400,Georgiev,0.7517925520754638,0.28138762035203063,0.29374911758543515,0.5949251379902346,0.2073097264850609,2.1999999999999997,2.1999999999999997,True
48,MSA Transformer,6400,MSA Transformer,0.7506064453800413,0.2643299477722092,0.2876406462352158,0.5642181713388364,0.19001536548995773,1.15,1.15,False
24,MSA Transformer,6400,OneHot,0.7094592863477582,0.24815731978155647,0.3338336633828483,0.5282137074385491,0.1292896845614246,0.8,0.8,False
24,MSA Transformer,6400,Georgiev,0.7142619546030656,0.2609998908137734,0.34823858233842264,0.5531470543527673,0.13733612101461265,1.05,1.05,False
24,MSA Transformer,6400,MSA Transformer,0.7144898605046514,0.25801970188066564,0.3548864650056133,0.5441250202382683,0.1329831041879042,1.0,1.0,False
384,MSA Transformer,9600,OneHot,0.8294338496087762,0.47202743888763365,0.43794167824330205,0.8721477842138862,0.3411009342541689,36.199999999999996,36.199999999999996,True
384,MSA Transformer,9600,Georgiev,0.8500518834746861,0.5394270498817206,0.4934231043553698,0.9023837095433287,0.3727812139219379,45.35,45.35,True
384,MSA Transformer,9600,MSA Transformer,0.8561167403397933,0.49471100594493683,0.4992443164035024,0.8891404318382219,0.3274892448992042,41.949999999999996,41.949999999999996,True
48,MSA Transformer,9600,OneHot,0.7381039404596667,0.2357383587386371,0.24518686526807387,0.557253186989152,0.18300711784872,1.4000000000000001,1.4000000000000001,True
48,MSA Transformer,9600,Georgiev,0.7495629054144649,0.26999394074897615,0.2781445629900511,0.5856483175050002,0.20182361772289037,1.7999999999999998,1.7999999999999998,True
48,MSA Transformer,9600,MSA Transformer,0.7497496461150523,0.2559929041532504,0.2744805754048758,0.55925970419485,0.18732946408505885,1.25,1.25,True
24,MSA Transformer,9600,OneHot,0.7037551282163118,0.22551778857383634,0.293381678451053,0.513991806764794,0.12093665435250223,0.8,0.8,False
24,MSA Transformer,9600,Georgiev,0.708430472023547,0.23784119429690137,0.31043478135648356,0.53830924769919,0.12837201681146398,1.0999999999999999,1.0999999999999999,False
24,MSA Transformer,9600,MSA Transformer,0.7091437624477661,0.23658461012579168,0.3172170550690158,0.5310941841518675,0.12541827264178654,1.2,1.2,False
384,MSA Transformer,12800,OneHot,0.8285733914340914,0.46089808807743815,0.4312511674316669,0.8591494228794053,0.3305075147185325,32.0,32.0,True
384,MSA Transformer,12800,Georgiev,0.8510938143362099,0.52817367156286,0.49099445488870297,0.8958122094526989,0.3631629565039709,42.4,42.4,True
384,MSA Transformer,12800,MSA Transformer,0.8611374612805226,0.5067499883851578,0.5134231205185207,0.8843720995742885,0.33237742512483565,37.65,37.65,True
48,MSA Transformer,12800,OneHot,0.7338539910542274,0.22403873288684903,0.23209871652783168,0.5473601077156518,0.17564403439535448,1.2,1.2,False
48,MSA Transformer,12800,Georgiev,0.7464768232008316,0.25830885703775575,0.26550888131762596,0.5759114321862284,0.19362448370650606,2.1,2.1,True
48,MSA Transformer,12800,MSA Transformer,0.746439236843878,0.24451538570008644,0.2609156508547984,0.5523691136432137,0.17925525382653437,1.15,1.15,False
24,MSA Transformer,12800,OneHot,0.7003500666760679,0.20999437399325926,0.2680156998497187,0.506319839499894,0.11528712340583859,0.8,0.8,False
24,MSA Transformer,12800,Georgiev,0.7062524003205182,0.22556980897857168,0.28819839710082984,0.5321421650131845,0.12439762555110223,1.0999999999999999,1.0999999999999999,False
24,MSA Transformer,12800,MSA Transformer,0.7067846826448853,0.222659639254002,0.29578456611980264,0.5215572572752155,0.12013762327650204,0.8500000000000001,0.8500000000000001,False
384,MSA Transformer,16000,OneHot,0.8308697885806924,0.45623801838619943,0.42981022869582153,0.8492291370978716,0.3237954686310806,28.9,28.9,True
384,MSA Transformer,16000,Georgiev,0.8544572406099761,0.5253917410795147,0.49713416680393185,0.8857726194930243,0.3575554994580508,38.3,38.3,True
384,MSA Transformer,16000,MSA Transformer,0.8658459508517633,0.5154687068949484,0.5242069672207493,0.8761380658961142,0.3378061275893026,34.449999999999996,34.449999999999996,True
48,MSA Transformer,16000,OneHot,0.7312473577504671,0.2119692710381967,0.2221537431226548,0.5297950637359831,0.16560723914834902,1.3,1.3,True
48,MSA Transformer,16000,Georgiev,0.7431910300219192,0.24525781062253346,0.2527534371899498,0.5642217721038069,0.18231905979106597,2.0500000000000003,2.0500000000000003,True
48,MSA Transformer,16000,MSA Transformer,0.744726691716077,0.23720655087627474,0.2515691028381146,0.5417849476806952,0.17491685959349837,1.3,1.3,True
24,MSA Transformer,16000,OneHot,0.6962613856978959,0.19842883150658214,0.24987663955509914,0.4950532132797944,0.10864875897893064,0.75,0.75,False
24,MSA Transformer,16000,Georgiev,0.7026130533869943,0.21434043407160647,0.2708313031855728,0.5301807254253411,0.11973636710497731,1.0,1.0,False
24,MSA Transformer,16000,MSA Transformer,0.7016363907982072,0.20944964477658,0.2753220289028239,0.5122948973746243,0.11416027935867953,0.8999999999999999,0.8999999999999999,False
384,MSA Transformer,32000,OneHot,0.8259290950250852,0.4175707493000107,0.39866677092359626,0.8058148548746216,0.29703080909082186,18.4,18.4,True
384,MSA Transformer,32000,Georgiev,0.8514911071126922,0.49107693050138757,0.4762303332878935,0.8533253935851264,0.3322143920569127,29.349999999999998,29.349999999999998,True
384,MSA Transformer,32000,MSA Transformer,0.8722498940827972,0.5337261401907593,0.5402877323360603,0.8569195374320517,0.34979957490410707,25.35,25.35,True
48,MSA Transformer,32000,OneHot,0.7243934180361338,0.18552233973700483,0.1945764787837542,0.5048453050663264,0.1484362683886472,1.05,1.05,False
48,MSA Transformer,32000,Georgiev,0.7368106970853889,0.22054579694082582,0.22452227856693735,0.5419143488596665,0.16830855562352567,1.7999999999999998,1.7999999999999998,True
48,MSA Transformer,32000,MSA Transformer,0.7374145848074966,0.2109697518074569,0.221366522995569,0.5245355425283813,0.15828968995091958,1.35,1.35,True
24,MSA Transformer,32000,OneHot,0.6872471466047754,0.16837852944410583,0.20372293233152214,0.4734460695503662,0.09627454306094359,0.8,0.8,False
24,MSA Transformer,32000,Georgiev,0.6958246279890543,0.18863543292282015,0.2299860726403557,0.5049970354232695,0.10914819254548218,1.05,1.05,False
24,MSA Transformer,32000,MSA Transformer,0.6922083917624638,0.1773835518263016,0.2286626958094881,0.4888623043712595,0.10082262358042003,1.0999999999999999,1.0999999999999999,False
384,Random,Random,OneHot,0.8025195398144533,0.30666823426520784,0.3060477446294494,0.7093558443981421,0.22341438942678465,5.1,5.0,True
384,Random,Random,Georgiev,0.8333191601525448,0.39939938752541043,0.4049695463220726,0.7500305325274507,0.26669008107966236,8.85,8.75,True
384,Random,Random,MSA Transformer,0.851560884335273,0.4404686407604042,0.45836643370213265,0.7682302278956642,0.2862936934027552,4.3999999999999995,4.25,True
48,Random,Random,OneHot,0.7071551255496161,0.13901906596358823,0.1497466767637541,0.4330265537960186,0.11144635243585577,0.44999999999999996,0.3,False
48,Random,Random,Georgiev,0.7195619890914697,0.16686039224594998,0.17450723704168833,0.4758678468304872,0.1298681241768855,0.6,0.5,False
48,Random,Random,MSA Transformer,0.7350490414751628,0.18944546292660466,0.19706773987668696,0.5064968355352633,0.1431815390392246,0.8500000000000001,0.75,False
24,Random,Random,OneHot,0.6471630323007143,0.11321144668710983,0.1435711086463811,0.3905656176442061,0.06353156154094677,0.4,0.3,False
24,Random,Random,Georgiev,0.6574900061290556,0.13153283412638783,0.16716428725953714,0.42170603201836643,0.07347388544299081,0.5,0.4,False
24,Random,Random,MSA Transformer,0.6644343692232639,0.13783208174983075,0.17817268853808124,0.4478289299152911,0.07634626149395005,0.6,0.5499999999999999,False