diff --git a/deberta_cola/summary.csv b/deberta_cola/summary.csv index 5d9ec86e7748f2ef7611fc36ddfca016f7631daa..d8c298cf6ad1796015454b999879f62d7527c063 100644 --- a/deberta_cola/summary.csv +++ b/deberta_cola/summary.csv @@ -25,6 +25,10 @@ deberta_cola,rmdml_only,RMDml,5,1043,0.7846048181127907,0.004150273447539897,0.0 deberta_cola,rmdlast1_only,RMD-last (fitted),5,1043,0.7681859598260509,0.001538557192161535,0.06772543783672083,0.0011843817499429666,0.04340096833292121,0.0002216843294705944,0.09544364508393285,0.0013671168166656355,0.1288604898828541,0.0,0.7689790846966246 deberta_cola,rmdclslast_only,RMDcls-last,5,1043,0.7857727617864292,0.0008929095586056392,0.06567098130295798,0.00167338442874209,0.04102674176287334,0.00011067193335379459,0.08824940047961631,0.0013671168166656314,0.12034078807241748,0.0010649627263045747,0.785687167805619 deberta_cola,clslast_only,RawCLS-last,5,1043,0.7767840132532615,0.003450418865230404,0.06422010956826933,0.003587230207030367,0.04223941006518368,0.0004592973609459841,0.09328537170263788,0.0027342336333312698,0.12247071352502661,0.001683853919152491,0.7809035687167805 +deberta_cola,lastout_only,LastOut (logits+distances),5,1043,0.7837965072133637,0.001905833683114094,0.06581843600719028,0.0008463929520499746,0.04130545691543588,0.0002533121956542603,0.08585131894484413,0.0006567416756656703,0.11735889243876466,0.0015795949919266612,0.7840028991509629 +deberta_cola,lastall_only,LastAll (RawCLS+logits+distances),5,1043,0.7899047421826466,0.003158793860388843,0.060139549028003725,0.002124870797054459,0.040491189494130164,0.00042010834388314823,0.09208633093525179,0.0015633578909358885,0.1222577209797657,0.001579594991926658,0.796862704493684 +deberta_cola,mt_lastout,RMDcls+TRAJ+LastOut,5,1043,0.800758611168634,0.0033258768522516084,0.055743320548130804,0.001869012243538606,0.039045952149609,0.0004430879277980908,0.08633093525179855,0.0014685190304455525,0.12140575079872204,0.0024975589775417632,0.8050976737764892 +deberta_cola,mt_lastall,RMDcls+TRAJ+LastAll,5,1043,0.7967784910609512,0.004685027252318405,0.058956022527221895,0.003435180406770762,0.0395759889469954,0.0006241409053702992,0.08848920863309354,0.003103640073272127,0.1194888178913738,0.001388541513355197,0.8020052460826949 deberta_cola,rmdsort_only,RMDsort,5,1043,0.798690550148409,0.0035154146238228746,0.057274315496799344,0.0018152839796036389,0.03932209341553837,0.00046752318777303363,0.09016786570743404,0.002734233633331264,0.12097976570820021,0.0016150959412250367,0.8014116104093325 deberta_cola,rmdtop3_only,RMDtop3,5,1043,0.798690550148409,0.0035154146238228746,0.057274315496799344,0.0018152839796036389,0.03932209341553837,0.00046752318777303363,0.09016786570743404,0.002734233633331264,0.12097976570820021,0.0016150959412250367,0.8014116104093325 deberta_cola,single_v1,AttnTopo,5,1043,0.7759294539932353,0.0030881822135675127,0.061993301334205816,0.002117587070114015,0.04235284492608808,0.0004106094635324869,0.1028776978417266,0.00353666215917329,0.12545260915867945,0.0031411887547928854,0.7821805756885483 diff --git a/deberta_cola_s1/summary.csv b/deberta_cola_s1/summary.csv new file mode 100644 index 0000000000000000000000000000000000000000..a3e6512748f2c4da3c07a88235a569bef99e8b68 --- /dev/null +++ b/deberta_cola_s1/summary.csv @@ -0,0 +1,2 @@ +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 +deberta_cola_s1,single_v1,AttnTopo,5,1043,0.7991557445621863,0.004587550340033763,0.05529030739858284,0.0024940622002155334,0.03869424892609176,0.0006047949004875775,0.09184652278177458,0.0024863838553150757,0.12055378061767838,0.0008910117428477868,0.8046047127718906 diff --git a/deberta_small_cola_s1/summary.csv b/deberta_small_cola_s1/summary.csv new file mode 100644 index 0000000000000000000000000000000000000000..7b804395396b1011ce2a3284f516b678b0181d66 --- /dev/null +++ b/deberta_small_cola_s1/summary.csv @@ -0,0 +1,2 @@ +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 +deberta_small_cola_s1,single_v1,AttnTopo,5,1043,0.8036375513251214,0.004306546030363626,0.05946287332306828,0.001577151801048546,0.04525922255754245,0.0006355952257609632,0.11822541966426858,0.004030632209585518,0.1529286474973376,0.0026730352285433702,0.8077485380116959 diff --git a/deberta_small_sst5/summary.csv b/deberta_small_sst5/summary.csv index fd0c07c68e04c8ce270c958cfc4cd3ddedd094df..45e95a513da557d7de1aefd711cf62b1f6714e8d 100644 --- a/deberta_small_sst5/summary.csv +++ b/deberta_small_sst5/summary.csv @@ -25,6 +25,10 @@ deberta_small_sst5,rmdml_only,RMDml,5,2210,0.6064645372645373,0.0030646594468327 deberta_small_sst5,rmdlast1_only,RMD-last (fitted),5,2210,0.5927957411957412,0.0018765415891917705,0.42899623664915404,0.007602828116619629,0.22566835240883684,0.0004871660779806829,0.46176470588235297,0.001362171332442582,0.47481146304675714,0.00044968687330312353,0.5939004914004914 deberta_small_sst5,rmdclslast_only,RMDcls-last,5,2210,0.6474561015561016,0.002181090663132831,0.3789292399991345,0.002326615045760019,0.21200679756761737,0.0005413361802762221,0.4497737556561086,0.0012262151237940454,0.477928607340372,0.000762481190955407,0.6483628173628174 deberta_small_sst5,clslast_only,RawCLS-last,5,2210,0.6135000819000819,0.005024448527967371,0.40565040987330336,0.006051162814476555,0.2204943387727524,0.0012560864135967998,0.45735294117647063,0.0035231700231668425,0.47410759175465056,0.001066526065138077,0.6221605241605241 +deberta_small_sst5,lastout_only,LastOut (logits+distances),5,2210,0.6484431613431614,0.0021040727867753855,0.3767983184881351,0.0017058020573480783,0.21175876824798837,0.0005257328834152466,0.45328054298642534,0.003061621855819979,0.4794369029663147,0.0017632657533182626,0.6500958230958231 +deberta_small_sst5,lastall_only,LastAll (RawCLS+logits+distances),5,2210,0.6447046683046682,0.0024648682855298236,0.3812601670476842,0.0027250192899299958,0.2126933518969718,0.0006162044545836229,0.45576923076923076,0.0031593303266445453,0.4794369029663147,0.0029445048696523624,0.6493054873054873 +deberta_small_sst5,mt_lastout,RMDcls+TRAJ+LastOut,5,2210,0.6525444717444717,0.003627169214810273,0.37711487561870394,0.003347340929238856,0.21073342069163203,0.0009067905734588702,0.4510180995475113,0.0033125679783588846,0.4801407742584213,0.002276366299179835,0.6572719082719083 +deberta_small_sst5,mt_lastall,RMDcls+TRAJ+LastAll,5,2210,0.6514705978705978,0.0030531972994364727,0.3777796474606885,0.0008611142682136944,0.21100190413791692,0.000763283696609822,0.45237556561085973,0.0020156707784169,0.47662141779788836,0.0019144728772911004,0.6572006552006551 deberta_small_sst5,rmdsort_only,RMDsort,5,2210,0.6372293202293202,0.003890111036646062,0.3845581628313563,0.002839402279193875,0.2145621097029135,0.0009724920555685424,0.45339366515837104,0.0035003955761913454,0.47561588738059324,0.0035013545191513776,0.643084357084357 deberta_small_sst5,rmdtop3_only,RMDtop3,5,2210,0.6256771498771498,0.0026233382108747393,0.39388434169072173,0.001969608100132407,0.21745013410863825,0.0006558211247677233,0.45361990950226244,0.002078186998967621,0.4745098039215686,0.002115202007839396,0.6296191646191647 deberta_small_sst5,single_v1,AttnTopo,5,2210,0.6001624897624898,0.009626055052535715,0.4169497019663921,0.005304379137083212,0.22382864806207897,0.002406493220270322,0.4660633484162896,0.004577605785135369,0.4794369029663147,0.0032891759142878105,0.6141597051597052 diff --git a/deberta_small_toxigen/summary.csv b/deberta_small_toxigen/summary.csv index 8a19376168db65385a810d63b0928c3c92fe1e6b..bc9b100f1cc3c761e4c182fc592c971dc7975500 100644 --- a/deberta_small_toxigen/summary.csv +++ b/deberta_small_toxigen/summary.csv @@ -25,6 +25,10 @@ deberta_small_toxigen,rmdml_only,RMDml,5,940,0.7260668220668222,0.00320126432352 deberta_small_toxigen,rmdlast1_only,RMD-last (fitted),5,940,0.6709420357420358,0.0017097147414166427,0.16046721578305173,0.0025211178485637907,0.08856914893617021,0.00031943214529004386,0.18670212765957447,0.000728354464767513,0.21323877068557923,0.0006474261909044526,0.6704118104118104 deberta_small_toxigen,rmdclslast_only,RMDcls-last,5,940,0.7120397824397824,0.001143520044738859,0.13528732066832597,0.0007665860200103871,0.08107412856496152,0.00020444889637286865,0.18404255319148938,0.0011893978603722366,0.2061465721040189,0.0006474261909044526,0.712059052059052 deberta_small_toxigen,clslast_only,RawCLS-last,5,940,0.7237109557109558,0.005224110393921583,0.12271248747132783,0.0015159816842779446,0.07895031688546854,0.0009511416473767947,0.18670212765957447,0.004663744126795261,0.20567375886524825,0.006310329936188713,0.7269805749805749 +deberta_small_toxigen,lastout_only,LastOut (logits+distances),5,940,0.7231571095571095,0.0013681576537671633,0.1243774838853227,0.0008185271439924721,0.07905126754187415,0.0002491747880899271,0.1752659574468085,0.0017338304269155999,0.20070921985815607,0.0009889598422388516,0.7234001554001555 +deberta_small_toxigen,lastall_only,LastAll (RawCLS+logits+distances),5,940,0.7314001554001555,0.004684473181043532,0.12237701512933438,0.0019061818059290347,0.07755036215482118,0.0008528911532371868,0.1768617021276596,0.005562899112593583,0.20260047281323876,0.002147269754679061,0.7337498057498058 +deberta_small_toxigen,mt_lastout,RMDcls+TRAJ+LastOut,5,940,0.7383770007770007,0.003919766401690615,0.11949952868363042,0.0014546839405445795,0.0762801041195111,0.0007136627658125692,0.17021276595744683,0.0016286500949356233,0.19858156028368795,0.002211381434263562,0.7411033411033412 +deberta_small_toxigen,mt_lastall,RMDcls+TRAJ+LastAll,5,940,0.7427170163170163,0.004497211978929129,0.1185279563824039,0.0016238328620595784,0.07548992756903576,0.0008187969410482345,0.17021276595744683,0.0018806031414535865,0.19763593380614658,0.002114485085106187,0.7461631701631701 deberta_small_toxigen,rmdsort_only,RMDsort,5,940,0.7398303030303031,0.0034942481546031087,0.11593148529580236,0.0017307944854134812,0.07601550475328203,0.0006361896467539308,0.17792553191489363,0.001972393214653103,0.2033096926713948,0.00186895842799549,0.741059829059829 deberta_small_toxigen,rmdtop3_only,RMDtop3,5,940,0.7398303030303031,0.0034942481546031087,0.11593148529580236,0.0017307944854134812,0.07601550475328203,0.0006361896467539308,0.17792553191489363,0.001972393214653103,0.2033096926713948,0.00186895842799549,0.741059829059829 deberta_small_toxigen,single_v1,AttnTopo,5,940,0.7242890442890443,0.0063488432520273485,0.12206345431186494,0.002491829898575768,0.07884506564056135,0.0011559191468649805,0.18404255319148938,0.0030614001152184382,0.20969267139479902,0.0030823652034055117,0.7284040404040404 diff --git a/deberta_small_yelp/summary.csv b/deberta_small_yelp/summary.csv index 4102cba7ffa9328a7daafb624681b9d785e1334b..b3cdf1f0dbd023dde590f61286d6a4fea0856b06 100644 --- a/deberta_small_yelp/summary.csv +++ b/deberta_small_yelp/summary.csv @@ -25,6 +25,10 @@ deberta_small_yelp,rmdml_only,RMDml,5,30000,0.8139990515061886,0.000188500692946 deberta_small_yelp,rmdlast1_only,RMD-last (fitted),5,30000,0.8113694872642434,5.243656751510817e-05,0.0763331159643709,0.00023653086333044594,0.053482104111111116,8.078902160781697e-06,0.1325083333333333,0.0001702734728475232,0.16908148148148147,0.00013198910874966753,0.811451361846029 deberta_small_yelp,rmdclslast_only,RMDcls-last,5,30000,0.8146802271353586,0.00010353328319850692,0.07345274975275545,0.00019565481838661368,0.052932291333333326,1.7201612989613442e-05,0.13267500000000002,0.00015422296269434327,0.16895555555555555,0.00015581988124416124,0.8147909248708093 deberta_small_yelp,clslast_only,RawCLS-last,5,30000,0.7975574582422881,0.000828322168770133,0.07677886101030293,0.00023112997718661356,0.0557771541111111,0.00013762667723022222,0.14249166666666668,0.0011209030337683637,0.17504444444444442,0.000545212358421041,0.800341938993954 +deberta_small_yelp,lastout_only,LastOut (logits+distances),5,30000,0.817694921299603,0.00035089215088067406,0.07180865177123544,0.00011870333664771252,0.05243128700000001,5.8302217009915997e-05,0.1318,0.0005012138044565165,0.16717037037037036,0.00038365079000233495,0.8181239008543699 +deberta_small_yelp,lastall_only,LastAll (RawCLS+logits+distances),5,30000,0.8161454960644235,0.0002557994189747469,0.07196493736657535,8.295394586463629e-05,0.05268873033333334,4.25013664950964e-05,0.13216666666666665,0.00046770717334674433,0.16944444444444445,0.0003928371006591884,0.8174714962175236 +deberta_small_yelp,mt_lastout,RMDcls+TRAJ+LastOut,5,30000,0.8194404370676389,0.0004956373725260923,0.07120024467023027,0.00021347198316074587,0.0521412721111111,8.235071722535876e-05,0.13117499999999999,0.00025752561900604335,0.16590370370370372,0.000335997583112354,0.8205945696124568 +deberta_small_yelp,mt_lastall,RMDcls+TRAJ+LastAll,5,30000,0.8188842125948896,0.0002987587085235813,0.07119827843075546,0.00011673887188547076,0.05223368944444444,4.963910166589817e-05,0.13201666666666667,0.00030561868034821154,0.16776296296296295,0.0003994165841345992,0.8208780063180893 deberta_small_yelp,rmdsort_only,RMDsort,5,30000,0.8162868238759124,0.00021688136153621992,0.07182592868556145,0.0001304968389530227,0.052665248555555565,3.603508666888943e-05,0.13219166666666665,0.0002788866755113525,0.16933333333333334,0.0005003428180039367,0.8169441584282788 deberta_small_yelp,rmdtop3_only,RMDtop3,5,30000,0.8162868238759124,0.00021688136153621992,0.07182592868556145,0.0001304968389530227,0.052665248555555565,3.603508666888943e-05,0.13219166666666665,0.0002788866755113525,0.16933333333333334,0.0005003428180039367,0.8169441584282788 deberta_small_yelp,single_v1,AttnTopo,5,30000,0.7955380345757606,0.0004036004835397737,0.07740085420686114,0.0001634910177411912,0.05611268366666666,6.705868268690807e-05,0.14332499999999998,0.00036609804394148113,0.17511851851851853,0.00038791765845263193,0.7987173940707306 diff --git a/deberta_sst5/summary.csv b/deberta_sst5/summary.csv index dda5dbb60e3f79f2473f5f8355df693f0cd79f45..4146c6499e4705fe31ff8ebb30d8da7a7423bbcb 100644 --- a/deberta_sst5/summary.csv +++ b/deberta_sst5/summary.csv @@ -25,6 +25,10 @@ deberta_sst5,rmdml_only,RMDml,5,2210,0.5384769476507243,0.014217153795545646,0.4 deberta_sst5,rmdlast1_only,RMD-last (fitted),5,2210,0.5447138833381537,0.0025865977239459374,0.4406502854794775,0.001616306344414315,0.22459525808234887,0.0005791699273405298,0.45305429864253394,0.0006927289996558737,0.4616390145801911,0.0005507516918101198,0.5440620645229144 deberta_sst5,rmdclslast_only,RMDcls-last,5,2210,0.6116062859884837,0.0022901657943924306,0.3798200852520821,0.003029852716388896,0.20794617227329498,0.0005724754274489892,0.4462669683257919,0.002939000239087478,0.45862242332830566,0.0005507516918101199,0.6125724699602977 deberta_sst5,clslast_only,RawCLS-last,5,2210,0.5501551284410906,0.010407210650586848,0.4362827939086277,0.013090085332121096,0.22324964681312834,0.002594641218237188,0.45407239819004525,0.0018928959876336484,0.46063348416289596,0.001992117924199009,0.5633734191360135 +deberta_sst5,lastout_only,LastOut (logits+distances),5,2210,0.6176647582362687,0.0010813101669191602,0.3812069456409729,0.0023141844267531822,0.2064262197743699,0.0002694520496549364,0.4392533936651583,0.002900651901574217,0.4574157868275515,0.000967088188118214,0.6188466266137302 +deberta_sst5,lastall_only,LastAll (RawCLS+logits+distances),5,2210,0.6079945376383666,0.007339961927679846,0.39003994940945563,0.006814700607576434,0.2088356708503102,0.0018290210767460775,0.4470588235294118,0.0022123990062904958,0.4582202111613876,0.0014484525179374443,0.6136061117976495 +deberta_sst5,mt_lastout,RMDcls+TRAJ+LastOut,5,2210,0.6203678384560776,0.004984441229473306,0.3820396134884236,0.0031441434747337973,0.20575240064699737,0.001242078114628634,0.4391402714932127,0.003590626752964666,0.45610859728506786,0.000967088188118214,0.6227831751373807 +deberta_sst5,mt_lastall,RMDcls+TRAJ+LastAll,5,2210,0.6148164094339126,0.0031505653745281226,0.3873801792074092,0.004781632092061045,0.20713574660633488,0.0007850646935220417,0.44309954751131225,0.003806859427706767,0.4583207642031171,0.0013583967909609098,0.6188408750295795 deberta_sst5,rmdsort_only,RMDsort,5,2210,0.5995485006441774,0.00808373829009751,0.3892328168870781,0.003821041691368505,0.2109403370119367,0.002014398703757121,0.44400452488687775,0.0033936651583710495,0.4563097033685269,0.0015739040565609325,0.6061372689506481 deberta_sst5,rmdtop3_only,RMDtop3,5,2210,0.5854295118712697,0.005050935341415633,0.396452335325754,0.00496143118009217,0.21445859011895743,0.001258518824378421,0.4489819004524887,0.004066895477884066,0.45781799899446957,0.002426851359707837,0.5904321575999789 deberta_sst5,single_v1,AttnTopo,5,2210,0.5384358649067915,0.014947453059629313,0.44643305235182795,0.01925225528298947,0.22616871071435884,0.003724559095375972,0.45463800904977375,0.0030301120443391007,0.4591251885369533,0.004445991145185358,0.5548027370967318 diff --git a/deberta_toxigen/summary.csv b/deberta_toxigen/summary.csv index 24f5760d3d3d167d8c95de7af885b6689abcf510..d190d637d79f101bda1a28fc2716891a916aa4ee 100644 --- a/deberta_toxigen/summary.csv +++ b/deberta_toxigen/summary.csv @@ -25,6 +25,10 @@ deberta_toxigen,rmdml_only,RMDml,5,940,0.7344766011481177,0.0015414994791627741, deberta_toxigen,rmdlast1_only,RMD-last (fitted),5,940,0.6792869236263591,0.0016581229864404221,0.13829087273209667,0.003162255153062197,0.07889157990040743,0.00028670036547674986,0.16675531914893618,0.002415678474013953,0.18628841607565008,0.0010572425425530935,0.6791983016322319 deberta_toxigen,rmdclslast_only,RMDcls-last,5,940,0.6921569535197483,0.0006810600428172743,0.1381861258613968,0.0015231770095807235,0.07670337256677229,0.00012111825664512082,0.1606382978723404,0.0005946989301861058,0.18486997635933805,0.0006474261909044526,0.692270045765985 deberta_toxigen,clslast_only,RawCLS-last,5,940,0.7215523398851882,0.004023889174434975,0.1107140641170983,0.0015579502225793128,0.07166183793571751,0.0006885786993337164,0.15904255319148936,0.0029134178590700366,0.18132387706855793,0.001977919684477712,0.7242731673765244 +deberta_toxigen,lastout_only,LastOut (logits+distances),5,940,0.7038061162403111,0.0007565240754097459,0.12005729933777746,0.0011082512035624666,0.07469850611136261,0.00012912085966149733,0.16063829787234044,0.002378795720744459,0.18416075650118202,0.0005286212712765468,0.7038173593291183 +deberta_toxigen,lastall_only,LastAll (RawCLS+logits+distances),5,940,0.7220311631967409,0.005500162426544154,0.1111901449314859,0.0028232021750162917,0.07157990040742417,0.0009412025345667498,0.15585106382978725,0.0031748235069982223,0.1794326241134752,0.001753238413024982,0.7236448771196531 +deberta_toxigen,mt_lastout,RMDcls+TRAJ+LastOut,5,940,0.7163024787704029,0.0026794205967498137,0.11588459707030392,0.0028697216971907726,0.07256020823902218,0.0004585096332174717,0.15718085106382979,0.0019723932146531046,0.18250591016548462,0.003973460121506285,0.719240231739901 +deberta_toxigen,mt_lastall,RMDcls+TRAJ+LastAll,5,940,0.725000661358165,0.004793133701593854,0.11097494775218122,0.00340957966987684,0.07107175192394749,0.000820213884354673,0.15478723404255318,0.002757505499112725,0.17825059101654844,0.003486496738475793,0.7275138223856511 deberta_toxigen,rmdsort_only,RMDsort,5,940,0.7265455940319038,0.003582463696622886,0.11122196592743405,0.002762351644257914,0.07080737890448166,0.0006130407885741972,0.15372340425531913,0.0020167221925668968,0.1829787234042553,0.0015411826017027422,0.7292730351048914 deberta_toxigen,rmdtop3_only,RMDtop3,5,940,0.7265455940319038,0.003582463696622886,0.11122196592743405,0.002762351644257914,0.07080737890448166,0.0006130407885741972,0.15372340425531913,0.0020167221925668968,0.1829787234042553,0.0015411826017027422,0.7292730351048914 deberta_toxigen,single_v1,AttnTopo,5,940,0.7379328589190762,0.008144856859428711,0.1035530382834702,0.003518856361739093,0.06885875961973745,0.0013937697335593678,0.15452127659574472,0.003174823506998228,0.17919621749408984,0.00272124454686083,0.7420107933652549 diff --git a/deberta_toxigen_s1/summary.csv b/deberta_toxigen_s1/summary.csv new file mode 100644 index 0000000000000000000000000000000000000000..449732d8ac1a46528903e5727b1ff6feb14943ae --- /dev/null +++ b/deberta_toxigen_s1/summary.csv @@ -0,0 +1,2 @@ +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 +deberta_toxigen_s1,single_v1,AttnTopo,5,940,0.7607891276932572,0.0046767873038700445,0.09202894602459168,0.002619210039943426,0.0634479402444545,0.0007890411318602626,0.15079787234042552,0.000728354464767513,0.17990543735224587,0.003280008729435359,0.7672797767581636 diff --git a/deberta_yelp/summary.csv b/deberta_yelp/summary.csv index 998ee66cd151d663fd35719fd3591ab7ede19a0a..e33f8170df4ec9117937cfbbc98a954c4dea8b1a 100644 --- a/deberta_yelp/summary.csv +++ b/deberta_yelp/summary.csv @@ -25,6 +25,10 @@ deberta_yelp,rmdml_only,RMDml,5,30000,0.8265648573208935,0.00022624952887316036, deberta_yelp,rmdlast1_only,RMD-last (fitted),5,30000,0.8181660015939265,8.405556362404425e-05,0.06150195781696084,0.00018238750078778136,0.04100955788888889,1.1833733655197003e-05,0.098125,5.8925565098877376e-05,0.13211851851851852,0.000144396953256425,0.8182358720161163 deberta_yelp,rmdclslast_only,RMDcls-last,5,30000,0.8260292353172927,0.00012208884777951018,0.05561529816693632,0.0001932476113938431,0.039883314555555556,1.748850523015379e-05,0.098225,0.00012360330811826288,0.13231851851851853,0.0001806860876688936,0.8261477120605816 deberta_yelp,clslast_only,RawCLS-last,5,30000,0.8207978853052129,0.0003431623038958685,0.05435040235269194,0.0001437584837247278,0.04063214877777778,4.9119013363738144e-05,0.10287500000000001,0.0006166103577895305,0.13664444444444446,6.728111897994118e-05,0.8229072052653185 +deberta_yelp,lastout_only,LastOut (logits+distances),5,30000,0.8295971260542325,0.0003345197067132634,0.05334855672879938,0.00010673926872987831,0.03937265811111111,4.788157291629473e-05,0.09822499999999999,0.0002510395055232022,0.13148888888888888,0.0001966802673681711,0.8300202267843202 +deberta_yelp,lastall_only,LastAll (RawCLS+logits+distances),5,30000,0.8287248841627362,0.0002708566436275261,0.05295464991874906,0.00011238772956651748,0.03949750677777778,3.876944217637073e-05,0.09888333333333332,0.00030675270532176966,0.13236296296296296,0.0004937191239846765,0.8300048568284341 +deberta_yelp,mt_lastout,RMDcls+TRAJ+LastOut,5,30000,0.8296276439555308,0.0005052579656145357,0.05293881893152702,0.00015298760632229564,0.039368289,7.232080121681472e-05,0.0981,0.0006552406258602871,0.13174074074074074,0.00020786985482077882,0.8309361131404499 +deberta_yelp,mt_lastall,RMDcls+TRAJ+LastAll,5,30000,0.8292646413054786,0.00021464156608051716,0.05284990748675964,0.00014505998629699227,0.03942024788888889,3.0723018912715866e-05,0.09875833333333332,0.0003205897343611895,0.13192592592592592,0.0004428985460407974,0.8307140949039351 deberta_yelp,rmdsort_only,RMDsort,5,30000,0.8291427094271568,0.0002866743749548492,0.05353013916603707,0.00024859754861415533,0.03943770077777778,4.1033535136551064e-05,0.09805,0.000262533066700388,0.13257037037037037,0.0002216040785429852,0.8299454418575489 deberta_yelp,rmdtop3_only,RMDtop3,5,30000,0.8291427094271568,0.0002866743749548492,0.05353013916603707,0.00024859754861415533,0.03943770077777778,4.1033535136551064e-05,0.09805,0.000262533066700388,0.13257037037037037,0.0002216040785429852,0.8299454418575489 deberta_yelp,single_v1,AttnTopo,5,30000,0.8191621245536046,0.0006559632613171056,0.05488601368414916,0.00015839937888065608,0.04086628566666666,9.389221319755835e-05,0.10324166666666668,0.0005843740715975983,0.13705925925925927,0.00040538217162999106,0.821665390455759 diff --git a/electra_cola/summary.csv b/electra_cola/summary.csv index 4331b78a987088838d39c00bd7778daef6b7e1a8..2f62da7331ddb078ca630ab1905e4d9a35a1eb5b 100644 --- a/electra_cola/summary.csv +++ b/electra_cola/summary.csv @@ -25,6 +25,10 @@ electra_cola,rmdml_only,RMDml,5,1043,0.7859280324151519,0.00407393766176139,0.07 electra_cola,rmdlast1_only,RMD-last (fitted),5,1043,0.7510216472745747,0.0008022749350652941,0.08875537000806685,0.0016070749715554663,0.05335345254718256,0.0001298659606137686,0.11726618705035971,0.0013134833513313313,0.15761448349307774,0.0,0.7512669913138297 electra_cola,rmdclslast_only,RMDcls-last,5,1043,0.783504950249681,0.0013226305256471545,0.07355117488265761,0.0008489063218012929,0.04854396152407182,0.00020668917688403406,0.11294964028776977,0.0005362273327337654,0.14057507987220447,0.0,0.7834591031312342 electra_cola,clslast_only,RawCLS-last,5,1043,0.7861832893448819,0.004578716235069777,0.06800776922358177,0.0021541049060803024,0.048143170605479256,0.0006794643233057531,0.11342925659472422,0.0024863838553150766,0.14696485623003194,0.000753042365480878,0.7915845755424209 +electra_cola,lastout_only,LastOut (logits+distances),5,1043,0.7813172992329901,0.004457032094351724,0.07460034630714657,0.0040492081362413935,0.048864410409900645,0.0006607783163424343,0.11151079136690648,0.0018958499161680924,0.1448349307774228,0.0013043076372647323,0.7818823339900624 +electra_cola,lastall_only,LastAll (RawCLS+logits+distances),5,1043,0.7938694967968971,0.0039627193289759185,0.06881738065684713,0.001953950013828145,0.04700247920437488,0.0005870768470723318,0.10959232613908872,0.002337360754150828,0.14313099041533547,0.001214244329179064,0.7999733591068486 +electra_cola,mt_lastout,RMDcls+TRAJ+LastOut,5,1043,0.801358685550723,0.0030825045066873204,0.06855382075892198,0.0016225888874436005,0.04589083595241619,0.0004571904738074775,0.11007194244604317,0.0015633578909358882,0.14185303514376998,0.001749912324297662,0.8047191554217316 +electra_cola,mt_lastall,RMDcls+TRAJ+LastAll,5,1043,0.8044242469301016,0.0037305189553541165,0.06565156725485231,0.0038856654661279895,0.04543562571643676,0.0005535995917727429,0.11223021582733812,0.0028876725608614614,0.14398296059637913,0.002955151634826758,0.8083807293409166 electra_cola,rmdsort_only,RMDsort,5,1043,0.8042817491295242,0.004049019227775554,0.06464054401676719,0.0019371674303464844,0.04545713605472819,0.0006005384105937975,0.11007194244604315,0.001313483351331335,0.1488817891373802,0.002048496705183321,0.8075195469809052 electra_cola,rmdtop3_only,RMDtop3,5,1043,0.8042817491295242,0.004049019227775554,0.06464054401676719,0.0019371674303464844,0.04545713605472819,0.0006005384105937975,0.11007194244604315,0.001313483351331335,0.1488817891373802,0.002048496705183321,0.8075195469809052 electra_cola,single_v1,AttnTopo,5,1043,0.8055332515519869,0.0065967922586992024,0.06402513888533498,0.0025860906637955776,0.04527126467000476,0.0009790286193940055,0.11007194244604315,0.00214490933093505,0.14270500532481362,0.002129925452609163,0.8113979653792299 diff --git a/electra_sst5/summary.csv b/electra_sst5/summary.csv index 71bc27408ac8b8840bfc80a20ffae999caa23a94..97480c58e5475636fac06753c21bb07366975ab2 100644 --- a/electra_sst5/summary.csv +++ b/electra_sst5/summary.csv @@ -25,6 +25,10 @@ electra_sst5,rmdml_only,RMDml,5,2210,0.603939927371207,0.005085485749274716,0.44 electra_sst5,rmdlast1_only,RMD-last (fitted),5,2210,0.589445436080507,0.0005571815222493419,0.46596589981560016,0.0013317728103361252,0.23898165475727362,0.0001396228311795714,0.49287330316742084,0.000857791339824855,0.5070889894419306,0.0005732405354947883,0.5894117888430684 electra_sst5,rmdclslast_only,RMDcls-last,5,2210,0.6168237007857862,0.001217985700332351,0.42898444469611274,0.0009354137510007633,0.23216869023975756,0.0003058997452501797,0.4868778280542986,0.0018064162242840786,0.5066867772750125,0.0014397004588513123,0.6170542253954576 electra_sst5,clslast_only,RawCLS-last,5,2210,0.5780862928540653,0.0053762545843979975,0.4711444602069167,0.005013990694671225,0.24183059314919841,0.0013412993005122785,0.49174208144796383,0.002730207779671318,0.5057817998994469,0.002358177858131429,0.5862013499928191 +electra_sst5,lastout_only,LastOut (logits+distances),5,2210,0.6132675981206785,0.0026885671429496276,0.43986722757332003,0.0026398029653855286,0.23305304969185725,0.0006708554788120066,0.4869909502262443,0.0017433297519708583,0.5029663147310206,0.00044968687330312353,0.6144166102459941 +electra_sst5,lastall_only,LastAll (RawCLS+logits+distances),5,2210,0.610581809975175,0.0017318039104863173,0.4410766488127987,0.002172170717881807,0.2337233267132123,0.00043203686149335035,0.4875565610859728,0.002262443438914019,0.5071895424836601,0.0013490606199093706,0.61272275907347 +electra_sst5,mt_lastout,RMDcls+TRAJ+LastOut,5,2210,0.6264631419133788,0.0015903498568364317,0.43479502406891024,0.003243250727556901,0.22976110235253167,0.0003967858643235403,0.48099547511312213,0.004318689857199323,0.49994972347913524,0.0017987474932124941,0.6282702447631358 +electra_sst5,mt_lastall,RMDcls+TRAJ+LastAll,5,2210,0.6205688024455797,0.002139932284378848,0.4403985015226926,0.001080016648908452,0.23123167011322457,0.0005339153382352898,0.48348416289592755,0.0027535433132665254,0.5000502765208648,0.0025037505476095904,0.6229777805133255 electra_sst5,rmdsort_only,RMDsort,5,2210,0.6127582117724298,0.0026197731090545034,0.43562212851514853,0.0009816954630624181,0.2331803812370754,0.0006536023070188309,0.4869909502262443,0.00243278429497811,0.5055806938159879,0.0033463170019695683,0.6174965634681274 electra_sst5,rmdtop3_only,RMDtop3,5,2210,0.5988026507457788,0.0042454081323511,0.44881150646369383,0.004834599403423542,0.23666210765545342,0.0010591650658941926,0.4892533936651583,0.0014420304054278187,0.5067873303167421,0.0017775434418967947,0.6035698898258139 electra_sst5,single_v1,AttnTopo,5,2210,0.5767019962659773,0.01190922926064718,0.4691174394602123,0.011180370652121291,0.24217591777400133,0.0029712244954234117,0.49309954751131224,0.0036524625092676493,0.506385118149824,0.003735379712620743,0.5880782093104369 diff --git a/electra_toxigen/summary.csv b/electra_toxigen/summary.csv index 5d70c721c16e3cad1c7a571a71e1f95656b14201..f9f3953f6cfb43b7e5eacebaa840f7ae1429e73b 100644 --- a/electra_toxigen/summary.csv +++ b/electra_toxigen/summary.csv @@ -25,6 +25,10 @@ electra_toxigen,rmdml_only,RMDml,5,940,0.7000621621621622,0.005095587848548896,0 electra_toxigen,rmdlast1_only,RMD-last (fitted),5,940,0.666152027027027,0.0013948734793431436,0.14931002121208178,0.002164246598052462,0.07855817111815301,0.0002326370323860493,0.16303191489361704,0.000728354464767513,0.18912529550827423,0.0,0.666277027027027 electra_toxigen,rmdclslast_only,RMDcls-last,5,940,0.6644391891891892,0.000987980750005436,0.14856722339586192,0.0012660253902917263,0.07885332729741965,0.00015072978041131768,0.16569148936170214,0.0015161907248658754,0.17943262411347521,0.0009889598422388615,0.6642533783783784 electra_toxigen,clslast_only,RawCLS-last,5,940,0.6976527027027027,0.006794436491634987,0.11853015096993322,0.0023888902203155196,0.07327682209144408,0.001138045043868241,0.1625,0.003174823506998228,0.18061465721040187,0.004608413401800924,0.7030337837837838 +electra_toxigen,lastout_only,LastOut (logits+distances),5,940,0.6728317567567569,0.0013661257388438534,0.13411845089182245,0.0016986735467575233,0.07743435943866003,0.00022896991770531155,0.16356382978723405,0.0016286500949356233,0.18392434988179668,0.0010572425425530935,0.6738243243243244 +electra_toxigen,lastall_only,LastAll (RawCLS+logits+distances),5,940,0.7008905405405406,0.002105450290955445,0.12357242643149702,0.003933851972643966,0.07273449524671798,0.0003526557753071594,0.16382978723404254,0.005011022255695953,0.18250591016548462,0.002721244546860826,0.7043445945945945 +electra_toxigen,mt_lastout,RMDcls+TRAJ+LastOut,5,940,0.7071148648648649,0.005888210168800446,0.11866680102277638,0.0035212621033831474,0.07169194205522862,0.0009862552116143817,0.16436170212765958,0.0020167221925669024,0.18250591016548462,0.0023042067009004558,0.7094527027027028 +electra_toxigen,mt_lastall,RMDcls+TRAJ+LastAll,5,940,0.7102986486486487,0.0033931010281584577,0.11476059275141703,0.0025903174736327844,0.07115866908103215,0.000568332901955017,0.16436170212765958,0.0015161907248658717,0.18132387706855793,0.0027212445468608277,0.7127364864864864 electra_toxigen,rmdsort_only,RMDsort,5,940,0.6998202702702703,0.0025775791653299095,0.11644623365090183,0.0013833784781591004,0.07291376188320506,0.00043173575879223823,0.16143617021276596,0.0033377394675561554,0.18534278959810874,0.001942278572713346,0.7019256756756757 electra_toxigen,rmdtop3_only,RMDtop3,5,940,0.6998202702702703,0.0025775791653299095,0.11644623365090183,0.0013833784781591004,0.07291376188320506,0.00043173575879223823,0.16143617021276596,0.0033377394675561554,0.18534278959810874,0.001942278572713346,0.7019256756756757 electra_toxigen,single_v1,AttnTopo,5,940,0.6983675675675676,0.007285921751613556,0.1144468265642062,0.0029960228464045507,0.07315708465368945,0.0012203671562231863,0.1651595744680851,0.005976650280384099,0.18416075650118202,0.005377925846845065,0.7060743243243244 diff --git a/electra_yelp/summary.csv b/electra_yelp/summary.csv index cd88e14315eb707a75fa6a633e1652bb62b30b97..1d62bfb2151a72bd0de4b86a0f94dd447b95f6ea 100644 --- a/electra_yelp/summary.csv +++ b/electra_yelp/summary.csv @@ -25,6 +25,10 @@ electra_yelp,rmdml_only,RMDml,5,30000,0.8171032690242533,0.0004288350281764042,0 electra_yelp,rmdlast1_only,RMD-last (fitted),5,30000,0.8131396210971253,6.705685921507866e-05,0.0744791278122714,0.00026356869761990574,0.05131848733333333,9.667328317077302e-06,0.1252083333333333,9.31694990624903e-05,0.1643111111111111,0.00010670266882139072,0.8131872863545314 electra_yelp,rmdclslast_only,RMDcls-last,5,30000,0.8212004160035946,0.0001417261617837721,0.06921499627361749,0.00019653734734957807,0.05000757844444444,2.314461150523464e-05,0.12415833333333333,0.0002952164930653077,0.16185925925925926,0.0001319891087496718,0.8213275345110778 electra_yelp,clslast_only,RawCLS-last,5,30000,0.8060486963064492,0.0004895523126540245,0.07230822114570071,0.00019709115539379027,0.052472712444444444,7.964989147109846e-05,0.13219166666666665,0.00037914377220258136,0.16696296296296295,0.0005276965499546306,0.8092208589329101 +electra_yelp,lastout_only,LastOut (logits+distances),5,30000,0.8237325593891243,0.00010417094191761167,0.06832135488111578,4.2292181472219766e-05,0.04959555777777778,1.6947959708224494e-05,0.12284999999999999,0.00013372338779900662,0.1592814814814815,0.00036533615690838636,0.8241008109950301 +electra_yelp,lastall_only,LastAll (RawCLS+logits+distances),5,30000,0.821960802380373,0.00039128663824483195,0.06842974340805055,0.00014241169749108768,0.049883821555555555,6.366212040002177e-05,0.12389166666666666,0.0003208603884696431,0.1618,0.00043947842886492554,0.8236447621921875 +electra_yelp,mt_lastout,RMDcls+TRAJ+LastOut,5,30000,0.8255213867281828,0.00011601866968748113,0.06737416030356677,5.663623392430117e-05,0.049304516444444446,1.8876173618982184e-05,0.12251666666666668,0.0002196904387743955,0.15904444444444446,0.0004760376003869538,0.8270010666702797 +electra_yelp,mt_lastall,RMDcls+TRAJ+LastAll,5,30000,0.825121987710892,0.0005179171502526312,0.06736651149756684,0.00021673249399519352,0.049369498444444444,8.426483491621732e-05,0.12294166666666666,0.0005633481260385224,0.15954074074074073,0.0003318898787736261,0.8268667153308118 electra_yelp,rmdsort_only,RMDsort,5,30000,0.8212273504662011,0.00048446988597285363,0.0686034498472734,0.0001756484581818216,0.050003153777777774,7.882298345104502e-05,0.12430000000000001,0.00047452461591692856,0.16305185185185184,0.000457073652414076,0.8221958192250653 electra_yelp,rmdtop3_only,RMDtop3,5,30000,0.8212273504662011,0.00048446988597285363,0.0686034498472734,0.0001756484581818216,0.050003153777777774,7.882298345104502e-05,0.12430000000000001,0.00047452461591692856,0.16305185185185184,0.000457073652414076,0.8221958192250653 electra_yelp,single_v1,AttnTopo,5,30000,0.8058968293712174,0.0005008805550921875,0.07216252042781354,0.00017660805835080395,0.05249742111111111,8.149299027266572e-05,0.13243333333333335,0.0002368045373063777,0.1670074074074074,0.00042261190594358245,0.8091153064344191 diff --git a/figs/ood_bars.pdf b/figs/ood_bars.pdf new file mode 100644 index 0000000000000000000000000000000000000000..31b28aea4539757fb72e6419de8e9ca4749deb67 Binary files /dev/null and b/figs/ood_bars.pdf differ diff --git a/roberta_cola/lastall_only/seed0.json b/roberta_cola/lastall_only/seed0.json new file mode 100644 index 0000000000000000000000000000000000000000..32c40e35a79200f3c8621cee13cd0e98c828cb65 --- /dev/null +++ b/roberta_cola/lastall_only/seed0.json @@ -0,0 +1,2099 @@ +{ + "cfg": "roberta_cola", + "method": "lastall_only", + "seed": 0, + "auc": 0.763060693478138, + "trees": 42, + "n_kept": 783, + "n_raw": 783, + "test_scores": [ + 0.4379754497756873, + 0.09839701212604265, + 0.27004213380971376, + 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