| cfg,pool,method,n_seeds,n_test,ROC-AUC_mean,ROC-AUC_std,AURC_mean,AURC_std,AUGRC_mean,AUGRC_std,risk@80_mean,risk@80_std,risk@90_mean,risk@90_std,ROC-AUC_seedmean |
| roberta_cola,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,1043,0.7835708466719448,0.0033609652600201,0.0783787001515816,0.0019979216782264,0.0547554853660756,0.0005382113680324,0.1333333333333333,0.0023064009666272,0.1676251331203408,0.0020759945356355,0.7865850859981872 |
| roberta_cola,cct,CCT,5,1043,0.7763685702155978,0.0031749133764322,0.0763429405109562,0.0007491332022627,0.0559089542758232,0.0005086504556754,0.1424460431654676,0.0037343912475773,0.1774227902023429,0.0034178501673868,0.7771075006023889 |
| roberta_cola,cct_only,CCT (matched block),5,1043,0.7763685702155978,0.0031749133764322,0.0763429405109562,0.0007491332022627,0.0559089542758232,0.0005086504556754,0.1424460431654676,0.0037343912475773,0.1774227902023429,0.0034178501673868,0.7771075006023889 |
| roberta_cola,cct_rmdml,CCT+RMDml,5,1043,0.7898999460718507,0.0042711970056318,0.0758385722252945,0.0026277323705876,0.0537413740326093,0.0006838109474065,0.1321342925659472,0.0029855874335704,0.1678381256656017,0.0020759945356355,0.7916566268516287 |
| roberta_cola,cct_rmdtraj,CCT+RMD-Traj,5,1043,0.7652662558948057,0.0013420191820449,0.0894545897229357,0.0023072908694142,0.0576873260902937,0.0002150204777314,0.1366906474820143,0.0025435495726134,0.1718849840255591,0.0014287974297123,0.7677102337268941 |
| roberta_cola,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,1043,0.7696172248803828,0.0039769888955123,0.0874239034253751,0.0037285524884094,0.0569912736050683,0.0006365746974153,0.1362110311750599,0.0027603991446573,0.1733759318423855,0.0020484967051833,0.7720589078976053 |
| roberta_cola,mahatraj,MahaTraj,5,1043,0.755249389005542,0.0028625113512392,0.0944741964095834,0.0035534212329141,0.0592932475003424,0.0004585861905546,0.1376498800959232,0.0013134833513313,0.1740149094781682,0.0024517283137851,0.757045081638039 |
| roberta_cola,mahatraj_cct,MahaTraj+CCT,5,1043,0.761175748396498,0.0042208708459717,0.089488599624144,0.0033585638520253,0.0583436671817504,0.0006768812146744,0.139568345323741,0.0013671168166656,0.174653887113951,0.0019923628257582,0.7633156632588666 |
| roberta_cola,mdml_only,MDml,5,1043,0.6674268240909664,0.0036220610463755,0.111669081924352,0.0023205988710499,0.0733648695728911,0.0005802631641608,0.171462829736211,0.0014685190304455,0.1876464323748668,0.003869201730476,0.6713452204743382 |
| roberta_cola,rc_traj,RMDcls+TRAJ+1layer,5,1043,0.7825886659093777,0.0020758547600895,0.0792425382206667,0.0022381748788511,0.0549126762997438,0.0003326838517028,0.1345323741007194,0.0025994584398895,0.1657082002129925,0.001615095941225,0.7854032563422947 |
| roberta_cola,rc_trajA,RMDcls+TRAJ(derivable),5,1043,0.7719143345610593,0.0023259720371197,0.0843548726575181,0.0008602408302971,0.0566230239674807,0.000372711374918,0.1362110311750599,0.0021781657223722,0.1731629392971246,0.0024517283137851,0.7731891042190172 |
| roberta_cola,rc_trajB,RMDcls+TRAJ(1layer),5,1043,0.7815537044048971,0.0031043547569638,0.079750624993571,0.0016599000446576,0.0550783242894923,0.0004966683743207,0.1333333333333333,0.0040127579210267,0.1678381256656017,0.001615095941225,0.7844164859499959 |
| roberta_cola,rc_trajC,RMDcls+TRAJ,5,1043,0.7783088361846409,0.0024763892843539,0.0817550202820789,0.0017906604992055,0.0555989847855722,0.0003967602324952,0.1328537170263789,0.0028626705962382,0.1684771033013844,0.0020484967051833,0.7807160969788762 |
| roberta_cola,rc_trajCps0,RMDcls+TRAJ(persample-0),5,1043,0.7691381822771448,0.0022559457049762,0.091227139147665,0.0023518367258173,0.0570676628833597,0.0003614738267435,0.1338129496402877,0.0018184353582857,0.1689030883919063,0.0005833041080992,0.7713790689936089 |
| roberta_cola,rc_trajCps1,RMDcls+TRAJ(persample-1),5,1043,0.768941975606118,0.0010816970201294,0.0879570012703536,0.0013160275427378,0.0570991010700933,0.0001734165316394,0.1326139088729016,0.0039404500539939,0.1680511182108626,0.002182524124805,0.7705930949020688 |
| roberta_cola,rc_trajCps2,RMDcls+TRAJ(persample-2),5,1043,0.7736784734891512,0.0025128334115576,0.0854361828381275,0.0021063763789559,0.0563402641359232,0.0004026311929642,0.1333333333333333,0.0017784648650109,0.1671991480298189,0.002916520540496,0.7760547542826982 |
| roberta_cola,rc_trajFREE,RMDcls+TRAJ(order-free),5,1043,0.778098860624419,0.0021578826417988,0.0800552418300832,0.0014426968247508,0.0556318937646677,0.0003461386132337,0.1354916067146283,0.0023980815347721,0.1682641107561235,0.0007530423654808,0.7804808784551307 |
| roberta_cola,rc_trajORD,RMDcls+TRAJ(order-dependent),5,1043,0.7787368191571145,0.0017569998289988,0.0807816660950342,0.0015960052180465,0.0555294898464768,0.0002812405192907,0.1330935251798561,0.0016956997150756,0.1650692225772098,0.0015060847309617,0.7816569710738587 |
| roberta_cola,trajORD_only,TRAJ(order-dependent),5,1043,0.7751488761144194,0.0012307622920878,0.0796292062053802,0.001438941031084,0.056104937358034,0.000197252976347,0.1383693045563549,0.0039404500539939,0.1657082002129925,0.0017820234856955,0.7793449450965542 |
| roberta_cola,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,1043,0.7804602251213384,0.0014390909174714,0.0801700908477552,0.0015999836175868,0.0552533485805474,0.0002305660544322,0.1342925659472422,0.0030569661352474,0.1680511182108626,0.0015795949919266,0.7827355340607896 |
| roberta_cola,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,1043,0.7814125732906497,0.0023589605753702,0.0794109657712287,0.0013095193509511,0.0551013054201456,0.0003779051671624,0.1323741007194244,0.0013671168166656,0.1676251331203408,0.002564769878337,0.7841870044634149 |
| roberta_cola,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,1043,0.7815250192190744,0.0021308479000541,0.0789149668726451,0.0012647462834862,0.0550836559118039,0.000341772235089,0.1335731414868105,0.0023373607541508,0.1693290734824281,0.0032824355713359,0.7837796748247335 |
| roberta_cola,trajsoft_only,TRAJSOFT,5,1043,0.7630620862161945,0.0044986518834622,0.090285447409329,0.0014033251145374,0.0580408678042632,0.0007204321363192,0.1323741007194245,0.0020063789605133,0.1682641107561235,0.0026086152745294,0.76533510034078 |
| roberta_cola,rc_trajsoft,RMDcls+TRAJSOFT,5,1043,0.765239865523849,0.0020604495296511,0.0892418582974981,0.0011608471781104,0.0576921061654696,0.0003300720202329,0.1333333333333333,0.0023064009666272,0.1676251331203407,0.002564769878337,0.7672971670510481 |
| roberta_cola,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,1043,0.7611746009890652,0.0009754431075799,0.0931156463217686,0.0024021805574725,0.0583434833327051,0.0001567691815397,0.1359712230215827,0.0018184353582857,0.1686900958466453,0.0017820234856955,0.7621854669374549 |
| roberta_cola,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,1043,0.7519121544869367,0.0030400624353274,0.0977087509247341,0.0020366775174133,0.0598278805238594,0.0004871090775026,0.1366906474820143,0.0028119998560092,0.1674121405750798,0.0019050632396164,0.7533303500740078 |
| roberta_cola,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,1043,0.7720784138239647,0.0018212206180623,0.0857352023287301,0.0016160450058679,0.056596365855923,0.0002907078691988,0.1342925659472422,0.001199040767386,0.1680511182108626,0.0008910117428478,0.7742734042431126 |
| roberta_cola,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,1043,0.7846987481784906,0.0021903704361021,0.0778033071608543,0.0008194016521172,0.0545745779055732,0.0003505420871444,0.134052757793765,0.003327203099643,0.1674121405750798,0.0019050632396164,0.7883234082590387 |
| roberta_cola,trajC_only,TRAJ,5,1043,0.7820080777483276,0.0020173269663865,0.0797572187047704,0.0022284573365744,0.0550058877656733,0.0003236177980203,0.1350119904076738,0.0010724546654675,0.1667731629392971,0.001934600865238,0.7859023785756084 |
| roberta_cola,rmdcls_only,RMDcls,5,1043,0.759552166878937,0.0031924124643359,0.093949573869688,0.0040638536182014,0.0586032620336094,0.0005120323810108,0.1347721822541966,0.0016086819982012,0.1716719914802981,0.0011666082161984,0.7607798928321458 |
| roberta_cola,rmdml_only,RMDml,5,1043,0.7665536470345253,0.0025923302517261,0.0918312051301436,0.0028329009221767,0.0574827021029573,0.000415557307788,0.134052757793765,0.0031036400732721,0.1689030883919063,0.001934600865238,0.7675094374261356 |
| roberta_cola,rmdlast1_only,RMD-last (fitted),5,1043,0.7145256043968653,0.0008092410711868,0.1083968813728367,0.0011309428708927,0.0658241171339036,0.0001240051247883,0.148441247002398,0.0023064009666272,0.1716719914802981,0.0011666082161984,0.7154544307138022 |
| roberta_cola,rmdclslast_only,RMDcls-last,5,1043,0.7353332644888874,0.0008056912471985,0.1053116486773391,0.0010737902756231,0.0624981040567211,0.0001280657399535,0.1412470023980815,0.0005362273327337,0.1727369542066028,0.0004762658099041,0.7353447385632164 |
| roberta_cola,clslast_only,RawCLS-last,5,1043,0.7766554220738242,0.0045929889717936,0.0781422616578395,0.0023824890226147,0.055862440467381,0.0007358228167448,0.1362110311750599,0.0013671168166656,0.169542066027689,0.0024284886583581,0.7833436600002295 |
| roberta_cola,clsall_only,RawCLS-all,5,1043,0.7769032620793318,0.0042572345206744,0.0797594278026694,0.0028226161827857,0.0558238321678835,0.0006819128750344,0.1364508393285371,0.0063106462191562,0.1706070287539936,0.0044167074234989,0.7849959267036132 |
| roberta_cola,rmdsort_only,RMDsort,5,1043,0.7671158766766492,0.0019163790991975,0.0882381313163383,0.0016115644195448,0.0573916968255704,0.0003076108251828,0.1400479616306954,0.002144909330935,0.169542066027689,0.0020484967051833,0.7686625818962056 |
| roberta_cola,rmdtop3_only,RMDtop3,5,1043,0.7671158766766492,0.0019163790991975,0.0882381313163383,0.0016115644195448,0.0573916968255704,0.0003076108251828,0.1400479616306954,0.002144909330935,0.169542066027689,0.0020484967051833,0.7686625818962056 |
| roberta_cola,rmdtraj_only,RMD-Traj,5,1043,0.7547146971418079,0.0037398605155143,0.096975152266352,0.0026203468825384,0.0593786453818498,0.0005999351694126,0.1388489208633093,0.0017784648650109,0.1738019169329073,0.0029551516348267,0.7562820556951567 |
| roberta_cola,rmdtraj_rmdml,RMD-Traj+RMDml,5,1043,0.7599812972588437,0.0033037200617347,0.0977518516275386,0.0022180985105119,0.0585351459623532,0.0005292602187582,0.1386091127098321,0.00300956844077,0.1725239616613418,0.0010649627263045,0.761783874335938 |
| roberta_cola,single_v1,AttnTopo,5,1043,0.7776651406147809,0.0044478235727327,0.0782864778670641,0.0018182118094553,0.0557012048547178,0.0007128543733166,0.1364508393285371,0.003327203099643,0.1697550585729499,0.0032476998257671,0.7853860452308009 |
| roberta_cola,single_v1_3term,AttnTopo+3term,5,1043,0.7742642249836493,0.0014698385504272,0.082359501551017,0.0008424044445092,0.0562470526699937,0.0002357477818725,0.1362110311750599,0.0028876725608614,0.1729499467518636,0.001615095941225,0.7786966598969628 |
| roberta_cola,single_v1_cct,AttnTopo+CCT,5,1043,0.7807688777207898,0.0039537706400411,0.0778771703441618,0.0027882857823895,0.0552040770364269,0.0006335351801952,0.1333333333333333,0.0029855874335704,0.1684771033013844,0.0035640469713911,0.7865277156265419 |
| roberta_cola,single_v1_cct_3term,AttnTopo+CCT+3term,5,1043,0.782331646644407,0.0062517223413675,0.0778064658438826,0.0018859468849881,0.0549531230896935,0.0010021947292029,0.1345323741007194,0.0031036400732721,0.1712460063897763,0.0029551516348267,0.7864531341434031 |
| roberta_cola,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,1043,0.7809237777242322,0.0037889740647474,0.0785665703321766,0.0024872568516277,0.0551798089624571,0.0006065832410897,0.1345323741007194,0.0027342336333312,0.1697550585729499,0.0030681278574841,0.7851221415212328 |
| roberta_cola,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,1043,0.7891529838330293,0.0038140373641869,0.0750654580483476,0.0013431446477879,0.0538603243648704,0.0006109889096277,0.1321342925659472,0.0041880693516961,0.1686900958466453,0.0026730352285433,0.7934810046699482 |
| roberta_cola,single_v1_mdml,AttnTopo+MDml,5,1043,0.7741747272038829,0.0052427706251439,0.0790656428138243,0.0028768300205672,0.0562599221031595,0.0008401213413349,0.137410071942446,0.0010724546654675,0.1708200212992545,0.0023332164323968,0.7801423932624235 |
| roberta_cola,single_v1_rmdcls,AttnTopo+RMDcls,5,1043,0.7828479799892143,0.0043631414226426,0.0791794048187711,0.0032548615444725,0.0548702990948192,0.0006995685978379,0.1350119904076738,0.0006567416756656,0.1712460063897763,0.0029551516348267,0.7873767971268918 |
| roberta_cola,single_v1_rmdml,AttnTopo+RMDml,5,1043,0.7878908356568333,0.0041383719029913,0.0757037873948505,0.0011443326682278,0.0540632937107999,0.0006630758016773,0.1294964028776978,0.0044863997443332,0.1689030883919063,0.0039561609416414,0.7916279416658061 |
| roberta_cola,trajdelta_only,TrajDelta,5,1043,0.7367600656317053,0.0053012604465531,0.1041334330367172,0.0038657658247306,0.0622565264112942,0.0008499428552438,0.1426858513189448,0.0035971223021582,0.169542066027689,0.0029551516348267,0.7391856849448671 |
| roberta_cola,trajpoly_only,TrajPoly,5,1043,0.7513000126214818,0.0117163408785061,0.0913056684740823,0.006315533671943,0.0599258720649648,0.0018773477237541,0.1412470023980815,0.0023064009666272,0.1697550585729499,0.0014287974297123,0.7582900187027409 |
| roberta_cola,trajshape_only,TrajShape,5,1043,0.7552023453007928,0.0031981895694968,0.0936555584383007,0.0020222263731668,0.0593011530092871,0.0005131695840211,0.1383693045563549,0.0023373607541508,0.1716719914802981,0.0029551516348267,0.7569475520062419 |
| roberta_cola,trajstat_only,TrajStat,5,1043,0.7581534772182253,0.0030909998804431,0.0969420767169329,0.0041751665733733,0.0588279255668755,0.0004955868330398,0.1369304556354916,0.0025994584398895,0.1755058572949946,0.0031411887547928,0.75921368168623 |
| roberta_sst5,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,2210,0.6073021740004216,0.0029690822975526,0.3963858108952284,0.0027818139849961,0.2132621977436989,0.0007411059220717,0.4497737556561086,0.0009293934799295,0.461639014580191,0.0032853311719868,0.610398420459868 |
| roberta_sst5,cct,CCT,5,2210,0.5654860309624646,0.0080034922673837,0.4189189850820956,0.0056391805371859,0.2236996580741589,0.0019977469719145,0.4630090497737556,0.0049406035750955,0.4705882352941176,0.0020422419317837,0.5731279668670621 |
| roberta_sst5,cct_only,CCT (matched block),5,2210,0.5654858669055336,0.0080033063922335,0.4189191240438119,0.0056390257553585,0.223699739972564,0.0019976541812005,0.4630090497737556,0.0049406035750955,0.4705882352941176,0.0020422419317837,0.5731287871517174 |
| roberta_sst5,cct_rmdml,CCT+RMDml,5,2210,0.5865355195559964,0.0027405070740714,0.4102533197080761,0.0028648639747661,0.2184456501709629,0.000684054652328,0.4514705882352941,0.0048226411192968,0.4648567119155354,0.0039842358483979,0.591463789764324 |
| roberta_sst5,cct_rmdtraj,CCT+RMD-Traj,5,2210,0.5924507562614378,0.0026098725923575,0.4113957357648242,0.0023233270401885,0.2169691857251079,0.0006514421115196,0.4510180995475113,0.003035386394796,0.4613373554550025,0.0021507541112325,0.5977906453097354 |
| roberta_sst5,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,2210,0.5901994029968279,0.0071829551374905,0.4090746586134027,0.0042993542204996,0.2175311521058127,0.0017928915451379,0.4495475113122172,0.0040471818597281,0.4623428858722976,0.0022652348569268,0.5957620813574727 |
| roberta_sst5,mahatraj,MahaTraj,5,2210,0.5678328653609375,0.0058834395356481,0.4308144403778954,0.0063638215783888,0.2231138387829897,0.0014685264906925,0.4595022624434389,0.0033842251813691,0.4687782805429864,0.002987119311717,0.572515214229642 |
| roberta_sst5,mahatraj_cct,MahaTraj+CCT,5,2210,0.5927194815144752,0.004990966335688,0.4106101301633925,0.0027411699702927,0.2169021109313896,0.0012457601670212,0.4519230769230769,0.0043629096777549,0.4626445449974861,0.0020851122527227,0.599333600746131 |
| roberta_sst5,mdml_only,MDml,5,2210,0.5183313113316583,0.0050694581945274,0.4679774299682847,0.0050630788811289,0.2354696464036363,0.0012653824968622,0.4734162895927601,0.0021163220513427,0.4773252890899949,0.0038879064714291,0.5223006687780793 |
| roberta_sst5,rc_traj,RMDcls+TRAJ+1layer,5,2210,0.6091834148286138,0.0043505011553357,0.3947156066794465,0.0026247617388449,0.2127926127638664,0.0010858700708634,0.4504524886877828,0.0054925445186924,0.4604323780794369,0.0027857003875706,0.6117289221705716 |
| roberta_sst5,rc_trajA,RMDcls+TRAJ(derivable),5,2210,0.6053430061299873,0.0008536883731039,0.3966023946611188,0.0017050113066887,0.2137511926455232,0.0002130942828076,0.4489819004524887,0.0010879742116329,0.4618401206636501,0.0029229646764703,0.6069048281134519 |
| roberta_sst5,rc_trajB,RMDcls+TRAJ(1layer),5,2210,0.6016166169984307,0.0037425060797236,0.3960844575762999,0.0045729589258473,0.2146813742552363,0.0009341430343817,0.4514705882352941,0.002694825622075,0.4640522875816993,0.0023312263689028,0.6033554564104836 |
| roberta_sst5,rc_trajC,RMDcls+TRAJ,5,2210,0.6078306013752892,0.0017669482319051,0.3958162981160665,0.0043284528604863,0.2131303003624004,0.0004410568832077,0.4486425339366516,0.0041832267165385,0.4635495223730518,0.0009405875783745,0.6098430877483103 |
| roberta_sst5,rc_trajCps0,RMDcls+TRAJ(persample-0),5,2210,0.6016748572089486,0.0021232624561447,0.4000862211409817,0.0024453710617356,0.2146667553899387,0.0005300016659062,0.4532805429864253,0.0018587869598591,0.4638511814982403,0.0011015033836202,0.6037754421539363 |
| roberta_sst5,rc_trajCps1,RMDcls+TRAJ(persample-1),5,2210,0.6061209640969609,0.0036208289950446,0.3996052106114003,0.0006636379726342,0.2135569910525992,0.0009037825678465,0.4527149321266968,0.0045880768757179,0.4630467571644042,0.0028217627351236,0.6091146749745097 |
| roberta_sst5,rc_trajCps2,RMDcls+TRAJ(persample-2),5,2210,0.5983745239272933,0.0027828693038625,0.4010516990249883,0.0025587571209739,0.2154905509715198,0.0006945999099201,0.452262443438914,0.0020627355801821,0.4633484162895928,0.001404146811842,0.6012407625694268 |
| roberta_sst5,rc_trajFREE,RMDcls+TRAJ(order-free),5,2210,0.6041801706028026,0.0022031949950612,0.3984011794931814,0.0022156203403753,0.2140414815421469,0.0005499319342997,0.4497737556561086,0.002604267971317,0.4601307189542484,0.0021152020078393,0.6058565043241306 |
| roberta_sst5,rc_trajORD,RMDcls+TRAJ(order-dependent),5,2210,0.6063850957559292,0.0032937838375517,0.3937483874973235,0.003079763200188,0.2134911037857537,0.0008221806072502,0.4509049773755656,0.0022411326647238,0.4628456510809452,0.0026981212398187,0.6076849188205291 |
| roberta_sst5,trajORD_only,TRAJ(order-dependent),5,2210,0.5793227565829895,0.0081019674225163,0.409986955501948,0.00720478827818,0.2202459818595032,0.0020222799788112,0.4566742081447964,0.0037218741801724,0.4663650075414781,0.0019341763762364,0.5895008485844757 |
| roberta_sst5,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,2210,0.6102781667294184,0.0035917340173482,0.395154046892773,0.0030683326379497,0.2125193587354886,0.0008964796871459,0.4487556561085973,0.0039308937452249,0.4603318250377073,0.0017270552073723,0.6119864915522985 |
| roberta_sst5,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,2210,0.6062151327753756,0.0022354800247397,0.3953292331684142,0.0032321495960881,0.2135335271595585,0.0005579737915742,0.4493212669683258,0.0027302077796712,0.4609351432880844,0.0019276309213354,0.6079186999472557 |
| roberta_sst5,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,2210,0.6053472716101942,0.0018616462265068,0.3970904500906624,0.0032068030632291,0.2137501689154603,0.0004646747157463,0.4493212669683258,0.0030089221896539,0.4622423328305681,0.0012108189621711,0.6073084081638009 |
| roberta_sst5,trajsoft_only,TRAJSOFT,5,2210,0.5995980605189614,0.0036801688061222,0.4013845189793633,0.0075661679175456,0.2151851927683708,0.0009185590087548,0.4468325791855204,0.0026529500903978,0.4620412267471091,0.0018472773324156,0.6024539635744396 |
| roberta_sst5,rc_trajsoft,RMDcls+TRAJSOFT,5,2210,0.6009539910539756,0.0033288907151193,0.3987332732115961,0.0049977388721138,0.214846727134989,0.0008308627417424,0.4470588235294118,0.0021388767422159,0.461236802413273,0.0019012237708586,0.6040354723896286 |
| roberta_sst5,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,2210,0.6014984960080847,0.0026777786066448,0.3961655524656945,0.0033457878081843,0.2147108167318441,0.0006683812351403,0.4484162895927602,0.0014640474101294,0.4618401206636501,0.0017270552073723,0.6035834955446239 |
| roberta_sst5,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,2210,0.5886183043239666,0.0042788639075416,0.4194424802483998,0.0058473186816481,0.2179257386212403,0.0010679680408091,0.4490950226244344,0.0025609120865773,0.4652589240824535,0.0010425561263613,0.5909084570527665 |
| roberta_sst5,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,2210,0.6001681583543121,0.0036991998036011,0.4059243880655908,0.0064854097504831,0.2150428328658299,0.0009233299970371,0.4475113122171946,0.0020935243804662,0.4610356963298139,0.0005027652086475,0.6047458389010154 |
| roberta_sst5,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,2210,0.6083424590001223,0.0011358975397581,0.3946292315646771,0.0024189804875121,0.2130025593251571,0.0002835160997369,0.4480769230769231,0.0017615850115834,0.4606334841628959,0.0011464810709895,0.6106551695569397 |
| roberta_sst5,trajC_only,TRAJ,5,2210,0.5891412357916443,0.003634106618118,0.4053952825964387,0.0029726356627888,0.2177952539874286,0.0009070759329408,0.4537330316742081,0.0023796022588192,0.465359477124183,0.0020911648409336,0.5959589496747162 |
| roberta_sst5,rmdcls_only,RMDcls,5,2210,0.6043210955065627,0.0027951357242275,0.3938753616869349,0.0027523629227118,0.2140063061771872,0.0006977019364233,0.4467194570135746,0.0018928959876336,0.4625439919557567,0.003812405954777,0.6057515078882674 |
| roberta_sst5,rmdml_only,RMDml,5,2210,0.5459834351716732,0.007283021253471,0.450154666174447,0.0110600152923406,0.2285676173706517,0.0018178684090974,0.4641402714932127,0.0016295090826796,0.469683257918552,0.0013951168351444,0.5487048115437019 |
| roberta_sst5,rmdlast1_only,RMD-last (fitted),5,2210,0.5444853493059161,0.0014267663894847,0.4485346933439009,0.0027909184904462,0.2289789930591101,0.0003306481116711,0.4614253393665158,0.000252948866233,0.4674710910005027,0.0004206435528074,0.5449671845123695 |
| roberta_sst5,rmdclslast_only,RMDcls-last,5,2210,0.5975964019033885,0.0003409176695829,0.4052822072478922,0.0020224328606469,0.2156864929055506,8.41443340476744e-05,0.4445701357466063,0.0019997363721339,0.461437908496732,0.0015658533436297,0.5982729726869819 |
| roberta_sst5,clslast_only,RawCLS-last,5,2210,0.5712475463235253,0.0071191755867117,0.4250980851546259,0.0062388944139167,0.2222615835056612,0.0017769474439808,0.4564479638009049,0.0055992618419749,0.4648567119155354,0.0044060135344809,0.5835176923095853 |
| roberta_sst5,rmdsort_only,RMDsort,5,2210,0.5950033180514303,0.0039370330473978,0.4039020750333983,0.0025387966211699,0.2163320570831882,0.0009826761474401,0.448868778280543,0.0023525604460503,0.4618401206636501,0.0016900690109574,0.5969252449985194 |
| roberta_sst5,rmdtop3_only,RMDtop3,5,2210,0.5798677537078917,0.0027582324689271,0.4129347969501527,0.0038261966762207,0.2201099281341496,0.0006885175952284,0.4576923076923077,0.0024458991301402,0.4643539467068879,0.0016900690109574,0.5819082938161201 |
| roberta_sst5,rmdtraj_only,RMD-Traj,5,2210,0.5717052651611162,0.0041797659378898,0.4264700121161934,0.0043561977488757,0.2221473147560451,0.0010432669042435,0.4599547511312217,0.002922626851304,0.4679738562091503,0.0013951168351444,0.5764566819977869 |
| roberta_sst5,rmdtraj_rmdml,RMD-Traj+RMDml,5,2210,0.5750977984380139,0.0061042133829544,0.4234026273426226,0.0043468122715403,0.2213005261972523,0.0015236037356886,0.4546380090497737,0.0031339129360169,0.4677727501256913,0.0022371639478418,0.5792440092560921 |
| roberta_sst5,single_v1,AttnTopo,5,2210,0.566072370433988,0.006025573076929,0.4272344285479498,0.0064630966828642,0.2235533056243729,0.0015040048518081,0.459841628959276,0.0019997363721339,0.4697838109602815,0.0031114627343923,0.5766527300303752 |
| roberta_sst5,single_v1_3term,AttnTopo+3term,5,2210,0.5998925427101712,0.0023896130707335,0.4024769462610765,0.0042128799282832,0.2151116275260539,0.000596462744005,0.4520361990950226,0.0025104458168746,0.4646556058320764,0.001960139636965,0.60281816996134 |
| roberta_sst5,single_v1_cct,AttnTopo+CCT,5,2210,0.5630099197023352,0.0089280232821837,0.428803349013252,0.0087937163207731,0.224317704387707,0.002228504096031,0.4583710407239819,0.0028449720226152,0.4665661136249371,0.0036945546648313,0.5761876286308875 |
| roberta_sst5,single_v1_cct_3term,AttnTopo+CCT+3term,5,2210,0.5962629471679262,0.0019787273642042,0.4061640081117713,0.0033741224546196,0.2160176081570811,0.0004938993587169,0.4554298642533936,0.0019346868072949,0.4633484162895928,0.0014484525179374,0.5982221150383606 |
| roberta_sst5,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,2210,0.5990143459583346,0.0021067871130621,0.403441810413126,0.0020460986155439,0.2153308490817141,0.000525913406342,0.4527149321266968,0.0017248812988661,0.4650578179989945,0.0011790889290657,0.601092291046839 |
| roberta_sst5,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,2210,0.5895961656614077,0.0059753813315565,0.405133762376889,0.0049471111857986,0.2176817018488565,0.0014914548592221,0.4552036199095022,0.0030301120443391,0.4625439919557567,0.003353862258453,0.5947769194866003 |
| roberta_sst5,single_v1_mdml,AttnTopo+MDml,5,2210,0.5677962806653165,0.0152248277776908,0.4293246984066997,0.0102271147772991,0.2231230318789541,0.0038001874573542,0.4564479638009049,0.0042326441026854,0.4704876822523881,0.0006555256314934,0.5821593009206054 |
| roberta_sst5,single_v1_rmdcls,AttnTopo+RMDcls,5,2210,0.5981984908402914,0.0038240296596665,0.4061114009379346,0.0032901601081509,0.2155344894658176,0.0009545273900965,0.4553167420814479,0.0019180797463589,0.4640522875816993,0.0024885608186555,0.6002826700921754 |
| roberta_sst5,single_v1_rmdml,AttnTopo+RMDml,5,2210,0.5805512148825887,0.0039443288744386,0.4095105594109435,0.0072146146064982,0.2199393747056776,0.00098451873287,0.4571266968325791,0.0024458991301402,0.465158371040724,0.0035085663795611,0.5853780979075359 |
| roberta_sst5,trajdelta_only,TrajDelta,5,2210,0.5498053054370928,0.0097376990742491,0.4450711598874961,0.004245370353677,0.2278002088409328,0.0024561419450031,0.4641402714932127,0.0056078255918305,0.4689793866264454,0.00296162422826,0.5606358518533101 |
| roberta_sst5,trajpoly_only,TrajPoly,5,2210,0.5516545551637329,0.0067105745477925,0.4385350851401594,0.0045152510510736,0.2271520648635367,0.0016750000813071,0.4649321266968326,0.0056135275003617,0.469884364002011,0.003008200161217,0.5596793999453691 |
| roberta_sst5,trajshape_only,TrajShape,5,2210,0.5652478202986,0.0080412727453159,0.4273577708990063,0.0057347808125078,0.2237590753670072,0.0020071137438421,0.4652714932126697,0.0032393260324154,0.4735042735042735,0.001960139636965,0.5689346717097767 |
| roberta_sst5,trajstat_only,TrajStat,5,2210,0.5807219981477972,0.0076548142897383,0.4229612006859099,0.0048719922816647,0.2198967056366577,0.0019106870207344,0.4531674208144796,0.001226215123794,0.4661639014580191,0.0022874435728662,0.5847866726711504 |
| roberta_toxigen,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,940,0.728824086452763,0.0038032054466246,0.0982676103149196,0.0018338314721819,0.0649357175192394,0.0006181543157791,0.1550531914893617,0.0024156784740139,0.1782505910165484,0.0015411826017027,0.7319449086452763 |
| roberta_toxigen,cct,CCT,5,940,0.7206383689839572,0.0033863063316788,0.0996961105481166,0.0015420311215101,0.0662661837935717,0.0005503935832168,0.1638297872340425,0.0031748235069982,0.18274231678487,0.0006474261909044,0.7217371323529411 |
| roberta_toxigen,cct_only,CCT (matched block),5,940,0.7206383689839572,0.0033863063316788,0.0996961105481166,0.0015420311215101,0.0662661837935717,0.0005503935832168,0.1638297872340425,0.0031748235069982,0.18274231678487,0.0006474261909044,0.7217371323529411 |
| roberta_toxigen,cct_rmdml,CCT+RMDml,5,940,0.7304172237076648,0.0039713521980754,0.0987540598282669,0.0016994522569279,0.0646767768220914,0.0006454840621081,0.1582446808510638,0.0024878041135465,0.1747044917257683,0.0028220653395539,0.7327317290552584 |
| roberta_toxigen,cct_rmdtraj,CCT+RMD-Traj,5,940,0.7336034982174688,0.0026818826936189,0.0976332322935224,0.001880751737682,0.0641588954277953,0.0004359000282104,0.1566489361702127,0.0019723932146531,0.1763593380614657,0.0028220653395539,0.7359347147950088 |
| roberta_toxigen,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,940,0.7332692736185382,0.0053011037878236,0.0981341578317438,0.0032880318161285,0.0642132186509732,0.0008616153481123,0.1558510638297872,0.0017338304269155,0.1754137115839243,0.0034054043240869,0.7357536764705882 |
| roberta_toxigen,mahatraj,MahaTraj,5,940,0.7175732508912656,0.002353621817995,0.1040583840856581,0.0021941400551265,0.0667643730194658,0.0003825461192996,0.1582446808510638,0.0021025782314949,0.1768321513002363,0.0025897047636178,0.720699643493761 |
| roberta_toxigen,mahatraj_cct,MahaTraj+CCT,5,940,0.7240975935828878,0.0032466646384065,0.1016469294407816,0.0018977632198848,0.0657039384336804,0.000527696908906,0.1571808510638297,0.0028829100250902,0.1763593380614657,0.0025625866889691,0.7271195409982174 |
| roberta_toxigen,mdml_only,MDml,5,940,0.6045259581105169,0.0096807343686933,0.15162431477827,0.0059363766931113,0.0851385242191036,0.0015734589713606,0.188563829787234,0.0040334443851338,0.1945626477541371,0.0035064768260499,0.6115613859180035 |
| roberta_toxigen,rc_traj,RMDcls+TRAJ+1layer,5,940,0.7274635138146167,0.0037797762599295,0.0998677471874379,0.0026107356999631,0.0651568583069262,0.0006143462509574,0.1574468085106382,0.0020167221925669,0.1765957446808511,0.0025897047636178,0.7302389705882353 |
| roberta_toxigen,rc_trajA,RMDcls+TRAJ(derivable),5,940,0.719149676916221,0.0029582586117714,0.1028213047182658,0.0010689728092981,0.066508035310095,0.0004808790122187,0.1587765957446808,0.0020167221925669,0.1770685579196217,0.0019422785727133,0.7208667557932263 |
| roberta_toxigen,rc_trajB,RMDcls+TRAJ(1layer),5,940,0.7159285873440286,0.0016797854506779,0.1052726821960545,0.0013843762858412,0.0670315753734721,0.0002731866892213,0.1553191489361702,0.0034420689110491,0.1749408983451536,0.0028953779465522,0.7185898507130125 |
| roberta_toxigen,rc_trajC,RMDcls+TRAJ,5,940,0.7237842580213903,0.003828700911721,0.1042761815375545,0.0023491344869633,0.0657546401086464,0.0006223695620048,0.1545212765957447,0.0011125798225187,0.175177304964539,0.0015411826017027,0.7271682820855614 |
| roberta_toxigen,rc_trajCps0,RMDcls+TRAJ(persample-0),5,940,0.7078709893048127,0.0044341341480041,0.1111379884888498,0.0031328801220057,0.0683413309189678,0.000720702365097,0.1561170212765957,0.0033377394675561,0.1791962174940898,0.0027212445468608,0.7098512700534759 |
| roberta_toxigen,rc_trajCps1,RMDcls+TRAJ(persample-1),5,940,0.709982174688057,0.0060468409589588,0.1081044619718694,0.0023337359755149,0.067998189225894,0.000982823801677,0.1566489361702127,0.0017338304269155,0.1796690307328605,0.003830224999059,0.7123858065953654 |
| roberta_toxigen,rc_trajCps2,RMDcls+TRAJ(persample-2),5,940,0.701400958110517,0.0027063358361724,0.1138040374370128,0.0021534082091824,0.0693929379809868,0.0004398745217833,0.1561170212765957,0.0015161907248658,0.1801418439716312,0.0019779196844777,0.7027489973262032 |
| roberta_toxigen,rc_trajFREE,RMDcls+TRAJ(order-free),5,940,0.7222064393939395,0.0018366296712689,0.1014001976347261,0.0017922694097372,0.0660112041647804,0.0002987091296753,0.1587765957446808,0.0007283544647675,0.175177304964539,0.0028220653395539,0.7242368538324421 |
| roberta_toxigen,rc_trajORD,RMDcls+TRAJ(order-dependent),5,940,0.7286430481283424,0.0033405860591278,0.1012740205934045,0.0023014135205763,0.0649651425984608,0.0005429624348887,0.1531914893617021,0.0049220094476919,0.1775413711583924,0.0015411826017027,0.7312903854723708 |
| roberta_toxigen,trajORD_only,TRAJ(order-dependent),5,940,0.7187973484848487,0.0067640665066572,0.104318874022638,0.0030646366958076,0.0665654142145767,0.0010993981161386,0.1611702127659574,0.0028829100250902,0.1789598108747045,0.0028467126663811,0.7255180481283423 |
| roberta_toxigen,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,940,0.7289633467023173,0.0014194592368783,0.0984997419361723,0.00104086290459,0.0649130828429153,0.0002307119259433,0.1566489361702127,0.001456708929535,0.1761229314420803,0.002047341380105,0.7310814950980391 |
| roberta_toxigen,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,940,0.7245794340463458,0.0032389139440777,0.1024140953777104,0.0019213552152335,0.0656256224535989,0.0005264371491542,0.1553191489361702,0.0030323814497317,0.175886524822695,0.0022736860592992,0.7262839795008913 |
| roberta_toxigen,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,940,0.7281807040998218,0.004024668194111,0.100440658525082,0.0035053252332463,0.0650402897238569,0.0006541497819889,0.1550531914893617,0.00291341785907,0.1742316784869976,0.0024511159992113,0.7317708333333334 |
| roberta_toxigen,trajsoft_only,TRAJSOFT,5,940,0.7082776292335117,0.0026466134726982,0.1091318576547864,0.0021378948756118,0.0682752376641014,0.0004301675424343,0.1561170212765957,0.002592232538513,0.1761229314420803,0.0014476889732761,0.7121699532085561 |
| roberta_toxigen,rc_trajsoft,RMDcls+TRAJSOFT,5,940,0.7102551247771836,0.0029883656390221,0.1081899681299928,0.0016696023162816,0.0679538252602987,0.000485714259409,0.1558510638297872,0.0021850633943025,0.1768321513002364,0.0013477250887696,0.7126991421568628 |
| roberta_toxigen,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,940,0.7102732286096257,0.0033866613878109,0.1085620924759764,0.003198197212934,0.0679508827523766,0.0005504512922949,0.1569148936170212,0.0021025782314949,0.1756501182033097,0.0019779196844777,0.712225657308378 |
| roberta_toxigen,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,940,0.6899649064171124,0.002674775785847,0.1190201827163008,0.0021816004104586,0.0712516976007243,0.0004347449063605,0.1609042553191489,0.0031186274998825,0.183451536643026,0.0022736860592992,0.6925272950089126 |
| roberta_toxigen,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,940,0.719372493315508,0.0023093993717099,0.1054522649901086,0.0014141185586774,0.066471933001358,0.0003753584202891,0.1553191489361702,0.0017338304269155,0.1756501182033097,0.002147269754679,0.7223011363636364 |
| roberta_toxigen,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,940,0.7320521390374333,0.0021377219440648,0.0966585052505337,0.0015279244560498,0.0644110457220461,0.0003474548152091,0.1553191489361702,0.001456708929535,0.1768321513002364,0.0024511159992113,0.7364221256684491 |
| roberta_toxigen,trajC_only,TRAJ,5,940,0.7343722147950089,0.0040335217373739,0.0980271448045284,0.0025430151530112,0.0640339520144862,0.0006555887933846,0.1555851063829787,0.0026595744680851,0.1777777777777777,0.0024511159992113,0.7369025735294118 |
| roberta_toxigen,rmdcls_only,RMDcls,5,940,0.7172821969696971,0.0022861564611787,0.1048832039215811,0.0004209812840937,0.0668116794929832,0.0003715806318794,0.1558510638297872,0.0025578968167116,0.177304964539007,0.0023640661938534,0.7180119206773619 |
| roberta_toxigen,rmdml_only,RMDml,5,940,0.6953654188948308,0.0044660536227555,0.1236246540730762,0.0030742943507138,0.0703739248528746,0.0007258903995989,0.1566489361702127,0.0017338304269155,0.1754137115839243,0.0006474261909044,0.6972969585561498 |
| roberta_toxigen,rmdlast1_only,RMD-last (fitted),5,940,0.6894468582887701,0.0018669046045451,0.1317358161155861,0.0014717129262912,0.0713306926210955,0.0002830402695608,0.151595744680851,0.0,0.1775413711583924,0.0017532384130249,0.6891432709447416 |
| roberta_toxigen,rmdclslast_only,RMDcls-last,5,940,0.6969070298573976,0.0012803165231892,0.1234182032674256,0.002074964941645,0.0701158895427795,0.0002203215723426,0.1574468085106382,0.0015161907248658,0.1806146572104019,0.0012948523818089,0.6976277016488415 |
| roberta_toxigen,clslast_only,RawCLS-last,5,940,0.6987313391265597,0.0037829445068573,0.1086333657669274,0.0025391148985124,0.0698268447261204,0.0006148612022372,0.164095744680851,0.004267767695713,0.1839243498817966,0.002147269754679,0.7021710672905527 |
| roberta_toxigen,clsall_only,RawCLS-all,5,940,0.7057403074866311,0.008306480784504,0.1068506569342162,0.0033428219085672,0.068687641466727,0.001350094549963,0.1622340425531915,0.0063077346944847,0.1789598108747045,0.0059455207281131,0.7090644496434937 |
| roberta_toxigen,rmdsort_only,RMDsort,5,940,0.7174061385918004,0.0035498493383986,0.1073538515994789,0.0023487326253686,0.0667915346310547,0.0005769750595104,0.1550531914893617,0.0011893978603722,0.1739952718676123,0.0028220653395539,0.7195855614973262 |
| roberta_toxigen,rmdtop3_only,RMDtop3,5,940,0.7174061385918004,0.0035498493383986,0.1073538515994789,0.0023487326253686,0.0667915346310547,0.0005769750595104,0.1550531914893617,0.0011893978603722,0.1739952718676123,0.0028220653395539,0.7195855614973262 |
| roberta_toxigen,rmdtraj_only,RMD-Traj,5,940,0.7207386363636363,0.0031976818904326,0.103724933284244,0.0019458130412154,0.0662498868266183,0.0005197354938618,0.1558510638297872,0.0021850633943025,0.1782505910165484,0.0019422785727133,0.7228929924242424 |
| roberta_toxigen,rmdtraj_rmdml,RMD-Traj+RMDml,5,940,0.7151013814616756,0.0020964103092068,0.1059649671175596,0.0016925457429588,0.0671661385242191,0.0003407402251777,0.1563829787234042,0.0015161907248658,0.175886524822695,0.0009889598422388,0.7177334001782532 |
| roberta_toxigen,single_v1,AttnTopo,5,940,0.7058419674688057,0.0060967037445272,0.1057557088248136,0.0034262242836559,0.0686711181530104,0.0009909282537053,0.1648936170212766,0.0028209047121803,0.1820330969267139,0.0055442266664579,0.7090714126559715 |
| roberta_toxigen,single_v1_3term,AttnTopo+3term,5,940,0.7144872437611408,0.0045157092712958,0.1036118225124077,0.003451237911165,0.0672659574468085,0.000733961184593,0.1566489361702127,0.0021850633943025,0.1791962174940898,0.0042289701702123,0.7179979946524064 |
| roberta_toxigen,single_v1_cct,AttnTopo+CCT,5,940,0.7216090129233512,0.0040186373670876,0.0998369484616121,0.0012168103960336,0.0661084200995925,0.0006531695610136,0.1569148936170212,0.0037612062829071,0.1799054373522458,0.0030596168098214,0.7243134469696969 |
| roberta_toxigen,single_v1_cct_3term,AttnTopo+CCT+3term,5,940,0.7261892825311943,0.0045288832373517,0.0989428561939018,0.0023521291366672,0.0653639655952919,0.0007361024162692,0.1542553191489361,0.0009403015707267,0.1730496453900709,0.0017926419489483,0.7299674131016041 |
| roberta_toxigen,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,940,0.7263006907308377,0.0026096466005053,0.0990509975617251,0.0025259891748679,0.0653458578542326,0.0004241591287666,0.1537234042553191,0.0024156784740139,0.1735224586288415,0.0009889598422388,0.7300022281639929 |
| roberta_toxigen,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,940,0.7207288881461675,0.0049544498050469,0.1022226518397897,0.0038335154929989,0.066251471253961,0.00080527191399,0.1537234042553191,0.0027575054991127,0.176595744680851,0.0017926419489483,0.7235266265597147 |
| roberta_toxigen,single_v1_mdml,AttnTopo+MDml,5,940,0.7053559491978609,0.0035378873857284,0.1053196914685221,0.0024188567680963,0.0687501131733816,0.0005750308225314,0.1662234042553191,0.0036417723238375,0.1817966903073286,0.0015411826017027,0.7091340797682709 |
| roberta_toxigen,single_v1_rmdcls,AttnTopo+RMDcls,5,940,0.7224264705882353,0.0044699747222645,0.1001059235835304,0.0017489185234993,0.0659755545495699,0.000726527715836,0.1545212765957447,0.0023787957207444,0.1747044917257683,0.0022736860592992,0.7267087232620321 |
| roberta_toxigen,single_v1_rmdml,AttnTopo+RMDml,5,940,0.7177974598930482,0.0043003928093566,0.1037917683863067,0.0021616677945177,0.0667279311905839,0.0006989647054193,0.1558510638297872,0.0011125798225187,0.1742316784869976,0.0028467126663811,0.7211383132798574 |
| roberta_toxigen,trajdelta_only,TrajDelta,5,940,0.7150749220142603,0.002074238058525,0.1050242761389635,0.0014085259764654,0.0671704391127206,0.0003371364565562,0.1574468085106383,0.0017840967905583,0.1784869976359338,0.0011820330969267,0.7174200646167558 |
| roberta_toxigen,trajpoly_only,TrajPoly,5,940,0.6747716131907308,0.0039647523894827,0.1175711668260031,0.002716394885376,0.0737211407876867,0.0006444113616658,0.1699468085106383,0.00380793113385,0.1836879432624113,0.001057242542553,0.6768465909090909 |
| roberta_toxigen,trajshape_only,TrajShape,5,940,0.7189310383244207,0.0026588042274518,0.1026084746153161,0.0011258965095229,0.0665436849253055,0.0004321489677792,0.1553191489361702,0.001456708929535,0.1784869976359338,0.0018689584279954,0.7210060160427808 |
| roberta_toxigen,trajstat_only,TrajStat,5,940,0.7210088012477719,0.0009616724398313,0.1019209614281913,0.0021215850392509,0.0662059755545495,0.0001563055105464,0.1550531914893617,0.0020167221925669,0.1761229314420803,0.0023640661938534,0.7230601047237075 |
| roberta_yelp,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,30000,0.8164454882374444,0.0003289629441904,0.0622363381549441,0.0002017975339932,0.0458440456666666,5.032072140618926e-05,0.11455,8.014743359029746e-05,0.1487925925925926,0.0003836507900023,0.818068202102876 |
| roberta_yelp,cct,CCT,5,30000,0.8021576261808271,0.0004190529635983,0.0656841867854012,8.468551839825852e-05,0.0480296276666666,6.41017902746861e-05,0.1211166666666666,0.0006511208285205,0.1540888888888889,0.0005175917643934,0.8030287211955899 |
| roberta_yelp,cct_only,CCT (matched block),5,30000,0.8021576269071966,0.0004190515299157,0.0656841867796467,8.468543706932493e-05,0.0480296276666666,6.410136966526831e-05,0.1211166666666666,0.0006511208285205,0.1540888888888889,0.0005175917643934,0.8030287139318946 |
| roberta_yelp,cct_rmdml,CCT+RMDml,5,30000,0.8171901448362663,0.0003508452922096,0.0623259824017101,0.0001785338320907,0.0457301372222222,5.36680149474061e-05,0.1154333333333333,0.0004837641757899,0.1485777777777777,0.0003192498065112,0.8180355227381807 |
| roberta_yelp,cct_rmdtraj,CCT+RMD-Traj,5,30000,0.8145243657931529,0.0004336109958,0.0631542434927809,0.0002212236063589,0.0461379154444444,6.632849840279846e-05,0.1158749999999999,0.0005504102005676,0.1495777777777777,0.0004394784288649,0.8156674854667079 |
| roberta_yelp,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,30000,0.815753888573826,0.0001624832905978,0.0629432785176583,0.0001722720677997,0.0459498381111111,2.4854703375346492e-05,0.1153999999999999,0.0003579455265819,0.1492518518518518,0.000425039334902,0.8169138774531087 |
| roberta_yelp,mahatraj,MahaTraj,5,30000,0.8083351686875174,0.0015324093768692,0.0669049299423134,0.0005331066738997,0.047084663,0.0002344092144585,0.116175,0.0003577029338555,0.1492666666666666,0.0005588789484426,0.8095016760068707 |
| roberta_yelp,mahatraj_cct,MahaTraj+CCT,5,30000,0.8108774474793978,0.0009707651365962,0.0653120177681057,0.000426295620896,0.0466957763333333,0.0001484957587235,0.115225,0.0002274557343992,0.1491481481481481,0.0002709025710801,0.8121058051633614 |
| roberta_yelp,mdml_only,MDml,5,30000,0.7397981324676463,0.0004819457787982,0.0832180323108111,0.0001353115623988,0.0575686192222222,7.372245782596355e-05,0.1422166666666666,0.000449150432607,0.1634592592592592,0.00040453533099,0.7417521812422699 |
| roberta_yelp,rc_traj,RMDcls+TRAJ+1layer,5,30000,0.8162282441887262,0.0005639247631661,0.0624765157989177,0.0001643712275041,0.0458772769999999,8.626230219081547e-05,0.1145249999999999,0.0003367017308472,0.1480666666666666,0.0002967588981334,0.8174935784394641 |
| roberta_yelp,rc_trajA,RMDcls+TRAJ(derivable),5,30000,0.8152542625633327,0.0002926924681049,0.0631182758797087,0.0001836188958833,0.0460262647777777,4.4772508287953886e-05,0.1151916666666666,0.0003275540667838,0.1490814814814815,0.0002873654035743,0.8160857871457655 |
| roberta_yelp,rc_trajB,RMDcls+TRAJ(1layer),5,30000,0.8173914407158082,0.0003287730635177,0.0623262173623632,0.0002301657044406,0.0456993454444444,5.029167578691976e-05,0.1145333333333333,0.0005063828700806,0.148437037037037,6.0858061945021045e-05,0.8184200264434824 |
| roberta_yelp,rc_trajC,RMDcls+TRAJ,5,30000,0.8172431146071275,0.0002404504262083,0.0622296584924546,0.0001154133306625,0.0457220345555555,3.6781160683623714e-05,0.114075,0.00041812245681,0.1474222222222222,0.0002492787951179,0.8184318444755694 |
| roberta_yelp,rc_trajCps0,RMDcls+TRAJ(persample-0),5,30000,0.8150164302969453,0.0002952285318905,0.0634408660253249,0.000133694170281,0.0460626454444444,4.516044425909799e-05,0.115225,0.0001830490219707,0.1485555555555555,0.0002283116297395,0.8164635065597523 |
| roberta_yelp,rc_trajCps1,RMDcls+TRAJ(persample-1),5,30000,0.8153194004763893,0.000379412118606,0.0633058023591526,0.0002213437717978,0.0460163007777777,5.803781810590379e-05,0.1151333333333333,0.0006610439975271,0.1483259259259259,0.0003825766372923,0.8168399185086036 |
| roberta_yelp,rc_trajCps2,RMDcls+TRAJ(persample-2),5,30000,0.8152323029600103,0.0001700826063054,0.063294363591586,0.0002415223893083,0.0460296238888888,2.6017153600681357e-05,0.115275,0.0005082650227325,0.148637037037037,0.0004576734868616,0.8167334472643927 |
| roberta_yelp,rc_trajFREE,RMDcls+TRAJ(order-free),5,30000,0.8166779163146044,0.0003574032369524,0.0626126139593857,0.0002231017379257,0.0458084916666666,5.467116899932807e-05,0.1145833333333333,0.0004093100563414,0.1483185185185185,0.0001917359867488,0.8175808807920479 |
| roberta_yelp,rc_trajORD,RMDcls+TRAJ(order-dependent),5,30000,0.8179958673206171,0.0003900556609401,0.0621822218775693,0.0001082025213041,0.0456068876666666,5.966593682876472e-05,0.11465,0.0007123659717994,0.1477555555555555,0.0003836507900023,0.819206655578636 |
| roberta_yelp,trajORD_only,TRAJ(order-dependent),5,30000,0.7919092226956337,0.001339294203583,0.069094889851068,0.000488620181353,0.0495973029999999,0.0002048688209101,0.1238416666666666,0.0005731249621349,0.1528518518518518,0.0005873611676723,0.7948395513288113 |
| roberta_yelp,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,30000,0.8177517911818377,0.0003482162255679,0.0622128672279764,0.0001072816926262,0.0456442234444444,5.3265852538627394e-05,0.1141916666666666,0.0005594826479287,0.1470518518518518,0.0003359975831123,0.8190247363324042 |
| roberta_yelp,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,30000,0.8175973185342809,0.0004212395796861,0.0622742832539999,0.0002102365754728,0.0456678527777777,6.443607071554941e-05,0.1141333333333333,0.0002658189651289,0.1471555555555555,0.0001601610985958,0.8188524632733952 |
| roberta_yelp,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,30000,0.8166229679131712,0.0004225016569994,0.0625000853392007,0.0002209371598774,0.045816897,6.462912784247536e-05,0.1143333333333333,0.000555121358103,0.1482074074074074,0.0003653361569083,0.8177493985206394 |
| roberta_yelp,trajsoft_only,TRAJSOFT,5,30000,0.8163948254161779,0.0003909719506447,0.0629633774568641,0.000155115694945,0.0458517954444444,5.980609960324186e-05,0.1153583333333333,0.0002544738580767,0.1471703703703704,0.0002779012071452,0.817434263104478 |
| roberta_yelp,rc_trajsoft,RMDcls+TRAJSOFT,5,30000,0.8169509019602715,0.0004073109819631,0.0626751058023185,0.0001868655517033,0.0457667336666666,6.230544446118943e-05,0.1152416666666666,0.0002382663075915,0.1472148148148148,0.000106057933802,0.8179316736879361 |
| roberta_yelp,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,30000,0.816890988096801,0.0002029591596965,0.0627383458464519,0.0001403349937669,0.0457758985555555,3.10462060006877e-05,0.115075,0.0006147775116974,0.1474,0.0003368131124263,0.8178243743824725 |
| roberta_yelp,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,30000,0.8119455113904728,0.0005391349878321,0.0648333923468038,0.000295523341678,0.046532397,8.247026603495433e-05,0.1159999999999999,0.0003186887195995,0.1478444444444444,0.0002258955656589,0.8129865790519752 |
| roberta_yelp,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,30000,0.8174616138223761,0.000509758100789,0.0623411239195424,0.0001683805241634,0.0456886112222222,7.797654972197003e-05,0.1149,0.0001602948671805,0.1471333333333333,0.0004645159139292,0.8186805170806701 |
| roberta_yelp,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,30000,0.8167500172058781,0.0004260313530321,0.0621621291638182,0.000177509830633,0.0457974625555555,6.516905750279567e-05,0.114775,0.0003315054046819,0.1483555555555555,0.0004732921792808,0.8183706115250509 |
| roberta_yelp,trajC_only,TRAJ,5,30000,0.8060014393012036,0.0005223899971217,0.0654585277988704,0.0002212760238178,0.0474416483333333,7.990882248221247e-05,0.1183583333333333,0.0003222102488196,0.1502518518518518,0.0004361887561611,0.8077317531890799 |
| roberta_yelp,rmdcls_only,RMDcls,5,30000,0.8172953304064274,0.0001635487290987,0.0623614836847006,3.378609102175627e-05,0.0457140472222222,2.5017681105592453e-05,0.1145833333333333,0.000206239477846,0.1484666666666667,0.0003149237284367,0.8179294945793766 |
| roberta_yelp,rmdml_only,RMDml,5,30000,0.8117835309875593,0.0001372147863505,0.0664467377168871,8.412233210427399e-05,0.0465571747777777,2.098943713477077e-05,0.115775,0.0002709935423584,0.148837037037037,0.0002547222053933,0.8123317859846638 |
| roberta_yelp,rmdlast1_only,RMD-last (fitted),5,30000,0.8032819561276442,6.216353694938035e-05,0.0718547700991013,0.0002229008229576,0.0478578198888888,8.139494198196554e-06,0.1164583333333333,0.0001284252917285,0.1497259259259259,3.312693299999048e-05,0.80330738923001 |
| roberta_yelp,rmdclslast_only,RMDcls-last,5,30000,0.8100473458548543,0.0001182926592483,0.0669603829596494,0.0001481118597459,0.0468226885555555,1.8127795695840564e-05,0.11605,0.0001985188208261,0.1491481481481481,0.0002808472386685,0.810206650312457 |
| roberta_yelp,clslast_only,RawCLS-last,5,30000,0.8002850724344764,0.000571781594432,0.0659715864047905,0.0001537843796426,0.0483160681111111,8.746414399168286e-05,0.1232083333333333,0.0002931509849889,0.1557481481481481,0.000467312897647,0.8035219115721378 |
| roberta_yelp,rmdsort_only,RMDsort,5,30000,0.8171338846114805,0.0001976528803509,0.0624714108898914,4.765697326260317e-05,0.0457387432222222,3.023451638830048e-05,0.1148333333333333,0.0005229125165837,0.1488444444444444,0.0002052132618843,0.8177899517309295 |
| roberta_yelp,rmdtop3_only,RMDtop3,5,30000,0.8171338846114805,0.0001976528803509,0.0624714108898914,4.765697326260317e-05,0.0457387432222222,3.023451638830048e-05,0.1148333333333333,0.0005229125165837,0.1488444444444444,0.0002052132618843,0.8177899517309295 |
| roberta_yelp,rmdtraj_only,RMD-Traj,5,30000,0.8119604288413008,0.0003480115318319,0.0646685707113201,0.0003587916116199,0.0465301151111111,5.323453551948716e-05,0.116175,0.0001801812359203,0.1498888888888889,0.00058031257837,0.8132377794230048 |
| roberta_yelp,rmdtraj_rmdml,RMD-Traj+RMDml,5,30000,0.8131047550146281,0.0007603983206895,0.0646605960408848,0.000450671433048,0.0463550701111111,0.0001163164202196,0.115675,0.000536352133501,0.149237037037037,0.0003318898787736,0.8142238768919883 |
| roberta_yelp,single_v1,AttnTopo,5,30000,0.7991874801496829,0.0007326959656383,0.0660405754035693,0.0001892300441542,0.0484839643333333,0.0001120788532977,0.1240833333333333,0.0002856522750167,0.1560962962962963,0.0007078823303982,0.8023842280480691 |
| roberta_yelp,single_v1_3term,AttnTopo+3term,5,30000,0.8167930952766188,0.0007542924875047,0.0621444969761275,0.0001692494059076,0.0457908729999999,0.0001153824246554,0.1148666666666666,0.0003660980439414,0.1500666666666666,0.0009469465765976,0.8182751011968936 |
| roberta_yelp,single_v1_cct,AttnTopo+CCT,5,30000,0.8039922619855057,0.0003899804061531,0.0649647083682746,0.0001132493657345,0.0477489876666666,5.965442527333056e-05,0.120475,0.0003167762968124,0.1544296296296296,0.0003889770623145,0.8059596875812058 |
| roberta_yelp,single_v1_cct_3term,AttnTopo+CCT+3term,5,30000,0.8164127667433168,0.000306617661004,0.0620059843840294,0.0001551549962719,0.0458490509999999,4.6902613714055886e-05,0.1150666666666666,0.0004654746681256,0.1500814814814814,0.0004258454030164,0.8179134200219038 |
| roberta_yelp,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,30000,0.8165695695842933,0.0002843593652486,0.0619232991175921,0.0001011586503785,0.0458250652222222,4.3497812293507306e-05,0.1151583333333333,0.0005165658503789,0.150237037037037,0.0004548172276447,0.8181664145256471 |
| roberta_yelp,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,30000,0.8167051101366865,0.0002633823677008,0.062375758859005,9.806961709094854e-05,0.0458043318888889,4.028900817687706e-05,0.11515,0.0003493545636042,0.1492518518518518,0.0002597878209888,0.8182046651445593 |
| roberta_yelp,single_v1_mdml,AttnTopo+MDml,5,30000,0.7992430604925984,0.0009353684046392,0.0661750924647639,0.0002461600861022,0.0484754623333333,0.0001430812002787,0.1239583333333333,0.0007400966528471,0.1559259259259259,0.000494829230218,0.8023854410851669 |
| roberta_yelp,single_v1_rmdcls,AttnTopo+RMDcls,5,30000,0.8165352181169634,0.0003062718380672,0.0621699585023849,0.000123889019399,0.0458303198888888,4.684971395751575e-05,0.1150833333333333,0.0003608439182435,0.1503333333333333,0.000368513865595,0.8179965094312728 |
| roberta_yelp,single_v1_rmdml,AttnTopo+RMDml,5,30000,0.8157508552547114,0.0004690815502574,0.062679225952387,0.0001374730128516,0.0459503021111111,7.175434930939517e-05,0.1148666666666666,0.0002345948043376,0.1492296296296296,0.0003306476166024,0.8171959194739488 |
| roberta_yelp,trajdelta_only,TrajDelta,5,30000,0.773672030723978,0.0082810260476179,0.0761307434509601,0.0018610185817671,0.0523870052222222,0.0012667299221955,0.1220166666666666,0.0030942374756239,0.1504444444444444,0.0004885520725286,0.7747793389274682 |
| roberta_yelp,trajpoly_only,TrajPoly,5,30000,0.779637892446102,0.0014512629212853,0.0748779860580045,0.0006432696730854,0.0514744207777777,0.0002219964237274,0.1236,0.0003814264163781,0.1526074074074074,0.0002520151975733,0.7825866054918258 |
| roberta_yelp,trajshape_only,TrajShape,5,30000,0.8116098415079869,0.0004215079283389,0.064635795313598,0.0002819262496955,0.0465837436666666,6.447711940518154e-05,0.1167416666666666,0.0005459764443433,0.1492444444444444,0.0003420666633783,0.8125600040240872 |
| roberta_yelp,trajstat_only,TrajStat,5,30000,0.81296246067844,0.0003686040262571,0.0642122384816783,0.0003359884188681,0.0463768365555555,5.638452853748942e-05,0.116025,0.0004560549430837,0.1496666666666666,0.0002605786533235,0.8139507111066802 |
| deberta_cola,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,1043,0.810858732888305,0.002657318234394,0.0556511429578179,0.0023966170960694,0.0388078676360413,0.0003608869421407,0.0908872901678657,0.0017784648650109,0.1199148029818956,0.0022083537117494,0.8156642248791518 |
| deberta_cola,cct,CCT,5,1043,0.7899442135052063,0.0057047510255268,0.0582735308163567,0.0018470514465433,0.0416487030828727,0.0007747735022528,0.101199040767386,0.002486383855315,0.1248136315228966,0.0017499123242976,0.7922325430246571 |
| deberta_cola,cct_only,CCT (matched block),5,1043,0.7899442135052063,0.0057047510255268,0.0582735308163567,0.0018470514465433,0.0416487030828727,0.0007747735022528,0.101199040767386,0.002486383855315,0.1248136315228966,0.0017499123242976,0.7922325430246571 |
| deberta_cola,cct_rmdml,CCT+RMDml,5,1043,0.8091661814685931,0.0034925252881292,0.0547002771033133,0.0008616077082523,0.039037862791619,0.0004742888481488,0.0899280575539568,0.0014685190304455,0.1216187433439829,0.0020484967051833,0.8124483771816987 |
| deberta_cola,cct_rmdtraj,CCT+RMD-Traj,5,1043,0.8069360757179803,0.0009102012164762,0.0564552939979407,0.0013988930683122,0.0393408460181514,0.00012272113125,0.0911270983213429,0.0014685190304455,0.1197018104366347,0.0026730352285433,0.8119676925785005 |
| deberta_cola,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,1043,0.8093787659269089,0.0034760592392188,0.0545695583043852,0.0017287378473708,0.0390099177367447,0.0004716644478365,0.0913669064748201,0.0010031894802566,0.1184238551650692,0.0004762658099041,0.8143914262115283 |
| deberta_cola,mahatraj,MahaTraj,5,1043,0.8032937050627599,0.0049505978078235,0.0567663938582374,0.0018030027447474,0.0398357676478996,0.0006722273846771,0.0887290167865707,0.0034957745172933,0.121405750798722,0.0021299254526091,0.8091174359877051 |
| deberta_cola,mahatraj_cct,MahaTraj+CCT,5,1043,0.8031082014271593,0.0044993877243344,0.0570097838044804,0.0022720972226543,0.0398615065142312,0.0006100746697068,0.0899280575539568,0.001199040767386,0.1179978700745474,0.0027565876689126,0.8100381839600287 |
| deberta_cola,mdml_only,MDml,5,1043,0.7354900951890918,0.0043357165733227,0.0718422828874185,0.0013721403222846,0.0490420085875889,0.0005884930112907,0.1182254196642686,0.00300956844077,0.1375931842385516,0.0023087841734482,0.7419231446251338 |
| deberta_cola,rc_traj,RMDcls+TRAJ+1layer,5,1043,0.8128965647976386,0.0040578965998815,0.0533346277870316,0.0020156327607667,0.038531726370112,0.000550904592007,0.0911270983213429,0.001895849916168,0.118849840255591,0.0024517283137851,0.8183113752995815 |
| deberta_cola,rc_trajA,RMDcls+TRAJ(derivable),5,1043,0.8144537121037738,0.0043793325449595,0.0522724300029971,0.0015262898771432,0.0383199322700117,0.0005946171691896,0.0928057553956834,0.0021781657223722,0.1218317358892438,0.001214244329179,0.8184806304415528 |
| deberta_cola,rc_trajB,RMDcls+TRAJ(1layer),5,1043,0.8182842944768662,0.0030352614791511,0.053097586238583,0.0011620163590471,0.0378005587172484,0.0004117928260862,0.0875299760191846,0.001199040767386,0.116506922257721,0.0009525316198082,0.8231520723599584 |
| deberta_cola,rc_trajC,RMDcls+TRAJ,5,1043,0.814234357439779,0.0071247873506819,0.0535896132916531,0.002704181777734,0.038350267362474,0.0009669737550223,0.0918465227817745,0.0013671168166656,0.1167199148029819,0.001615095941225,0.8209923767484056 |
| deberta_cola,rc_trajCps0,RMDcls+TRAJ(persample-0),5,1043,0.7862822092535171,0.0049293829888936,0.0664466195795343,0.0030716978652776,0.0421454632030732,0.0006693019378218,0.0925659472422062,0.0015633578909358,0.1241746538871139,0.001214244329179,0.794361772710655 |
| deberta_cola,rc_trajCps1,RMDcls+TRAJ(persample-1),5,1043,0.7955790556917118,0.0034768925012336,0.061982376920832,0.0020273035772018,0.0408831556585518,0.0004720856330126,0.092326139088729,0.001199040767386,0.121405750798722,0.0010649627263045,0.8030953380363696 |
| deberta_cola,rc_trajCps2,RMDcls+TRAJ(persample-2),5,1043,0.7918662748974313,0.0039578080407793,0.0621763678090406,0.0027118751320568,0.0413872697405614,0.0005373834001514,0.0925659472422062,0.0025994584398895,0.1218317358892438,0.0014287974297123,0.7989113509268412 |
| deberta_cola,rc_trajFREE,RMDcls+TRAJ(order-free),5,1043,0.812776055136555,0.0039804048086402,0.0536150647849449,0.0016405353223233,0.0385480889351371,0.0005401690194964,0.0918465227817745,0.0018184353582857,0.121405750798722,0.0016838539191524,0.8163954070924675 |
| deberta_cola,rc_trajORD,RMDcls+TRAJ(order-dependent),5,1043,0.8115980393484354,0.0029388526299638,0.0549852114151273,0.000802040023341,0.0387080376044837,0.0003988173779016,0.0904076738609112,0.0018184353582857,0.1184238551650692,0.0033168075617459,0.8164360283265406 |
| deberta_cola,trajORD_only,TRAJ(order-dependent),5,1043,0.8010189159546666,0.0044891477203335,0.057131527059874,0.0012785088323068,0.040144450194834,0.0006098302206014,0.0949640287769784,0.002144909330935,0.1246006389776357,0.002916520540496,0.8071811571635547 |
| deberta_cola,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,1043,0.8112324482417776,0.0031434670823743,0.0549828622749853,0.0016807578041961,0.0387578606957399,0.0004260849869897,0.0908872901678657,0.0045183318180855,0.1197018104366347,0.0009525316198082,0.8164901899719714 |
| deberta_cola,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,1043,0.8122574573815552,0.0023476189727962,0.0543561159359969,0.0015135774860983,0.0386192385156395,0.000318720097134,0.0906474820143884,0.0020063789605133,0.1203407880724174,0.0019923628257582,0.8171401297171408 |
| deberta_cola,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,1043,0.8073923875807347,0.0035605470088773,0.0554632131326384,0.0017475331993481,0.0392794404370459,0.000483018801436,0.0916067146282973,0.0026269667026626,0.1192758253461128,0.0023813290495205,0.8129155213735393 |
| deberta_cola,trajsoft_only,TRAJSOFT,5,1043,0.7912319066253233,0.0041225588579557,0.0630010852757803,0.0015319134007705,0.0414731272446819,0.000560518021135,0.0911270983213429,0.0014685190304455,0.1190628328008519,0.0023087841734482,0.7946833574804003 |
| deberta_cola,rc_trajsoft,RMDcls+TRAJSOFT,5,1043,0.8048048149702789,0.0074120658871407,0.0573265366633538,0.0037321006030911,0.0396307759624727,0.0010067559699584,0.0904076738609112,0.0016086819982012,0.1192758253461128,0.0021299254526091,0.8080951349301992 |
| deberta_cola,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,1043,0.8039504150136081,0.0032951968838118,0.0567183020785802,0.0009585704102883,0.039746600860965,0.0004478674627091,0.0904076738609112,0.0006567416756656,0.118849840255591,0.0020759945356355,0.8084065643914262 |
| deberta_cola,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,1043,0.7908642844569618,0.0026171928677935,0.0638549711882761,0.0020175571923572,0.0415233180340286,0.0003553573057752,0.0937649880095923,0.0015633578909358,0.1211927582534611,0.0013885415133551,0.79350872679512 |
| deberta_cola,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,1043,0.8101911906083707,0.0027632128156982,0.0547041581820171,0.0010839002124287,0.0388988729134282,0.0003749177463128,0.0882494004796163,0.0013671168166656,0.1182108626198083,0.0016838539191524,0.8154272676803922 |
| deberta_cola,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,1043,0.8143237241547399,0.001879094948258,0.0551318976755333,0.0011617970048907,0.0383381333254891,0.0002549812940199,0.090167865707434,0.001970225026997,0.1184238551650692,0.0024284886583581,0.8188056003141375 |
| deberta_cola,trajC_only,TRAJ,5,1043,0.8121613204609156,0.0031047228745883,0.0537462321790693,0.0016331356459567,0.0386315564016697,0.0004217379485349,0.0920863309352517,0.0013134833513313,0.1190628328008519,0.0013885415133551,0.8176275845260179 |
| deberta_cola,rmdcls_only,RMDcls,5,1043,0.8172552232136813,0.0026993558031105,0.0529259139630469,0.0008369311250136,0.0379401001425749,0.0003669905100562,0.0887290167865707,0.0025435495726134,0.1154419595314164,0.001214244329179,0.8200310075420092 |
| deberta_cola,rmdml_only,RMDml,5,1043,0.7856261763232367,0.0038853590462097,0.0659901513282934,0.0022594615478817,0.0422342622919173,0.0005272646702596,0.0968824940047961,0.0013134833513313,0.1256656017039403,0.0007530423654808,0.7889760740931309 |
| deberta_cola,rmdlast1_only,RMD-last (fitted),5,1043,0.7715766454984903,0.0010196073606963,0.0675637241125663,0.0013573598545843,0.044156771757845,0.000161114083942,0.0971223021582733,0.001199040767386,0.1277955271565495,0.0,0.7717154347149067 |
| deberta_cola,rmdclslast_only,RMDcls-last,5,1043,0.7960245352253801,0.0014597476419359,0.0591109507211879,0.0008304587977767,0.0408191761908132,0.0002010654305393,0.0896882494004796,0.0005362273327337,0.1205537806176783,0.0019050632396164,0.7962642005064114 |
| deberta_cola,clslast_only,RawCLS-last,5,1043,0.796289250267423,0.0062000788071586,0.0580625846523851,0.0028875579203395,0.040786451060763,0.0008420389133859,0.0949640287769784,0.002144909330935,0.1269435569755058,0.0015795949919266,0.8007968532084005 |
| deberta_cola,clsall_only,RawCLS-all,5,1043,0.8032679782811802,0.0052866051771662,0.0568712301868158,0.0018873022698055,0.0398394446288041,0.0007177990963518,0.0966426858513189,0.0010724546654675,0.1269435569755058,0.0017499123242976,0.8101532774565691 |
| deberta_cola,rmdsort_only,RMDsort,5,1043,0.7976568318145505,0.002389146015489,0.0611323157207276,0.0019270928797877,0.0406011312231752,0.0003239929321512,0.0887290167865707,0.0023980815347721,0.1205537806176783,0.0017499123242976,0.8015957374785047 |
| deberta_cola,rmdtop3_only,RMDtop3,5,1043,0.7976568318145505,0.002389146015489,0.0611323157207276,0.0019270928797877,0.0406011312231752,0.0003239929321512,0.0887290167865707,0.0023980815347721,0.1205537806176783,0.0017499123242976,0.8015957374785047 |
| deberta_cola,rmdtraj_only,RMD-Traj,5,1043,0.7860960285973487,0.0079345562795076,0.0652050463843458,0.0034585849710249,0.0421699151260882,0.0010770351510565,0.0925659472422062,0.0031036400732721,0.1235356762513311,0.0026086152745294,0.7909258933286394 |
| deberta_cola,rmdtraj_rmdml,RMD-Traj+RMDml,5,1043,0.8022876524988829,0.0022699147780853,0.0580184130595077,0.0026370000241882,0.0399723674885025,0.0003091040498178,0.0904076738609112,0.0028876725608614,0.1207667731629393,0.0022083537117494,0.8091174359877052 |
| deberta_cola,single_v1,AttnTopo,5,1043,0.8040831110449135,0.0031941834697728,0.0564874930052,0.00145583687406,0.0397280321073972,0.0004334694991207,0.0980815347721822,0.003327203099643,0.1280085197018104,0.0034835840753559,0.8093273123637496 |
| deberta_cola,single_v1_3term,AttnTopo+3term,5,1043,0.815233639797977,0.0041801445131028,0.0546725449283664,0.0018935530428882,0.038214402918052,0.0005675243142362,0.086810551558753,0.0010724546654675,0.1222577209797657,0.0017499123242976,0.8198008205489283 |
| deberta_cola,single_v1_cct,AttnTopo+CCT,5,1043,0.8066287083801607,0.0038053392329418,0.0558017995920882,0.0019490919564496,0.0393827636004629,0.0005160622559238,0.0990407673860911,0.0013671168166656,0.1246006389776357,0.0010649627263045,0.8121166371034352 |
| deberta_cola,single_v1_cct_3term,AttnTopo+CCT+3term,5,1043,0.8168124517622845,0.0020117230714639,0.0536388331173343,0.0015556457387617,0.0379998510822733,0.0002736716702748,0.0872901678657074,0.0019702250269969,0.1207667731629393,0.0029742790295567,0.8206741770814997 |
| deberta_cola,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,1043,0.8159255548183554,0.003706035571739,0.0545220154505986,0.0014166500646342,0.0381204560559415,0.0005029235073626,0.0875299760191846,0.0016956997150756,0.1207667731629393,0.0017820234856955,0.8206335558474267 |
| deberta_cola,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,1043,0.8126568995166072,0.0038709399177364,0.0549792339743837,0.0015694502161416,0.0385648191982527,0.0005260907970663,0.0863309352517985,0.001895849916168,0.1237486687965921,0.0037952139896071,0.8168490108729504 |
| deberta_cola,single_v1_mdml,AttnTopo+MDml,5,1043,0.8031434064966894,0.0065436053506019,0.056231180109223,0.002556183137059,0.039855623344784,0.0008893455515354,0.1004796163069544,0.0023064009666272,0.1280085197018104,0.0023087841734482,0.8096184312079401 |
| deberta_cola,single_v1_rmdcls,AttnTopo+RMDcls,5,1043,0.8137604430422595,0.0032163372529585,0.0556107222712855,0.0021366758951167,0.0384147983773483,0.0004370534969352,0.0870503597122302,0.0010724546654675,0.1220447284345048,0.0023332164323968,0.8175395718521928 |
| deberta_cola,single_v1_rmdml,AttnTopo+RMDml,5,1043,0.8130929007623251,0.0051166888161403,0.0541960740837453,0.0015257870236108,0.0385047005604638,0.0006947339550588,0.0892086330935251,0.0021781657223722,0.1248136315228967,0.0033168075617459,0.8181353499519316 |
| deberta_cola,trajdelta_only,TrajDelta,5,1043,0.782807062678564,0.0112504751235809,0.0642268890488582,0.0044140312414592,0.0426166683059873,0.0015279130490916,0.0961630695443645,0.0017784648650109,0.121405750798722,0.0023813290495205,0.790357196051616 |
| deberta_cola,trajpoly_only,TrajPoly,5,1043,0.7116670954463596,0.0062405396833754,0.0848989820331362,0.0023556085284583,0.0522768325383394,0.0008470769692578,0.1167865707434052,0.0044542387580351,0.1322683706070287,0.0034835840753559,0.722465573504123 |
| deberta_cola,trajshape_only,TrajShape,5,1043,0.8140623942155363,0.0052480680703134,0.0536290998544059,0.0019907608081121,0.038373064644082,0.0007124887639734,0.0892086330935251,0.0013671168166656,0.1205537806176783,0.0033168075617459,0.8185483324983414 |
| deberta_cola,trajstat_only,TrajStat,5,1043,0.7924518976886519,0.0050955425810426,0.0622603917539592,0.0028841633724213,0.0413078469530238,0.000692149964479,0.092326139088729,0.002076799529459,0.1222577209797657,0.0013885415133551,0.7972966568724358 |
| deberta_sst5,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,2210,0.6097360875040513,0.002981839321392,0.3702215619231088,0.0018411576232571,0.2019416678610184,0.0007402923915125,0.4308823529411764,0.004584589169493,0.4450477626948215,0.0027857003875706,0.6130503949904376 |
| deberta_sst5,cct,CCT,5,2210,0.5681696838344628,0.0094072751716698,0.3961782724127929,0.0091285762513365,0.2122611944882373,0.0023354926513354,0.4388009049773755,0.0049535371144369,0.4484665661136249,0.0023312263689029,0.5787065557938941 |
| deberta_sst5,cct_only,CCT (matched block),5,2210,0.5681696838344628,0.0094072751716698,0.3961782724127929,0.0091285762513365,0.2122611944882373,0.0023354926513354,0.4388009049773755,0.0049535371144369,0.4484665661136249,0.0023312263689029,0.5787065557938941 |
| deberta_sst5,cct_rmdml,CCT+RMDml,5,2210,0.5900602114037974,0.0024548487952471,0.3842317071073552,0.0037716450011924,0.2068265187035482,0.0006094923514218,0.4300904977375566,0.0023525604460504,0.4437405731523379,0.0017632657533182,0.5960170251228598 |
| deberta_sst5,cct_rmdtraj,CCT+RMD-Traj,5,2210,0.5985084461730172,0.0104215580948211,0.3847178400175371,0.0050602746283294,0.2047291005507667,0.002587325114001,0.429524886877828,0.0042814911465555,0.4444444444444445,0.0045941847366759,0.608476604475981 |
| deberta_sst5,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,2210,0.5990873861191313,0.0052810378057876,0.3787714228537117,0.0023706025843072,0.2045853688499416,0.0013111126986059,0.4322398190045248,0.0045495650570566,0.4436400201106084,0.002179937997856,0.6043803157119518 |
| deberta_sst5,mahatraj,MahaTraj,5,2210,0.5802683741271573,0.0037560930341326,0.3889561561840767,0.0019152657060165,0.2092574885854098,0.0009325526297331,0.4403846153846153,0.0027302077796712,0.4499748617395676,0.0032582909494257,0.5929623334413692 |
| deberta_sst5,mahatraj_cct,MahaTraj+CCT,5,2210,0.5842398031934064,0.0096700759564637,0.3889711658972583,0.0097566579095452,0.2082715136872709,0.0024007107029051,0.4365384615384615,0.002694825622075,0.4485671191553544,0.002023590929864,0.5972425304788791 |
| deberta_sst5,mdml_only,MDml,5,2210,0.5018446907000967,0.0049777174907877,0.454225942928223,0.0035769584851644,0.2287273602096599,0.0012360747582378,0.4606334841628959,0.0055648750571261,0.4587229763700352,0.00552584481208,0.5022873076076173 |
| deberta_sst5,rc_traj,RMDcls+TRAJ+1layer,5,2210,0.6114080858612473,0.0036939305563409,0.3693807863113778,0.0040018771167976,0.2015265657951311,0.000917081167324,0.4297511312217194,0.0040273717463615,0.4446455505279035,0.0026745975019146,0.6147723702147768 |
| deberta_sst5,rc_trajA,RMDcls+TRAJ(derivable),5,2210,0.609182548341898,0.0021941934870394,0.3672196169684985,0.0052313329689593,0.202079072910055,0.0005447191398828,0.4339366515837105,0.0038652374577533,0.4456510809451986,0.0046298097267858,0.6115148021419128 |
| deberta_sst5,rc_trajB,RMDcls+TRAJ(1layer),5,2210,0.6078725936262176,0.0031091169890011,0.3685034966776351,0.0020553968616289,0.2024042914764234,0.0007719122818833,0.4349547511312217,0.001264744331165,0.4485671191553544,0.0016825742112299,0.6108476192125591 |
| deberta_sst5,rc_trajC,RMDcls+TRAJ,5,2210,0.6077856701642227,0.0037055237817192,0.3738437242729889,0.006170466882314,0.2024258512315472,0.0009199900492984,0.432579185520362,0.002782437528563,0.4468577174459527,0.0020545818744799,0.6108946271569018 |
| deberta_sst5,rc_trajCps0,RMDcls+TRAJ(persample-0),5,2210,0.5977497214573122,0.0047687707252933,0.3765446424111605,0.0031701264571715,0.2049174873569337,0.0011839285435253,0.4359728506787331,0.0049211395326145,0.448868778280543,0.0025238613168448,0.6010881102064144 |
| deberta_sst5,rc_trajCps1,RMDcls+TRAJ(persample-1),5,2210,0.5995617540066027,0.0024690675946543,0.3780326868360216,0.0018840616677728,0.2044675784689093,0.0006129991473023,0.4356334841628959,0.0032834672564931,0.4476621417797888,0.0019665768944804,0.6033255234169662 |
| deberta_sst5,rc_trajCps2,RMDcls+TRAJ(persample-2),5,2210,0.5998355546648788,0.0047669264594137,0.376407572536119,0.0030394218008799,0.2043996027927356,0.0011834332044288,0.4352941176470589,0.003288335261029,0.4499748617395676,0.0024885608186555,0.6024026832464512 |
| deberta_sst5,rc_trajFREE,RMDcls+TRAJ(order-free),5,2210,0.6038508578125142,0.0035725172439423,0.3733161263322019,0.0043373370219559,0.2034027354067279,0.0008869734759313,0.4333710407239818,0.004066895477884,0.4480643539467069,0.0033987820575476,0.6068659638566638 |
| deberta_sst5,rc_trajORD,RMDcls+TRAJ(order-dependent),5,2210,0.6089427253556728,0.0063000579645537,0.3716322374605519,0.0074015637097686,0.202138633525112,0.00156409667811,0.4321266968325792,0.0036216766048828,0.4456510809451986,0.0009800698184825,0.6122735268576179 |
| deberta_sst5,trajORD_only,TRAJ(order-dependent),5,2210,0.5714292311891939,0.0124365636577201,0.4042243583358445,0.0112977622099749,0.2114519563481501,0.0030876054733521,0.4372171945701357,0.0027125743910139,0.4474610356963298,0.0023848247814241,0.5871539658623359 |
| deberta_sst5,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,2210,0.6063757617142561,0.0033290294757812,0.3724992842495685,0.0023812308103816,0.2027759259638419,0.000826488259901,0.4352941176470589,0.0027007548385324,0.4469582704876823,0.0021032177640374,0.6101631175668688 |
| deberta_sst5,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,2210,0.6075349611277289,0.0034583775450028,0.3730591831694842,0.0058482419818884,0.2024881144939702,0.0008585722039436,0.4361990950226245,0.0020156707784169,0.448667672197084,0.0028351678591999,0.6108723602358974 |
| deberta_sst5,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,2210,0.6031439243056639,0.001825646726634,0.3761298888931604,0.0013131991758656,0.2035782641633054,0.0004532840569929,0.4378959276018099,0.0014083596830303,0.4474610356963298,0.001914472877291,0.605509331076952 |
| deberta_sst5,trajsoft_only,TRAJSOFT,5,2210,0.6120371676146602,0.0038382711208811,0.3711701029410736,0.0027640549195778,0.2013703445875391,0.0009528977898641,0.4298642533936651,0.003298049714279,0.4416289592760181,0.002179937997856,0.6150709118963912 |
| deberta_sst5,rc_trajsoft,RMDcls+TRAJSOFT,5,2210,0.6173919497658262,0.0022773491619602,0.3661350071108752,0.0019959164248118,0.2000409082533117,0.0005653699057284,0.4282805429864253,0.0016683123533656,0.4429361488185018,0.0017049597745413,0.6202854949153074 |
| deberta_sst5,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,2210,0.615963073197967,0.0031207144597112,0.367836306961138,0.0050393692208034,0.2003957126184967,0.0007747705096091,0.4280542986425339,0.0018928959876336,0.4423328305681247,0.0017197216064843,0.6192034874946497 |
| deberta_sst5,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,2210,0.6127982014925435,0.0024505078760242,0.3750536451488179,0.0026365271493255,0.2011813640179357,0.0006083700309269,0.4253393665158371,0.0022975221732567,0.4443438914027149,0.0024986975645629,0.6154510989550216 |
| deberta_sst5,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,2210,0.6131242881801411,0.0023719610603974,0.3726185511062286,0.0040672663772059,0.2011004688683687,0.0005888559375525,0.4298642533936652,0.0022268121815644,0.4440422322775264,0.0021152020078394,0.616550425092016 |
| deberta_sst5,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,2210,0.6053057949249563,0.0044560355653244,0.3725211783440247,0.0046828505961416,0.2030415429659507,0.0011062466507728,0.4334841628959276,0.0053747914109523,0.4477626948215183,0.0038388354286216,0.6099016874202617 |
| deberta_sst5,trajC_only,TRAJ,5,2210,0.579910948809998,0.0127685759186698,0.3954408503382012,0.0079338072293097,0.2093462459818595,0.0031699746961586,0.4348416289592761,0.0055041812785985,0.4477626948215183,0.0023742019010794,0.5978882711880062 |
| deberta_sst5,rmdcls_only,RMDcls,5,2210,0.6043013093774252,0.0026457326029224,0.3678480011429154,0.0028580648395301,0.2032909440838639,0.0006568481748392,0.4350678733031675,0.0018501614517868,0.4478632478632479,0.0022874435728662,0.6060297172678324 |
| deberta_sst5,rmdml_only,RMDml,5,2210,0.5705700579187357,0.0094712540969359,0.4017122217708367,0.0111172086129185,0.2116652197948444,0.0023514149493189,0.432918552036199,0.0045706117309585,0.4435394670688788,0.0026460929848045,0.5797234118530944 |
| deberta_sst5,rmdlast1_only,RMD-last (fitted),5,2210,0.585328985510832,0.0010043299476881,0.396509904655761,0.0050491497388597,0.2080075960770663,0.0002256925173509,0.4309954751131222,0.0006927289996558,0.4417295123177476,0.000275375845905,0.5849755187574068 |
| deberta_sst5,rmdclslast_only,RMDcls-last,5,2210,0.6085495904948287,0.0009838255132514,0.3669340649167184,0.0011327473548612,0.2022346184558055,0.000244661316045,0.4287330316742082,0.0019997363721339,0.4431372549019608,0.0012619306584224,0.6090093611785304 |
| deberta_sst5,clslast_only,RawCLS-last,5,2210,0.5535497183234492,0.0045926812336252,0.4127480627251203,0.0049811632065357,0.2158908499006981,0.001140180057228,0.4443438914027149,0.0022835553436862,0.4523881347410759,0.0016445879571438,0.5592370198282808 |
| deberta_sst5,rmdsort_only,RMDsort,5,2210,0.611344583901346,0.0030742679532764,0.3697714450257983,0.002115811145045,0.2015422902888966,0.0007632110391357,0.4255656108597285,0.0044103141831714,0.4407239819004525,0.0041091637489597,0.6159822062560152 |
| deberta_sst5,rmdtop3_only,RMDtop3,5,2210,0.6007254068042762,0.0026868264949686,0.3738572756634624,0.0031556591774127,0.2041787023197723,0.0006670451072049,0.4304298642533936,0.0034404765442863,0.4434389140271493,0.0009405875783745,0.6049312158316159 |
| deberta_sst5,rmdtraj_only,RMD-Traj,5,2210,0.588813593707863,0.0044619213250708,0.3938314449762284,0.0030712652750094,0.2071359104031448,0.0011077907487143,0.4334841628959276,0.0029552829134871,0.445148315736551,0.0021211687390376,0.5959378538481774 |
| deberta_sst5,rmdtraj_rmdml,RMD-Traj+RMDml,5,2210,0.5940913488063695,0.0039005450646795,0.3866938028864769,0.0047688003871691,0.2058256997194979,0.0009683898343412,0.4298642533936651,0.003298049714279,0.4429361488185018,0.0032776281574673,0.6006617399042193 |
| deberta_sst5,single_v1,AttnTopo,5,2210,0.5417977322378007,0.0119335536985624,0.4202140138247044,0.0083508886528476,0.2188085010544419,0.0029627127338002,0.447737556561086,0.0074780515298816,0.4519859225741579,0.0018472773324156,0.5515219440506498 |
| deberta_sst5,single_v1_3term,AttnTopo+3term,5,2210,0.5954314875705222,0.0019533249017828,0.377450950339098,0.0045057270509389,0.2054930283982719,0.0004849461715015,0.4426470588235293,0.0028449720226152,0.4525892408245349,0.0026460929848045,0.5978156975195474 |
| deberta_sst5,single_v1_cct,AttnTopo+CCT,5,2210,0.5556540248284416,0.0082456386335955,0.4054486545839914,0.0099175093771367,0.2153684609242235,0.0020471202119513,0.4412895927601809,0.0043334799342484,0.4506787330316742,0.0018676898563103,0.5644845908783146 |
| deberta_sst5,single_v1_cct_3term,AttnTopo+CCT+3term,5,2210,0.5950519602725141,0.0041126532679409,0.3758513814505078,0.0067089064810751,0.2055872525132573,0.0010210362112216,0.4417420814479637,0.0016490248571395,0.4518853695324283,0.0008261275377151,0.5969786262299381 |
| deberta_sst5,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,2210,0.598788019736739,0.0047015411270415,0.3748746507926457,0.0043068677747369,0.204659691652505,0.0011672589534353,0.4383484162895927,0.0038361594927178,0.4479638009049774,0.0013768792295252,0.6013874765888068 |
| deberta_sst5,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,2210,0.5845256444830405,0.0051163280752055,0.3890079562159571,0.0058713164649555,0.2082005691939149,0.0012702063096536,0.4332579185520361,0.0036436930788249,0.4462543991955757,0.0023742019010794,0.5903298885581839 |
| deberta_sst5,single_v1_mdml,AttnTopo+MDml,5,2210,0.5477832455439355,0.0027922525490499,0.4133965119443541,0.0059096926994406,0.2173224749697999,0.0006931999900059,0.4432126696832579,0.003164389305588,0.4512820512820513,0.0034759951769619,0.5587306535506256 |
| deberta_sst5,single_v1_rmdcls,AttnTopo+RMDcls,5,2210,0.5957397607213164,0.0032323049633607,0.3779947504445098,0.0043168605950195,0.2054164943387727,0.0008024747524984,0.4403846153846154,0.0043371695730047,0.4495726495726496,0.0019276309213354,0.5988713145153111 |
| deberta_sst5,single_v1_rmdml,AttnTopo+RMDml,5,2210,0.5813160739954526,0.0050308539591861,0.3934203397013357,0.0030897296312475,0.2089974202002416,0.0012489951695511,0.4347285067873302,0.0035457981942663,0.4459527400703871,0.0033349671094574,0.5882244274721025 |
| deberta_sst5,trajdelta_only,TrajDelta,5,2210,0.5491473831007264,0.0087873661701841,0.412300762782289,0.0083852805789804,0.2169838045904056,0.0021815962094454,0.4473981900452489,0.0039994727442678,0.4536953242835596,0.0022087363133724,0.5618356519795705 |
| deberta_sst5,trajpoly_only,TrajPoly,5,2210,0.5283092561941214,0.0123753622664825,0.431084436497268,0.0126305898481122,0.2221583300915214,0.0030729378852669,0.4492081447963801,0.0028393439814504,0.4564102564102564,0.0014829443141028,0.5374855368101069 |
| deberta_sst5,trajshape_only,TrajShape,5,2210,0.5735158890975383,0.0054659067508354,0.3954415465818924,0.0053890424656197,0.2109339284617432,0.0013569848758893,0.4375565610859729,0.004500073366723,0.4468577174459527,0.0033987820575476,0.5836539357607576 |
| deberta_sst5,trajstat_only,TrajStat,5,2210,0.5756279477898432,0.0123670305021653,0.3943811608505722,0.0091397288444051,0.2104095739235478,0.0030702851430195,0.4394796380090497,0.0071767972513854,0.4479638009049774,0.0051272192192989,0.5868480018737203 |
| deberta_toxigen,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,940,0.7374440537084399,0.0041909932667462,0.1050863179074236,0.0017120200191481,0.0681634223630602,0.0007121463253082,0.1561170212765957,0.0022251596450374,0.1761229314420804,0.002047341380105,0.7405224317988065 |
| deberta_toxigen,cct,CCT,5,940,0.7455282928388748,0.0021301349669487,0.0975171080753474,0.0005480693500343,0.0667897238569488,0.0003619590136685,0.1579787234042553,0.0040334443851338,0.184869976359338,0.0024511159992113,0.7480818414322251 |
| deberta_toxigen,cct_only,CCT (matched block),5,940,0.7455282928388748,0.0021301349669487,0.0975171080753474,0.0005480693500343,0.0667897238569488,0.0003619590136685,0.1579787234042553,0.0040334443851338,0.184869976359338,0.0024511159992113,0.7480818414322251 |
| deberta_toxigen,cct_rmdml,CCT+RMDml,5,940,0.7524909420289856,0.0027862039515805,0.097055790280304,0.0018671504363993,0.0656066093254866,0.0004734402513649,0.1497340425531914,0.0024156784740139,0.1777777777777777,0.002147269754679,0.7552149936061381 |
| deberta_toxigen,cct_rmdtraj,CCT+RMD-Traj,5,940,0.72732976342711,0.0061176833617736,0.1079826146248145,0.0032611333671302,0.0698820733363513,0.0010395353674401,0.1553191489361702,0.001456708929535,0.1780141843971631,0.0030823652034055,0.7294597186700768 |
| deberta_toxigen,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,940,0.7309662723785166,0.0045172791507627,0.106181792747399,0.0034858224665868,0.0692641466727025,0.0007675898153147,0.1547872340425532,0.0020167221925668,0.1777777777777777,0.002147269754679,0.7341352301790282 |
| deberta_toxigen,mahatraj,MahaTraj,5,940,0.7201486572890026,0.0041023793416915,0.1131713102855314,0.0037129086109807,0.071102308736985,0.0006970887775904,0.1561170212765957,0.0015161907248658,0.1799054373522458,0.0017532384130249,0.722759484228474 |
| deberta_toxigen,mahatraj_cct,MahaTraj+CCT,5,940,0.7345201939471442,0.0055642830512149,0.1062001705406576,0.0028097187968267,0.0686602535083748,0.0009454999031706,0.1526595744680851,0.0011125798225187,0.1794326241134751,0.0026954501775393,0.7375719309462916 |
| deberta_toxigen,mdml_only,MDml,5,940,0.6124440537084399,0.0074625249477097,0.164900919637828,0.0044792101798857,0.0894038026256224,0.0012680549408657,0.1829787234042553,0.0040553060324406,0.1943262411347517,0.0019779196844777,0.6190124147485081 |
| deberta_toxigen,rc_traj,RMDcls+TRAJ+1layer,5,940,0.7325034633418585,0.0090198931428678,0.1063783584778268,0.0057975994374149,0.0690029425079221,0.0015326876822575,0.1529255319148936,0.0013297872340425,0.1815602836879432,0.002147269754679,0.7351742327365729 |
| deberta_toxigen,rc_trajA,RMDcls+TRAJ(derivable),5,940,0.7231337915601023,0.0027617911599427,0.113286234298706,0.0024091243744086,0.0705949524671797,0.0004694352200126,0.1537234042553191,0.0033377394675561,0.1815602836879432,0.0024511159992113,0.7258831521739131 |
| deberta_toxigen,rc_trajB,RMDcls+TRAJ(1layer),5,940,0.7281476449275363,0.0052797377658662,0.1078133003819344,0.0038118568995811,0.0697430964237211,0.0008971491026688,0.1539893617021276,0.0025578968167116,0.1810874704491725,0.0028220653395539,0.7306652280477408 |
| deberta_toxigen,rc_trajC,RMDcls+TRAJ,5,940,0.730368179880648,0.0025632473286557,0.1079725397022064,0.002679542841637,0.0693657763693979,0.0004355547837411,0.1545212765957446,0.0030323814497317,0.1794326241134752,0.0015411826017027,0.7334492220801365 |
| deberta_toxigen,rc_trajCps0,RMDcls+TRAJ(persample-0),5,940,0.7168424978687128,0.0065721819204198,0.1156102178691333,0.0058911440501366,0.0716641014033499,0.0011167651451556,0.1577127659574468,0.0024156784740139,0.18274231678487,0.002147269754679,0.7234188512361467 |
| deberta_toxigen,rc_trajCps1,RMDcls+TRAJ(persample-1),5,940,0.7119898231031543,0.0051341804913106,0.1251272994955521,0.0031694524250835,0.0724885694884563,0.0008724279000002,0.1579787234042553,0.001456708929535,0.1860520094562647,0.0034054043240869,0.7145340473145779 |
| deberta_toxigen,rc_trajCps2,RMDcls+TRAJ(persample-2),5,940,0.7093177216538791,0.0062604676078205,0.1201940178574491,0.0046808534276873,0.0729427342688999,0.0010637977008924,0.1587765957446808,0.0024156784740139,0.1843971631205673,0.0016716472368476,0.7147338554987211 |
| deberta_toxigen,rc_trajFREE,RMDcls+TRAJ(order-free),5,940,0.7338554987212277,0.0025704986163961,0.1071912510199619,0.0024422025596207,0.0687732005432322,0.0004367869446131,0.1539893617021276,0.0011125798225187,0.1806146572104019,0.0015411826017027,0.7362465366581415 |
| deberta_toxigen,rc_trajORD,RMDcls+TRAJ(order-dependent),5,940,0.7325873827791985,0.0031092939855839,0.1053401332269754,0.0020583384931328,0.0689886826618379,0.0005283406928152,0.1531914893617021,0.0017338304269155,0.1773049645390071,0.0018689584279954,0.7361199914748509 |
| deberta_toxigen,trajORD_only,TRAJ(order-dependent),5,940,0.7145300511508952,0.0031901163294022,0.1123327154827978,0.0020299978048881,0.0720570393843368,0.0005420742713464,0.1598404255319148,0.0027252528632871,0.1768321513002364,0.002147269754679,0.7170716112531967 |
| deberta_toxigen,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,940,0.734548167092924,0.0046052475452857,0.1054100492779871,0.0017214751288095,0.0686555002263467,0.0007825376725207,0.1547872340425531,0.0015161907248658,0.1803782505910165,0.0024511159992113,0.7365995311167945 |
| deberta_toxigen,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,940,0.7338115409207161,0.0026919970768058,0.1046694208986846,0.0019719249841396,0.0687806699864192,0.0004574323326165,0.1529255319148936,0.0016286500949356,0.1815602836879432,0.0017926419489483,0.7367593776641091 |
| deberta_toxigen,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,940,0.7296222293265132,0.0024502228500414,0.1066840405993481,0.0005268087647704,0.069492530556813,0.0004163493205032,0.1534574468085106,0.0007283544647675,0.1808510638297872,0.0016716472368476,0.7323502770673487 |
| deberta_toxigen,trajsoft_only,TRAJSOFT,5,940,0.7480112425404946,0.0028971788612761,0.1011796035840902,0.0018935677281925,0.0663678134902671,0.0004922974456172,0.1537234042553191,0.0033377394675561,0.176595744680851,0.0023042067009004,0.7514519394714407 |
| deberta_toxigen,rc_trajsoft,RMDcls+TRAJSOFT,5,940,0.7306505754475704,0.0060021427358277,0.1092810452960279,0.0024787511348562,0.0693177908555907,0.0010199023527932,0.1529255319148936,0.0023032590526181,0.1782505910165484,0.0021144850851061,0.7327898550724637 |
| deberta_toxigen,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,940,0.7321504688832056,0.0037417665132942,0.106895498417725,0.0024832223919063,0.069062924400181,0.0006358123487687,0.1537234042553191,0.0020167221925669,0.1810874704491726,0.0019422785727133,0.7342484548167093 |
| deberta_toxigen,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,940,0.7134843883205455,0.0019262678839316,0.1148872923905452,0.0009462380912576,0.0722347215934812,0.0003273172987381,0.1598404255319148,0.0019723932146531,0.1867612293144208,0.0022113814342635,0.7151401321398125 |
| deberta_toxigen,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,940,0.7276481244671782,0.0063911000579943,0.1087453852442199,0.0048589401774538,0.0698279764599366,0.001085995164223,0.1553191489361702,0.0017338304269155,0.1789598108747045,0.0030823652034055,0.7308050937766412 |
| deberta_toxigen,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,940,0.7414522058823529,0.0030338862222997,0.1032051714423861,0.001701728098108,0.0674823449524671,0.0005155271762799,0.1531914893617021,0.0028829100250902,0.1754137115839243,0.0023042067009004,0.7452778665814151 |
| deberta_toxigen,trajC_only,TRAJ,5,940,0.7276388000852514,0.0042690338080886,0.1086845338391716,0.0032990163776431,0.0698295608872793,0.0007254072115002,0.1547872340425531,0.0032025517496788,0.1791962174940898,0.0015858638138296,0.7299858802216539 |
| deberta_toxigen,rmdcls_only,RMDcls,5,940,0.7179707480818414,0.0031322300694901,0.1157543571459183,0.0034251175782257,0.0714723856948845,0.0005322380619664,0.1561170212765957,0.0032025517496787,0.183451536643026,0.0026954501775393,0.71933610400682 |
| deberta_toxigen,rmdml_only,RMDml,5,940,0.7458666346973571,0.0032725282788918,0.1035112851585684,0.0013354858905132,0.0667322317790855,0.0005560779605092,0.1507978723404255,0.0022251596450374,0.1817966903073286,0.0015411826017027,0.7478687127024723 |
| deberta_toxigen,rmdlast1_only,RMD-last (fitted),5,940,0.6760370044757033,0.0010789163996905,0.1481983065572974,0.0005170180192068,0.0785980081484834,0.0001670963875685,0.1731382978723404,0.0034420689110491,0.1846335697399526,0.0005286212712765,0.6764972293265132 |
| deberta_toxigen,rmdclslast_only,RMDcls-last,5,940,0.6994205562659846,0.0008058813125327,0.1295413455220933,0.0009785711112047,0.0746419194205522,0.0001320898700735,0.1574468085106382,0.0007283544647675,0.1784869976359338,0.0,0.6993586157289002 |
| deberta_toxigen,clslast_only,RawCLS-last,5,940,0.7240822144075021,0.0041579726261192,0.107376320233912,0.0021413791681698,0.0704339067451335,0.0007065353576007,0.1563829787234042,0.0020167221925669,0.1832151300236406,0.0016716472368476,0.7274816176470589 |
| deberta_toxigen,clsall_only,RawCLS-all,5,940,0.7365582374254049,0.0037343835428822,0.1057977294730958,0.0033799221269176,0.0683139429606156,0.0006345578119765,0.1518617021276596,0.0019723932146531,0.1765957446808511,0.0023042067009004,0.7412683823529412 |
| deberta_toxigen,rmdsort_only,RMDsort,5,940,0.7365395886615516,0.0058849908191971,0.103108575425346,0.002473036268941,0.068317111815301,0.0009999955427314,0.1550531914893617,0.0015161907248658,0.1827423167848699,0.0024511159992113,0.7388507033248082 |
| deberta_toxigen,rmdtop3_only,RMDtop3,5,940,0.7365395886615516,0.0058849908191971,0.103108575425346,0.002473036268941,0.068317111815301,0.0009999955427314,0.1550531914893617,0.0015161907248658,0.1827423167848699,0.0024511159992113,0.7388507033248082 |
| deberta_toxigen,rmdtraj_only,RMD-Traj,5,940,0.7077565537084398,0.0012968527748884,0.1237645842809878,0.002387784623762,0.0732080126754187,0.0002203651686655,0.1558510638297872,0.0023787957207444,0.1782505910165484,0.0015411826017027,0.7091658674339301 |
| deberta_toxigen,rmdtraj_rmdml,RMD-Traj+RMDml,5,940,0.7112798380221654,0.001720888705915,0.121871172320238,0.0044081991535324,0.0726093254866455,0.0002924186440254,0.1550531914893617,0.0015161907248658,0.1791962174940898,0.0015858638138296,0.7136682118499573 |
| deberta_toxigen,single_v1,AttnTopo,5,940,0.73228234228474,0.0042164140392665,0.1045321539148069,0.0011986701175207,0.0690405160706202,0.0007164659003074,0.1526595744680851,0.0044503192900748,0.1799054373522458,0.0022736860592992,0.7359801257459505 |
| deberta_toxigen,single_v1_3term,AttnTopo+3term,5,940,0.740979326513214,0.0057365397887503,0.1019727278149484,0.0029165350760947,0.0675626980534178,0.000974770292035,0.1529255319148936,0.0016286500949356,0.1775413711583924,0.0030596168098214,0.7450114556692241 |
| deberta_toxigen,single_v1_cct,AttnTopo+CCT,5,940,0.7485973465473146,0.0041887678307597,0.0993547735312466,0.0017023893260473,0.0662682209144409,0.0007117681724554,0.1545212765957447,0.0011125798225187,0.1775413711583924,0.0021144850851061,0.7534899829497016 |
| deberta_toxigen,single_v1_cct_3term,AttnTopo+CCT+3term,5,940,0.7443174552429668,0.0035788862969897,0.100762597255988,0.002151686127901,0.0669954730647351,0.0006081352469162,0.1518617021276596,0.0011125798225187,0.1756501182033097,0.0029668795267165,0.7494871589940324 |
| deberta_toxigen,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,940,0.7434409633418585,0.0041300791489398,0.1003507606226488,0.0015926859054371,0.0671444092349479,0.0007017956131036,0.1526595744680851,0.0025578968167116,0.1791962174940898,0.0028467126663811,0.7471227621483376 |
| deberta_toxigen,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,940,0.7409993073316283,0.0062075664842686,0.1023077494418845,0.002992718546491,0.0675593028519692,0.001054808581048,0.1523936170212766,0.0032025517496787,0.1761229314420804,0.0011820330969267,0.7444386722080137 |
| deberta_toxigen,single_v1_mdml,AttnTopo+MDml,5,940,0.7328764386189258,0.006010742150933,0.1044302849189246,0.0039480363857917,0.0689395654142145,0.0010213635915682,0.1539893617021276,0.0023787957207444,0.1813238770685579,0.0028467126663811,0.7378716432225063 |
| deberta_toxigen,single_v1_rmdcls,AttnTopo+RMDcls,5,940,0.7398830456095481,0.0080578456623497,0.104239228722649,0.0043814234615013,0.0677489814395654,0.0013692136477227,0.1547872340425531,0.0011893978603722,0.1773049645390071,0.0040084692571662,0.7447850063938619 |
| deberta_toxigen,single_v1_rmdml,AttnTopo+RMDml,5,940,0.7386229219948849,0.0061697235003393,0.1056936447401339,0.0067540635768102,0.0679631054775916,0.0010483781860965,0.1539893617021276,0.001972393214653,0.1775413711583924,0.0009889598422388,0.7423739876385336 |
| deberta_toxigen,trajdelta_only,TrajDelta,5,940,0.712412084398977,0.0051695336804931,0.1189558406099816,0.0057094766658425,0.0724169307378904,0.0008784228892303,0.1561170212765957,0.0011893978603722,0.1822695035460993,0.0009889598422388,0.7154198635976131 |
| deberta_toxigen,trajpoly_only,TrajPoly,5,940,0.7003596547314578,0.0048792860372831,0.120895643223419,0.0025140184895998,0.0744649162516976,0.0008291031267336,0.1659574468085106,0.0025578968167116,0.1829787234042553,0.0022736860592992,0.7027054028132993 |
| deberta_toxigen,trajshape_only,TrajShape,5,940,0.7253010443307758,0.0035628182980297,0.1118277120680936,0.0026573898114994,0.0702267994567677,0.0006054049236525,0.1542553191489361,0.0009403015707267,0.1803782505910165,0.0027212445468608,0.7280277600170503 |
| deberta_toxigen,trajstat_only,TrajStat,5,940,0.7138373827791986,0.0049850764934446,0.1173728968584579,0.0032857537451007,0.0721747397012222,0.0008470793628698,0.1577127659574468,0.0011893978603722,0.1794326241134752,0.0021144850851061,0.7159460251491901 |
| deberta_yelp,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,30000,0.8254298782152156,0.0003766609123011,0.0517878432080381,0.0001657581938237,0.0387969533333333,5.2897881862658505e-05,0.0975583333333333,0.0004589011634086,0.1301555555555555,0.0002476224392658,0.8273054256058976 |
| deberta_yelp,cct,CCT,5,30000,0.8130823671170798,0.0002626069098427,0.054623677968937,0.0001336131517541,0.0405310253333333,3.688065877400875e-05,0.1019999999999999,0.0001586619397055,0.1342888888888889,0.0004485917608485,0.8139712773675561 |
| deberta_yelp,cct_only,CCT (matched block),5,30000,0.8130823663259097,0.0002626045437903,0.0546236780541918,0.0001336124344648,0.0405310255555555,3.687991952536757e-05,0.1019999999999999,0.0001586619397055,0.1342888888888889,0.0004485917608485,0.8139712773675561 |
| deberta_yelp,cct_rmdml,CCT+RMDml,5,30000,0.8262499226631412,0.0003665079326858,0.0518402142672635,0.0001331515443787,0.0386817871111111,5.147200755846844e-05,0.0973,0.0001895718861012,0.1297259259259259,0.0002437138352053,0.8271136697546028 |
| deberta_yelp,cct_rmdtraj,CCT+RMD-Traj,5,30000,0.8267351171050142,0.0003354653540608,0.0516468993704026,0.0001338347696361,0.0386136468888888,4.711241885894555e-05,0.0970416666666666,0.0001586619397054,0.129674074074074,0.0003448623510217,0.8275922405219823 |
| deberta_yelp,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,30000,0.8267507221403362,0.0002705789470119,0.0517414830723622,0.0002415585917429,0.0386114553333333,3.799983673941445e-05,0.0968833333333333,4.564354645876642e-05,0.1297037037037037,0.0002095131203515,0.8276974977669229 |
| deberta_yelp,mahatraj,MahaTraj,5,30000,0.8239370181280762,0.0003815137734566,0.0531827444656118,0.0001832126746357,0.0390066091111111,5.3579412830480186e-05,0.0978166666666666,0.0001806623615723,0.1301555555555555,0.0002637182684284,0.8250383915199246 |
| deberta_yelp,mahatraj_cct,MahaTraj+CCT,5,30000,0.8257229038151005,0.0005030018805584,0.0521102260430595,0.0003616636851636,0.0387558011111111,7.064108110374994e-05,0.09755,0.0003205897343611,0.1301777777777777,0.0002637182684284,0.8268493794458804 |
| deberta_yelp,mdml_only,MDml,5,30000,0.7327629868562943,0.0006060424719937,0.0758551615732787,0.0002450983734828,0.0518109986666666,8.511206227855344e-05,0.1275583333333333,0.000839870194997,0.1466,0.0004531553753831,0.7342960367925656 |
| deberta_yelp,rc_traj,RMDcls+TRAJ+1layer,5,30000,0.8250365734114693,0.0004564654670221,0.0521234908885201,0.0001862935389844,0.0388521886666666,6.410555372312249e-05,0.097675,0.0003466105723847,0.1301037037037037,0.0004322398358783,0.8266186110062811 |
| deberta_yelp,rc_trajA,RMDcls+TRAJ(derivable),5,30000,0.8256111732179491,0.0004514001817515,0.0524619284359025,0.0002029078488914,0.0387714924444444,6.339419012500065e-05,0.0971833333333333,7.56912588524385e-05,0.1297333333333333,0.0005013014612055,0.8267091920493753 |
| deberta_yelp,rc_trajB,RMDcls+TRAJ(1layer),5,30000,0.8264875410518288,0.000391273080599,0.0517903618568298,0.0001405725709408,0.0386484162222222,5.495000016625936e-05,0.097375,0.0003875224007862,0.1294444444444444,0.0004230985058813,0.8277738140165243 |
| deberta_yelp,rc_trajC,RMDcls+TRAJ,5,30000,0.8249288492987465,0.0004316297377435,0.052247078925932,0.0001846588961551,0.0388673173333333,6.061764873897681e-05,0.0977333333333333,0.0005516704430887,0.1298666666666666,0.0006106058517348,0.8265431254850861 |
| deberta_yelp,rc_trajCps0,RMDcls+TRAJ(persample-0),5,30000,0.8234978586986361,0.0005914923220216,0.0528225026702367,0.0002964771995082,0.0390682842222222,8.306859021240419e-05,0.097875,0.0003560001560548,0.1302222222222222,0.0002783943773772,0.8253475886327872 |
| deberta_yelp,rc_trajCps1,RMDcls+TRAJ(persample-1),5,30000,0.8236854925546956,0.0008131065845355,0.0527850519489662,0.0001537486221271,0.0390419331111111,0.0001141918756255,0.0975999999999999,0.0004512713522187,0.130274074074074,0.0004170574299336,0.8253603818502459 |
| deberta_yelp,rc_trajCps2,RMDcls+TRAJ(persample-2),5,30000,0.8227983347455716,0.0006923247344486,0.0531110877341743,0.0002214443665366,0.0391665246666666,9.722939338124036e-05,0.0980583333333333,0.0003555121501283,0.1300444444444444,0.0003966595773478,0.8244221650997546 |
| deberta_yelp,rc_trajFREE,RMDcls+TRAJ(order-free),5,30000,0.82528232977386,0.0002997872891665,0.052265780795801,0.0001921580355213,0.0388176748888888,4.210182710325348e-05,0.097075,0.0003466105723847,0.1301481481481481,0.0004982823721138,0.8264113165779369 |
| deberta_yelp,rc_trajORD,RMDcls+TRAJ(order-dependent),5,30000,0.8263454390241394,0.0004488311898306,0.0519921652621232,0.0002410371353832,0.0386683728888888,6.303340346863425e-05,0.0971916666666666,0.0007160122981563,0.1293333333333333,0.0002095131203515,0.8278129215452181 |
| deberta_yelp,trajORD_only,TRAJ(order-dependent),5,30000,0.8163919455738394,0.0005724075819357,0.0542688237296468,0.0002207324775619,0.0400662315555555,8.038834839947358e-05,0.1002916666666666,0.0004197800349918,0.1316,0.0003368131124263,0.818202485697626 |
| deberta_yelp,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,30000,0.8242676195517074,0.0005127679709382,0.052476117666847,0.0002166006854441,0.0389601797777777,7.201262107059177e-05,0.0977416666666666,0.0002070795606631,0.1295185185185185,0.0003291923858265,0.8257541787616767 |
| deberta_yelp,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,30000,0.8249082583106466,0.0005943706998605,0.0523046784022011,0.0003235658341678,0.0388702091111111,8.347282671772386e-05,0.0978833333333333,0.0003834691788281,0.1295703703703703,0.0004510314349146,0.826434339622343 |
| deberta_yelp,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,30000,0.8248158813118547,0.0002603575901766,0.0523545780355982,0.0002165659250399,0.0388831824444444,3.65643596068219e-05,0.09785,0.0003301935459359,0.1298518518518518,0.0002237601106221,0.8264084446311605 |
| deberta_yelp,trajsoft_only,TRAJSOFT,5,30000,0.8267014401665888,0.0005909233551478,0.0518986071549404,0.0002734285811339,0.0386183764444444,8.298868507361018e-05,0.0972416666666666,0.0003935239651039,0.1299333333333333,0.0003905607800433,0.8278290930581962 |
| deberta_yelp,rc_trajsoft,RMDcls+TRAJSOFT,5,30000,0.8267653097311527,0.0003757436452476,0.0517902660160599,0.000150961102706,0.0386094066666666,5.2769061794919336e-05,0.0972416666666666,0.0003123610802331,0.1298148148148148,0.0003065360251342,0.8278835097246648 |
| deberta_yelp,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,30000,0.8270795149495509,0.000350087789073,0.0518528173730459,0.0002212244091615,0.03856528,4.916597900963015e-05,0.0967083333333333,0.0002886751345948,0.1298814814814815,0.0002134053376427,0.8281582909464054 |
| deberta_yelp,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,30000,0.8242652112304987,0.0005854114114037,0.0530257230036981,0.0002334915097968,0.038960518,8.221459320612937e-05,0.0974333333333333,0.0002053959590644,0.1292888888888889,0.0003825766372923,0.8254251944893434 |
| deberta_yelp,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,30000,0.8274760762086505,0.0002875164631266,0.0516661381444893,0.00014087676281,0.0385095873333333,4.037852456503975e-05,0.0965666666666666,0.0003542891944913,0.1293925925925926,0.0002803583832263,0.828934721361825 |
| deberta_yelp,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,30000,0.82530735764282,0.0002697017649863,0.0518046501691117,0.0001616600639602,0.03881416,3.787664617292081e-05,0.0976833333333333,0.0003354101966249,0.1299185185185185,0.0004432081570859,0.8274044642553392 |
| deberta_yelp,trajC_only,TRAJ,5,30000,0.8178309934483219,0.0002203841748181,0.0539787150441717,8.796366777307284e-05,0.0398641331111111,3.095053312730263e-05,0.099675,0.0003834691788281,0.1311037037037037,0.0003222435071726,0.819649321848711 |
| deberta_yelp,rmdcls_only,RMDcls,5,30000,0.827683251961508,0.0005309673976638,0.051914298476427,0.0001384047041402,0.0384804917777777,7.456853036049032e-05,0.0966999999999999,0.0002847391593878,0.1293925925925925,0.0002626758996518,0.8285614553095808 |
| deberta_yelp,rmdml_only,RMDml,5,30000,0.8229762767702228,0.0004032460154088,0.053908800710293,0.0002778817466186,0.0391415346666666,5.663146715801241e-05,0.0971833333333333,0.0002969754946867,0.1302148148148148,0.0003147058634999,0.8236549913722921 |
| deberta_yelp,rmdlast1_only,RMD-last (fitted),5,30000,0.8146209489133677,0.0002008056711696,0.0604853982440568,0.000525012765963,0.0403165611111111,2.605762289832065e-05,0.0977,4.5643546458762616e-05,0.1301185185185185,1.6563466499995236e-05,0.8145169314316774 |
| deberta_yelp,rmdclslast_only,RMDcls-last,5,30000,0.8229080747592272,0.0002262667182582,0.0545633237873637,0.0001433062052502,0.0391510211111111,3.172574422946965e-05,0.0976583333333333,0.0002028443574106,0.1296296296296296,0.0002078698548207,0.8230838576811919 |
| deberta_yelp,clslast_only,RawCLS-last,5,30000,0.8169140370156753,0.0006236229411906,0.0535162057423653,0.0002135011141668,0.0399929095555555,8.758098223788772e-05,0.1016,0.0005516704430887,0.1335333333333333,0.0002852092341952,0.81908626995825 |
| deberta_yelp,rmdsort_only,RMDsort,5,30000,0.8265645250488352,0.0001668331501697,0.0521700720128833,0.0002603787178839,0.0386376046666666,2.342988077668853e-05,0.0967166666666666,0.0001940969116475,0.1303407407407407,0.0002289116613386,0.8274675046738363 |
| deberta_yelp,rmdtop3_only,RMDtop3,5,30000,0.8265645250488352,0.0001668331501697,0.0521700720128833,0.0002603787178839,0.0386376046666666,2.342988077668853e-05,0.0967166666666666,0.0001940969116475,0.1303407407407407,0.0002289116613386,0.8274675046738363 |
| deberta_yelp,rmdtraj_only,RMD-Traj,5,30000,0.8243870624731496,8.353540751157038e-05,0.0531026376608787,0.0001014008406082,0.0389434053333333,1.1731629095506782e-05,0.0976583333333333,0.0002877716108305,0.1306,0.0002165954298846,0.8251752955612993 |
| deberta_yelp,rmdtraj_rmdml,RMD-Traj+RMDml,5,30000,0.8249938344128847,0.000371134850951,0.0529377666387689,0.0001686870532547,0.0388581907777777,5.212187933874539e-05,0.0973166666666666,0.000326226318851,0.1305481481481481,0.0003507780886681,0.8258872930991787 |
| deberta_yelp,single_v1,AttnTopo,5,30000,0.8157098273588138,0.0004107391468886,0.0538483985232245,5.52289781248183e-05,0.0401620275555555,5.768379504989223e-05,0.1019833333333333,0.0003084459253886,0.1335407407407407,0.0005847865496418,0.8181543667436475 |
| deberta_yelp,single_v1_3term,AttnTopo+3term,5,30000,0.8262922834825084,0.0003504472788325,0.0517183898934207,0.0001562384583303,0.038675838,4.921646539196885e-05,0.0973166666666666,0.0003354101966249,0.1294296296296296,0.0002055472137112,0.8280559135599402 |
| deberta_yelp,single_v1_cct,AttnTopo+CCT,5,30000,0.8173150256615962,0.0007856622325332,0.0534880722579652,0.0001452375820572,0.0399365951111111,0.0001103376182747,0.1004583333333333,0.0002960973000739,0.1334296296296296,0.0007000881778677,0.8194894817916202 |
| deberta_yelp,single_v1_cct_3term,AttnTopo+CCT+3term,5,30000,0.8257786528116992,0.0002775776504077,0.0518180835029201,0.0001089624427152,0.0387479717777777,3.898272764560446e-05,0.0973416666666666,0.0003789147514796,0.1293925925925925,0.0004945519372681,0.8274496717040456 |
| deberta_yelp,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,30000,0.8253371800014401,0.0003781135209376,0.0519231769343944,0.00020835891573,0.0388099717777777,5.310188476694727e-05,0.0972083333333333,0.0004289845892077,0.1296222222222222,0.0006433153156392,0.8270381684100097 |
| deberta_yelp,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,30000,0.8260934260900937,0.0006604000092276,0.0518814069382045,0.0001653134871398,0.0387037653333333,9.274591689592008e-05,0.096925,0.0001297700958533,0.1299111111111111,0.0003809597294999,0.8278030240096333 |
| deberta_yelp,single_v1_mdml,AttnTopo+MDml,5,30000,0.8162614864025584,0.0006050329471826,0.0537476593578902,6.540710842955797e-05,0.0400845531111111,8.497022206937172e-05,0.1014833333333333,0.0006295666499002,0.1335555555555555,0.0003638311611923,0.8186582391247762 |
| deberta_yelp,single_v1_rmdcls,AttnTopo+RMDcls,5,30000,0.8257191489227033,0.0003248709817866,0.0518360959742585,0.000107261697162,0.0387563284444444,4.562455581113181e-05,0.0974916666666666,0.0006779001483338,0.1301037037037037,0.0003957940742931,0.827381211771659 |
| deberta_yelp,single_v1_rmdml,AttnTopo+RMDml,5,30000,0.8254482001280113,0.0005909438642989,0.0523231939350403,0.0001901042938728,0.0387943802222222,8.299156535827793e-05,0.0969083333333333,0.000449150432607,0.1300666666666666,0.0005483483118021,0.8271906505869294 |
| deberta_yelp,trajdelta_only,TrajDelta,5,30000,0.8220285042695485,0.0002571973010533,0.0541626396584128,0.0003581154122754,0.0392746388888888,3.612053176262473e-05,0.0970416666666666,0.0003333333333333,0.1306222222222222,0.0003825766372923,0.8230706332761317 |
| deberta_yelp,trajpoly_only,TrajPoly,5,30000,0.7898787721992387,0.0007687076146225,0.0637647521659422,0.0003457086576071,0.0437897151111111,0.0001079565286899,0.1033666666666666,0.0003503470501596,0.1327925925925926,0.0006055300708194,0.7912339797982675 |
| deberta_yelp,trajshape_only,TrajShape,5,30000,0.8206934889089845,0.0001969987770447,0.0541253073784406,0.000162401685939,0.0394621271111111,2.7666311249388844e-05,0.098325,0.0001156203077125,0.1306962962962963,0.0004606609434292,0.8218563219618482 |
| deberta_yelp,trajstat_only,TrajStat,5,30000,0.8243678908438697,0.0003388231153188,0.0532361984043298,0.0002148691811081,0.0389460977777777,4.758397949227351e-05,0.097425,0.0004871615634354,0.1303703703703704,0.0002904516137288,0.8251720913231604 |
| deberta_small_cola,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,1043,0.8439812358777876,0.0017523557643389,0.0820770882429324,0.0009508567012085,0.0602671878174268,0.0003283736438014,0.1455635491606714,0.0018184353582857,0.192332268370607,0.0022083537117494,0.8460138520483348 |
| deberta_small_cola,cct,CCT,5,1043,0.7812619117791532,0.0053491474136755,0.1047630452435932,0.0016837299284344,0.0720048462608321,0.0010011451183092,0.1772182254196642,0.0028626705962382,0.2119275825346112,0.0041927624462256,0.7834143825523137 |
| deberta_small_cola,cct_only,CCT (matched block),5,1043,0.7812619117791532,0.0053491474136755,0.1047630452435932,0.0016837299284344,0.0720048462608321,0.0010011451183092,0.1772182254196642,0.0028626705962382,0.2119275825346112,0.0041927624462256,0.7834143825523137 |
| deberta_small_cola,cct_rmdml,CCT+RMDml,5,1043,0.8098462520876314,0.0027273646054756,0.09507100916958,0.0013294399613318,0.0666559421390284,0.0005103904135942,0.1690647482014388,0.0028119998560092,0.1976570820021299,0.0017820234856955,0.8123121131741822 |
| deberta_small_cola,cct_rmdtraj,CCT+RMD-Traj,5,1043,0.8207579329993123,0.0019371783310567,0.0873002490330946,0.0010848203198142,0.0646137469446586,0.0003627508688068,0.1683453237410072,0.0043728015656619,0.1985090521831736,0.0026730352285433,0.8229025444542685 |
| deberta_small_cola,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,1043,0.8205820807544946,0.0023566352099896,0.0874051407268948,0.0011101562397662,0.0646468397727993,0.0004411184778178,0.169304556354916,0.0028626705962382,0.1982960596379126,0.0034835840753559,0.8227404460163079 |
| deberta_small_cola,mahatraj,MahaTraj,5,1043,0.8000299636506535,0.0026383132449494,0.0913712804984682,0.0009088449959584,0.0684927779498809,0.0004936057558924,0.1832134292565947,0.0027342336333312,0.2172523961661341,0.0031948881789137,0.8027139208173691 |
| deberta_small_cola,mahatraj_cct,MahaTraj+CCT,5,1043,0.8185985853227233,0.0018992468697439,0.0875790011452686,0.0008307246889387,0.0650178471460653,0.0003555688778081,0.1721822541966426,0.004205198541187,0.2042598509052183,0.0020484967051833,0.8215910207289518 |
| deberta_small_cola,mdml_only,MDml,5,1043,0.6978637390706357,0.0028677627963448,0.1333906947729409,0.0012181975828611,0.0876121594081531,0.0005368063134057,0.2043165467625899,0.00300956844077,0.2187433439829605,0.001214244329179,0.700144906179389 |
| deberta_small_cola,rc_traj,RMDcls+TRAJ+1layer,5,1043,0.8439399744572157,0.0012511930600109,0.0817669852135581,0.0005823204650934,0.0602763802696881,0.0002340039790959,0.1426858513189448,0.001895849916168,0.1925452609158679,0.0015795949919266,0.8457436879850673 |
| deberta_small_cola,rc_trajA,RMDcls+TRAJ(derivable),5,1043,0.8073312702623048,0.0008932211629515,0.0910347837624677,0.000356375933367,0.0671262279967164,0.0001667326879656,0.173621103117506,0.0010031894802566,0.2091586794462193,0.0032476998257671,0.808962078789665 |
| deberta_small_cola,rc_trajB,RMDcls+TRAJ(1layer),5,1043,0.8421156302190784,0.001864407390048,0.0827285211294685,0.0008379415049718,0.0606166848524013,0.000348811716376,0.1443645083932853,0.0027603991446574,0.192332268370607,0.0005833041080992,0.8431746733470872 |
| deberta_small_cola,rc_trajC,RMDcls+TRAJ,5,1043,0.8433691914726398,0.0013865958892802,0.0818480895654738,0.0006713953673833,0.0603826450178287,0.0002597379399474,0.1438848920863309,0.0014685190304455,0.1931842385516507,0.001934600865238,0.8445598781805679 |
| deberta_small_cola,rc_trajCps0,RMDcls+TRAJ(persample-0),5,1043,0.8339414480793792,0.0009388899512704,0.0862777749818997,0.0007128209915984,0.0621466766067717,0.0001757038120912,0.1470023980815347,0.0020063789605133,0.194888178913738,0.0021299254526091,0.8365507417231555 |
| deberta_small_cola,rc_trajCps1,RMDcls+TRAJ(persample-1),5,1043,0.839480302583751,0.0016070801409515,0.0837723634760643,0.0009380336723892,0.0611101356897878,0.0003007488861918,0.1455635491606714,0.0021781657223722,0.1970181043663471,0.0015060847309617,0.8417280675901365 |
| deberta_small_cola,rc_trajCps2,RMDcls+TRAJ(persample-2),5,1043,0.8328224776500639,0.0008525101983029,0.0860225240827001,0.0005332436864003,0.062356080669284,0.0001595387100328,0.1482014388489208,0.0023373607541508,0.1968051118210862,0.0020484967051833,0.834959229786816 |
| deberta_small_cola,rc_trajFREE,RMDcls+TRAJ(order-free),5,1043,0.8407795461243737,0.0020058187684398,0.0828661315047723,0.0008300184790782,0.0608672711010443,0.0003752224569349,0.1467625899280575,0.002486383855315,0.1953141640042598,0.0022083537117494,0.8420547205029965 |
| deberta_small_cola,rc_trajORD,RMDcls+TRAJ(order-dependent),5,1043,0.8409465566362119,0.0025733913901242,0.0834253021170583,0.0018075971488734,0.0608354652162202,0.000481429796716,0.1441247002398081,0.002144909330935,0.1942492012779552,0.0005833041080992,0.8426441693683073 |
| deberta_small_cola,trajORD_only,TRAJ(order-dependent),5,1043,0.810195991747716,0.0019468625421056,0.0945791400872405,0.0010573938712739,0.0665906757279732,0.0003643462981829,0.1568345323741007,0.0017784648650109,0.2010649627263045,0.0028575948594246,0.8133387366145987 |
| deberta_small_cola,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,1043,0.8449037233519991,0.0023410425678334,0.0815967260445765,0.0014661337865561,0.0600954728091858,0.0004378789681597,0.1453237410071942,0.0015633578909358,0.192332268370607,0.001615095941225,0.8467162786128303 |
| deberta_small_cola,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,1043,0.8433122114156596,0.0018023797383982,0.0819679010601114,0.000795386113738,0.0603922051681805,0.0003370200479003,0.1455635491606714,0.0010724546654675,0.1955271565495207,0.0014287974297123,0.8446384713626094 |
| deberta_small_cola,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,1043,0.8424260732881421,0.001522602663809,0.0826491748811254,0.0006129907176913,0.0605589562522004,0.0002848243914874,0.145083932853717,0.0014685190304455,0.1961661341853035,0.0004762658099041,0.8441128794577071 |
| deberta_small_cola,trajsoft_only,TRAJSOFT,5,1043,0.8269294626191177,0.0013369434312812,0.0906817046532895,0.0017790591265963,0.0634582556954136,0.0002498462189902,0.1556354916067146,0.0023064009666272,0.1959531416400426,0.0013043076372647,0.8288510659200315 |
| deberta_small_cola,rc_trajsoft,RMDcls+TRAJSOFT,5,1043,0.8405722566067393,0.0023193479207512,0.0824486124375063,0.001187876370285,0.0609064309476774,0.0004339407089323,0.1498800959232614,0.0023980815347721,0.1951011714589989,0.0019050632396164,0.8423641811572846 |
| deberta_small_cola,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,1043,0.8407363198742509,0.0020269242977898,0.0821884229364261,0.0010234223596744,0.0608749927609438,0.0003793957915062,0.1496402877697841,0.0028626705962382,0.1938232161874334,0.0013043076372647,0.842275763827488 |
| deberta_small_cola,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,1043,0.8369319186560567,0.0011614203706222,0.0835492484250144,0.0007475644402294,0.0615870401131039,0.0002173481421146,0.1515587529976019,0.0028876725608614,0.1942492012779552,0.0009525316198082,0.8382355830631693 |
| deberta_small_cola,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,1043,0.8448673740053051,0.0012272057434397,0.0809747966620053,0.0007765035228702,0.0601017236767235,0.0002291564223798,0.1458033573141486,0.0021781657223722,0.1921192758253461,0.0005833041080992,0.8465541801748698 |
| deberta_small_cola,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,1043,0.8460138520483348,0.004235867034274,0.081367903423928,0.0022428095530049,0.05988735568999,0.0007925734791863,0.1438848920863309,0.002937038060891,0.1921192758253461,0.001214244329179,0.8489365360055015 |
| deberta_small_cola,trajC_only,TRAJ,5,1043,0.8273361823361822,0.0023091857306215,0.0861616921132475,0.0011450558590208,0.0633828775868709,0.0004319523438473,0.1592326139088729,0.0046747215083016,0.1980830670926517,0.0015060847309617,0.8303738088220847 |
| deberta_small_cola,rmdcls_only,RMDcls,5,1043,0.7959332940367423,0.0018046661276699,0.0941476975495642,0.0006071344634303,0.0692597961665635,0.0003379582289559,0.175779376498801,0.0023373607541508,0.2136315228966986,0.001214244329179,0.7965640043226249 |
| deberta_small_cola,rmdml_only,RMDml,5,1043,0.7767811179880145,0.0010340213032713,0.1011099208922536,0.0005801907342924,0.0728435656051529,0.0001939502865616,0.1798561151079136,0.001895849916168,0.2181043663471778,0.0027565876689126,0.7772792022792023 |
| deberta_small_cola,rmdlast1_only,RMD-last (fitted),5,1043,0.7275257883878574,0.0008350012697852,0.1228517514069095,0.0006359853899354,0.0820490711486612,0.0001590772389382,0.2038369304556355,0.001199040767386,0.2234291799787007,0.0004762658099041,0.7273725316828765 |
| deberta_small_cola,rmdclslast_only,RMDcls-last,5,1043,0.7735357107770902,0.0005943847886555,0.1028549018063895,0.0008752787036434,0.0734469581715844,0.0001182854667535,0.1829736211031175,0.0018184353582857,0.2178913738019169,0.0005833041080992,0.7733470871401905 |
| deberta_small_cola,clslast_only,RawCLS-last,5,1043,0.8014023970920523,0.0017592392179111,0.0982703391900068,0.0005038495310393,0.068235756984655,0.0003286153186599,0.1640287769784172,0.0025994584398895,0.1963791267305644,0.0027770830267104,0.8046296296296297 |
| deberta_small_cola,clsall_only,RawCLS-all,2,1043,0.8055187150014735,0.0055712706406485,0.0957302591855259,0.0044000318835401,0.0674657052587261,0.0010432572754163,0.1630695443645083,0.0067827988603026,0.2002129925452609,0.0015060847309617,0.8080435209745555 |
| deberta_small_cola,rmdsort_only,RMDsort,5,1043,0.7884708714019059,0.0034262896638402,0.095868540640484,0.0010940146909751,0.0706559458160093,0.0006412758401629,0.1784172661870503,0.0055855226373391,0.2210862619808306,0.0022083537117494,0.7898491993319579 |
| deberta_small_cola,rmdtop3_only,RMDtop3,5,1043,0.7884708714019059,0.0034262896638402,0.095868540640484,0.0010940146909751,0.0706559458160093,0.0006412758401629,0.1784172661870503,0.0055855226373391,0.2210862619808306,0.0022083537117494,0.7898491993319579 |
| deberta_small_cola,rmdtraj_only,RMD-Traj,5,1043,0.7980474506336577,0.0015160851637832,0.0924803875136978,0.0007383360136132,0.0688636014741016,0.0002828165166491,0.180335731414868,0.00323962975686,0.2159744408945687,0.0024284886583581,0.8002333235091856 |
| deberta_small_cola,rmdtraj_rmdml,RMD-Traj+RMDml,5,1043,0.8000623833382455,0.0035812377352267,0.0918686426389666,0.0009911179739102,0.0684867109313884,0.0006704116628668,0.1839328537170263,0.0038481550445758,0.2149094781682641,0.0029551516348267,0.8020949995087927 |
| deberta_small_cola,single_v1,AttnTopo,5,1043,0.8118061695647902,0.0033894430971088,0.0929124887192118,0.0023132042940647,0.0662889794447575,0.0006338139505979,0.1628297362110311,0.0025994584398895,0.1963791267305644,0.0032476998257671,0.8160698496905393 |
| deberta_small_cola,single_v1_3term,AttnTopo+3term,5,1043,0.8357043913940465,0.0027667785362992,0.08525702144378,0.0011123806826622,0.0618162998725006,0.0005171558776125,0.1474820143884892,0.0029370380608911,0.192332268370607,0.001615095941225,0.8381348855486785 |
| deberta_small_cola,single_v1_cct,AttnTopo+CCT,5,1043,0.8138112781216229,0.0039008491757264,0.0916687134473919,0.0018446882180498,0.0659141112415418,0.0007295276872628,0.1628297362110311,0.0042730287005288,0.1957401490947816,0.0025425636605566,0.8174354062285096 |
| deberta_small_cola,single_v1_cct_3term,AttnTopo+CCT+3term,5,1043,0.8379551036447589,0.0030005949185139,0.0841560672258235,0.0016066435077606,0.0613954694079785,0.0005619077715903,0.1479616306954436,0.0023373607541508,0.1916932907348242,0.0007530423654808,0.8405418017486985 |
| deberta_small_cola,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,1043,0.8391084585912173,0.0042810427394313,0.083260451873513,0.0019865571219909,0.0611798144779284,0.0008006102428731,0.1482014388489208,0.0038481550445758,0.1921192758253461,0.0017820234856955,0.8415045682287061 |
| deberta_small_cola,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,1043,0.82529374201788,0.0019640078348544,0.089152766357857,0.0007595449265909,0.0637650997518957,0.0003675253466777,0.1556354916067146,0.002144909330935,0.1953141640042598,0.001615095941225,0.8288215934767659 |
| deberta_small_cola,single_v1_mdml,AttnTopo+MDml,5,1043,0.8122394144807938,0.002723808967499,0.0928506717814586,0.001387135348665,0.066208085864858,0.0005091139913013,0.1611510791366906,0.0018184353582857,0.1959531416400426,0.0022591270964426,0.8169196384713626 |
| deberta_small_cola,single_v1_rmdcls,AttnTopo+RMDcls,5,1043,0.8373931623931623,0.0041129094064062,0.0839687712685088,0.0020099411025361,0.0615006310618477,0.0007700163412525,0.148441247002398,0.0028626705962382,0.1925452609158679,0.0008910117428477,0.8399228804401219 |
| deberta_small_cola,single_v1_rmdml,AttnTopo+RMDml,5,1043,0.8240981432360742,0.0045096859175525,0.0890151096340951,0.0017686157087014,0.0639886601908904,0.0008438285644828,0.1577937649880096,0.0028876725608614,0.1955271565495207,0.0027770830267103,0.8276033991551234 |
| deberta_small_cola,trajdelta_only,TrajDelta,5,1043,0.7871505059436095,0.0033499418317,0.0959325782575269,0.0005222941736391,0.0709032227818382,0.0006275654910391,0.1908872901678657,0.0037343912475773,0.2174653887113951,0.0028575948594246,0.789367816091954 |
| deberta_small_cola,trajpoly_only,TrajPoly,5,1043,0.7576544847234502,0.0029939027825161,0.1124041745865839,0.0017639942208997,0.076423106515702,0.0005604024551252,0.1940047961630695,0.0037343912475773,0.2230031948881789,0.001934600865238,0.7609612928578446 |
| deberta_small_cola,trajshape_only,TrajShape,5,1043,0.7984384517143137,0.0056396871944692,0.091841772416759,0.0016136160808229,0.0687904295541017,0.0010554313573421,0.1808153477218225,0.003327203099643,0.2168264110756123,0.001615095941225,0.8015939679732784 |
| deberta_small_cola,trajstat_only,TrajStat,5,1043,0.7956474113370665,0.002595764049835,0.0921270396536712,0.000789487771701,0.069313112389679,0.0004853525131907,0.1882494004796163,0.0022431998721666,0.2183173588924387,0.0022591270964426,0.7975562432458984 |
| deberta_small_sst5,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,2210,0.6226430898473517,0.0050726954398178,0.3814762891777962,0.0032392062784322,0.2125744763620728,0.0012672077456577,0.453393665158371,0.0029280948202589,0.4712921065862242,0.0016135552072278,0.6276176621247823 |
| deberta_small_sst5,cct,CCT,5,2210,0.5670281323634875,0.0042751054692119,0.4305482104975693,0.0083297140749341,0.2264679674863332,0.0010679074476974,0.4639140271493213,0.0042964092793739,0.473805932629462,0.0030291343049556,0.5727618071918861 |
| deberta_small_sst5,cct_only,CCT (matched block),5,2210,0.5670283782399343,0.0042751718872789,0.4305481581952857,0.008329812325462,0.2264679265371307,0.0010680051798624,0.4639140271493213,0.0042964092793739,0.473805932629462,0.0030291343049556,0.5727618071918861 |
| deberta_small_sst5,cct_rmdml,CCT+RMDml,5,2210,0.6117963323429977,0.0044610072332506,0.392314405032855,0.0039076759535375,0.2152841874654491,0.0011144297722139,0.4510180995475113,0.002516809441322,0.4648567119155354,0.0025783572458437,0.6154582522282553 |
| deberta_small_sst5,cct_rmdtraj,CCT+RMD-Traj,5,2210,0.6212229074889868,0.0048194317803946,0.3828984905514799,0.0047241498624963,0.2129292807272578,0.0012039698616027,0.452262443438914,0.0024195983751365,0.4695827048768225,0.0021624749288694,0.626448109824813 |
| deberta_small_sst5,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,2210,0.6227706177645732,0.0052930891253533,0.3814038874742365,0.004609111046288,0.212542638357118,0.0013222969163349,0.4492081447963801,0.002782437528563,0.4685771744595274,0.0011790889290657,0.6268005327323021 |
| deberta_small_sst5,mahatraj,MahaTraj,5,2210,0.6012605265853909,0.0044902582486342,0.3942615683489174,0.0039778523478775,0.2179161974570544,0.0011217371359339,0.4559954751131221,0.001806416224284,0.4709904474610357,0.0008261275377151,0.6043274254687019 |
| deberta_small_sst5,mahatraj_cct,MahaTraj+CCT,5,2210,0.6169531810265342,0.003356712873952,0.3843046634388267,0.0017163158317495,0.2139959050797485,0.0008385668910236,0.4541855203619909,0.0020781869989676,0.4700854700854701,0.0023312263689028,0.620697059727487 |
| deberta_small_sst5,mdml_only,MDml,5,2210,0.5177100706894785,0.0055630326718512,0.4769469149736293,0.0060348114903227,0.238788046927786,0.0013885196414113,0.4787330316742081,0.003263922634899,0.4823529411764705,0.0016522550754303,0.5224009835057883 |
| deberta_small_sst5,rc_traj,RMDcls+TRAJ+1layer,5,2210,0.6279558241983404,0.0028745602384346,0.37838509978931,0.000504107639055,0.2112472922339837,0.0007181103603366,0.45,0.005208535942634,0.4706887883358471,0.0014829443141028,0.6325909230611617 |
| deberta_small_sst5,rc_trajA,RMDcls+TRAJ(derivable),5,2210,0.6218487450056347,0.0036030539045119,0.3806530135180128,0.0030546180189448,0.2127729366720583,0.0009000995362999,0.4526018099547511,0.0034030789494324,0.4720965309200603,0.0023312263689028,0.6241729331011168 |
| deberta_small_sst5,rc_trajB,RMDcls+TRAJ(1layer),5,2210,0.6230189529761295,0.0031882219492283,0.3803535435336055,0.0044415730474738,0.2124806003153088,0.0007964679891489,0.4532805429864253,0.000505897732466,0.4703871292106586,0.0016135552072278,0.6256113103165659 |
| deberta_small_sst5,rc_trajC,RMDcls+TRAJ,5,2210,0.6256137690810368,0.0054597657559559,0.3806889353665352,0.0031170293999677,0.2118323744395077,0.0013639353602477,0.4547511312217194,0.0042326441026854,0.4714932126696832,0.0036670854758794,0.6293224054912406 |
| deberta_small_sst5,rc_trajCps0,RMDcls+TRAJ(persample-0),5,2210,0.608693535498412,0.0047372287072716,0.3950761707318344,0.0048650599622519,0.2160592944452407,0.0011833962446673,0.4584841628959276,0.0022835553436862,0.4747109100050276,0.0035798859967658,0.6124003688146706 |
| deberta_small_sst5,rc_trajCps1,RMDcls+TRAJ(persample-1),5,2210,0.6191808216371274,0.0019290379734821,0.3833083219077124,0.003359073102269,0.2134394258921807,0.0004819040268206,0.455656108597285,0.0037218741801724,0.4719959778783308,0.0018945644727417,0.6227370146501383 |
| deberta_small_sst5,rc_trajCps2,RMDcls+TRAJ(persample-2),5,2210,0.6188415121401496,0.0039147146796115,0.3872113591638308,0.0033867804659411,0.2135241907413853,0.0009779572999039,0.4535067873303167,0.0042023021766983,0.4728004022121669,0.0014484525179374,0.622423112386026 |
| deberta_small_sst5,rc_trajFREE,RMDcls+TRAJ(order-free),5,2210,0.6247146808728614,0.0024182447526965,0.3806391052592235,0.0030831899529792,0.2120569808152986,0.0006041155748006,0.45,0.0018152496081313,0.469482151835093,0.0018609105604144,0.6277004405286344 |
| deberta_small_sst5,rc_trajORD,RMDcls+TRAJ(order-dependent),5,2210,0.6248861387152955,0.0042005107775768,0.3818193727662513,0.0022241193135391,0.2120141479494686,0.001049353660345,0.4541855203619909,0.0041370867755451,0.4730015082956259,0.0015249623819108,0.6278028890482532 |
| deberta_small_sst5,trajORD_only,TRAJ(order-dependent),5,2210,0.6131638971416863,0.0054693285040765,0.393617403072971,0.0039618417527865,0.2149425482688725,0.0013663242851367,0.4537330316742081,0.0031339129360169,0.4718954248366013,0.0019984521784164,0.6223149267493084 |
| deberta_small_sst5,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,2210,0.6288675340641328,0.0036406686668632,0.3798414212338038,0.0035911651721866,0.211019512294998,0.0009095314357818,0.4495475113122172,0.0028110347601332,0.469281045751634,0.0025288640201024,0.6322401393299867 |
| deberta_small_sst5,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,2210,0.6276968343407437,0.0031937139278445,0.38058848198173,0.0019887890372818,0.2113119919739562,0.0007978399717883,0.4486425339366516,0.0037603552349761,0.4701860231271996,0.0007457213159472,0.631496772871632 |
| deberta_small_sst5,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,2210,0.628180391353345,0.0032033817053804,0.3789496459692432,0.0044232068730346,0.2111911918265391,0.0008002551346772,0.4518099547511312,0.0024129783945363,0.4712921065862242,0.0014484525179374,0.631295154185022 |
| deberta_small_sst5,trajsoft_only,TRAJSOFT,5,2210,0.625130375986067,0.0023925369833071,0.3778193903696326,0.0031627509082488,0.2119530926885199,0.0005976957008626,0.4496606334841629,0.002262443438914,0.4675716440422323,0.0025138260432377,0.6280143427927466 |
| deberta_small_sst5,rc_trajsoft,RMDcls+TRAJSOFT,5,2210,0.6278715705358058,0.0019945726800876,0.3746166209798965,0.0029326344072489,0.2112683401240761,0.0004982756272991,0.451131221719457,0.0022123990062904,0.4675716440422323,0.001066526065138,0.6307534064132774 |
| deberta_small_sst5,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,2210,0.6239478741932178,0.001916453574403,0.377230181478211,0.0020774625679543,0.2122485207100591,0.0004787732902815,0.4502262443438914,0.0025609120865773,0.4690799396681749,0.0020110608345902,0.6268660997848581 |
| deberta_small_sst5,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,2210,0.6236874090769389,0.0032145510517536,0.3829148179792734,0.0023173358606826,0.2123136094674556,0.0008030454130793,0.4537330316742081,0.0016196630162077,0.4678733031674208,0.0027445639143199,0.6265817026943961 |
| deberta_small_sst5,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,2210,0.6260650343202541,0.0024921135970427,0.3771950532168805,0.0025162507503863,0.2117196003357834,0.0006225928090811,0.4531674208144796,0.002694825622075,0.469281045751634,0.0016135552072278,0.6298067820919987 |
| deberta_small_sst5,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,2210,0.6204867534064132,0.0056937362217167,0.3860815823976274,0.0027104191580377,0.2131131835957494,0.0014223848626199,0.453393665158371,0.0047085193186125,0.469482151835093,0.0031678198093561,0.6247482839872963 |
| deberta_small_sst5,trajC_only,TRAJ,5,2210,0.6181466653006865,0.0040619315106327,0.3890361479540477,0.0036070406677622,0.2136977539362421,0.0010147211701378,0.4518099547511312,0.0018928959876336,0.4702865761689291,0.0011574524316964,0.6253777276918349 |
| deberta_small_sst5,rmdcls_only,RMDcls,5,2210,0.6215055014855035,0.0015566172067239,0.3823736153502802,0.0016043874769891,0.2128586843021232,0.0003888674616314,0.4550904977375565,0.0037646066272157,0.4714932126696832,0.0022315073927774,0.6229878086261653 |
| deberta_small_sst5,rmdml_only,RMDml,5,2210,0.5715888126216576,0.0023586467334571,0.4199263923581446,0.0017875646670381,0.2253286582993796,0.0005892270522019,0.4640271493212669,0.0022835553436862,0.4695827048768225,0.0016674835547287,0.5725626472697469 |
| deberta_small_sst5,rmdlast1_only,RMD-last (fitted),5,2210,0.5660174162483352,0.0005866793706887,0.4281421765408837,0.0013231759667687,0.2267062508957638,0.0001419296420274,0.4654977375565611,0.0007998945488535,0.4679738562091503,0.0002248434366515,0.5659407847556603 |
| deberta_small_sst5,rmdclslast_only,RMDcls-last,5,2210,0.6184104087695934,0.0008853432489693,0.3833066279083335,0.0005816085871841,0.2136313957535676,0.0002187245505979,0.4539592760180995,0.0026104028867,0.4674710910005027,0.0005507516918101,0.6187902878803402 |
| deberta_small_sst5,clslast_only,RawCLS-last,5,2210,0.5990335416453232,0.0071389787682519,0.4002033673684851,0.0046960551262023,0.2184725333224135,0.00178342918237,0.4549773755656108,0.0039104945740822,0.4717948717948718,0.002812790493856,0.6060518389509271 |
| deberta_small_sst5,rmdsort_only,RMDsort,5,2210,0.6154823481200697,0.0043429080742565,0.3886605818952214,0.0032730593687519,0.2143633627485104,0.0010849267447641,0.4487556561085973,0.0046054757886475,0.4663650075414781,0.0030291343049556,0.6196258580063518 |
| deberta_small_sst5,rmdtop3_only,RMDtop3,5,2210,0.596930642352218,0.0040030145093691,0.3978401237021295,0.003721787785057,0.2189978501668679,0.0010000377174355,0.4546380090497737,0.0039064019569755,0.4681749622926093,0.0026460929848045,0.6007909025714578 |
| deberta_small_sst5,rmdtraj_only,RMD-Traj,5,2210,0.6080099989755148,0.0041108622693345,0.3903636754355451,0.0025912677794243,0.216230114043529,0.0010269886918331,0.4554298642533936,0.002694825622075,0.4681749622926093,0.0018266367143876,0.6114324352013114 |
| deberta_small_sst5,rmdtraj_rmdml,RMD-Traj+RMDml,5,2210,0.6035727486937814,0.0050955935408189,0.3924628367294774,0.0030171603840817,0.2173385680063881,0.0012729594129914,0.4539592760180995,0.002516809441322,0.4674710910005027,0.0013490606199093,0.6067779940579858 |
| deberta_small_sst5,single_v1,AttnTopo,5,2210,0.5879791005019978,0.0060147640863158,0.4084981313578357,0.0034567329250244,0.2212340861161728,0.0015025459643229,0.4606334841628959,0.0058040604218847,0.4710910005027652,0.0027766116181968,0.5982091998770618 |
| deberta_small_sst5,single_v1_3term,AttnTopo+3term,5,2210,0.6203023460710992,0.0040623652219371,0.3819519302809133,0.001587163929941,0.213159251448578,0.0010148427277115,0.4571266968325791,0.0048556959346911,0.4702865761689291,0.0035301135608932,0.6245687941809241 |
| deberta_small_sst5,single_v1_cct,AttnTopo+CCT,5,2210,0.5892651982378855,0.0081197117289137,0.4078672962210868,0.008873192727289,0.220912819147847,0.0020284317014887,0.4608597285067873,0.0039471371770063,0.4715937657114127,0.0021330521302761,0.5996188915070177 |
| deberta_small_sst5,single_v1_cct_3term,AttnTopo+CCT+3term,5,2210,0.6199746747259501,0.001064155390226,0.3840243962610339,0.002945126645121,0.2132411089044041,0.0002658427541408,0.4537330316742081,0.0019346868072949,0.4691804927099045,0.0011464810709895,0.6228763446368201 |
| deberta_small_sst5,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,2210,0.6193444114332548,0.0051236201325018,0.386346873209978,0.0041924522503706,0.2133985585880714,0.0012799608964126,0.4570135746606335,0.003273709531332,0.4701860231271996,0.0033801380219148,0.6222387050507121 |
| deberta_small_sst5,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,2210,0.6104254891916812,0.0068056420921129,0.3927379310204019,0.0041284721530736,0.215626645646076,0.001700156437755,0.4527149321266968,0.0025483892140427,0.4665661136249371,0.0021330521302761,0.6168859747976643 |
| deberta_small_sst5,single_v1_mdml,AttnTopo+MDml,5,2210,0.5913338387460302,0.0055557536355448,0.4082742348702585,0.006928780329493,0.2203960402121168,0.0013879146423228,0.4571266968325791,0.0020156707784169,0.469884364002011,0.000275375845905,0.6021489601475258 |
| deberta_small_sst5,single_v1_rmdcls,AttnTopo+RMDcls,5,2210,0.6187636512652392,0.0033191807119448,0.3845192685568005,0.0021577708441998,0.2135436416125796,0.000829183547872,0.4590497737556561,0.0052695994112453,0.4700854700854701,0.0032388382922888,0.6218772666734965 |
| deberta_small_sst5,single_v1_rmdml,AttnTopo+RMDml,5,2210,0.6099183280401598,0.0025755602886678,0.3930177669115475,0.0021608536814087,0.2157533424786552,0.0006434154700376,0.4502262443438914,0.0013264750451989,0.4648567119155354,0.0020298269721655,0.6174137895707407 |
| deberta_small_sst5,trajdelta_only,TrajDelta,5,2210,0.5927736092613463,0.0026827291083479,0.4012394867720043,0.0026185268774327,0.2200363219426301,0.0006702011405779,0.4584841628959276,0.0013021339856585,0.4708898944193062,0.0025537305377979,0.5952086876344636 |
| deberta_small_sst5,trajpoly_only,TrajPoly,5,2210,0.5443379161971109,0.0072352936101044,0.439840094968793,0.0047617687305476,0.2321362789459675,0.0018075306304057,0.4790723981900452,0.004524886877828,0.4824534942182,0.0043337077806958,0.5519475463579552 |
| deberta_small_sst5,trajshape_only,TrajShape,5,2210,0.6035227538162073,0.0043054425999949,0.3921680740193058,0.0036098835024587,0.2173510575131549,0.0010755672800144,0.452262443438914,0.002452430247588,0.4695827048768225,0.0018472773324156,0.6075049687532015 |
| deberta_small_sst5,trajstat_only,TrajStat,5,2210,0.6078519823788546,0.0054799465911119,0.3900862055404714,0.0041672838389701,0.216269527650949,0.0013689958025476,0.4558823529411764,0.0024327842949781,0.4697838109602815,0.0019665768944804,0.610750537854728 |
| deberta_small_toxigen,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,940,0.7274838393035886,0.0056255080636657,0.1155034470308139,0.0023953426927229,0.0734313037573562,0.0009858709248151,0.1686170212765957,0.0017338304269155,0.1912529550827423,0.0026954501775393,0.7297208284092449 |
| deberta_small_toxigen,cct,CCT,5,940,0.7157331886781486,0.0020004917399367,0.1157606037944081,0.0012984484647838,0.0754906066093254,0.0003505864038263,0.1800531914893617,0.00291341785907,0.1957446808510638,0.002147269754679,0.7174445111752588 |
| deberta_small_toxigen,cct_only,CCT (matched block),5,940,0.7157331886781486,0.0020004917399367,0.1157606037944081,0.0012984484647838,0.0754906066093254,0.0003505864038263,0.1800531914893617,0.00291341785907,0.1957446808510638,0.002147269754679,0.7174445111752588 |
| deberta_small_toxigen,cct_rmdml,CCT+RMDml,5,940,0.7310588888673628,0.0026068583441278,0.1122114362817875,0.0007021392945428,0.0728047759167043,0.0004568522198353,0.1678191489361702,0.0023787957207444,0.1936170212765957,0.0036814211589592,0.7326010164609852 |
| deberta_small_toxigen,cct_rmdtraj,CCT+RMD-Traj,5,940,0.7291150848234753,0.0043074666425201,0.1141976707843306,0.0016825437693594,0.0731454277953825,0.0007548840165922,0.1659574468085106,0.0017338304269155,0.192434988179669,0.0025625866889691,0.731296536670735 |
| deberta_small_toxigen,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,940,0.7299494352635759,0.0026369765939698,0.1136704989392725,0.0013715835432135,0.0729992077863286,0.0004621304465287,0.1672872340425532,0.0025578968167116,0.192434988179669,0.0038665312609447,0.7316194277079257 |
| deberta_small_toxigen,mahatraj,MahaTraj,5,940,0.7247870533609728,0.0027845977775923,0.1186693878224454,0.0020621710265057,0.073903915799004,0.0004880010756654,0.1680851063829787,0.0020167221925669,0.1903073286052009,0.0018689584279954,0.7260657018682476 |
| deberta_small_toxigen,mahatraj_cct,MahaTraj+CCT,5,940,0.7307411640867673,0.0019702069198584,0.1135967753791338,0.0005573897495402,0.0728604572204617,0.0003452789856801,0.1662234042553191,0.0016286500949356,0.1893617021276595,0.0012948523818089,0.7334921957236311 |
| deberta_small_toxigen,mdml_only,MDml,5,940,0.524189059160096,0.0050240504831631,0.2234423913221045,0.0060687599805751,0.1090587369850611,0.0008804654157631,0.2146276595744681,0.0020167221925669,0.2174940898345153,0.0032371309545222,0.5244783695294186 |
| deberta_small_toxigen,rc_traj,RMDcls+TRAJ+1layer,5,940,0.7265952431692402,0.002455590052883,0.1147248751116234,0.0012138912029244,0.0735870303304662,0.0004303424346751,0.1704787234042553,0.0021850633943025,0.192434988179669,0.0019422785727133,0.7285777941375903 |
| deberta_small_toxigen,rc_trajA,RMDcls+TRAJ(derivable),5,940,0.7185642972922357,0.0024914411361099,0.1176560451794806,0.0018596365167532,0.0749944545043005,0.000436625341068,0.1768617021276596,0.0009403015707267,0.1981087470449172,0.002147269754679,0.7199307721616264 |
| deberta_small_toxigen,rc_trajB,RMDcls+TRAJ(1layer),5,940,0.725775099934776,0.0020548507565505,0.1143129692289732,0.0018705517980199,0.0737307605251244,0.0003601128276398,0.1691489361702127,0.0050110222556959,0.1912529550827423,0.0021144850851061,0.7270666640835384 |
| deberta_small_toxigen,rc_trajC,RMDcls+TRAJ,5,940,0.7263718025715041,0.0037550758900424,0.1151095768062444,0.0017268525430131,0.073626188320507,0.0006580774747045,0.1707446808510638,0.0035928872569431,0.191725768321513,0.0028220653395539,0.7283001078456065 |
| deberta_small_toxigen,rc_trajCps0,RMDcls+TRAJ(persample-0),5,940,0.7096266733828002,0.0044755064627767,0.1191705335920058,0.0023796685917486,0.0765607741059302,0.0007843330141098,0.1763297872340425,0.0015161907248658,0.1981087470449172,0.0013477250887696,0.7117228819962416 |
| deberta_small_toxigen,rc_trajCps1,RMDcls+TRAJ(persample-1),5,940,0.7068446442063662,0.0016891713708107,0.1214047509354157,0.000649780570975,0.077048325033952,0.0002960274739038,0.1768617021276596,0.0021025782314949,0.1981087470449172,0.0019779196844777,0.708513345086567 |
| deberta_small_toxigen,rc_trajCps2,RMDcls+TRAJ(persample-2),5,940,0.7090209297970307,0.0028053289158999,0.1209246303566767,0.0010466087442586,0.0766669307378904,0.00049163421,0.1739361702127659,0.0021850633943025,0.1959810874704491,0.0012948523818089,0.7115420630154148 |
| deberta_small_toxigen,rc_trajFREE,RMDcls+TRAJ(order-free),5,940,0.7235923565233675,0.003441906381753,0.1142501491805152,0.0013693250570596,0.0741132865550022,0.0006031944829343,0.1728723404255319,0.0026595744680851,0.1933806146572104,0.0013477250887696,0.7247999690024605 |
| deberta_small_toxigen,rc_trajORD,RMDcls+TRAJ(order-dependent),5,940,0.7269555895667448,0.00302578157049,0.1161909431652197,0.0021517922876297,0.0735238795835219,0.0005302685626663,0.1712765957446808,0.0025578968167116,0.1900709219858156,0.0022736860592992,0.7295529250699059 |
| deberta_small_toxigen,trajORD_only,TRAJ(order-dependent),5,940,0.7164151345486951,0.0045819901525222,0.1197425768052242,0.0015325432531462,0.075371095518334,0.0008029942927888,0.1702127659574468,0.0023032590526181,0.1910165484633569,0.0028467126663811,0.7182711122304668 |
| deberta_small_toxigen,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,940,0.7268148090745297,0.0030753570338219,0.1134853324079706,0.0015015824170274,0.0735485513807152,0.0005389566682258,0.1718085106382978,0.0011125798225187,0.1933806146572104,0.001057242542553,0.728861938250318 |
| deberta_small_toxigen,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,940,0.7262026076680164,0.0037226701278273,0.1140154990676287,0.0013020935819877,0.0736558397464916,0.0006523983612089,0.1702127659574468,0.0029734946509305,0.1912529550827423,0.0024224469895885,0.7282290718174245 |
| deberta_small_toxigen,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,940,0.7268393487933562,0.0025020842931044,0.1140545246337218,0.000934814767713,0.0735442507922136,0.0004384905555358,0.1704787234042553,0.0033111435101033,0.192434988179669,0.0017532384130249,0.7283776016945323 |
| deberta_small_toxigen,trajsoft_only,TRAJSOFT,5,940,0.718154871457078,0.0021456249121647,0.1213289833061787,0.0017893131452443,0.075066206428248,0.0003760210086844,0.1739361702127659,0.0019723932146531,0.1971631205673759,0.0021144850851061,0.7197951579260062 |
| deberta_small_toxigen,rc_trajsoft,RMDcls+TRAJSOFT,5,940,0.7241335219016991,0.0013637122434492,0.1166229741908287,0.0009845056508812,0.0740184472612041,0.0002389907250004,0.1688829787234042,0.0026595744680851,0.1947990543735224,0.0021144850851061,0.7253101368412215 |
| deberta_small_toxigen,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,940,0.7216459693511827,0.0041019175577859,0.1189523263661017,0.0016449756956152,0.0744543911272068,0.0007188615162298,0.1710106382978723,0.0020167221925669,0.1966903073286052,0.0023042067009004,0.7233921640803095 |
| deberta_small_toxigen,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,940,0.7046063635365609,0.0039754928803603,0.1301719343802449,0.0030820350225064,0.0774405839746491,0.0006967055772031,0.1699468085106383,0.0017338304269155,0.1945626477541371,0.001057242542553,0.7058785542230919 |
| deberta_small_toxigen,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,940,0.7295296769152282,0.0038078494975941,0.1132405105298864,0.0014380552539878,0.073072770484382,0.0006673260554005,0.1659574468085106,0.0039223088307852,0.192434988179669,0.0009889598422388,0.7321102220844553 |
| deberta_small_toxigen,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,940,0.7272190686530925,0.0014202111850966,0.1158557990237203,0.0021423587252785,0.0734777048438207,0.0002488921709182,0.1704787234042553,0.0023787957207444,0.1912529550827423,0.0015411826017027,0.7296820814847823 |
| deberta_small_toxigen,trajC_only,TRAJ,5,940,0.7257660589857347,0.0041025478520693,0.114969826851896,0.0016251665647807,0.0737323449524671,0.0007189719753743,0.1694148936170212,0.0022251596450374,0.1907801418439716,0.0013477250887696,0.7279513855254406 |
| deberta_small_toxigen,rmdcls_only,RMDcls,5,940,0.7175297544090771,0.0031173366314866,0.1199787495273867,0.0006447587885278,0.0751757582616568,0.0005463135974675,0.1771276595744681,0.0023787957207444,0.1992907801418439,0.0017926419489483,0.7180709197874086 |
| deberta_small_toxigen,rmdml_only,RMDml,5,940,0.7154180470258507,0.0026039531628754,0.1225287286676353,0.0034038508940936,0.0755457220461747,0.0004562985278397,0.1739361702127659,0.0019723932146531,0.1988179669030733,0.0009889598422388,0.7163854285732737 |
| deberta_small_toxigen,rmdlast1_only,RMD-last (fitted),5,940,0.6803126876804153,0.0010332649408856,0.1545427411984215,0.0014571776345333,0.0817278180172023,0.0001635627506135,0.1736702127659574,0.0017840967905583,0.2,0.0005286212712765,0.6794596095601578 |
| deberta_small_toxigen,rmdclslast_only,RMDcls-last,5,940,0.6955350627377286,0.0009719545841795,0.1340372078531739,0.0009647437201471,0.0790328202806699,0.0001904494834007,0.1811170212765957,0.0011125798225187,0.2004728132387707,0.0006474261909044,0.6958463296975802 |
| deberta_small_toxigen,clslast_only,RawCLS-last,5,940,0.7056292823423809,0.0037347498577926,0.1224193843575259,0.0013053109130523,0.077261317338162,0.0006545153352524,0.1747340425531915,0.0032025517496788,0.1940898345153664,0.0029432386756474,0.7076415392861525 |
| deberta_small_toxigen,rmdsort_only,RMDsort,5,940,0.7188213185578394,0.0020832923714122,0.1179007052411179,0.0013313573860248,0.0749494114984155,0.0003650972238632,0.176063829787234,0.0011893978603722,0.1995271867612293,0.0019422785727133,0.7202730366610484 |
| deberta_small_toxigen,rmdtop3_only,RMDtop3,5,940,0.7188213185578394,0.0020832923714122,0.1179007052411179,0.0013313573860248,0.0749494114984155,0.0003650972238632,0.176063829787234,0.0011893978603722,0.1995271867612293,0.0019422785727133,0.7202730366610484 |
| deberta_small_toxigen,rmdtraj_only,RMD-Traj,5,940,0.7251060697057172,0.0016340494243723,0.1179795686709373,0.0008884912541835,0.0738480081484834,0.0002863673465521,0.1672872340425532,0.0011125798225187,0.1938534278959811,0.0018689584279954,0.7268018934330422 |
| deberta_small_toxigen,rmdtraj_rmdml,RMD-Traj+RMDml,5,940,0.7256898567009578,0.0032096129213525,0.1185706300467688,0.0030275549914429,0.0737456994114984,0.0005624850277097,0.1720744680851063,0.0027575054991127,0.1919621749408983,0.0015858638138296,0.7273508081962661 |
| deberta_small_toxigen,single_v1,AttnTopo,5,940,0.7105152695171488,0.0056584569946891,0.1218317270060318,0.0017340067939963,0.0764050475328202,0.0009916452287059,0.1734042553191489,0.0078446176615705,0.1957446808510638,0.002147269754679,0.7149647080096351 |
| deberta_small_toxigen,single_v1_3term,AttnTopo+3term,5,940,0.718285319436103,0.0036317402478755,0.1180456332508263,0.0011549922380044,0.0750433454051607,0.0006364628894565,0.1718085106382978,0.0025578968167116,0.1973995271867612,0.0,0.7207315419338591 |
| deberta_small_toxigen,single_v1_cct,AttnTopo+CCT,5,940,0.7139056254076499,0.0038201817058478,0.1214547837842654,0.0007012845567859,0.0758108872793119,0.0006694872762927,0.1696808510638297,0.0017840967905583,0.1938534278959811,0.0023640661938534,0.716747066534927 |
| deberta_small_toxigen,single_v1_cct_3term,AttnTopo+CCT+3term,5,940,0.7231855138165075,0.001700596928384,0.1179605754991545,0.0027466717353467,0.0741844726120416,0.0002980143322967,0.1696808510638297,0.0035928872569431,0.1945626477541371,0.0024511159992113,0.7255167871050237 |
| deberta_small_toxigen,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,940,0.7246669378951379,0.0050132025415902,0.1158292641227932,0.0024330284633814,0.0739249660479855,0.0008785643127747,0.1710106382978723,0.0032025517496788,0.1955082742316785,0.0028467126663811,0.7275574584600681 |
| deberta_small_toxigen,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,940,0.7235445686498634,0.0045959444131701,0.1170901836903663,0.0015925229656764,0.0741216613852422,0.0008054397785466,0.1675531914893616,0.0042051564629898,0.1950354609929078,0.0030136049134709,0.7259946658400657 |
| deberta_small_toxigen,single_v1_mdml,AttnTopo+MDml,5,940,0.7111029312048356,0.0032166397994226,0.1205000189489084,0.0017880378460882,0.0763020597555454,0.0005637164888868,0.1744680851063829,0.0049220094476919,0.1950354609929077,0.0030136049134709,0.7148872141607092 |
| deberta_small_toxigen,single_v1_rmdcls,AttnTopo+RMDcls,5,940,0.7191687493138565,0.0017718040694507,0.1173869227098505,0.0010928409869161,0.0748885242191036,0.0003105088636923,0.1736702127659574,0.0033377394675561,0.1976359338061465,0.0015411826017027,0.7217325041491497 |
| deberta_small_toxigen,single_v1_rmdml,AttnTopo+RMDml,5,940,0.7196246714583696,0.002816519124529,0.1177834683612108,0.0009816460286565,0.0748086238116794,0.0004935952953287,0.1683510638297872,0.0027575054991127,0.1933806146572104,0.0029668795267165,0.7219262387714642 |
| deberta_small_toxigen,trajdelta_only,TrajDelta,5,940,0.7111726756688689,0.0039968886759466,0.1254083739652882,0.0018914300241881,0.0762897238569488,0.0007004623698459,0.1712765957446808,0.0025578968167116,0.1950354609929078,0.0014476889732761,0.7123105436839284 |
| deberta_small_toxigen,trajpoly_only,TrajPoly,5,940,0.6860478782829947,0.0027853741993865,0.1317683191225823,0.0018722134344202,0.0806929606156632,0.0004881371436727,0.1819148936170212,0.0043498476685627,0.1985815602836879,0.0026431063563827,0.6885586789881886 |
| deberta_small_toxigen,trajshape_only,TrajShape,5,940,0.7229117022169699,0.0038308285803668,0.120996903338207,0.0020183413828994,0.0742324581258488,0.0006713449385779,0.1699468085106383,0.0017338304269156,0.192434988179669,0.0019422785727133,0.7252068117093207 |
| deberta_small_toxigen,trajstat_only,TrajStat,5,940,0.7244628707596334,0.0029524652183994,0.1179440844705614,0.0009794629240038,0.0739607288365776,0.0005174198636649,0.1691489361702127,0.0019723932146531,0.1947990543735224,0.0021144850851061,0.7258073890384952 |
| deberta_small_yelp,atcls_traj,AttnTopo+RMDcls+TRAJ+1layer,5,30000,0.8124847219792318,0.0006924232862513,0.0688798333008337,0.0002768074606214,0.0505032591111111,0.0001114506795514,0.1277,0.0004324108771373,0.160637037037037,0.000560104830478,0.8148476875488191 |
| deberta_small_yelp,cct,CCT,5,30000,0.785559168104728,0.0001960419333618,0.0762856151814953,9.919001595851636e-05,0.0548371266666666,3.1554353703637705e-05,0.1376833333333333,0.0005437460089253,0.1695629629629629,0.0001725305881311,0.7864909057809182 |
| deberta_small_yelp,cct_only,CCT (matched block),5,30000,0.785559168104728,0.0001960426153435,0.076285616111537,9.918923958204184e-05,0.0548371273333333,3.155451749661721e-05,0.1376833333333333,0.0005437460089253,0.1695629629629629,0.0001725305881311,0.786490909232486 |
| deberta_small_yelp,cct_rmdml,CCT+RMDml,5,30000,0.8114534169198185,0.0004628836552621,0.0695424372901176,0.0001884446470489,0.0506692553333333,7.450456816883575e-05,0.1276416666666666,0.0003367017308472,0.1620222222222222,0.0004339817876868,0.812395334650783 |
| deberta_small_yelp,cct_rmdtraj,CCT+RMD-Traj,5,30000,0.8128977448945511,0.0001684245293591,0.0689252508847655,0.0001229387320668,0.0504367799999999,2.7109181078843767e-05,0.1273083333333333,0.0004088856808448,0.1619925925925926,0.0005087708095257,0.8139051747675244 |
| deberta_small_yelp,cct_rmdtraj_rmdml,CCT+RMD-Traj+RMDml,5,30000,0.8126006629109188,0.0001659826014851,0.069095802840128,0.0002069197827416,0.0504845975555555,2.6716134619591854e-05,0.127525,0.0002053959590644,0.1621999999999999,0.0001917359867488,0.8136124679915387 |
| deberta_small_yelp,mahatraj,MahaTraj,5,30000,0.8100115492227842,0.0005274539687396,0.0704620234396298,0.000299064731189,0.0509013346666666,8.489764052618936e-05,0.1279499999999999,0.0004462420245163,0.1623629629629629,0.0007478363853539,0.8110405458734932 |
| deberta_small_yelp,mahatraj_cct,MahaTraj+CCT,5,30000,0.8119111818213145,0.0001678268633362,0.0695940183606466,7.571308755183825e-05,0.0505955746666666,2.701298228584315e-05,0.1274583333333333,0.0004135298591933,0.1620444444444444,0.0004217996585928,0.81305098761235 |
| deberta_small_yelp,mdml_only,MDml,5,30000,0.6628546969379677,0.0006542067823993,0.1203907317705091,0.000204426510835,0.0745873268888888,0.0001052991852154,0.1722166666666666,0.0002738612787525,0.1875333333333333,0.0004804832957875,0.664078225343986 |
| deberta_small_yelp,rc_traj,RMDcls+TRAJ+1layer,5,30000,0.812312604706768,0.0001859999445903,0.0692641917899031,9.531174674528754e-05,0.0505309626666666,2.993807492140959e-05,0.1272,0.0003165021502472,0.1598,0.0002703957370139,0.8137737459597325 |
| deberta_small_yelp,rc_trajA,RMDcls+TRAJ(derivable),5,30000,0.8113545391598894,0.000351021790156,0.0692936875956082,0.0001520582486999,0.0506851704444444,5.649956872773785e-05,0.12745,0.0001918477405536,0.1618222222222222,0.0005260041673673,0.8122223351575285 |
| deberta_small_yelp,rc_trajB,RMDcls+TRAJ(1layer),5,30000,0.8125725271088914,0.0005078838719283,0.0687669855038453,0.000167282626484,0.0504891262222222,8.174768784286516e-05,0.1278083333333333,0.0005548085255293,0.1613259259259259,0.0007399996292587,0.8139584600749117 |
| deberta_small_yelp,rc_trajC,RMDcls+TRAJ,5,30000,0.8125131822286548,0.0005595644814733,0.0692028500787712,0.0002575829196448,0.0504986782222222,9.006606645289142e-05,0.1276083333333333,0.0006472430850237,0.1597185185185185,0.0002678471812113,0.8140869619530066 |
| deberta_small_yelp,rc_trajCps0,RMDcls+TRAJ(persample-0),5,30000,0.8096041123251794,0.0003738211943669,0.0700859604769884,0.0002009663037455,0.0509669146666666,6.016930246304035e-05,0.1278916666666666,0.0007753807308527,0.1626222222222222,0.0004824776020587,0.8110959987656088 |
| deberta_small_yelp,rc_trajCps1,RMDcls+TRAJ(persample-1),5,30000,0.8094999536661506,0.0002599735884058,0.0700079164592017,0.0001222971403124,0.0509836797777777,4.184468325741652e-05,0.1277916666666667,0.0004630439743936,0.1626222222222222,0.000435401837324,0.8110265256041183 |
| deberta_small_yelp,rc_trajCps2,RMDcls+TRAJ(persample-2),5,30000,0.809769164928181,0.0003663599474695,0.0697452829116012,0.0001722075195002,0.0509403482222222,5.896835926323198e-05,0.1283916666666666,0.0008678277478854,0.1624888888888888,0.0006637797575472,0.8113894786928354 |
| deberta_small_yelp,rc_trajFREE,RMDcls+TRAJ(order-free),5,30000,0.8121844093279151,0.0005304560390108,0.0691216066761528,0.0002037532552812,0.0505515965555555,8.53808815359297e-05,0.1271833333333333,0.0004891176863609,0.1617629629629629,0.0005771126275787,0.8134254344226372 |
| deberta_small_yelp,rc_trajORD,RMDcls+TRAJ(order-dependent),5,30000,0.8130603303167181,0.0003529468166787,0.0689564767989041,6.6392385444376e-05,0.0504106106666666,5.680941606876669e-05,0.1272333333333333,0.0006156241187246,0.1599925925925926,0.0005114598917319,0.8146617101597375 |
| deberta_small_yelp,trajORD_only,TRAJ(order-dependent),5,30000,0.7964413601784698,0.0003715742724717,0.0741092011167876,0.0001014187187224,0.0530855575555555,5.9807643666906015e-05,0.1325666666666666,0.0004701137569189,0.1641111111111111,0.000455118730646,0.7986648934442961 |
| deberta_small_yelp,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,30000,0.8121661436298524,0.0002810984164866,0.0692794823519487,0.0001287631602052,0.0505545366666666,4.524488150574638e-05,0.1276916666666666,0.0002216572679711,0.160437037037037,0.0002714084586749,0.8136021408999657 |
| deberta_small_yelp,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,30000,0.8124526182545868,0.0005202907895486,0.0691207100809334,0.000170385612934,0.0505084264444444,8.37446735413235e-05,0.127325,0.0006175950219287,0.1602592592592592,0.0004955217837133,0.8139520953834476 |
| deberta_small_yelp,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,30000,0.8128374266721273,0.0005507214333874,0.0690609396969091,0.0001758765268409,0.0504464886666666,8.86427120711733e-05,0.1269666666666666,0.0008361411031903,0.1602148148148148,0.0002448369463857,0.8143608024580908 |
| deberta_small_yelp,trajsoft_only,TRAJSOFT,5,30000,0.8135314472640166,0.0001510029192435,0.0692344887941879,7.968796037788433e-05,0.0503347808888888,2.4305043313967893e-05,0.1273916666666666,0.0004691896086753,0.1590888888888889,0.0002365736210766,0.8143175957293776 |
| deberta_small_yelp,rc_trajsoft,RMDcls+TRAJSOFT,5,30000,0.8143347486419046,0.0002987821871154,0.0689590868332749,0.0001244265811399,0.0502054835555555,4.809121595571278e-05,0.1267666666666666,0.0004295912139593,0.159237037037037,0.0002969899288404,0.8152396683247447 |
| deberta_small_yelp,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,30000,0.8141770713494891,0.0004034235943922,0.0688619572761186,0.0002322477655425,0.0502308628888888,6.49340289889694e-05,0.12745,0.0003402919498182,0.1589259259259259,0.0001527076157636,0.8150943642134357 |
| deberta_small_yelp,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,30000,0.8133774231112136,0.0004257027640257,0.0690419135178729,0.0001986565275743,0.0503595722222222,6.852002709850825e-05,0.1271333333333333,0.0005232444191983,0.1594,0.000467312897647,0.8144110503856037 |
| deberta_small_yelp,rc_trajCsoft,RMDcls+TRAJ+TRAJSOFT,5,30000,0.8148187634086514,0.000331477099481,0.0684930823654834,0.0001525530127021,0.0501275777777777,5.335370535109635e-05,0.127075,0.0004442925087522,0.1591111111111111,0.0001924500897298,0.8159644423878621 |
| deberta_small_yelp,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,30000,0.8123809554183323,0.0004502754450759,0.0689756659524598,0.0001609000853234,0.0505199611111111,7.247518293428294e-05,0.128125,0.0008655240865767,0.1611259259259259,0.0004323984851169,0.8149138126893115 |
| deberta_small_yelp,trajC_only,TRAJ,5,30000,0.799236210792396,0.0003832933358997,0.0733586732560857,0.0001880884238475,0.0526357055555555,6.169391411548645e-05,0.1312916666666666,0.0006353312784157,0.1635333333333333,0.0005459666299715,0.8010672676371262 |
| deberta_small_yelp,rmdcls_only,RMDcls,5,30000,0.8120021817223513,0.0002545379189944,0.0691721373383228,0.0001157163042418,0.0505809275555555,4.0969771824275546e-05,0.1282,0.0002472066162365,0.1621111111111111,0.0003260521641047,0.8128130296085998 |
| deberta_small_yelp,rmdml_only,RMDml,5,30000,0.8081933529205678,0.0001113972616098,0.0718763360264283,0.0001059233371904,0.0511939868888888,1.793021805173749e-05,0.1281333333333333,0.0003325511656539,0.1621925925925925,0.0001092435644722,0.8085227719548443 |
| deberta_small_yelp,rmdlast1_only,RMD-last (fitted),5,30000,0.8058230755492467,0.0001156520318001,0.0753204608091517,0.0003052033541374,0.0515738951111111,1.7563330830926318e-05,0.1277666666666666,4.750730937912552e-05,0.1621851851851851,5.8560697410523e-05,0.8058770967309399 |
| deberta_small_yelp,rmdclslast_only,RMDcls-last,5,30000,0.811103039274095,0.0001190410143451,0.0707439800206152,0.0003028388100484,0.0507256111111111,1.9121963601454975e-05,0.1278916666666666,0.0001806623615723,0.1615037037037037,0.0002803583832263,0.8112148051890818 |
| deberta_small_yelp,clslast_only,RawCLS-last,5,30000,0.7951181242555658,0.0007240977358231,0.0732064770169278,0.000371413845318,0.0532985422222222,0.0001165489178678,0.13645,0.0005662682422864,0.168037037037037,0.0002111435972405,0.7978758166686106 |
| deberta_small_yelp,rmdsort_only,RMDsort,5,30000,0.8114895161796255,0.0004061171033598,0.0695062457664126,0.0001862241815003,0.0506634448888888,6.536756929702795e-05,0.1282416666666666,0.0004086733278413,0.1623111111111111,0.000207208899714,0.812112161105721 |
| deberta_small_yelp,rmdtop3_only,RMDtop3,5,30000,0.8114895161796255,0.0004061171033598,0.0695062457664126,0.0001862241815003,0.0506634448888888,6.536756929702795e-05,0.1282416666666666,0.0004086733278413,0.1623111111111111,0.000207208899714,0.812112161105721 |
| deberta_small_yelp,rmdtraj_only,RMD-Traj,5,30000,0.8108968032515648,0.0003801078480956,0.0699185811904719,0.000300344040212,0.0507588464444444,6.118118615339307e-05,0.1284083333333333,0.0005046657309546,0.1620444444444444,0.0005968596372781,0.8116565817371073 |
| deberta_small_yelp,rmdtraj_rmdml,RMD-Traj+RMDml,5,30000,0.8110287843102431,0.0003336459107248,0.0699658824108843,0.0001480698697729,0.0507376031111111,5.3702791656752266e-05,0.128225,0.0001806623615723,0.1618296296296296,0.0001787780501651,0.8117951690970122 |
| deberta_small_yelp,single_v1,AttnTopo,5,30000,0.7942736525741075,0.0003573073154162,0.0734508762963676,0.0001202930770558,0.0534344662222222,5.751127078266505e-05,0.1372,0.00063492125496,0.1681555555555555,0.0008719056593106,0.796973397301658 |
| deberta_small_yelp,single_v1_3term,AttnTopo+3term,5,30000,0.8105332136937013,0.0004732776634247,0.0692580487053902,0.0001699980247652,0.0508173687777777,7.617758762212172e-05,0.1291166666666666,0.0008319780646146,0.1637185185185185,0.0007502171610618,0.8128533025044797 |
| deberta_small_yelp,single_v1_cct,AttnTopo+CCT,5,30000,0.7927920918446241,0.0004914302951146,0.0738224291741988,0.0002341762843836,0.0536729344444444,7.909936224009805e-05,0.1371416666666666,0.0004464365078659,0.1683555555555555,0.0005559258025513,0.794986433128603 |
| deberta_small_yelp,single_v1_cct_3term,AttnTopo+CCT+3term,5,30000,0.8089700951727087,0.0005109879357716,0.069592260429072,0.0001823623499699,0.0510689644444444,8.224731001267486e-05,0.1296083333333333,0.0005641180432025,0.1641629629629629,0.0003480299247654,0.8113916669869723 |
| deberta_small_yelp,single_v1_cct_rmdcls,AttnTopo+CCT+RMDcls,5,30000,0.8091301747564795,0.0005317872099229,0.0695163442754876,0.0001881744319287,0.0510431984444444,8.559510793393539e-05,0.1297583333333333,0.0002738612787525,0.164274074074074,0.0007660491340117,0.8115711830406845 |
| deberta_small_yelp,single_v1_cct_rmdml,AttnTopo+CCT+RMDml,5,30000,0.812544493473278,0.0003534858784843,0.0690691746187955,0.00023303621259,0.0504936383333333,5.689605046339878e-05,0.1279666666666666,0.0006203997367289,0.1617851851851852,0.0002663063409221,0.8145028137734907 |
| deberta_small_yelp,single_v1_mdml,AttnTopo+MDml,5,30000,0.7934770858957775,0.0002318916887167,0.0737157374636301,0.000120659083094,0.0535626794444444,3.732493647716911e-05,0.137175,0.0005232444191983,0.1685259259259259,0.0002944386209533,0.796193550018909 |
| deberta_small_yelp,single_v1_rmdcls,AttnTopo+RMDcls,5,30000,0.8112876878094815,0.0002916357921586,0.0689177664658793,0.0001143871922429,0.0506959306666666,4.6940950518236055e-05,0.128525,0.0006226344120839,0.1635481481481481,0.0004424337232301,0.8136243966106815 |
| deberta_small_yelp,single_v1_rmdml,AttnTopo+RMDml,5,30000,0.8120991887324032,0.0005087459230158,0.069218184847899,0.0001369238372376,0.0505653134444444,8.188639741272401e-05,0.127775,0.0007963676216979,0.1621925925925926,0.0004724218895235,0.8138611258562098 |
| deberta_small_yelp,trajdelta_only,TrajDelta,5,30000,0.8060457776222639,0.0007821223289139,0.0725234020153702,0.0004375308799109,0.0515396551111111,0.0001258884078288,0.1285916666666666,0.0003990004873291,0.1627259259259259,0.0003863231054934,0.8070445482013409 |
| deberta_small_yelp,trajpoly_only,TrajPoly,5,30000,0.76304050036802,0.0006577427001786,0.0879463651728991,0.0004215184404199,0.0584616744444444,0.0001058685811994,0.137125,0.0006434768838116,0.1672074074074074,0.000316010800114,0.7661619121178866 |
| deberta_small_yelp,trajshape_only,TrajShape,5,30000,0.8078667621011423,0.000360975830959,0.0712244103655894,0.0001538488104178,0.0512465544444444,5.810162662668539e-05,0.1286166666666666,0.0003811987670494,0.1625851851851852,0.0001764611740677,0.8087646026179343 |
| deberta_small_yelp,trajstat_only,TrajStat,5,30000,0.8105992642803244,0.0004105123839365,0.0699850133405798,0.0002430855016712,0.0508067375555555,6.607502240672816e-05,0.1282,0.000324625853013,0.162274074074074,0.0004170574299336,0.8113921847221779 |
| electra_cola,cct,CCT,5,1043,0.8112405013963759,0.0014950211151385,0.0572590941739216,0.0010488500845934,0.0412792584264911,0.0002112550732095,0.1045563549160671,0.0010031894802566,0.1320553780617678,0.0007530423654808,0.8145515360135092 |
| electra_cola,mdml_only,MDml,5,1043,0.7283529258946547,0.0071535967114514,0.0800486039094584,0.0014546616310569,0.0530106660023587,0.0010123326773316,0.1261390887290167,0.0038294291181465,0.1439829605963791,0.0034835840753559,0.7388095083457816 |
| electra_cola,rc_trajA,RMDcls+TRAJ(derivable),5,1043,0.800322790153926,0.0046295956416228,0.0601792036598053,0.0019105246530338,0.0428241419535248,0.0006552443550093,0.1009592326139088,0.0032173639964025,0.1363152289669861,0.0019923628257582,0.8020555952458271 |
| electra_cola,rc_trajB,RMDcls+TRAJ(1layer),5,1043,0.7986224589205688,0.0021570006121519,0.061757261420706,0.00083446382096,0.0430648003537255,0.0003054225983121,0.1009592326139088,0.0013134833513313,0.1337593184238551,0.0037349686723642,0.8009709683704618 |
| electra_cola,rc_trajC,RMDcls+TRAJ,5,1043,0.8054458660778074,0.0022530586788313,0.0605760930091628,0.0026381942621051,0.0420990413191536,0.000318720097134,0.1002398081534772,0.0016086819982012,0.1307774227902023,0.0023087841734482,0.807413781905566 |
| electra_cola,rc_trajCps0,RMDcls+TRAJ(persample-0),5,1043,0.7939585633564981,0.0053030007873302,0.0630099566718903,0.0028091798974015,0.0437250022751319,0.0007505665135742,0.1040767386091127,0.0025994584398895,0.1320553780617678,0.0010649627263045,0.7979996103136975 |
| electra_cola,rc_trajCps1,RMDcls+TRAJ(persample-1),5,1043,0.7960381892576476,0.0030125240884928,0.0637263187753215,0.0026123357126061,0.0434306599537252,0.0004263811741383,0.1021582733812949,0.0031036400732721,0.1322683706070287,0.0008910117428477,0.7996038189257647 |
| electra_cola,rc_trajCps2,RMDcls+TRAJ(persample-2),5,1043,0.7993726050529324,0.001323600374664,0.0604555335823536,0.0014940692606328,0.0429587194546302,0.0001873373507601,0.1035971223021582,0.0027603991446573,0.1320553780617678,0.0015060847309617,0.8031629538221732 |
| electra_cola,rc_trajFREE,RMDcls+TRAJ(order-free),5,1043,0.8022530363057738,0.0024578639551268,0.0606953878557823,0.0006015965156333,0.0425518615175451,0.0003481464569895,0.1004796163069544,0.0019702250269969,0.1324813631522896,0.0023332164323968,0.8051536013509125 |
| electra_cola,rc_trajORD,RMDcls+TRAJ(order-dependent),5,1043,0.8029427810612457,0.0032840580500368,0.0612913655038358,0.0035278846074984,0.0424531345802588,0.0004650556902248,0.1016786570743405,0.0027342336333312,0.1307774227902023,0.0013885415133552,0.8055497824251475 |
| electra_cola,trajORD_only,TRAJ(order-dependent),5,1043,0.8049275832954471,0.0025830148831011,0.060774194323627,0.0017087441517634,0.0421722132391536,0.0003656846012978,0.1014388489208633,0.0020063789605133,0.1322683706070287,0.0033168075617459,0.8085113983243488 |
| electra_cola,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,1043,0.8055796583750082,0.0043135910200781,0.059718747320981,0.0011187633219635,0.042080656414631,0.0006106714233353,0.1014388489208633,0.0013671168166656,0.1307774227902023,0.0020484967051833,0.8089595375722544 |
| electra_cola,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,1043,0.8064408651035915,0.0025357463581259,0.0599559263346679,0.0018035224833326,0.0419589483466915,0.0003584732274387,0.1011990407673861,0.0020063789605133,0.1312034078807241,0.0017499123242976,0.8091348964083912 |
| electra_cola,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,1043,0.8057628109371956,0.0021499381753165,0.0605512912634897,0.0007797331349281,0.0420543660011637,0.0003047477470245,0.1023980815347721,0.0006567416756656,0.1307774227902023,0.0004762658099041,0.8084269662921348 |
| electra_cola,trajsoft_only,TRAJSOFT,5,1043,0.7647548223679937,0.0034923469118027,0.0720557436193185,0.0018757146412255,0.0478586642079921,0.0004943962850221,0.1105515587529975,0.002144909330935,0.1333333333333333,0.0013885415133551,0.7714782100409171 |
| electra_cola,rc_trajsoft,RMDcls+TRAJSOFT,5,1043,0.7878969929206988,0.0048513923157339,0.0645494361215526,0.0026691742455075,0.0445833934672918,0.0006862825923221,0.105515587529976,0.0014685190304455,0.1324813631522896,0.0005833041080992,0.7910274728843282 |
| electra_cola,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,1043,0.7857004611287912,0.0045170994825576,0.066656606433726,0.0038541111614003,0.0448936387311106,0.0006389040339343,0.1028776978417266,0.002144909330935,0.131629392971246,0.001214244329179,0.7898129505747873 |
| electra_cola,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,1043,0.8002247191011236,0.0037551004191497,0.0615788051912314,0.0008960656014219,0.0428381144809619,0.0005314825968829,0.105515587529976,0.0022431998721666,0.1337593184238551,0.001615095941225,0.8042865493277912 |
| electra_cola,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,1043,0.8090634539195947,0.0023550466718779,0.0591287288283378,0.002274873721702,0.0415868378791541,0.0003332377422026,0.1,0.0010724546654675,0.1299254526091586,0.0023813290495205,0.8117068260050659 |
| electra_cola,trajC_only,TRAJ,5,1043,0.8071734753523414,0.0030296247851203,0.0598285361969776,0.0017685498038515,0.0418547059380483,0.0004281105724816,0.1021582733812949,0.0017784648650109,0.1335463258785942,0.0024517283137851,0.8104793141521075 |
| electra_cola,rmdcls_only,RMDcls,5,1043,0.7926407741767877,0.0028923275582815,0.0643577369219857,0.0027704854369624,0.0439110575089006,0.0004092983111968,0.1035971223021582,0.0027603991446573,0.1346112886048988,0.0009525316198082,0.7945151652919401 |
| electra_cola,rmdml_only,RMDml,5,1043,0.785908293823472,0.0021276667916267,0.0637829297138018,0.0019501370791447,0.0448643148083971,0.0003013131050643,0.111031175059952,0.002486383855315,0.1444089456869009,0.0017820234856955,0.7887932714165098 |
| electra_cola,rmdlast1_only,RMD-last (fitted),5,1043,0.7267876859128402,0.0009350497814496,0.0923163452724887,0.0013947362222633,0.053211061461655,0.0001633421428388,0.1167865707434052,0.0018184353582857,0.1463258785942492,0.0005833041080992,0.7269143339611612 |
| electra_cola,rmdclslast_only,RMDcls-last,5,1043,0.7694992531012533,0.0007662337499018,0.0705076739557584,0.000665792938461,0.0471778711935204,0.0001132251178199,0.1071942446043165,0.0006567416756656,0.1378061767838125,0.0005833041080992,0.7693966357082549 |
| electra_cola,clslast_only,RawCLS-last,5,1043,0.7947113073975449,0.003511439032811,0.0608479274353595,0.0018958310327528,0.0436185536779461,0.0004968916276656,0.1045563549160671,0.0023064009666272,0.1352502662406816,0.002715132861338,0.7998148990062999 |
| electra_cola,rmdsort_only,RMDsort,5,1043,0.7885139962330324,0.0041473478342449,0.0615935598522287,0.001829891808887,0.0444949620765381,0.0005870827124132,0.1086330935251798,0.0010724546654675,0.1420660276890308,0.0032476998257671,0.7906962395271805 |
| electra_cola,rmdtop3_only,RMDtop3,5,1043,0.7885139962330324,0.0041473478342449,0.0615935598522287,0.001829891808887,0.0444949620765381,0.0005870827124132,0.1086330935251798,0.0010724546654675,0.1420660276890308,0.0032476998257671,0.7906962395271805 |
| electra_cola,single_v1,AttnTopo,5,1043,0.8213346755861531,0.0026780622340516,0.0537553638770885,0.0013777515790316,0.0398503836469951,0.0003788212811301,0.0983213429256594,0.0014685190304455,0.1361022364217252,0.0008910117428478,0.8267746963694228 |
| electra_cola,single_v1_cct,AttnTopo+CCT,5,1043,0.8229583685133468,0.0055657931316946,0.0536211192296633,0.0018761701382848,0.0396207561895079,0.0007881212084773,0.1007194244604316,0.001895849916168,0.1303514376996805,0.0027770830267103,0.8289764239786972 |
| electra_cola,single_v1_rmdcls,AttnTopo+RMDcls,5,1043,0.8040287068909528,0.0028011838193191,0.0572824000440958,0.0014993521640912,0.0422996206274951,0.0003966453142519,0.1045563549160671,0.002144909330935,0.136741214057508,0.001934600865238,0.8069071897122815 |
| electra_sst5,cct,CCT,5,2210,0.5892631119218394,0.0041558353430093,0.4615029384411148,0.0060933065656325,0.2399546487582154,0.0010364249400468,0.4961538461538461,0.0022411326647238,0.5086978381096028,0.0040440578284947,0.5940584955861914 |
| electra_sst5,mdml_only,MDml,5,2210,0.5274532903048906,0.0084180091547141,0.5061088161137086,0.0101833731739939,0.2553705902827542,0.0020996174048037,0.5123303167420814,0.0053569052002495,0.5178481649069885,0.0018472773324156,0.535487382492043 |
| electra_sst5,rc_trajA,RMDcls+TRAJ(derivable),5,2210,0.6323240366830882,0.0049855618061219,0.4295982165559786,0.006736699180344,0.2292151880592125,0.0012434138748374,0.4865384615384615,0.0032095613029663,0.5009552538964304,0.0007624811909554,0.6346041282019917 |
| electra_sst5,rc_trajB,RMDcls+TRAJ(1layer),5,2210,0.6354437903340342,0.0030393899835597,0.4274268117476401,0.0012203138291915,0.2284371122622387,0.0007580328604008,0.4805429864253393,0.0047759800526209,0.5004524886877828,0.0027214416496177,0.6385167501430495 |
| electra_sst5,rc_trajC,RMDcls+TRAJ,5,2210,0.6361897005932967,0.0023152225273958,0.4310056926611179,0.0027803515059115,0.228251059560615,0.0005774536335055,0.4779411764705882,0.0030979782664319,0.4996480643539467,0.0023420441827756,0.6397563764819076 |
| electra_sst5,rc_trajCps0,RMDcls+TRAJ(persample-0),5,2210,0.625638920654884,0.0012610476724894,0.4379689714240332,0.0031383981695457,0.2308824143649802,0.0003145080916453,0.488235294117647,0.0023114046087898,0.5052790346907994,0.0026365229969083,0.627699163211174 |
| electra_sst5,rc_trajCps1,RMDcls+TRAJ(persample-1),5,2210,0.6258776513431885,0.0029982905303595,0.4374985405679327,0.0013038394341987,0.2308228946991257,0.0007478068221318,0.4849547511312216,0.003139012879075,0.5048768225238813,0.0024986975645629,0.6289913300041293 |
| electra_sst5,rc_trajCps2,RMDcls+TRAJ(persample-2),5,2210,0.630187610468357,0.0015613823859873,0.4311607892692,0.0047646256421505,0.2297479781331258,0.0003893694775656,0.4855203619909501,0.0031134296254576,0.5032679738562091,0.0030374675650061,0.6327980500923973 |
| electra_sst5,rc_trajFREE,RMDcls+TRAJ(order-free),5,2210,0.6319983679621446,0.0009709816727591,0.4332730241078523,0.0058614842711064,0.2292963289039946,0.0002421625684539,0.4821266968325791,0.0031134296254576,0.5004524886877828,0.0020607241359395,0.6346583105452797 |
| electra_sst5,rc_trajORD,RMDcls+TRAJ(order-dependent),5,2210,0.6335405123843596,0.0007025150571573,0.4327547600624218,0.0024224957686486,0.2289117749431829,0.0001751837561692,0.4821266968325791,0.0022123990062904,0.5012569130216189,0.0014657998730128,0.6366482802442146 |
| electra_sst5,trajORD_only,TRAJ(order-dependent),5,2210,0.5988180039717299,0.0069304818000597,0.4554091063844029,0.007350553384378,0.2375716713417006,0.0017285269637483,0.4846153846153845,0.002604267971317,0.5039718451483157,0.0020911648409336,0.604563302627269 |
| electra_sst5,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,2210,0.6362960950128438,0.0020982922297749,0.4292280141867132,0.0027529545748234,0.2282245244773858,0.0005233212175844,0.4790723981900452,0.0017433297519708,0.5001508295625943,0.0017917073585928,0.6395273329398273 |
| electra_sst5,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,2210,0.6337196424950476,0.0016601974748822,0.4307081948927913,0.0045218413277361,0.2288670788886386,0.00041403291822,0.481787330316742,0.0012897912048632,0.502061337355455,0.0015739040565609,0.6365046149400423 |
| electra_sst5,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,2210,0.6370411843275109,0.0026539332396971,0.4287924459965202,0.0014365165783814,0.2280387174709772,0.0006618988072878,0.4808823529411764,0.0027535433132665,0.5006535947712418,0.0016825742112299,0.6399714639658685 |
| electra_sst5,trajsoft_only,TRAJSOFT,5,2210,0.6291036352247624,0.0035386331550974,0.425985382499205,0.0048049668913582,0.2300183452427264,0.0008825515906244,0.4821266968325791,0.0011728756421565,0.5012569130216189,0.0012818048048247,0.6319713588849603 |
| electra_sst5,rc_trajsoft,RMDcls+TRAJSOFT,5,2210,0.6310215259882326,0.0035926668455879,0.427740631366194,0.0042544830670909,0.2295399766589545,0.0008960190477183,0.4813348416289592,0.0027419003718418,0.5010558069381599,0.0010425561263613,0.6345696485289904 |
| electra_sst5,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,2210,0.6310231678774232,0.0016743396972507,0.4254359844216778,0.0054197506974663,0.2295396081161319,0.0004176275291437,0.4792986425339366,0.002023590929864,0.5001508295625943,0.0016445879571438,0.633660041917431 |
| electra_sst5,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,2210,0.628379726280653,0.0031679471716038,0.4326869439734156,0.0020943982879135,0.2301988698020106,0.0007900974086379,0.4834841628959275,0.0018501614517868,0.5019607843137255,0.0015332278212143,0.6312891539262906 |
| electra_sst5,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,2210,0.6327813028226539,0.0030566910766945,0.4335296534891076,0.0032237125216225,0.229101124055609,0.0007623439728655,0.4790723981900452,0.0007998945488535,0.5001508295625943,0.0017917073585928,0.6353208128336627 |
| electra_sst5,trajC_only,TRAJ,5,2210,0.6003600662994855,0.0069963890669683,0.4572823826770816,0.0061792781061052,0.2371870969062877,0.0017449201470026,0.4833710407239818,0.0020627355801821,0.501860231271996,0.0006555256314934,0.6056912805011703 |
| electra_sst5,rmdcls_only,RMDcls,5,2210,0.6324030936476128,0.0035495114640589,0.4308035965620359,0.0069907089546451,0.2291953891197969,0.0008852519619107,0.4841628959276017,0.0014420304054278,0.5007541478129713,0.0029315997460257,0.6347494353953547 |
| electra_sst5,rmdml_only,RMDml,5,2210,0.6199174293926077,0.0051085519816971,0.4438672441791491,0.0027737232589003,0.2323095145472042,0.0012741673278445,0.4872171945701357,0.002023590929864,0.5041729512317747,0.0012518752738047,0.6287130297863327 |
| electra_sst5,rmdlast1_only,RMD-last (fitted),5,2210,0.6167452994764837,0.001160377851732,0.4515346717297782,0.005506320244514,0.233091255297803,0.0002853164519916,0.4832579185520361,0.0003097978266431,0.5034690799396682,0.0004496868733031,0.6167822419832707 |
| electra_sst5,rmdclslast_only,RMDcls-last,5,2210,0.6340766712995307,0.0016578986772335,0.4307329584265364,0.0021936664501253,0.2287785262382015,0.000411976475129,0.4837104072398189,0.0014640474101294,0.5004524886877828,0.0016522550754303,0.6342810865037529 |
| electra_sst5,clslast_only,RawCLS-last,5,2210,0.5961640542841404,0.0063357750585992,0.4510306609052958,0.0071837667315125,0.2382335333019389,0.0015801677160498,0.4925339366515837,0.0017615850115834,0.5054801407742584,0.001404146811842,0.6030946327463306 |
| electra_sst5,rmdsort_only,RMDsort,5,2210,0.6339527086656449,0.0047264411947885,0.4242044333310859,0.0040068704690114,0.2288089924448721,0.0011788121028582,0.4824660633484162,0.0019593334927249,0.5011563599798894,0.0015249623819108,0.6388098273635611 |
| electra_sst5,rmdtop3_only,RMDtop3,5,2210,0.6156844748704755,0.0039762456514362,0.4415033900397256,0.0022592826320227,0.2333651030896173,0.0009917024162051,0.4846153846153845,0.001517693197398,0.5014580191050779,0.0010425561263613,0.623603470625371 |
| electra_sst5,single_v1,AttnTopo,5,2210,0.5981756969203905,0.0047768829072008,0.4539569402270529,0.0069489628597377,0.2377318646219365,0.0011914010366391,0.4902714932126697,0.0021313850318344,0.5047762694821518,0.001914472877291,0.6069440419535527 |
| electra_sst5,single_v1_cct,AttnTopo+CCT,5,2210,0.5984804315541548,0.0031178380143637,0.4518001183064379,0.0032849465859733,0.2376558424274687,0.0007775725144659,0.4894796380090497,0.0013621713324425,0.5038712921065862,0.0011464810709895,0.6056715778308838 |
| electra_sst5,single_v1_rmdcls,AttnTopo+RMDcls,5,2210,0.6321270099802234,0.0039716115342392,0.4303673778767772,0.0029813035863026,0.2292643271022297,0.0009905316751009,0.4843891402714931,0.002452430247588,0.5001508295625943,0.0026698678828258,0.6347108509993769 |
| electra_toxigen,cct,CCT,5,940,0.7250469798657718,0.0019848918461547,0.0990136494093881,0.0009617841719892,0.066722838388411,0.0003263412889883,0.1611702127659574,0.0028829100250902,0.1775413711583924,0.0025625866889691,0.7272552056444673 |
| electra_toxigen,mdml_only,MDml,5,940,0.6268167268972638,0.0118675312101279,0.1479434829685021,0.0056947618285035,0.0828731326392032,0.001951172019637,0.1779255319148936,0.0052690459457869,0.1895981087470449,0.0033012387810328,0.6446394768542419 |
| electra_toxigen,rc_trajA,RMDcls+TRAJ(derivable),5,940,0.7213119944932026,0.0021462473736764,0.1028872358111276,0.0015066715761811,0.0673369171570846,0.0003528701756573,0.1571808510638297,0.0031748235069982,0.1813238770685579,0.0013477250887696,0.7239993116503184 |
| electra_toxigen,rc_trajB,RMDcls+TRAJ(1layer),5,940,0.7087523662020306,0.003089306162531,0.1122656720632843,0.0017269001211916,0.0694018786781349,0.0005079209515184,0.1558510638297872,0.0019723932146531,0.1782505910165484,0.0025625866889691,0.7111753570813975 |
| electra_toxigen,rc_trajC,RMDcls+TRAJ,5,940,0.7223087248322149,0.0066557996888413,0.1061347578029968,0.0024963970000984,0.0671730421004979,0.0010942975325898,0.1563829787234042,0.0034676608538311,0.1773049645390071,0.0030136049134709,0.7250111856823266 |
| electra_toxigen,rc_trajCps0,RMDcls+TRAJ(persample-0),5,940,0.7059163655136811,0.0035838270243235,0.1140460414045976,0.0016362308502186,0.0698681530104119,0.0005892264270694,0.1603723404255319,0.0035928872569431,0.184160756501182,0.0022736860592992,0.7100464636035105 |
| electra_toxigen,rc_trajCps1,RMDcls+TRAJ(persample-1),5,940,0.7061338840130786,0.0046003331580552,0.112204685943911,0.0025772307965557,0.0698323902218198,0.0007563528740793,0.163563829787234,0.0023032590526181,0.1829787234042553,0.0012948523818088,0.7089726381001549 |
| electra_toxigen,rc_trajCps2,RMDcls+TRAJ(persample-2),5,940,0.7064092238857339,0.0021271486510839,0.1128415289409609,0.0015511348809678,0.0697871208691715,0.0003497301044434,0.1625,0.0034420689110491,0.1829787234042553,0.0026954501775393,0.7102047840302874 |
| electra_toxigen,rc_trajFREE,RMDcls+TRAJ(order-free),5,940,0.7239070727929788,0.0033373802172358,0.1021753146063542,0.0012308856890426,0.0669102535083748,0.0005487074593242,0.1593085106382978,0.0030323814497317,0.1796690307328605,0.0027721133332289,0.7259198072620892 |
| electra_toxigen,rc_trajORD,RMDcls+TRAJ(order-dependent),5,940,0.7189055240061951,0.0034464638150604,0.1094886743979012,0.0036362755745427,0.0677325712992304,0.0005666421805487,0.1582446808510638,0.0024878041135464,0.1787234042553191,0.0019422785727133,0.7213353983823781 |
| electra_toxigen,trajORD_only,TRAJ(order-dependent),5,940,0.7259556014455344,0.0093412353992285,0.1064089227698881,0.0034735299193945,0.0665733363512901,0.0015359306004533,0.1571808510638297,0.0019723932146531,0.1794326241134752,0.0009889598422388,0.7308690414730684 |
| electra_toxigen,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,940,0.7227107210462915,0.0078953519442576,0.1040495020786579,0.0032064772090751,0.0671069488456315,0.0012980955791104,0.1577127659574468,0.0034676608538312,0.1787234042553191,0.0025625866889691,0.7249767681982447 |
| electra_toxigen,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,940,0.719731543624161,0.0072827184867451,0.1059681219207446,0.0046065427439106,0.0675967632412856,0.0011973709010433,0.1571808510638297,0.0046447471267481,0.1796690307328605,0.0011820330969267,0.7214868353123387 |
| electra_toxigen,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,940,0.7216506625365685,0.0020483602590186,0.105995902644538,0.0013798554698353,0.0672812358533273,0.0003367762976787,0.1574468085106383,0.0046637441267952,0.1787234042553191,0.0019422785727133,0.7234417484081914 |
| electra_toxigen,trajsoft_only,TRAJSOFT,5,940,0.7243737738771296,0.0036515137241324,0.1055704189207258,0.0016762074263829,0.066833521955636,0.0006003549754111,0.1643617021276595,0.0017840967905583,0.1808510638297872,0.0023640661938534,0.7277439339184306 |
| electra_toxigen,rc_trajsoft,RMDcls+TRAJSOFT,5,940,0.7175549819308209,0.0033953206524032,0.1079815096387098,0.0010931545691403,0.0679546174739701,0.0005582335986621,0.1574468085106383,0.005028635744997,0.1787234042553191,0.0009889598422388,0.719731543624161 |
| electra_toxigen,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,940,0.7134785751161591,0.0014372141341797,0.1078784733577718,0.0006647446711446,0.0686248302399275,0.0002362961558883,0.1563829787234042,0.0040553060324406,0.1775413711583924,0.0029432386756474,0.7151333677508174 |
| electra_toxigen,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,940,0.7106136637411805,0.003514632181915,0.1113151466083685,0.0016672095087224,0.0690958578542327,0.0005778499210363,0.1598404255319148,0.0011125798225187,0.1815602836879432,0.0017926419489483,0.7128411633109619 |
| electra_toxigen,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,940,0.726213044226467,0.0038979334663893,0.1046941089156993,0.0029398544781962,0.0665311226799456,0.0006408694933564,0.1558510638297872,0.0034420689110491,0.1780141843971631,0.0017926419489483,0.7285355360523145 |
| electra_toxigen,trajC_only,TRAJ,5,940,0.7291509206676993,0.0065875524869518,0.1014435125575504,0.0024414504996395,0.0660480986871887,0.0010830768306269,0.1585106382978723,0.0034420689110491,0.1775413711583924,0.0019422785727133,0.732913440027534 |
| electra_toxigen,rmdcls_only,RMDcls,5,940,0.7111313027017724,0.002822668496754,0.1098905894731293,0.0011296336213378,0.0690107514712539,0.0004640823515911,0.1547872340425532,0.0017840967905583,0.1825059101654846,0.0025897047636177,0.7134400275339872 |
| electra_toxigen,rmdml_only,RMDml,5,940,0.6986859404577526,0.0046830033074875,0.1104403951439498,0.0021456530303704,0.0710569262109551,0.0007699448907823,0.1654255319148936,0.0011893978603722,0.1799054373522458,0.0017532384130249,0.70327310273619 |
| electra_toxigen,rmdlast1_only,RMD-last (fitted),5,940,0.6577800722767166,0.0010929678368889,0.1398597214746124,0.0026508570807551,0.0777882526029877,0.0001859910787265,0.1675531914893617,0.0,0.1829787234042553,0.0005286212712765,0.6578454654964723 |
| electra_toxigen,rmdclslast_only,RMDcls-last,5,940,0.6946177938392704,0.0011766285304274,0.1265885652730186,0.0014289752769972,0.0717309868718877,0.000208223644796,0.1563829787234042,0.0011893978603722,0.1796690307328605,0.0008358236184238,0.6946790569609362 |
| electra_toxigen,clslast_only,RawCLS-last,5,940,0.7140801927379108,0.004629306421134,0.1068300154862662,0.001553560459046,0.0685259167043911,0.0007611164444661,0.1614361702127659,0.0015161907248658,0.1770685579196217,0.0048304531304261,0.7187678540698674 |
| electra_toxigen,rmdsort_only,RMDsort,5,940,0.72153364309069,0.005411922343047,0.1036869060976157,0.0028353542365855,0.0673004753282028,0.0008897883865845,0.1590425531914893,0.002592232538513,0.18274231678487,0.0006474261909044,0.723579418344519 |
| electra_toxigen,rmdtop3_only,RMDtop3,5,940,0.72153364309069,0.005411922343047,0.1036869060976157,0.0028353542365855,0.0673004753282028,0.0008897883865845,0.1590425531914893,0.002592232538513,0.18274231678487,0.0006474261909044,0.723579418344519 |
| electra_toxigen,single_v1,AttnTopo,5,940,0.7125768370332128,0.0062196281056976,0.1087859350750833,0.0032642212489272,0.0687730873698506,0.0010225854154088,0.1606382978723404,0.00559459679999,0.1782505910165484,0.0030596168098214,0.719476854241955 |
| electra_toxigen,single_v1_cct,AttnTopo+CCT,5,940,0.72282774049217,0.0049605550987434,0.104273649572162,0.0032290361596814,0.067087709370756,0.0008155779107853,0.1574468085106383,0.00291341785907,0.1770685579196217,0.0021144850851061,0.7281500602305971 |
| electra_toxigen,single_v1_rmdcls,AttnTopo+RMDcls,5,940,0.7170043021855101,0.0039371838756734,0.1080630960242883,0.0023936734029489,0.0680451561792666,0.0006473227563812,0.1545212765957447,0.0011125798225187,0.1808510638297872,0.0023640661938534,0.7201789709172259 |
| electra_yelp,cct,CCT,5,30000,0.8087265375617647,0.0004926038788407,0.066306176980008,0.0001581920532351,0.0486019091111111,7.69049678812384e-05,0.1228583333333333,0.0003041952041407,0.1581259259259259,0.0004394784288649,0.8097586303374654 |
| electra_yelp,mdml_only,MDml,5,30000,0.7498041195573155,0.0007992314087943,0.0844000060694361,0.0002485676214643,0.0578008208888888,0.0001247729993084,0.1417416666666666,0.0003377314021526,0.167,0.0002127615795014,0.7515170795311065 |
| electra_yelp,rc_trajA,RMDcls+TRAJ(derivable),5,30000,0.8208094213805625,0.0002510319435145,0.0638582621718382,9.490655683291868e-05,0.0467155411111111,3.919086603083554e-05,0.11775,0.0004497298571858,0.1522518518518518,8.842471397269162e-05,0.8219628503423483 |
| electra_yelp,rc_trajB,RMDcls+TRAJ(1layer),5,30000,0.8228264534550046,0.0002493240019971,0.0631633698252457,0.000115605926324,0.046400644,3.89242238407512e-05,0.11605,0.0003834691788281,0.1516518518518518,0.0003318898787736,0.8242232337580349 |
| electra_yelp,rc_trajC,RMDcls+TRAJ,5,30000,0.8218419668023124,0.0003931132079685,0.0634767747525836,0.0001401641852341,0.0465543411111111,6.137245663936553e-05,0.1163916666666666,0.0003779972810013,0.1509777777777777,0.0003985570682167,0.823565957532577 |
| electra_yelp,rc_trajCps0,RMDcls+TRAJ(persample-0),5,30000,0.8186070378660342,0.0002768581315523,0.0644500437238735,7.890115621261361e-05,0.0470593751111111,4.3222825714151866e-05,0.1171833333333333,0.0001733052861923,0.1530666666666666,0.0006916115055598,0.820483146137147 |
| electra_yelp,rc_trajCps1,RMDcls+TRAJ(persample-1),5,30000,0.8185070543321016,0.0006919172243667,0.0645237167585697,0.0003030565881342,0.0470749844444444,0.0001080214528276,0.1172,0.0005089477161534,0.1538148148148148,0.0001549370419507,0.8202395143830986 |
| electra_yelp,rc_trajCps2,RMDcls+TRAJ(persample-2),5,30000,0.8182597245452359,0.0003618005631213,0.0646909446639094,0.0002920846533742,0.0471135973333333,5.648395658596274e-05,0.1169833333333333,0.0005919013619026,0.153074074074074,0.0004670192671451,0.8199727805995561 |
| electra_yelp,rc_trajFREE,RMDcls+TRAJ(order-free),5,30000,0.8215369844276094,0.0004465686845649,0.0635940062119623,0.000105091908557,0.0466019546666666,6.971787432835593e-05,0.1160666666666666,0.0003981293061863,0.1524518518518518,0.0003825766372923,0.8227725174043831 |
| electra_yelp,rc_trajORD,RMDcls+TRAJ(order-dependent),5,30000,0.8219262201743263,0.0006916031110011,0.0635113850271768,0.0001361080618284,0.0465411875555555,0.0001079724137505,0.1160333333333333,0.0005089477161534,0.1511555555555555,0.0004760376003869,0.8236794393133171 |
| electra_yelp,trajORD_only,TRAJ(order-dependent),5,30000,0.8096301585707362,0.0007414770269464,0.0671445207301786,0.0002002459691047,0.0484608368888888,0.0001157586816289,0.1203916666666666,0.0005911676299212,0.1545111111111111,0.0005588789484426,0.811796726110765 |
| electra_yelp,rc_trajCsh0,RMDcls+TRAJ(shuffled-0),5,30000,0.8224889318077053,0.0003224159319295,0.0633610502142818,0.0001600800258648,0.0464533375555555,5.0335265773549685e-05,0.1159,0.0003041952041407,0.1505925925925925,0.0004165637733037,0.8242323792010109 |
| electra_yelp,rc_trajCsh1,RMDcls+TRAJ(shuffled-1),5,30000,0.8222024766058856,0.0003600625079483,0.0634846535903672,0.0001318421760165,0.0464980586666666,5.62126130808989e-05,0.115825,0.0002966830519819,0.150237037037037,0.0002153250644999,0.8238497153624994 |
| electra_yelp,rc_trajCsh2,RMDcls+TRAJ(shuffled-2),5,30000,0.8216848687315069,0.0002305243952062,0.0636801418490952,5.18177662882527e-05,0.0465788671111111,3.598924727618276e-05,0.1162416666666666,0.0002785752441741,0.1509259259259259,0.0006988134171893,0.8232887545298766 |
| electra_yelp,trajsoft_only,TRAJSOFT,5,30000,0.8203727844826328,0.0003184198826761,0.0647178824659212,0.0001084733111831,0.0467837084444444,4.9711406400303966e-05,0.1167499999999999,0.0003372169595049,0.1508074074074074,0.000310316445417,0.821415618349804 |
| electra_yelp,rc_trajsoft,RMDcls+TRAJSOFT,5,30000,0.821333352065478,0.0003191665129289,0.0641605459195457,0.0001096318550738,0.0466337455555555,4.982796959862025e-05,0.1166583333333333,0.0004452683335797,0.1509999999999999,0.000289268506515,0.8224404488609034 |
| electra_yelp,rc_trajsoftsh0,RMDcls+TRAJSOFT(shuffled),5,30000,0.8217309589172753,0.000355360168178,0.0638117487721858,0.0001394953891605,0.0465716715555555,5.547848831020075e-05,0.1164333333333333,0.0004828661535272,0.1504074074074074,0.0002342427896421,0.8228159173353303 |
| electra_yelp,rc_trajsoftps0,RMDcls+TRAJSOFT(persample),5,30000,0.8214066693381324,0.0003683649273904,0.0644571739889235,0.000135474525591,0.0466222993333333,5.75087788338693e-05,0.1165666666666666,0.0003443492251899,0.1504962962962963,0.0004804832957875,0.8225848401037795 |
| electra_yelp,atcls_trajC,AttnTopo+RMDcls+TRAJ,5,30000,0.8212358253462657,0.0001778459953031,0.0633456735166662,7.70260236721288e-05,0.0466489713333333,2.776514605458129e-05,0.1168416666666666,0.0007067384004471,0.1518148148148148,0.0004214743213607,0.8234992989964582 |
| electra_yelp,trajC_only,TRAJ,5,30000,0.8117928957003293,0.0004302509121946,0.0665465872679496,0.0001461306909575,0.0481231924444444,6.717035937096763e-05,0.1196916666666666,0.0006391454798748,0.1541407407407407,0.0005344124884571,0.8142037355312687 |
| electra_yelp,rmdcls_only,RMDcls,5,30000,0.8217233593032599,0.0005560176753281,0.0635437000432779,0.0001566604760339,0.0465728579999999,8.680494569528076e-05,0.1166416666666666,0.0004316071387526,0.153237037037037,0.000258729617727,0.8226729566247796 |
| electra_yelp,rmdml_only,RMDml,5,30000,0.8168693111786152,0.0003239892019774,0.0658174454216778,0.0001528110059013,0.0473306673333333,5.058088318307858e-05,0.1177916666666666,0.0003240906080438,0.1538148148148148,0.0002252875011221,0.817662122157269 |
| electra_yelp,rmdlast1_only,RMD-last (fitted),5,30000,0.8117618310859314,7.747107911727503e-05,0.071632405239249,0.00016768572059,0.0481271926666666,1.2245450971941132e-05,0.1180333333333333,0.0001156203077125,0.1534518518518518,0.0002150063003511,0.8117839474003655 |
| electra_yelp,rmdclslast_only,RMDcls-last,5,30000,0.8190648743989772,0.0001864576943388,0.0654130930542214,0.0002202073695966,0.0469879072222222,2.919238537511179e-05,0.1169333333333333,0.0002510395055231,0.1523259259259259,0.0001821981314999,0.8192100969163588 |
| electra_yelp,clslast_only,RawCLS-last,5,30000,0.8080653867999985,0.0007236460086094,0.066537267193239,0.0002149830099633,0.0487051275555555,0.0001129749201639,0.1239416666666666,0.000264509504135,0.1582074074074074,0.0009401135266938,0.8108391306189602 |
| electra_yelp,rmdsort_only,RMDsort,5,30000,0.8199539758606994,0.0004245814975043,0.0643553040064953,0.0001380567659271,0.0468490924444444,6.628525579215991e-05,0.1173333333333333,0.0002748105407973,0.1535333333333333,0.0005142682950432,0.8208860865258828 |
| electra_yelp,rmdtop3_only,RMDtop3,5,30000,0.8199539758606994,0.0004245814975043,0.0643553040064953,0.0001380567659271,0.0468490924444444,6.628525579215991e-05,0.1173333333333333,0.0002748105407973,0.1535333333333333,0.0005142682950432,0.8208860865258828 |
| electra_yelp,single_v1,AttnTopo,5,30000,0.8057165238924237,0.000895051862991,0.0669781435490502,0.0001880663704692,0.0490718297777777,0.0001397346376003,0.1251,0.0007280348358576,0.1586666666666666,0.0007760121051761,0.8086892967486007 |
| electra_yelp,single_v1_cct,AttnTopo+CCT,5,30000,0.8102024284375137,0.000292083461773,0.0657688539863836,0.0001754281762582,0.0483714946666666,4.559978965188583e-05,0.1231166666666666,0.0006675775027831,0.1580518518518518,0.0004154096264536,0.8128827848288076 |
| electra_yelp,single_v1_rmdcls,AttnTopo+RMDcls,5,30000,0.8202081850134644,0.0010934681674423,0.0634513475037663,0.0002271481283742,0.0468094055555555,0.0001707112005716,0.1169166666666666,0.0004592793267718,0.1538296296296296,0.00065869722193,0.8224359935711734 |
|
|
