results24-01-22.txt

TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7478280266741805 VAR: 0.0006802504960165836 F1: 0.7466332128667195 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7603706834476065 VAR: 0.0004123052288178856 F1: 0.7589371699877187 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7478828151905075 VAR: 0.00048040750384374306 F1: 0.7465590657826724 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.74849722926646 VAR: 0.0005880880538151282 F1: 0.7470036926977498 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7630083591622054 VAR: 0.0006350959524388656 F1: 0.7615221509599152 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7551109858802166 VAR: 0.0007112198147111071 F1: 0.7537388456261112 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7478436805359882 VAR: 0.0005636089849651876 F1: 0.74660791370845 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7537843210920134 VAR: 0.0007498407970251482 F1: 0.752260663427433 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7557527942143327 VAR: 0.000290393967784132 F1: 0.7544988653547694 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7537686672302057 VAR: 0.0006788186462309183 F1: 0.7517978416199118 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7544261294261294 VAR: 0.0006086833687241162 F1: 0.7516329948875042 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7511622992392224 VAR: 0.00025984627687165705 F1: 0.7492066945109818 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7452412260104567 VAR: 0.0008023209127318152 F1: 0.742089496612806 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7577369211984597 VAR: 0.0007339379711337142 F1: 0.7553952373193381 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.763020099558561 VAR: 0.0004201324047651289 F1: 0.7602901884609059 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7491742587896435 VAR: 0.0006474152944327527 F1: 0.7476210643923564 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7550992454838608 VAR: 0.0005925459137872404 F1: 0.7533096369700543 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7445837638145331 VAR: 0.0008362007649154867 F1: 0.741887622517684 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7590440186594033 VAR: 0.00012827151536020978 F1: 0.7564494882322295 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7524615697692622 VAR: 0.0005695096910450704 F1: 0.7500997589581706 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7458791208791208 VAR: 0.0006910436771502726 F1: 0.7435373008888538 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7485285369900756 VAR: 0.0005014795506669943 F1: 0.7468555873995512 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7564180833411602 VAR: 0.00036139783221542137 F1: 0.754364331026986 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7524537428383583 VAR: 0.00033298253950875565 F1: 0.7508221246779742 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7472096991327761 VAR: 0.0002921287218296373 F1: 0.7455659048176597 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.74656789079866 VAR: 0.0007030104323370996 F1: 0.7443152546319003 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7459143420681882 VAR: 0.0007370467447249628 F1: 0.7432984286013053 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7498238940546632 VAR: 0.0006585351184046377 F1: 0.7485516585097199 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7491664318587397 VAR: 0.0006514784201348133 F1: 0.7480696417115692 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7616973482358098 VAR: 0.00035037878233746585 F1: 0.7602193198087586 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7544222159606774 VAR: 0.0005104905924897354 F1: 0.7532301344617522 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7517962806424345 VAR: 0.0008901457806349762 F1: 0.7504337224270964 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7597053943207789 VAR: 0.0004705859810102483 F1: 0.7582783981010263 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7531190319651857 VAR: 0.00042570242479088804 F1: 0.7520235622373128 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7504852697160389 VAR: 0.00038170065720862515 F1: 0.7493988256082583 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7597132212516827 VAR: 0.0003585440569013646 F1: 0.7583230164110515 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.753807801884725 VAR: 0.0003559981173453613 F1: 0.7511068425258243 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7603863373094142 VAR: 0.0005613913729206826 F1: 0.7580980459971907 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7669531323377478 VAR: 0.0002800603348970173 F1: 0.7648814420456463 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7498512883128268 VAR: 0.0004339686878616836 F1: 0.7473979602342324 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7544730910115526 VAR: 0.0006256847241306563 F1: 0.7515151840757043 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7636540809617733 VAR: 0.00042683624055408104 F1: 0.7615512655872503 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7504970101123948 VAR: 0.0002821610918751565 F1: 0.7489997248759679 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.75117795310103 VAR: 0.0006258702832373518 F1: 0.7490089380934016 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7551266397420244 VAR: 0.00044772628139978554 F1: 0.7530188854126069 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7511701261701262 VAR: 0.0006525634110026494 F1: 0.7488115185912023 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7583943833943834 VAR: 0.0005039014063766432 F1: 0.7562389806094374 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7557567076797845 VAR: 0.0005782840209535587 F1: 0.7533669116303877 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7485324504555274 VAR: 0.00037575278027626496 F1: 0.7466873339302702 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7584061237907392 VAR: 0.00026486822672638823 F1: 0.756454671626788 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7597132212516828 VAR: 0.00021737811334254748 F1: 0.7573900950643421 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7478710747941517 VAR: 0.0005789566650577214 F1: 0.7465241377335197 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7584100372561912 VAR: 0.0003172751357204426 F1: 0.7562455277797581 SEED: 15379
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7557762750070443 VAR: 0.0006908250678164195 F1: 0.7529856958787313 SEED: 15379
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7471823048746126 VAR: 0.0004311494330351213 F1: 0.7456864070112907 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7544496102188408 VAR: 0.00041840723804223824 F1: 0.7529561725444335 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7551266397420243 VAR: 0.0003701988105925176 F1: 0.7531262934770578 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7432257913027143 VAR: 0.0005982298177282668 F1: 0.741892274324803 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7583943833943834 VAR: 0.00019230508994689627 F1: 0.756775442024411 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7616738674430982 VAR: 0.00031479995244315494 F1: 0.7603284598788964 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7471901318055164 VAR: 0.00015377382414383337 F1: 0.7457060620660204 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7458869478100248 VAR: 0.0005030842479335255 F1: 0.7446481382798835 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7524537428383582 VAR: 0.0005202747768367553 F1: 0.7509096814580158 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7531346858269935 VAR: 0.0008135205902182523 F1: 0.7509585810466377 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7590401051939514 VAR: 0.0002704779131508215 F1: 0.7563322382339216 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7518041075733383 VAR: 0.00035658787552302724 F1: 0.749966010432729 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.751181866566482 VAR: 0.0007720727873629985 F1: 0.7484301779550491 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7504891831814908 VAR: 0.000542262091350194 F1: 0.7483473898833404 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7504617889233273 VAR: 0.0007052688441059555 F1: 0.7477337573018885 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7511544723083184 VAR: 0.000278758541890325 F1: 0.7493555201589578 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7544652640806487 VAR: 0.0008934427781797801 F1: 0.7522801518686005 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.751815847969694 VAR: 0.0005537027383797755 F1: 0.7494429083463303 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7537960614883692 VAR: 0.00021413756766859704 F1: 0.7520068809534216 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7531112050342821 VAR: 0.000560239760881328 F1: 0.750657367646562 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7530994646379262 VAR: 0.0006679929355872742 F1: 0.75101187485611 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7458830343445729 VAR: 0.000595716897768999 F1: 0.7436427118555012 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.756429823737516 VAR: 0.0004260409522334755 F1: 0.7543347156883811 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7537804076265614 VAR: 0.0005321466696014248 F1: 0.7515392613837935 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.74721752606368 VAR: 0.00027253499114478425 F1: 0.7455839465424543 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7472136125982279 VAR: 0.000743292808831915 F1: 0.7449730651931432 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7445837638145331 VAR: 0.0006727148910724155 F1: 0.7430598953887455 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7564376506684198 VAR: 0.00032961153886032154 F1: 0.7549781576713028 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7630083591622053 VAR: 0.00030099390157477984 F1: 0.7617461595397645 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7617012617012617 VAR: 0.000358770385101987 F1: 0.7604114152741511 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.749185999185999 VAR: 0.0002995770606967215 F1: 0.747909221961608 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7590440186594033 VAR: 0.000559921572040069 F1: 0.7575757289260675 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7557684480761404 VAR: 0.0005877351300734067 F1: 0.7543103144783534 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7452451394759085 VAR: 0.00034946232006075544 F1: 0.7439003778834317 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7557567076797844 VAR: 0.0006351637988273321 F1: 0.7544514845215471 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7550992454838608 VAR: 0.0004767656689890721 F1: 0.7535944089672941 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7498552017782786 VAR: 0.0009857027170198326 F1: 0.7467049120374276 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7629966187658496 VAR: 0.00018898542588856237 F1: 0.7610057406598132 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7570794590025359 VAR: 0.00018579146908903978 F1: 0.754910087699566 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7511662127046743 VAR: 0.0005535090315803801 F1: 0.7489781945537076 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7583982968598354 VAR: 0.0004937847594109258 F1: 0.7551359252392743 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7596897404589712 VAR: 0.00045532835436335427 F1: 0.7569789912555579 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7531581666197051 VAR: 0.0005771788140060891 F1: 0.7509725495369418 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7610242321780784 VAR: 0.0003366815307340262 F1: 0.7594791419833684 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7505165774396544 VAR: 0.0006383367737866298 F1: 0.7475287373443285 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7505009235778467 VAR: 0.0004745881215387498 F1: 0.7483830669161912 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7537804076265614 VAR: 0.00028316690309776135 F1: 0.7518839647043842 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7531151184997338 VAR: 0.0006048145930603496 F1: 0.751308490907459 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7498512883128267 VAR: 0.0006051422773329517 F1: 0.7470691110419732 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7603667699821545 VAR: 0.00033601440010612687 F1: 0.7580721341830322 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7564219968066124 VAR: 0.000733475941822822 F1: 0.754493069192598 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7531464262233494 VAR: 0.0004968047354039075 F1: 0.7508504740154158 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7538117153501769 VAR: 0.000704847706410684 F1: 0.752002055679026 SEED: 12623
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7498669421746345 VAR: 0.0004902954640662137 F1: 0.7479548768733376 SEED: 12623
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7518041075733383 VAR: 0.0004814493670750276 F1: 0.7504231016529818 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7511388184465108 VAR: 0.00020988370631823847 F1: 0.7500253777886693 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.758410037256191 VAR: 0.0003717394596431193 F1: 0.7566255969771954 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7564102564102565 VAR: 0.00042050318604385824 F1: 0.7547329859990594 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7531072915688299 VAR: 0.00046935280015261667 F1: 0.7518641774777732 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7544417832879371 VAR: 0.00032066169662410814 F1: 0.752689245016437 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.748501142731912 VAR: 0.0009331004778139273 F1: 0.7470757322696236 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7498121536583076 VAR: 0.0005168597296390606 F1: 0.7482875765899623 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7551070724147648 VAR: 0.00035571460214371556 F1: 0.7536665950070384 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7557684480761404 VAR: 0.00040682997932301346 F1: 0.7534698127314865 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7597014808553271 VAR: 0.00020718351194854817 F1: 0.7574998779211813 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7458791208791209 VAR: 0.0006065717073151444 F1: 0.7435878047427588 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.749193826116903 VAR: 0.0006612026607426788 F1: 0.7466648829421003 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7537882345574654 VAR: 0.0005834975641084502 F1: 0.7516563372813656 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7518197614351461 VAR: 0.0004967680707867544 F1: 0.7493122347520149 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7524733101656179 VAR: 0.0005173506434394895 F1: 0.7505794653317888 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7505244043705582 VAR: 0.00032386392363802633 F1: 0.7481585141997733 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.749839547916471 VAR: 0.0004549436975026944 F1: 0.7474623320326369 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7537490999029459 VAR: 0.0006116750115751884 F1: 0.7520353047572597 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7438989073604456 VAR: 0.00034651861382275405 F1: 0.7418741866479458 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7471940452709682 VAR: 0.0003696614917002029 F1: 0.745557530748343 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7537960614883691 VAR: 0.0001666177427737808 F1: 0.7519408160190096 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7498043267274037 VAR: 0.0007781577354413565 F1: 0.7481243345199541 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7544378698224852 VAR: 0.0006648494270955628 F1: 0.752058474578702 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.74195782849629 VAR: 0.00041048768073715454 F1: 0.7400713003648528 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7551148993456687 VAR: 0.0005077282489903841 F1: 0.7533553940025816 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7564259102720642 VAR: 0.000373525642169994 F1: 0.753888579953162 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.753799974953821 VAR: 0.0003829182165501771 F1: 0.7520379954221456 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7597171347171348 VAR: 0.0004419703040718235 F1: 0.7582516723912733 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7643467643467644 VAR: 0.00045316033297479875 F1: 0.7627751741366315 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7517962806424344 VAR: 0.0002517635206691716 F1: 0.7504641720248646 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7636540809617733 VAR: 0.00047407735922377095 F1: 0.7622753257775716 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7689450862527785 VAR: 0.00026417833769368904 F1: 0.7675083980317958 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7445641964872735 VAR: 0.00037892358047548 F1: 0.7433150648836448 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7557527942143326 VAR: 0.0005549349696942731 F1: 0.7543658990353884 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7531190319651858 VAR: 0.0005805715622553402 F1: 0.7519783415524053 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7485441908518832 VAR: 0.0006578809444459583 F1: 0.7462977150434769 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7590714129175667 VAR: 0.0005130609751238405 F1: 0.7568520643474764 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7610359725744341 VAR: 0.0004315957489386631 F1: 0.7585065397878143 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7551227262765725 VAR: 0.0005895304098361183 F1: 0.7532894173399438 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7577525750602674 VAR: 0.00037653030295113263 F1: 0.7549705196046615 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7623352431044739 VAR: 0.0004196598385884881 F1: 0.7601410534703542 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7590674994521148 VAR: 0.00042851484903296764 F1: 0.7576056535232286 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7525085313546853 VAR: 0.0005954052025775616 F1: 0.7509082485068309 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.758410037256191 VAR: 0.0006518416969597395 F1: 0.7561392345421557 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7537921480229172 VAR: 6.749101429076298e-05 F1: 0.7513301344443174 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7570794590025359 VAR: 0.0003725262939667871 F1: 0.755320791198787 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7504774427851352 VAR: 0.0009141230925145011 F1: 0.74837570861349 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7485285369900755 VAR: 0.0001592252737995006 F1: 0.7467593375802726 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7610164052471744 VAR: 0.0003639003990914846 F1: 0.7587925496663637 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7551031589493129 VAR: 0.00018592226099818212 F1: 0.7524368742575422 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7492251338405186 VAR: 0.0008514243611616659 F1: 0.7474225093796918 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7544574371497448 VAR: 0.0005865498245679971 F1: 0.7523040894843557 SEED: 18056
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7505126639742026 VAR: 0.0005705855540466475 F1: 0.7486849229040324 SEED: 18056
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7616777809085501 VAR: 0.0002825235110482188 F1: 0.759882137898718 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7597210481825868 VAR: 0.000299386998917744 F1: 0.7582735843222087 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7498473748473748 VAR: 0.00030340990687350433 F1: 0.7479933171793942 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7590479321248551 VAR: 0.000719765702919739 F1: 0.7577982175026414 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7544456967533891 VAR: 0.0006079116964601743 F1: 0.7535344308698065 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7504970101123948 VAR: 0.0005228028282253262 F1: 0.748900000422499 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7577095269402963 VAR: 0.00039234488259192433 F1: 0.756433319770127 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7564063429448045 VAR: 0.0004157862539482015 F1: 0.7555975048139905 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7577330077330078 VAR: 0.0004947909688290393 F1: 0.7562209471528447 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7557449672834288 VAR: 0.0004262731614754457 F1: 0.752788126550227 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.750485269716039 VAR: 0.00028120294159180776 F1: 0.7483369905964279 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7478749882596036 VAR: 0.0008143950275536638 F1: 0.746320716272033 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7577486615948155 VAR: 0.00023815984501009512 F1: 0.7554720823180161 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7564102564102564 VAR: 0.0005678704120301967 F1: 0.7545352587917089 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.74323753169907 VAR: 0.00046643761083906704 F1: 0.7414729501391213 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.754449610218841 VAR: 0.0002394530308677302 F1: 0.7530035386980667 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7498591152437307 VAR: 0.0003607983029325982 F1: 0.7478868720473151 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7392966719889797 VAR: 0.0005084347090822966 F1: 0.7370058137275486 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7491742587896434 VAR: 0.00020392008534810284 F1: 0.7469586684072395 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.753792148022917 VAR: 0.0004024291838302291 F1: 0.7518549925213958 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7425878964340503 VAR: 0.0007435386179820033 F1: 0.740607789832658 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7518041075733384 VAR: 0.00017744786419843556 F1: 0.7491220342570231 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7505009235778466 VAR: 0.0003498195320617904 F1: 0.7484213760658981 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7537843210920134 VAR: 0.0006470205295322754 F1: 0.7515638030270598 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7498630287091824 VAR: 0.00047607446284815395 F1: 0.7482073649685241 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7432766663535895 VAR: 0.0006268396442557695 F1: 0.7413458536046479 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7465718042641121 VAR: 0.00042853825067666444 F1: 0.7443045408860232 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7610281456435302 VAR: 0.0004060227145067465 F1: 0.7597244796655012 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.761693434770358 VAR: 0.0004313829287548865 F1: 0.7601673319541019 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7623587238971855 VAR: 0.00030765457909675707 F1: 0.7609454809500327 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7531229454306378 VAR: 0.0002507476626675961 F1: 0.7517798581179084 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7590557590557591 VAR: 0.0003814458427139741 F1: 0.7574224689579778 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7636658213581291 VAR: 0.0003121694422873525 F1: 0.7621546387798106 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.747859334397796 VAR: 0.0005390337672152944 F1: 0.7467633012656172 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.755091418552957 VAR: 0.00030900473754244984 F1: 0.753918292454169 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7557488807488807 VAR: 0.0002856718897772958 F1: 0.7541125641320217 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7518432422278577 VAR: 0.0013425513187092842 F1: 0.7492893681635542 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7577408346639116 VAR: 0.0003203491744112311 F1: 0.7555321096838354 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7570872859334398 VAR: 0.000197351513510152 F1: 0.7549507043288022 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7498395479164709 VAR: 0.00022949158825883402 F1: 0.7483968902343623 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7465404965404964 VAR: 0.0003578325427895424 F1: 0.7433958211020566 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7603628565167027 VAR: 0.00043136164061042403 F1: 0.7586454822393942 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7557645346106885 VAR: 0.001012619385617197 F1: 0.754386711917636 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7570833724679878 VAR: 0.00040206624393996336 F1: 0.7550340546191201 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7564533045302276 VAR: 0.0006419350828092417 F1: 0.7542646800902522 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7610085783162704 VAR: 0.00038240950647358687 F1: 0.7589056194627102 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7550914185529571 VAR: 0.0003319749823519996 F1: 0.7528695312427187 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7544691775461005 VAR: 0.0008452899143186276 F1: 0.7531416975081248 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7524928774928775 VAR: 0.0009363442396823662 F1: 0.7500183102709937 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7649729188190727 VAR: 0.0006863653393884623 F1: 0.7633255114293966 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7557567076797846 VAR: 0.0004126613993845169 F1: 0.7532642021665632 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7544535236842929 VAR: 0.0011585123386810634 F1: 0.7521599650610598 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7577643154566231 VAR: 0.00038732807864837334 F1: 0.755382547184484 SEED: 12752
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7524928774928775 VAR: 0.00042263766711847744 F1: 0.7503002155451509 SEED: 12752
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7504774427851352 VAR: 0.0008689258194957397 F1: 0.748918841387518 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7557449672834289 VAR: 0.0005893874270183481 F1: 0.7544609093810376 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7557801884724962 VAR: 0.00016007784101240095 F1: 0.754191891084364 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7465209292132369 VAR: 0.000641555755642305 F1: 0.7450264833267498 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7557645346106885 VAR: 0.0008062356340311133 F1: 0.7542794295209101 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7498473748473748 VAR: 0.00024116496524758882 F1: 0.7482994724609274 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7524380889765505 VAR: 0.000514242972543493 F1: 0.7508319655199014 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7616856078394539 VAR: 0.00048251153827721667 F1: 0.7603276131670138 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7557527942143326 VAR: 0.000641172078955203 F1: 0.7542715925021904 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7498317209855672 VAR: 0.00048273069895869616 F1: 0.7476097727500911 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.762980964904042 VAR: 0.00024367059516602102 F1: 0.7608918363762049 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7557567076797846 VAR: 0.0007472279606238139 F1: 0.7533148810225784 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7452529664068126 VAR: 0.00037714046099097346 F1: 0.7427867048395054 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7583826429980277 VAR: 0.0005947309656913665 F1: 0.7562106574915275 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.745871293948217 VAR: 0.00021395755266858955 F1: 0.7431207810790581 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7498238940546633 VAR: 0.0005979624141294821 F1: 0.7482207892142341 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7531503396888013 VAR: 0.0007984183823411443 F1: 0.7507896747141618 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7452412260104568 VAR: 0.0004752562629706309 F1: 0.7424296398865918 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7551109858802167 VAR: 0.0002444756545917823 F1: 0.7530192986424523 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7531307723615416 VAR: 0.000450590899883827 F1: 0.75194938879156 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7445955042108889 VAR: 0.0005902686643078181 F1: 0.7423834107658309 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7399541341849034 VAR: 0.000613312973481842 F1: 0.7376547238497242 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.755095332018409 VAR: 0.0004623998164973945 F1: 0.7534134799364054 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.755095332018409 VAR: 0.00045461919879415623 F1: 0.7525009549057997 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7505204909051062 VAR: 0.0005900290118728926 F1: 0.7486057599106979 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7505165774396545 VAR: 0.0008487850600742638 F1: 0.7472302542747875 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7452607933377164 VAR: 0.00042019391065589235 F1: 0.7432173957310824 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7583904699289314 VAR: 0.0004219512393236541 F1: 0.7567419098930332 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7551031589493128 VAR: 0.0002962444399691679 F1: 0.7538071532343529 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.763669734823581 VAR: 0.0002250414777839141 F1: 0.7624251588986714 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7570520647443725 VAR: 0.00039537848912344666 F1: 0.7558383350398253 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7537764941611095 VAR: 0.0006624667170673864 F1: 0.7527394637485004 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7630005322313015 VAR: 0.00023524802504315174 F1: 0.7612841397747352 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7504891831814908 VAR: 0.0002562372778311785 F1: 0.7490276773103672 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7583904699289314 VAR: 0.00045307371013661294 F1: 0.7573759288336632 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7557527942143327 VAR: 0.0003221667531223857 F1: 0.7542552009384359 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7498747691055383 VAR: 0.000673142001700305 F1: 0.7474694288484414 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7636579944272253 VAR: 0.00011323433587258945 F1: 0.7615858654378347 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7616934347703579 VAR: 0.000299112427799815 F1: 0.7595233842901659 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7623391565699258 VAR: 0.0005504924861948506 F1: 0.7609202521844921 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7478632478632478 VAR: 0.0004974125961619721 F1: 0.7452955081289389 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7564219968066122 VAR: 0.0001649334370360876 F1: 0.7540797119215662 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7610281456435302 VAR: 0.0005997020384123533 F1: 0.7592661140963302 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7570872859334399 VAR: 0.0004928291820831674 F1: 0.7552630500744394 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7551344666729283 VAR: 0.0004523723959558781 F1: 0.7532391017564467 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7524576563038101 VAR: 0.00038515733115211003 F1: 0.7501688563936181 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.754445696753389 VAR: 0.0006228226173413576 F1: 0.7522312820365288 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7551031589493128 VAR: 0.0010518004758587748 F1: 0.7533866984306556 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.748505056197364 VAR: 0.0002803126070665023 F1: 0.7458535001222538 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7590674994521148 VAR: 0.0002415942200051361 F1: 0.7569055098334305 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7557801884724963 VAR: 0.0005035398448554435 F1: 0.7537188375343257 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7498434613819228 VAR: 0.0002900248711787059 F1: 0.7477254462397859 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.75117795310103 VAR: 0.0004935997822822819 F1: 0.7489933726002085 SEED: 650
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7570990263297955 VAR: 0.0007292804926904337 F1: 0.755010229691067 SEED: 650
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7577369211984597 VAR: 0.0004382744984106153 F1: 0.7560951893837794 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7537921480229173 VAR: 0.0003324036245010731 F1: 0.7525763780920667 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7505204909051063 VAR: 0.000606147659729625 F1: 0.7487550301359587 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7557449672834289 VAR: 0.0005979112613219257 F1: 0.7545701389287589 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7511427319119626 VAR: 0.00018342649407617688 F1: 0.7497317044450044 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7557606211452366 VAR: 0.0003167927984386451 F1: 0.754310239800374 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7583865564634796 VAR: 0.0006166659021802999 F1: 0.757152900307517 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.755095332018409 VAR: 0.00021342004999373268 F1: 0.7539024191017261 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7577564885257193 VAR: 0.0003830018376068424 F1: 0.7562786247363392 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7544261294261294 VAR: 0.0005933079374677225 F1: 0.7522153077104156 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7478710747941517 VAR: 0.0002691254880537762 F1: 0.7457185669393009 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7511622992392224 VAR: 0.00043046245389267204 F1: 0.7496141647469403 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7531425127578975 VAR: 0.0005837574326230086 F1: 0.750410279425972 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7511505588428666 VAR: 0.0004439663356313765 F1: 0.7492323317520917 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7537686672302057 VAR: 0.00029719677047201616 F1: 0.751314647720848 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7524811370965216 VAR: 0.00048220618358348126 F1: 0.7504842809739874 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7511701261701261 VAR: 0.000349676733026563 F1: 0.7491940725406583 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7452333990795529 VAR: 0.0005956883808445463 F1: 0.7424779195083258 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7577330077330077 VAR: 0.00012910193677678425 F1: 0.7558360550219969 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7498238940546631 VAR: 0.0004640196758236507 F1: 0.7475178735881033 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7458752074136691 VAR: 0.0004522683750370372 F1: 0.7441684202500972 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7557567076797846 VAR: 0.0006999868419541231 F1: 0.7542898112111763 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7564454775993238 VAR: 0.0007859774681956451 F1: 0.7545762869371826 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7491742587896435 VAR: 0.0004840223226647233 F1: 0.7468642938705655 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7406389906389906 VAR: 0.0005024391712106802 F1: 0.7388992687142663 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7439419554804171 VAR: 0.000746216758446638 F1: 0.7414001754497281 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7524928774928775 VAR: 0.0005862164430365893 F1: 0.7507180041408199 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7531112050342819 VAR: 0.0005374553202218633 F1: 0.7515982337534773 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7583982968598353 VAR: 0.0005816012039475729 F1: 0.7571795724516615 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7597014808553272 VAR: 0.0004796909357120133 F1: 0.7582045458612579 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7445524560909177 VAR: 0.0006279207144293726 F1: 0.7432935011275963 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7597171347171346 VAR: 0.0008637958973975147 F1: 0.7585144623875776 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7623391565699259 VAR: 0.000504366192425667 F1: 0.760793994573326 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7452255721486492 VAR: 0.0005395816229733577 F1: 0.7439873924404385 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7551070724147647 VAR: 0.00044963942703284105 F1: 0.7538764267381715 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7537960614883692 VAR: 0.00041013944345025927 F1: 0.7523673218198864 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.76104771297079 VAR: 0.0003483916029703579 F1: 0.7578183202259128 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7518158479696943 VAR: 0.00035057055942016847 F1: 0.7495336069150098 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7583943833943834 VAR: 0.0004338758470474879 F1: 0.7561101012819562 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7610516264362419 VAR: 0.0004712679061327897 F1: 0.7589225781903621 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7478828151905075 VAR: 0.0007371678880506465 F1: 0.7449433669711347 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7603863373094143 VAR: 0.0002494234481907665 F1: 0.7584940519959091 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7603706834476065 VAR: 0.0007187221856455766 F1: 0.7591667586186063 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7590831533139225 VAR: 0.0008187480395854973 F1: 0.7573072816800877 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7544613506151967 VAR: 0.00031173718574828364 F1: 0.7520406218274988 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7524850505619737 VAR: 0.0005049305273516737 F1: 0.7501135531103227 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7551188128111206 VAR: 0.0007080855566073502 F1: 0.7528647988043485 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7517845402460788 VAR: 0.0007016471947004916 F1: 0.7492722511731569 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7571068532606993 VAR: 0.0006324689954122099 F1: 0.755192337660514 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7498356344510191 VAR: 0.0006670107097909078 F1: 0.7478424063492126 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7623587238971855 VAR: 0.00047179076746512393 F1: 0.7600575754401226 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.75117795310103 VAR: 0.0003613292813272104 F1: 0.7495956913214917 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7570951128643437 VAR: 0.00046622923206672513 F1: 0.7547844818414423 SEED: 24503
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.751819761435146 VAR: 0.0004193335020545291 F1: 0.7492280885016317 SEED: 24503
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7557488807488808 VAR: 0.0003712586845129302 F1: 0.7545074089172518 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7544574371497448 VAR: 0.00039870017478974376 F1: 0.7530236319122146 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7597367020443944 VAR: 0.0004092187848055037 F1: 0.7580517776670533 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.757713440405748 VAR: 0.0005212627917831986 F1: 0.7565093575969338 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.757725180802104 VAR: 0.0004984306595540537 F1: 0.7562623964565922 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.761035972574434 VAR: 0.0002445822178357887 F1: 0.7595652623565745 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.754445696753389 VAR: 0.0005630860317415816 F1: 0.7529487549600314 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7458830343445729 VAR: 0.0009425233763135618 F1: 0.7445854307674169 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7557684480761405 VAR: 0.0003450495480723087 F1: 0.7541221293569561 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7524341755110986 VAR: 0.0008662885400163027 F1: 0.749552772684801 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7564180833411602 VAR: 0.00025321240097040683 F1: 0.7541753687896967 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7544691775461007 VAR: 0.0004251365583436968 F1: 0.7528196066555799 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7597171347171348 VAR: 0.0008148825413770649 F1: 0.7571594018097065 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.755095332018409 VAR: 0.0001431157844394511 F1: 0.7529443882689157 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7577486615948155 VAR: 0.00028521515952970115 F1: 0.7556773743669416 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7452412260104567 VAR: 0.00048303688067386993 F1: 0.7437690538647176 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7465796311950158 VAR: 0.0005034367428493128 F1: 0.7450371245043167 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7425878964340503 VAR: 0.0005029897837068744 F1: 0.7405690630128702 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7544143890297736 VAR: 0.0008198450988402664 F1: 0.7522356350022065 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7491781722550953 VAR: 0.0002714030744678597 F1: 0.7472662060503228 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7478749882596036 VAR: 0.0007093451102597779 F1: 0.7456583871194895 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7439223881531574 VAR: 0.00024880364156746384 F1: 0.74206648807363 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7544300428915814 VAR: 0.00045956858517517247 F1: 0.7523168838685583 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7544496102188408 VAR: 0.00023889561841747745 F1: 0.7526276538699279 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7491899126514512 VAR: 0.0005153562046619685 F1: 0.7472619810755793 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7399854419085189 VAR: 0.0006685911477618789 F1: 0.7381609681567267 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7459026016718323 VAR: 0.0006956843701213733 F1: 0.7433027035334971 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7485089696628158 VAR: 0.0005201821504355262 F1: 0.746822870372024 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7590518455903071 VAR: 0.000624057145937633 F1: 0.7577074742917818 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7662917566763722 VAR: 0.0001336960408734575 F1: 0.7647352677161757 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7544496102188409 VAR: 0.0003885853962798715 F1: 0.7530678317669216 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.757075545537084 VAR: 0.0008362309971436651 F1: 0.7554242679032417 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7630122726276573 VAR: 0.0004940662223741841 F1: 0.7613467881066245 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7551070724147647 VAR: 0.0003959183197105043 F1: 0.7537420482867588 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7511427319119627 VAR: 0.0004891002343035297 F1: 0.7493060778252636 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7564259102720641 VAR: 0.00038908687757647256 F1: 0.7548152269054483 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.759059672521211 VAR: 0.00037733949748409155 F1: 0.7569884948629293 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7570598916752762 VAR: 0.0004363891958326885 F1: 0.7547988077592467 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7590557590557592 VAR: 0.000293629398177327 F1: 0.7570466611013615 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7524889640274257 VAR: 0.0002297617179653292 F1: 0.7503929854730558 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7538038884192731 VAR: 0.0010193720156710811 F1: 0.7513834340884268 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7649885726808804 VAR: 0.0003449426785240651 F1: 0.7624832546211926 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7557645346106885 VAR: 0.0004629594343381554 F1: 0.7544349498324432 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7518119345042423 VAR: 0.0004536314901519495 F1: 0.7497428896611701 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.742611377226762 VAR: 0.00042765630888744877 F1: 0.7395320124738063 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7485207100591715 VAR: 0.0005056254704042812 F1: 0.746106851261946 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7570638051407284 VAR: 0.0005898617697595612 F1: 0.7549568795061015 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7511622992392224 VAR: 0.0007578058098789828 F1: 0.7491278061241333 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7544535236842929 VAR: 0.000735386116304781 F1: 0.7519006516749085 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.748505056197364 VAR: 0.0002958738424729812 F1: 0.7462243709178946 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7531190319651857 VAR: 0.00028379326463173266 F1: 0.7509343678507762 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7478828151905075 VAR: 0.00039463490495802474 F1: 0.7452662574168174 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.751823674900598 VAR: 0.0005804419036718732 F1: 0.7502331756191533 SEED: 28983
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7570872859334398 VAR: 0.0007262477131803516 F1: 0.7555802019656594 SEED: 28983
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7564063429448045 VAR: 0.0005623173612591607 F1: 0.755183458801985 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7518158479696943 VAR: 0.000373912412529887 F1: 0.7503544492888428 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7544770044770045 VAR: 0.00042201234701890903 F1: 0.7528375371692655 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7583865564634796 VAR: 0.0005388597251479044 F1: 0.7571128595746763 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7557527942143327 VAR: 0.00036820014481652716 F1: 0.7543396341302797 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7603745969130584 VAR: 0.00039476410408513583 F1: 0.7586402436249087 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7537843210920134 VAR: 0.0003530292941599367 F1: 0.7525978734044703 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7452333990795529 VAR: 0.0004578669119872485 F1: 0.7438734063912815 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7610281456435302 VAR: 0.0003896253604248873 F1: 0.7593550489697897 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7557567076797846 VAR: 0.00037320089841806576 F1: 0.753485084913672 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7577369211984597 VAR: 0.0005786972253690942 F1: 0.755397424404917 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7531151184997339 VAR: 0.00035592772863172876 F1: 0.7512961602735055 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7524654832347141 VAR: 0.0006920815890569011 F1: 0.749373376947604 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7478475940014402 VAR: 0.0006607384260412801 F1: 0.7457505703033186 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7498238940546633 VAR: 0.00026060879063891806 F1: 0.7478996681525654 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7465600638677561 VAR: 0.0005347443439430348 F1: 0.7448912655826606 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.756441564133872 VAR: 0.0005608951600569562 F1: 0.754226647960303 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7485089696628155 VAR: 0.0007146975930165127 F1: 0.7458970372042649 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.757729094267556 VAR: 0.0003335430150013773 F1: 0.7548971365183202 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7491742587896435 VAR: 0.0008347075317607531 F1: 0.7469262729144579 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7458517266209573 VAR: 0.0006213083410855502 F1: 0.7443443838507703 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7531190319651859 VAR: 0.0006039134153650586 F1: 0.750853364428081 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7491664318587394 VAR: 0.00014573826942424829 F1: 0.747231088408378 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7485050561973638 VAR: 0.0005834779912677146 F1: 0.7458702972393805 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7426192041576657 VAR: 0.00046454982719682306 F1: 0.7413828700113775 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7426074637613099 VAR: 0.0003674380292447737 F1: 0.739758744465266 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7459026016718325 VAR: 0.00043855237761430293 F1: 0.7430716686107196 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7649807457499764 VAR: 0.0006829838018742803 F1: 0.7633700022483245 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7590674994521148 VAR: 0.0007501214329669686 F1: 0.7578059778590656 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7643350239504085 VAR: 0.00017741870403508594 F1: 0.7629190055161993 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7583943833943834 VAR: 0.0005424328865926719 F1: 0.7567849559890504 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7485324504555273 VAR: 0.0005560076165013633 F1: 0.7467085386486835 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7570794590025359 VAR: 0.00012354652746312378 F1: 0.7557968415665224 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7551188128111205 VAR: 0.00038102090684616574 F1: 0.7538217624583028 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7518158479696941 VAR: 0.0004921081112791546 F1: 0.7503656363869025 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7610164052471745 VAR: 0.0006467896986593715 F1: 0.7597763941828684 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7498786825709903 VAR: 0.0010223939826416043 F1: 0.7473178112824131 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7498552017782788 VAR: 0.0004495833120966473 F1: 0.7470644142223299 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7583865564634795 VAR: 0.0003984369981894265 F1: 0.7558661952632617 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7577486615948154 VAR: 0.0011019013121447187 F1: 0.7555637930744309 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7570833724679878 VAR: 0.0009389288654634859 F1: 0.7543948812481335 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7590714129175667 VAR: 0.0007246240863119819 F1: 0.7566939759643532 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7518001941078862 VAR: 0.00044436618518218477 F1: 0.7503338830429092 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7630044456967534 VAR: 0.00040367792494309365 F1: 0.7610839250645297 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.74721752606368 VAR: 0.00043592796291281265 F1: 0.7439528638434919 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7603628565167028 VAR: 0.0008362324674040027 F1: 0.758193698383323 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7662995836072758 VAR: 0.00023959411459923224 F1: 0.7637243890863156 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.757079459002536 VAR: 0.00018523405663878524 F1: 0.7554400316096609 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7584022103252873 VAR: 0.0012234770781478293 F1: 0.7556490089625758 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7597288751134905 VAR: 0.0008406380106124578 F1: 0.7570126266565457 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7498434613819228 VAR: 0.0006172753250899741 F1: 0.7480502013616497 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7472096991327759 VAR: 0.0006027960175089612 F1: 0.7455001994864744 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7531581666197051 VAR: 0.0010751383470134152 F1: 0.7505877085670565 SEED: 21998
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7544730910115525 VAR: 0.0009834073343295878 F1: 0.752810654563038 SEED: 21998
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7544261294261294 VAR: 0.0005949801748184823 F1: 0.752983708074415 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7557606211452366 VAR: 0.0006210730075403648 F1: 0.754327946694049 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7557841019379481 VAR: 0.0004311058153117907 F1: 0.754224110273399 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7531268588960898 VAR: 0.0006805674596408953 F1: 0.7516372022251385 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7583865564634796 VAR: 0.0005090378833855399 F1: 0.7567747746455589 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7590557590557592 VAR: 0.00037217879181005884 F1: 0.7576683916464629 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7550914185529571 VAR: 0.0003718070916186196 F1: 0.7540355295229499 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7531346858269935 VAR: 0.0005745510912188407 F1: 0.7519731960845573 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7531268588960898 VAR: 0.0006227586610166992 F1: 0.7517079831225666 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.75706771860618 VAR: 0.0005201118536131643 F1: 0.7543752613502672 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7524459159074544 VAR: 0.0003678478643137038 F1: 0.7501515229015376 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7590479321248552 VAR: 0.0006093506218737113 F1: 0.7572491993159124 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7498473748473748 VAR: 0.0005447948598240124 F1: 0.746980940070025 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7557801884724963 VAR: 0.0006580373740197269 F1: 0.7535268358704459 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7570872859334399 VAR: 0.000391681151941054 F1: 0.755271008251129 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7544456967533891 VAR: 0.0003511513122532719 F1: 0.7531826718188062 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7544613506151968 VAR: 0.0005604382460268188 F1: 0.7522484789117326 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7537999749538211 VAR: 0.00046053858943248733 F1: 0.7516020730134384 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7504774427851351 VAR: 0.0005654817290694008 F1: 0.7484180642635997 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7458634670173132 VAR: 0.0010030681456423163 F1: 0.7435404744450664 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7445524560909175 VAR: 0.0004945353885737954 F1: 0.7425717135064663 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7478710747941517 VAR: 0.0004785518515159461 F1: 0.7449266546101501 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7557332268870732 VAR: 0.0004403491582677724 F1: 0.7536474622522784 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.754449610218841 VAR: 0.00027001808923043485 F1: 0.7526684545974053 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7458908612754767 VAR: 0.0002897475126922211 F1: 0.7430686839536871 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7465639773332081 VAR: 0.0005955820013830823 F1: 0.7449753067074294 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7485324504555275 VAR: 0.0005076516729311662 F1: 0.7465655566755978 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.751823674900598 VAR: 0.0006040624630067194 F1: 0.7501791596367884 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7590283647975957 VAR: 0.0006050301393518338 F1: 0.7577378416782242 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.754449610218841 VAR: 0.00030169797249364624 F1: 0.7532101979831185 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7511544723083186 VAR: 0.0004191812688488044 F1: 0.7498056468029011 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7583591622053161 VAR: 0.0007569492913414276 F1: 0.756882974357685 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7550914185529571 VAR: 0.0004729551217607319 F1: 0.7539659485168237 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7531268588960898 VAR: 0.00036562666850962794 F1: 0.751990421872086 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7498160671237594 VAR: 0.0003678739614346846 F1: 0.7485108718135489 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7550992454838609 VAR: 0.00025057034314487355 F1: 0.7535525114219257 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7564415641338719 VAR: 0.001183344576316113 F1: 0.753504183276239 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7616777809085503 VAR: 0.0003517129517019947 F1: 0.7596967975909934 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7544535236842929 VAR: 0.00040044794676531546 F1: 0.7524196665173994 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7564259102720642 VAR: 0.0002642253860244723 F1: 0.7546782366388562 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7459104286027363 VAR: 0.0011898176731234321 F1: 0.7428664022892005 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7551148993456686 VAR: 0.00030487477625590413 F1: 0.7528418806636624 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7537843210920134 VAR: 0.0007096370794583598 F1: 0.7523550097898508 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7564259102720641 VAR: 0.0006380666440801356 F1: 0.7544311853836634 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7498708556400864 VAR: 0.0009242052802535722 F1: 0.7477444469511642 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7570755455370841 VAR: 0.0002649014301056653 F1: 0.7551611699057924 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7570833724679878 VAR: 0.00033204068461080747 F1: 0.7548835525733663 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7537647537647538 VAR: 0.00032330292742820154 F1: 0.7512948805414472 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.76104771297079 VAR: 0.0006909245860629782 F1: 0.7582929468363375 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7590674994521148 VAR: 0.0006072832520573911 F1: 0.7569531324235563 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7551305532074762 VAR: 0.0006961607344705516 F1: 0.7531101014499932 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7452490529413606 VAR: 0.0006676280659803161 F1: 0.7438278243955603 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7518354152969537 VAR: 0.0004663315989426874 F1: 0.749267469533163 SEED: 8876
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7459221689990921 VAR: 0.0011069686869177762 F1: 0.7433016831287609 SEED: 8876
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7458791208791209 VAR: 0.0004967140387193701 F1: 0.7445825778464981 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7564298237375159 VAR: 0.00030248008973206606 F1: 0.7553462219243997 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7518315018315018 VAR: 0.0005932919483865577 F1: 0.750274678683951 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7504774427851351 VAR: 0.0008138111810477688 F1: 0.7487919829315057 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.752461569769262 VAR: 0.0003527672202548715 F1: 0.7512230226400779 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7564024294793525 VAR: 0.00045496593519029114 F1: 0.7549045836391519 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7537686672302057 VAR: 0.0005167263035134807 F1: 0.7527013242910819 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.755741053817977 VAR: 0.0006010626418325233 F1: 0.7545133346957983 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7544300428915814 VAR: 0.00035842055503306007 F1: 0.7526017366285624 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7577251808021038 VAR: 0.00035977307202137636 F1: 0.7557351130333115 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7570520647443725 VAR: 0.000589893931704433 F1: 0.7543903271994699 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7557762750070443 VAR: 0.0004811199981291226 F1: 0.7540270059747594 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7505126639742025 VAR: 0.0006633955540352675 F1: 0.7480866077415528 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7511349049810588 VAR: 0.0004684587899764685 F1: 0.7491031625077258 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.751127078050155 VAR: 0.0006206630499497398 F1: 0.7484487417252865 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7465404965404966 VAR: 0.00038895501360250066 F1: 0.7451261239919531 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7544691775461007 VAR: 0.00030814858656997874 F1: 0.7523576468984563 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7524850505619737 VAR: 0.0005905173220873083 F1: 0.7499467999344009 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7511505588428666 VAR: 0.00013274162750179805 F1: 0.7497066969883963 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7531268588960897 VAR: 0.0006707429962867281 F1: 0.7510021292794469 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7485207100591716 VAR: 0.0007001409129852675 F1: 0.7467222342130962 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7478671613286998 VAR: 0.0007148743305611854 F1: 0.7449375736260913 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.752469396700166 VAR: 0.0008929241438459163 F1: 0.7498860848222635 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7557880154034 VAR: 0.0005619897382474053 F1: 0.7536747888452244 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7478749882596036 VAR: 0.00044536152079988886 F1: 0.7462880355644775 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7432884067499453 VAR: 0.0006211154613075943 F1: 0.7410279127491253 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7518315018315018 VAR: 0.000467965946459347 F1: 0.7490140462924564 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7557488807488807 VAR: 0.0006189378219660022 F1: 0.7545986172157821 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7550992454838609 VAR: 0.0005617950512744512 F1: 0.7533063909629654 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.765646034876804 VAR: 0.00032332093811732947 F1: 0.7643453362028645 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7485050561973638 VAR: 0.000919438083632645 F1: 0.7474069985544727 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7583865564634796 VAR: 0.00027394711493759446 F1: 0.7568293379328217 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7649963996117842 VAR: 0.00037324077922970555 F1: 0.7636903439902942 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7564063429448046 VAR: 0.0002662822802358917 F1: 0.7551702951583367 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7518197614351461 VAR: 0.0001933239803604154 F1: 0.7503123454695548 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7603628565167027 VAR: 0.0001512594032938033 F1: 0.7587476689374666 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7551266397420243 VAR: 0.00038622455637420724 F1: 0.7523036561647297 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7597171347171348 VAR: 0.00034804547918269564 F1: 0.757524026151167 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7603745969130585 VAR: 0.00034197201751321956 F1: 0.7581099000536549 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7597210481825867 VAR: 0.0003924757051314913 F1: 0.7577516640127976 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7603863373094142 VAR: 0.0006542942749843453 F1: 0.7567577813985827 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.764319370088601 VAR: 0.00031680354971735974 F1: 0.7618804253351379 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7590518455903071 VAR: 0.0006690686148063097 F1: 0.7575992109348149 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.763669734823581 VAR: 0.0007146629806377476 F1: 0.7621359204127492 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7564493910647756 VAR: 0.0005343982201553727 F1: 0.7536620707468872 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.758363075670768 VAR: 0.0005203588879801996 F1: 0.7560607330453594 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7557567076797846 VAR: 0.0002642722505727129 F1: 0.7534702876582338 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7564337372029681 VAR: 0.0004474337608535761 F1: 0.7545104475275929 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7531503396888013 VAR: 0.00030823946703705733 F1: 0.7513365458420982 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7583982968598353 VAR: 0.0002836151793484182 F1: 0.7564461921184304 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7570911993988916 VAR: 0.0003985295020689603 F1: 0.7542479493999178 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7544613506151968 VAR: 0.0005525647262485379 F1: 0.7525196359231469 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7557801884724963 VAR: 0.0002617832836047668 F1: 0.7541151620265282 SEED: 30560
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7557919288688519 VAR: 0.0008166202972040896 F1: 0.7538525815468363 SEED: 30560
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7570872859334398 VAR: 0.0005413709298034473 F1: 0.7557053457047568 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7504813562505869 VAR: 0.00032867430915635155 F1: 0.7491417233091061 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7590714129175667 VAR: 0.000255464472241559 F1: 0.7575405631281984 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7531307723615416 VAR: 0.000841479826546644 F1: 0.7515756728546248 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7517923671769826 VAR: 0.00037853775965872056 F1: 0.7504267140515157 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7617051751667137 VAR: 0.0003939180305220574 F1: 0.7602478035577287 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7557606211452367 VAR: 0.00034828687755177263 F1: 0.754046607556416 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7557527942143326 VAR: 0.0008997905046629501 F1: 0.7546681503882465 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7597210481825867 VAR: 0.0004476832456545051 F1: 0.7581532132530477 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7524850505619737 VAR: 0.0005195627420077303 F1: 0.7503304290209893 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7563946025484486 VAR: 0.0004670157294557336 F1: 0.7537307844763715 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.747855420932344 VAR: 0.0007922180188263324 F1: 0.7459520319492297 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7472410068563915 VAR: 0.0007684065706910719 F1: 0.7451546746282736 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7498356344510191 VAR: 0.00047277397343504807 F1: 0.7477565127427647 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7451942644250338 VAR: 0.0006170878668970093 F1: 0.7426873889335396 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7498317209855672 VAR: 0.00023319352000478053 F1: 0.7484343178999081 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7505126639742025 VAR: 0.00021211972724737848 F1: 0.7485614403830344 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7439380420149652 VAR: 0.0009110893940917095 F1: 0.7411088862054596 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7551109858802166 VAR: 0.00029255289193685203 F1: 0.7524548059165751 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7498317209855672 VAR: 0.00014779252941923024 F1: 0.7482387446757268 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7472018722018721 VAR: 0.000427874183091133 F1: 0.7457336446384702 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7465639773332081 VAR: 0.000642265707602519 F1: 0.744537805369138 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7537647537647538 VAR: 0.00048585978052084994 F1: 0.7514798444983961 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7524693967001661 VAR: 0.00034790929631898446 F1: 0.750573814984365 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7459182555336402 VAR: 0.0006961840135925533 F1: 0.7437569898706904 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7485441908518832 VAR: 0.0006967840329621552 F1: 0.745959527742876 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.751174039635578 VAR: 0.000557566827588719 F1: 0.748129731232981 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.755091418552957 VAR: 0.0005896643873093233 F1: 0.7538157920765519 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.762335243104474 VAR: 0.0005308181362348546 F1: 0.7608678750260109 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7636658213581291 VAR: 0.00046046568902411263 F1: 0.7621070365197324 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7491664318587395 VAR: 0.0006148049814196288 F1: 0.7480532162759325 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.759051845590307 VAR: 0.0004917866449825614 F1: 0.7573299133877035 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7649768322845247 VAR: 0.0002959688580472581 F1: 0.7634995921490306 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.755095332018409 VAR: 0.00047213137777652137 F1: 0.7538200936054386 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7551148993456686 VAR: 0.0003059896011564106 F1: 0.7536232538142097 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7603745969130585 VAR: 0.0006609773433460375 F1: 0.7589736560745263 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7584100372561912 VAR: 0.0003330221752770054 F1: 0.7556951606321715 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.757729094267556 VAR: 0.00028630189633168664 F1: 0.7554282137706012 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7643271970195049 VAR: 0.00038327199794376085 F1: 0.7627492679059675 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7584100372561912 VAR: 0.0001071984577329771 F1: 0.7564318083562047 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7610281456435302 VAR: 0.000536806782261142 F1: 0.7572646889106933 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7603785103785103 VAR: 0.0003235947434746657 F1: 0.7583677564062833 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7557762750070443 VAR: 0.0004733393804258833 F1: 0.7539783318709236 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7518197614351461 VAR: 0.00029428620635244424 F1: 0.7501915415426917 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7531542531542532 VAR: 0.0008441077331164336 F1: 0.750734813548625 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7577408346639116 VAR: 0.0007319786960825856 F1: 0.7555409807615981 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7511622992392223 VAR: 0.0005490297609421086 F1: 0.7495118348978657 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7590596725212109 VAR: 0.0006352147065914993 F1: 0.7568570556470982 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7452412260104568 VAR: 0.0003899481744601234 F1: 0.7430675381179291 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7610242321780782 VAR: 0.00039003102975619614 F1: 0.7592288863459498 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7603863373094142 VAR: 0.000638733039577867 F1: 0.7581235570061478 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7597093077862308 VAR: 0.0007401897018690473 F1: 0.7578509075352488 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7485324504555274 VAR: 0.00045300154485840614 F1: 0.7464854423082553 SEED: 31140
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7478867286559594 VAR: 0.0007901216726292051 F1: 0.7450955833611119 SEED: 31140
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7465561504023044 VAR: 0.0006322131701135775 F1: 0.7452685980372111 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7564024294793525 VAR: 0.0005094302591129676 F1: 0.7551347237195604 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7452412260104568 VAR: 0.0003662347130502352 F1: 0.7437354754170047 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7537960614883691 VAR: 0.0003781808539619212 F1: 0.7520489174814906 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7445602830218214 VAR: 0.0005685364705932677 F1: 0.7429808708634363 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7511505588428666 VAR: 0.0004827765220725313 F1: 0.7496699019984715 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7511622992392223 VAR: 0.0002759649247283898 F1: 0.7499074496956024 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7557371403525249 VAR: 0.0007826107864369511 F1: 0.754554991673991 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7531072915688299 VAR: 0.0006020878114828983 F1: 0.7517214467133599 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7524537428383583 VAR: 0.0005443598465468118 F1: 0.7497800815398707 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7563985160139006 VAR: 0.0005522330906512797 F1: 0.7538105068173345 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7445759368836291 VAR: 0.0005989928828431547 F1: 0.7423278243594247 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.749197739582355 VAR: 0.0006513438300531331 F1: 0.7469106731817067 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7518041075733385 VAR: 0.0007456187606850017 F1: 0.7494769356888692 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7544378698224851 VAR: 0.0005644446135537888 F1: 0.7525289225924752 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7472214395291318 VAR: 0.0004425748567441297 F1: 0.745466050237273 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7557801884724963 VAR: 0.0004635219314387398 F1: 0.7540050548621721 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7412768855076547 VAR: 0.0009119477198242609 F1: 0.7381329799217914 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7491586049278357 VAR: 0.00028170016525951567 F1: 0.746576426926955 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7458908612754767 VAR: 0.0007877070456995469 F1: 0.7445074747610188 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7399541341849033 VAR: 0.0010490275648632518 F1: 0.73743107132465 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.746575717729564 VAR: 0.00069917378798778 F1: 0.7443345543028035 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7603589430512508 VAR: 0.0005112405171528604 F1: 0.7582009518691 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.752473310165618 VAR: 0.0005251312611427301 F1: 0.7504310832823575 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7379934879934881 VAR: 0.0002591765120273212 F1: 0.7360390265767898 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7452686202686203 VAR: 0.0008061518291919048 F1: 0.7429494464660789 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7426152906922139 VAR: 0.0005976393244204325 F1: 0.7406401762382961 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7570716320716321 VAR: 0.0005480725602018953 F1: 0.7556081489677138 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7537999749538211 VAR: 0.0007334176214961213 F1: 0.752382357309837 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7590714129175669 VAR: 0.0005753059167497571 F1: 0.7575901488837373 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7623274161735699 VAR: 0.0002454392877209707 F1: 0.7609657272053557 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7577330077330077 VAR: 0.0004811806769984471 F1: 0.7563191582659399 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7564219968066122 VAR: 0.00042280864614349645 F1: 0.7551187722397245 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7504891831814908 VAR: 0.00070066150766625 F1: 0.749434924206621 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7544574371497448 VAR: 0.0005104158848863636 F1: 0.7532973233683982 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7577173538712 VAR: 0.0005047643879335962 F1: 0.7559402963273792 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7531385992924454 VAR: 9.56876057723053e-05 F1: 0.7503142556326821 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7590596725212111 VAR: 0.0003384364089678936 F1: 0.7567526297604483 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7623430700353777 VAR: 0.0002445885889639153 F1: 0.7604416041264016 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7531542531542532 VAR: 0.0007966808102966602 F1: 0.7509346707271926 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7518354152969537 VAR: 0.0011276841037180423 F1: 0.7483547084478549 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.761681694374002 VAR: 0.00012417782049530993 F1: 0.759485370330422 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7610242321780785 VAR: 0.000406149677612929 F1: 0.7596382361252931 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7630357534203688 VAR: 0.0008024612307027236 F1: 0.7612179585189981 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7603785103785103 VAR: 0.0004709619694610053 F1: 0.7586599979393847 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7393005854544316 VAR: 0.00014055912423515613 F1: 0.7374893709685801 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7623469835008296 VAR: 0.0003283658607898249 F1: 0.7601026288144648 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7439067342913498 VAR: 0.0002721407775919335 F1: 0.742560752584659 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.742599636830406 VAR: 0.0005194158997565763 F1: 0.7401682176290098 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7504852697160389 VAR: 0.0008010178945081747 F1: 0.7483625832172232 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7590596725212111 VAR: 0.00013669776113392108 F1: 0.7566754563492661 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7518119345042421 VAR: 0.0004391850796459781 F1: 0.7501629897785299 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7478867286559594 VAR: 0.0006264499946360489 F1: 0.7459774979949049 SEED: 4303
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7511662127046742 VAR: 0.0007633070033427191 F1: 0.7492806689469759 SEED: 4303
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7498356344510191 VAR: 0.0005283531222582308 F1: 0.7483688095135419 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7544652640806487 VAR: 0.0006603958553827664 F1: 0.7531400216921873 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7524928774928775 VAR: 0.0005399043451173219 F1: 0.7506826549854958 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.751815847969694 VAR: 0.0008674358025354925 F1: 0.7505739312769552 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7603667699821547 VAR: 0.00036769428336933804 F1: 0.7590482197511915 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7537882345574654 VAR: 0.0004893869350692387 F1: 0.7524005655754779 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7478475940014402 VAR: 0.0008031120965756465 F1: 0.7467615224591347 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7511544723083184 VAR: 0.0006261224328851422 F1: 0.7499101790957183 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.758359162205316 VAR: 0.0010622514232686122 F1: 0.757159322313722 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7511388184465106 VAR: 0.0005199935895473106 F1: 0.7492854450646576 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7590361917284995 VAR: 0.00038221212402334866 F1: 0.7569481302381201 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7491664318587397 VAR: 0.0003402537120052347 F1: 0.7471319384466572 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7603863373094142 VAR: 0.0005142431563260352 F1: 0.7577609329701043 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7524537428383582 VAR: 0.0004880374811232906 F1: 0.7507866530911799 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7643115431576971 VAR: 0.00028145744978222236 F1: 0.7618862033056248 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7511544723083186 VAR: 0.0005760942519641852 F1: 0.7492825806952863 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7597288751134905 VAR: 0.0004668896546318377 F1: 0.7571477246094154 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7525007044237814 VAR: 0.0006139669330275563 F1: 0.7502301088579336 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7544300428915814 VAR: 0.0007325405193138487 F1: 0.7527567212319796 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7557527942143327 VAR: 0.00018100080956356807 F1: 0.7543604335437164 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7485128831282677 VAR: 0.0003614750208831119 F1: 0.7462569571557441 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7432688394226856 VAR: 0.0005128934573366975 F1: 0.7414688091649397 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7485207100591716 VAR: 0.0003344518809330127 F1: 0.7462282691147204 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7537686672302056 VAR: 0.0005459907328255945 F1: 0.751425262996875 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7518393287624057 VAR: 0.00043394635828281395 F1: 0.7484588543112395 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7472214395291318 VAR: 0.000519916523401314 F1: 0.7455030151616711 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7597132212516827 VAR: 0.00017893953520156162 F1: 0.7575679822336199 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7544300428915814 VAR: 0.0007421791785179326 F1: 0.752849993017355 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7623548104317335 VAR: 0.00036430012612059825 F1: 0.760891678511547 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.761043799505338 VAR: 0.000459305408574855 F1: 0.759486695741658 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.750481356250587 VAR: 0.0004774350662683235 F1: 0.7491216088714178 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7577369211984597 VAR: 0.0004236422837545579 F1: 0.7564406646282523 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7610320591089822 VAR: 0.0004737845323733241 F1: 0.7594403430365212 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7491742587896435 VAR: 0.0003289673810501876 F1: 0.7478914898738943 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.755095332018409 VAR: 0.000442030829789028 F1: 0.7538352236547614 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7590401051939515 VAR: 0.000419424474412879 F1: 0.7575253089801289 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7478828151905075 VAR: 0.0006986364078346168 F1: 0.7442523539515542 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7623391565699258 VAR: 0.0003400441999072163 F1: 0.7607322834814826 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7551109858802166 VAR: 0.0001436063306747961 F1: 0.7531664316169066 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7617090886321657 VAR: 0.0005243840013264646 F1: 0.7594385406206643 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7571029397952476 VAR: 0.0005483720032238576 F1: 0.7536941268269636 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7577369211984597 VAR: 0.0002908143703492345 F1: 0.7558950121087407 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.753807801884725 VAR: 0.0008078313565835032 F1: 0.7522164373428316 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.760401991171222 VAR: 0.0006633288103420529 F1: 0.7588165380326638 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7584256911179988 VAR: 0.000583782243266196 F1: 0.7562105024697802 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7597014808553271 VAR: 0.00041726018993601296 F1: 0.7575382447969102 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7629887918349456 VAR: 0.0003340592601621957 F1: 0.7608888122793506 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7544574371497448 VAR: 0.0004842869695253773 F1: 0.7526434688867489 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7557606211452366 VAR: 0.0007450983804169849 F1: 0.752268393110668 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7643154566231489 VAR: 0.0006919123559660325 F1: 0.762123175799879 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7603863373094142 VAR: 0.0005473165707148801 F1: 0.7581834909145007 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7577564885257193 VAR: 0.0002818538074647293 F1: 0.7565230322466259 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7597484424407502 VAR: 0.0007003509151700636 F1: 0.7574108635266693 SEED: 14865
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7557880154033999 VAR: 0.000484183561215011 F1: 0.753008852040916 SEED: 14865
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7557449672834289 VAR: 0.0005426108187238684 F1: 0.7545428888446821 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7498434613819228 VAR: 0.0003371730877733527 F1: 0.7487084900431639 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7630122726276573 VAR: 0.00011170113001494439 F1: 0.7614921134247673 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7577251808021038 VAR: 0.000990839224659152 F1: 0.7564314040201654 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.752465483234714 VAR: 0.00035001311633949174 F1: 0.7511968970576635 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7603745969130585 VAR: 0.0002706458291334734 F1: 0.7591200491834836 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7498238940546632 VAR: 0.00047347253087764985 F1: 0.7486931380377132 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7518080210387903 VAR: 0.0005823567952390808 F1: 0.7506136534889404 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7557645346106885 VAR: 0.00038608227805618137 F1: 0.7543108796761517 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7557684480761404 VAR: 0.0008344852467760572 F1: 0.7538457030764908 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7511349049810588 VAR: 0.0007088218201015121 F1: 0.7495240614205563 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7531229454306378 VAR: 0.00016506796585691997 F1: 0.7504449728226465 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7472214395291318 VAR: 0.0008385502409339617 F1: 0.7444801358785529 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7577408346639116 VAR: 0.0004521551649910908 F1: 0.7558493835701658 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7551070724147647 VAR: 0.00026957039495782774 F1: 0.7523890026891389 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7498356344510191 VAR: 0.00031762612974547077 F1: 0.748172230358199 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7537960614883691 VAR: 0.0003923485582427667 F1: 0.7523252067800638 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.745879120879121 VAR: 0.0005372893645863282 F1: 0.7427689699620063 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7629927053003975 VAR: 0.000494429928025042 F1: 0.7609239444015512 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7518041075733383 VAR: 0.0005125718378879857 F1: 0.7496007729294712 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7386196424657963 VAR: 0.000312543378499721 F1: 0.7367439951252646 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7465483234714003 VAR: 0.000541102760444071 F1: 0.7448834244759077 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.75245765630381 VAR: 0.0003847857228519411 F1: 0.7502602374475108 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7524693967001659 VAR: 0.00042664449410180174 F1: 0.7498163924619901 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7346905231520614 VAR: 0.0004824013300127915 F1: 0.7330768846439375 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7445915907454369 VAR: 0.0005999985715440649 F1: 0.7428819949962069 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7459143420681884 VAR: 0.0005036282136277802 F1: 0.7439412311626509 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7511427319119626 VAR: 0.0002548455845309664 F1: 0.7497821112228095 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7557762750070443 VAR: 0.0005593906855367285 F1: 0.7543197765426907 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7610203187126265 VAR: 0.00036858124854803864 F1: 0.7594688210782179 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7557606211452366 VAR: 9.15264933448703e-05 F1: 0.7546523774258556 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7583982968598354 VAR: 0.0006127236747605314 F1: 0.757195285910969 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7623430700353778 VAR: 0.0003769519919940287 F1: 0.7608064205923876 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7511701261701262 VAR: 0.0003665385974836327 F1: 0.7502631743789684 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7557527942143327 VAR: 0.0005549349696942738 F1: 0.7543433453408545 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7551031589493129 VAR: 0.0005912575981669721 F1: 0.7537975039613122 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7531503396888013 VAR: 0.00048756528251173457 F1: 0.7501932333743979 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7590596725212111 VAR: 0.0004167999984505415 F1: 0.7568725720991548 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.757729094267556 VAR: 0.00034873264210768693 F1: 0.7557787783311022 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7656851695313235 VAR: 0.0006890960416601448 F1: 0.7639780130252467 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7511662127046743 VAR: 0.000529795570170492 F1: 0.7480259755856266 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7577290942675557 VAR: 0.0007922278511923367 F1: 0.7558814680502725 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7636658213581291 VAR: 0.00030438882458411263 F1: 0.7618106595569145 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7570951128643437 VAR: 0.0002637473676324159 F1: 0.7554233384975864 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7603863373094142 VAR: 0.0009966414539268808 F1: 0.7587231092978897 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7498356344510191 VAR: 0.0004727739734350471 F1: 0.7481951014554723 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7537921480229173 VAR: 0.0007914600689922026 F1: 0.7514589268850426 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7544300428915813 VAR: 0.0006144377226396238 F1: 0.75266830736984 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7551148993456684 VAR: 0.0005229178760966939 F1: 0.7523705168348217 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7583787295325758 VAR: 0.0004100533413292766 F1: 0.7558805009004483 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7439106477568016 VAR: 0.0010574327675358904 F1: 0.74127837271023 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.758417864187095 VAR: 0.00031399633264730665 F1: 0.75662581518199 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7603785103785105 VAR: 0.00034610047790900486 F1: 0.7582791702064824 SEED: 13197
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7537843210920134 VAR: 0.0006312734899757126 F1: 0.7519343026312871 SEED: 13197
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7491781722550953 VAR: 0.0005616084813637759 F1: 0.7477239257109259 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7511505588428666 VAR: 0.00043646442415326385 F1: 0.7494789408255209 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7577604019911713 VAR: 0.0002332106730420447 F1: 0.7557484927984358 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7511309915156068 VAR: 0.000494265626432386 F1: 0.7498651965041794 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7491546914623837 VAR: 0.0004861670343008531 F1: 0.747751302546503 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.753803888419273 VAR: 0.0004977919233289112 F1: 0.7520904668915338 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7465326696095926 VAR: 0.00037084278462010963 F1: 0.7452702293149105 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7511349049810588 VAR: 0.0009056598145585529 F1: 0.7499555242347131 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7564102564102564 VAR: 0.0004589417641848443 F1: 0.7547874345622358 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7550875050875052 VAR: 0.0005453837297193923 F1: 0.752687767760403 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7557606211452365 VAR: 0.000466110968000871 F1: 0.7534751906715028 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7590479321248551 VAR: 0.00035962763876971134 F1: 0.7575080216503587 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7465522369368524 VAR: 0.0004528081443632464 F1: 0.7441690733003345 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7505048370432986 VAR: 0.000745843220429778 F1: 0.748389756823696 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7551031589493129 VAR: 0.00042702850772356304 F1: 0.7521287548079392 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7458869478100247 VAR: 0.0002668786545850749 F1: 0.7441544224154968 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7459182555336402 VAR: 0.0007273064844055114 F1: 0.7442182000854891 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7538117153501768 VAR: 0.0007515314126301221 F1: 0.7517019721715069 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.755091418552957 VAR: 0.00045683647390400026 F1: 0.7527961465952593 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7551148993456686 VAR: 0.0006555599853519329 F1: 0.753043617458834 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7392849315926239 VAR: 0.0004214409670954543 F1: 0.7376620780342883 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7557684480761404 VAR: 0.00018091335970394254 F1: 0.7539804652844957 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7478593343977961 VAR: 0.0008813809461578314 F1: 0.7455392660414983 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7531503396888012 VAR: 0.0005103497231711998 F1: 0.7504781313381175 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7380091418552959 VAR: 0.000437670252042544 F1: 0.735511118211813 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7485481043173352 VAR: 0.0004852845411640107 F1: 0.7462883055576571 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7557723615415922 VAR: 0.000482692288407393 F1: 0.7534627312705583 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7544574371497449 VAR: 0.0004070382049432363 F1: 0.7530349369958804 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7551031589493128 VAR: 0.0005212320388378172 F1: 0.7538208533113112 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7636579944272252 VAR: 0.00034693157319490027 F1: 0.7620317419643721 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7544378698224852 VAR: 0.0004959054874253091 F1: 0.7531416145493489 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7596975673898752 VAR: 0.0006394146583961704 F1: 0.7583355430699291 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7649807457499765 VAR: 0.0001614037095321099 F1: 0.7635980345862221 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7531307723615415 VAR: 0.00020021760225453098 F1: 0.7520511895386153 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7504852697160389 VAR: 0.0005543606798805692 F1: 0.7492887977616292 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7570677186061802 VAR: 0.0003318905955347424 F1: 0.7555030027435324 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7544574371497448 VAR: 0.0007023300693661676 F1: 0.7515257373352964 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7577369211984597 VAR: 0.0003293458505652621 F1: 0.7555854664155232 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7524380889765505 VAR: 0.0006446554319977207 F1: 0.7499401823079289 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7590909802448265 VAR: 0.0008864132797261915 F1: 0.7570690707116093 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.751174039635578 VAR: 0.00044085756204012707 F1: 0.7485312335446145 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7537960614883691 VAR: 0.0007268222174070215 F1: 0.751903902446891 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7570990263297955 VAR: 0.00029356590130902326 F1: 0.7555189682778676 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7577447481293635 VAR: 0.0006991756258132001 F1: 0.7561281725632761 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7518119345042423 VAR: 0.0005631175504475557 F1: 0.7493993277187962 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7544456967533891 VAR: 0.0004745263706045964 F1: 0.7519365381344232 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7577369211984597 VAR: 0.0008899219334986733 F1: 0.7560740209807923 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7577330077330079 VAR: 0.000696715420813097 F1: 0.7551552739268897 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7511662127046743 VAR: 0.0004209598244001821 F1: 0.7493372130515417 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7590753263830188 VAR: 0.0005028461270197835 F1: 0.7567889382592485 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.761681694374002 VAR: 0.0006226947659528886 F1: 0.7597234121738339 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7478906421214115 VAR: 0.0006253110329616771 F1: 0.7459566832657705 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7531425127578975 VAR: 0.0005681961972165301 F1: 0.7508203132135622 SEED: 4460
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7505244043705583 VAR: 0.0006663040046556052 F1: 0.7484510376631851 SEED: 4460
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7583943833943834 VAR: 0.0003871921408280506 F1: 0.7570234891819464 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7544456967533891 VAR: 0.00039718470394741335 F1: 0.7529728720339042 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7557606211452366 VAR: 0.0007455628907921964 F1: 0.7540692856980669 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.75706771860618 VAR: 0.00035588276316975603 F1: 0.7555589413943061 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7583943833943834 VAR: 0.0004507377115045588 F1: 0.7570461408114717 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7564259102720642 VAR: 0.00038880817135134645 F1: 0.7549628878619807 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7491390376005761 VAR: 0.0004099134828147212 F1: 0.7481265622256935 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7544339563570333 VAR: 0.0006006591778917192 F1: 0.7532842763742134 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.753111205034282 VAR: 0.0003347876516374689 F1: 0.7517837217702034 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7570677186061802 VAR: 0.0004500862942840096 F1: 0.7544048318755895 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7577173538712 VAR: 0.00024577435392568095 F1: 0.7558027238969022 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7518158479696941 VAR: 0.00017170925432070364 F1: 0.7497708017509549 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.751174039635578 VAR: 0.0005189424452976479 F1: 0.7487372595478362 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.757721267336652 VAR: 0.00046148672356728974 F1: 0.7551911040402437 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7590361917284993 VAR: 0.0004283384177925322 F1: 0.7567970927191873 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7610516264362419 VAR: 0.00047942013213619753 F1: 0.7593254268092792 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7439341285495131 VAR: 0.0007025852514259036 F1: 0.7415799139438861 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7485246235246236 VAR: 0.00045686881963141334 F1: 0.7454873056833486 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7511544723083183 VAR: 0.0005131060937379317 F1: 0.7488485582708648 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7583904699289314 VAR: 0.0004122196780445287 F1: 0.7566488747451826 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7570794590025359 VAR: 0.0004653362939554069 F1: 0.7550191509365617 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7518158479696943 VAR: 0.0003976258739397745 F1: 0.7491203390617608 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7557762750070443 VAR: 0.0005119637627169544 F1: 0.7537729592111878 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7577251808021039 VAR: 0.0007496400758587292 F1: 0.7552080755685764 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.747855420932344 VAR: 0.0003554815046194579 F1: 0.7460368893135653 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7492133934441628 VAR: 0.0007160290975341812 F1: 0.7469392306333055 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.756441564133872 VAR: 0.000490869600727801 F1: 0.753965086899695 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7564024294793525 VAR: 0.00072025015370077 F1: 0.7550935725350747 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7603667699821545 VAR: 0.0006646583851430286 F1: 0.7590710556214879 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7570951128643436 VAR: 0.0005677488705090068 F1: 0.7554021538483734 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7531151184997339 VAR: 0.0006296428793707428 F1: 0.7516689066021267 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7623469835008296 VAR: 0.0006423776311706701 F1: 0.761038613104624 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7577369211984597 VAR: 0.00022856942872331808 F1: 0.7561215432308411 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7537804076265615 VAR: 0.00033902475814607126 F1: 0.7525206200300167 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7511388184465108 VAR: 0.00034993482497654827 F1: 0.7499675862987252 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7557645346106884 VAR: 0.0002467743759982095 F1: 0.7541017007387193 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7577447481293637 VAR: 0.0003410814073141002 F1: 0.7548856100547874 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7597014808553271 VAR: 0.0005495306908910834 F1: 0.757620588275492 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7564337372029679 VAR: 0.00029997363279219466 F1: 0.754444177745747 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7485481043173351 VAR: 0.0007340785035175892 F1: 0.74689342387352 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7590557590557592 VAR: 0.0010101894434756961 F1: 0.7546575455979767 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7643154566231489 VAR: 0.0003810592561366225 F1: 0.7621755774051443 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7550875050875052 VAR: 0.0005602946506005758 F1: 0.7534091090658355 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7564337372029679 VAR: 0.0004555859868569843 F1: 0.7544759134704786 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7472331799254877 VAR: 0.0009037809137391781 F1: 0.7444905842281653 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7524615697692622 VAR: 0.0002582849829154914 F1: 0.7501297850695312 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.757075545537084 VAR: 0.00041421959966789044 F1: 0.7548295289267306 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7617012617012618 VAR: 0.0005510561778819603 F1: 0.7596184939921155 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7603824238439622 VAR: 0.00039904936161977336 F1: 0.7576734180835759 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7531268588960897 VAR: 0.0004988261902151212 F1: 0.7506750809782005 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7623508969662817 VAR: 0.0005536806538442969 F1: 0.7603379813634646 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7465600638677561 VAR: 0.0003654287959726113 F1: 0.7446634346089178 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.750536144766914 VAR: 0.0007786053378226929 F1: 0.7484067059713406 SEED: 26574
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7492133934441628 VAR: 0.0006684163705643208 F1: 0.7470611276701192 SEED: 26574
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7517962806424345 VAR: 0.0005250141610329748 F1: 0.7507559982289174 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7505009235778467 VAR: 0.00031860415917379074 F1: 0.7488597317455166 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7564376506684198 VAR: 0.0004074177158927165 F1: 0.7548090199029616 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7524498293729063 VAR: 0.000686143054403766 F1: 0.7511898798339108 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7485128831282677 VAR: 0.00048624361036007083 F1: 0.7471769887771097 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.759063585986663 VAR: 0.00038370789950324793 F1: 0.7573683122918174 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7491664318587397 VAR: 0.0002481869286169524 F1: 0.7478862191733116 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7518001941078865 VAR: 0.0005777515110377629 F1: 0.7502893699182556 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7551266397420243 VAR: 0.0002612701627471646 F1: 0.7536676017424788 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7564259102720641 VAR: 0.0007567268532046143 F1: 0.7542773564358629 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7518041075733384 VAR: 0.0007076446929192249 F1: 0.7491274546424976 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7590322782630475 VAR: 0.0005699873418720434 F1: 0.7576251626989883 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7445641964872736 VAR: 0.0003789235804754796 F1: 0.7420276601274448 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7537725806956576 VAR: 0.0005750920857619986 F1: 0.7514783375879031 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.750485269716039 VAR: 0.0011052981036098952 F1: 0.7482574710608543 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7485402773864313 VAR: 0.0005584344037092251 F1: 0.7465443906611076 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7498591152437307 VAR: 0.0003682073123356692 F1: 0.7479538787538279 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.747851507466892 VAR: 0.0005430763092726377 F1: 0.7454161458761798 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7570638051407282 VAR: 0.00039646115207908194 F1: 0.7543163579553529 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7491820857205472 VAR: 0.0004884829087445449 F1: 0.7468165631153616 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7471901318055164 VAR: 0.0004571250124951301 F1: 0.7460120736217595 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7498512883128269 VAR: 0.0004805594920060771 F1: 0.7477571879630117 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7570638051407282 VAR: 0.0003803425042223502 F1: 0.7553657655718726 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7590557590557592 VAR: 0.0004110818803262564 F1: 0.7562456316447174 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7459104286027363 VAR: 0.00036507219658004817 F1: 0.7444675955661326 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7491899126514512 VAR: 0.0005616683025812357 F1: 0.7476217511979285 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.746563977333208 VAR: 0.0005177758243506869 F1: 0.7443374354153529 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7537882345574652 VAR: 0.0005834975641084502 F1: 0.7521503768368925 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7570638051407284 VAR: 0.0006220990654730266 F1: 0.7558075819971827 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.761685607839454 VAR: 0.0002467704553039778 F1: 0.7604313979695972 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7597053943207789 VAR: 0.0004000959113058824 F1: 0.7581259972132149 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7597132212516828 VAR: 0.0008720648253151687 F1: 0.7583230450429279 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7616777809085501 VAR: 0.0002117547351187264 F1: 0.7603506096268975 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7544300428915813 VAR: 0.0005135683987226376 F1: 0.7530858196830477 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7471979587364204 VAR: 0.00044670573694338613 F1: 0.7460946093229682 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7623430700353777 VAR: 0.000502185091846198 F1: 0.7611956915760634 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7518315018315019 VAR: 0.0007481610858510093 F1: 0.7492877139246148 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7636579944272253 VAR: 0.00023846743572475938 F1: 0.7612183806994832 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7630200995585611 VAR: 0.00048367797544163573 F1: 0.7608961511618957 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7590596725212111 VAR: 0.0007274672941298675 F1: 0.7575410160828614 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7597367020443945 VAR: 0.0008452120824120397 F1: 0.7570161457111637 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7577290942675557 VAR: 0.0004963785743191526 F1: 0.7555223733766709 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.751831501831502 VAR: 0.0006317305265275447 F1: 0.7499269821276818 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7564454775993238 VAR: 0.00044307287680285485 F1: 0.7546177651357723 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7564102564102564 VAR: 0.0005052538621041134 F1: 0.7549564155580503 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7603785103785106 VAR: 0.00015195664362818676 F1: 0.7584994361108275 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7550835916220531 VAR: 0.00030500826364233166 F1: 0.7529117496066762 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7452255721486492 VAR: 0.0007707705042695286 F1: 0.7432017022850999 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7570872859334399 VAR: 0.00074958956629007 F1: 0.7549342544428773 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7643232835540528 VAR: 0.00046411092385581336 F1: 0.7619186824545616 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7636775617544849 VAR: 0.0004702884983354027 F1: 0.7609899125148357 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7537999749538211 VAR: 0.000733046013195954 F1: 0.7513477615721078 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7511740396355782 VAR: 0.0004019544735239294 F1: 0.7493216058832662 SEED: 15861
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7485481043173352 VAR: 0.0005862467671560406 F1: 0.7465136476355414 SEED: 15861
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7557371403525249 VAR: 0.0007110987939071213 F1: 0.7544677165450416 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7452412260104568 VAR: 0.0004129184192696721 F1: 0.7437639556107276 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7617169155630693 VAR: 0.0006069190563197535 F1: 0.7599326351960388 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7597014808553271 VAR: 0.00047950513156192875 F1: 0.7583889133115408 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7511466453774146 VAR: 0.0004227179800893826 F1: 0.7496620426967591 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7590714129175669 VAR: 0.0006444953574035318 F1: 0.757527615963054 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7498238940546634 VAR: 0.00037787546863776397 F1: 0.7484660007338667 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7485011427319119 VAR: 0.0004784801763245193 F1: 0.7470027249833008 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7557606211452366 VAR: 0.0005354862128047309 F1: 0.7540211598349961 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.749839547916471 VAR: 0.0002376438142622432 F1: 0.7477246475500087 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.751119251119251 VAR: 0.0004999881553376826 F1: 0.7486221746618624 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.75643765066842 VAR: 0.0003523959795197864 F1: 0.7541774983583883 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7623469835008296 VAR: 0.0003989488325692337 F1: 0.7599614647960449 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.755095332018409 VAR: 0.00038431493323987407 F1: 0.7528873720699514 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7485207100591715 VAR: 0.0008343623575162251 F1: 0.7459110690819729 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7465600638677563 VAR: 0.00030966384299934373 F1: 0.7451395937944167 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7452412260104568 VAR: 0.0007008941763645748 F1: 0.7428302428543757 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.75182758836605 VAR: 0.0005786218132659761 F1: 0.7492675459812274 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7577525750602674 VAR: 0.0005871643933888504 F1: 0.7558059098310953 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7432257913027144 VAR: 0.00037259190433432354 F1: 0.7416696301670657 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7531268588960897 VAR: 0.000443432845542022 F1: 0.7510806315545308 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7485128831282677 VAR: 0.00039287619792119735 F1: 0.7450182745992733 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7584061237907392 VAR: 0.0002878384715359378 F1: 0.7566203191821961 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.751138818446511 VAR: 0.0006074384257837888 F1: 0.7485610230691834 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.737343852728468 VAR: 0.0005693890990670151 F1: 0.7356842154685365 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.737993487993488 VAR: 0.0004996324442274069 F1: 0.7362690548953772 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.749197739582355 VAR: 0.0006435632123498941 F1: 0.7468751454505457 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7524537428383582 VAR: 0.0005193457560863338 F1: 0.751062418054477 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7676027676027677 VAR: 0.0001419184718079557 F1: 0.7661901046437466 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7636579944272253 VAR: 0.00023846743572475876 F1: 0.762262163694741 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.755095332018409 VAR: 0.00032234869783908456 F1: 0.7537843648434384 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7570598916752762 VAR: 0.00045334396236480095 F1: 0.7555813796810953 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7623391565699259 VAR: 0.00036431507376735706 F1: 0.7610853552619686 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7518197614351462 VAR: 0.00044989856041723265 F1: 0.750607858106423 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7563985160139005 VAR: 0.0003102907252505186 F1: 0.7552470200799178 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7577251808021038 VAR: 0.000703978292464757 F1: 0.7564189751413682 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7577251808021039 VAR: 0.0006617307292470395 F1: 0.7553072966326415 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7596975673898752 VAR: 0.0003962645660198595 F1: 0.757288428916609 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7636579944272253 VAR: 0.00037777533778273116 F1: 0.7615166853444738 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7531542531542531 VAR: 0.00041533764076288394 F1: 0.7514060313737874 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7537882345574654 VAR: 0.0004504838465530406 F1: 0.7502819067171764 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7544378698224852 VAR: 0.000509237073030774 F1: 0.7526078327543977 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7590596725212111 VAR: 0.0004712643223732173 F1: 0.7574343857764033 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7610516264362419 VAR: 0.0005023903769457475 F1: 0.7596515336428253 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7584139507216432 VAR: 0.0005880038201499885 F1: 0.7562145570094694 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7636579944272253 VAR: 0.0001831669931267028 F1: 0.7615335628800071 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7570755455370839 VAR: 0.00018718815514831252 F1: 0.7544989717477864 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.755095332018409 VAR: 0.0004309986394593116 F1: 0.753067520824855 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7504930966469427 VAR: 0.0002916584835651965 F1: 0.746917613650036 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.758417864187095 VAR: 0.0004851699221185749 F1: 0.7563671820381912 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.755091418552957 VAR: 0.0002852912761325623 F1: 0.7531662804161274 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7439341285495132 VAR: 0.0005314116619546346 F1: 0.7420085746311784 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7537882345574654 VAR: 0.0005516318766951546 F1: 0.7514491297152115 SEED: 11804
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7459143420681881 VAR: 0.0008301354509387117 F1: 0.743714218235993 SEED: 11804
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.747213612598228 VAR: 0.000398715980088366 F1: 0.7459035221745662 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7570872859334398 VAR: 0.0006875304288142376 F1: 0.7558613696273091 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.753803888419273 VAR: 0.00022621352031586744 F1: 0.7522539982787956 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7524772236310698 VAR: 0.00036843694862204873 F1: 0.7511181521058253 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7570833724679878 VAR: 0.00043272420437771 F1: 0.7556022725611979 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7564376506684198 VAR: 0.0006013757460234497 F1: 0.7547733519470134 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7524576563038101 VAR: 0.00034736906753641986 F1: 0.7511022662569187 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7583943833943834 VAR: 0.000636171907331714 F1: 0.757233553608085 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7518001941078865 VAR: 0.0003276569196335933 F1: 0.7504969314494101 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7504970101123948 VAR: 0.0005233602406755803 F1: 0.7484169280156511 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7485128831282677 VAR: 0.0002450444615596473 F1: 0.7464179634844036 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7491546914623837 VAR: 0.00019865578758116215 F1: 0.7472581336827153 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7498552017782788 VAR: 0.0004245692216361697 F1: 0.7471260925246734 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7564376506684198 VAR: 0.0004226073429990269 F1: 0.754433249394299 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7557449672834288 VAR: 0.00027844142511389606 F1: 0.7535158698487658 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7537999749538211 VAR: 0.0003360487061806559 F1: 0.7524795951542599 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7524928774928775 VAR: 0.0006562420023657452 F1: 0.7503481837653716 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7380169687861996 VAR: 0.000691099577673502 F1: 0.7356063807502778 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7557488807488807 VAR: 0.0004088611439785365 F1: 0.7533023608232009 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.747859334397796 VAR: 0.0006409250139577451 F1: 0.7451568813305154 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7485089696628159 VAR: 0.0006052115327209067 F1: 0.746874051089788 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7505204909051063 VAR: 0.0005122228348404982 F1: 0.7487177115697351 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7550757646911493 VAR: 0.00027026080470773017 F1: 0.752814606481354 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7557527942143327 VAR: 0.00035995501673807557 F1: 0.7536534233273579 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7426152906922138 VAR: 0.000324946096506883 F1: 0.7409639480031859 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7419460880999342 VAR: 0.0005635478466395087 F1: 0.7388281919324245 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7412964528349144 VAR: 0.0005193152788147636 F1: 0.7388238200162557 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7544417832879371 VAR: 0.0005644621035257133 F1: 0.7531604611901829 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7564259102720643 VAR: 0.0004517963295775988 F1: 0.754949615065999 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7623508969662817 VAR: 0.0003891728571757618 F1: 0.7609365213456174 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7524693967001658 VAR: 0.00039719426063960324 F1: 0.7510120676223584 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7590557590557592 VAR: 0.0006693286977338349 F1: 0.7577528858628289 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7583982968598354 VAR: 0.0006274487914916301 F1: 0.7568457257555776 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7584022103252872 VAR: 0.00025182888599331886 F1: 0.7569442442975625 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7590479321248551 VAR: 0.00043104672922449956 F1: 0.7576551672686312 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7564063429448047 VAR: 0.0004150430373478644 F1: 0.7550246748837206 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7551148993456684 VAR: 0.0008574844373359902 F1: 0.7510946477431244 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7630161860931092 VAR: 0.0008495095614857288 F1: 0.761117195232479 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7623352431044739 VAR: 0.0002643261907488263 F1: 0.7601686875872304 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7571029397952475 VAR: 0.0007039843572886478 F1: 0.7550824418496743 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7590714129175669 VAR: 0.0005433473272614185 F1: 0.7571138952277505 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.758406123790739 VAR: 0.0003657375506433745 F1: 0.7566076585088151 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.753819542281081 VAR: 0.0004371927849981136 F1: 0.7525360998063739 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7564415641338718 VAR: 0.0003429449622912096 F1: 0.755035490758935 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7538117153501769 VAR: 0.0006033280679684031 F1: 0.750978935762215 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7570833724679878 VAR: 0.00026127190868131475 F1: 0.754960497016283 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.753803888419273 VAR: 0.000632292074084995 F1: 0.7516546619316885 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7564219968066123 VAR: 0.00014159158392636957 F1: 0.7546326803649726 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7452529664068126 VAR: 0.0009290069054707223 F1: 0.742698525742054 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7537608402993018 VAR: 0.0006592402307579086 F1: 0.7510912121674489 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7662721893491126 VAR: 0.0003147216304497884 F1: 0.7642744640128192 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7485598447136909 VAR: 0.0005741975242382245 F1: 0.7465534635436408 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7577682289220751 VAR: 0.0007442060242837162 F1: 0.754852063000914 SEED: 15126
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7544730910115526 VAR: 0.0009678460989231095 F1: 0.7518128777269631 SEED: 15126
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7524850505619737 VAR: 0.0003872922410526608 F1: 0.7510996224352039 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7531268588960897 VAR: 0.0004045297570258257 F1: 0.7517153281962536 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7538195422810807 VAR: 0.00035132728403735296 F1: 0.7524335818409789 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7511583857737704 VAR: 0.0005193505650628523 F1: 0.7497745775543353 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7531190319651857 VAR: 0.0004549668541030022 F1: 0.7520665452109648 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7584061237907392 VAR: 0.0004438224339008962 F1: 0.7570245539689753 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7577290942675556 VAR: 0.0005986414293617718 F1: 0.7564077873458578 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7498121536583073 VAR: 0.0004319232494287222 F1: 0.74862016178352 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7544456967533891 VAR: 0.0005698447266193574 F1: 0.7530403988616199 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7531268588960897 VAR: 0.0006223870527165308 F1: 0.7506961854982153 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7557684480761404 VAR: 0.00029012071377442205 F1: 0.7541066476600343 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.754445696753389 VAR: 0.0007324015797120062 F1: 0.752229321178235 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7531425127578975 VAR: 0.0006304411388424461 F1: 0.7506924898901249 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7531307723615416 VAR: 0.00041798199587019316 F1: 0.751493972427684 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7531151184997338 VAR: 0.0003328645817471363 F1: 0.7510277913590444 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7537999749538211 VAR: 0.00042163550091628985 F1: 0.7516623544885428 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7524850505619737 VAR: 0.0002548359359475049 F1: 0.7507452418293465 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7485363639209794 VAR: 0.00027234590953936533 F1: 0.7465852181798185 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7491899126514512 VAR: 0.00022710174134193888 F1: 0.7468667133864013 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7577251808021039 VAR: 0.0002890971981669261 F1: 0.7559831296960255 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7379739206662284 VAR: 0.00034665626694680194 F1: 0.7365117564575355 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.747205785667324 VAR: 0.0006514494743844281 F1: 0.7442407342900412 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7583748160671236 VAR: 0.0005910647183890159 F1: 0.7561786729991254 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7557684480761403 VAR: 0.0002823400960711815 F1: 0.7530492751766912 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7472057856673242 VAR: 0.0002787230412292727 F1: 0.7453435917292972 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7439536958767728 VAR: 0.0005702323852615367 F1: 0.7418676843526804 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7584139507216432 VAR: 0.0004326701723103263 F1: 0.7564241556193217 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7557606211452366 VAR: 0.0004032157118496593 F1: 0.7541230254019191 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.757079459002536 VAR: 0.000684308414546618 F1: 0.7556848316690936 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7603589430512508 VAR: 8.312073932460558e-05 F1: 0.7587803895137781 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.757075545537084 VAR: 0.00042200021737113006 F1: 0.7555303403419087 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7564259102720641 VAR: 0.0006547427043871204 F1: 0.7550998833848365 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7564024294793525 VAR: 0.00035456112164851535 F1: 0.7548562946746343 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7544652640806487 VAR: 0.0005203447367244557 F1: 0.7531702190480144 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7557567076797846 VAR: 0.0007972561415447695 F1: 0.7545395161468494 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7531151184997339 VAR: 0.0006927239396720387 F1: 0.7517324624597799 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7583943833943834 VAR: 0.0005739269657057977 F1: 0.7549140694634198 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.758410037256191 VAR: 0.0006520275011098235 F1: 0.7560558511525467 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7557606211452366 VAR: 0.00037135002443636396 F1: 0.7536452065655188 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7643271970195047 VAR: 0.0003519637229807179 F1: 0.7622840633491756 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7650042265426883 VAR: 0.000859573279079315 F1: 0.7615304787796179 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7649846592154285 VAR: 0.00017513477712329895 F1: 0.7629739000361684 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7623430700353778 VAR: 0.00025246210874219695 F1: 0.7608524866209875 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7531464262233493 VAR: 0.00034869429281723105 F1: 0.7516746906220239 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7531385992924453 VAR: 0.0004924991086375187 F1: 0.7506170512838612 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.761043799505338 VAR: 0.0002492287305873893 F1: 0.7585104460292129 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7616816943740021 VAR: 0.0004200270973684935 F1: 0.7599524678692525 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7583826429980276 VAR: 0.0008438036342700712 F1: 0.7568385746466817 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7590596725212111 VAR: 0.000517948028592654 F1: 0.7572240403623725 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7590440186594033 VAR: 0.00034594300690083085 F1: 0.7572122577387033 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7636384270999655 VAR: 0.00035649469777417173 F1: 0.7616262899268081 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7531503396888012 VAR: 0.00034751416385342404 F1: 0.7516135581553737 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7570951128643436 VAR: 0.0003962036727375702 F1: 0.7556328759106621 SEED: 18117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7603824238439624 VAR: 0.0008968230904770158 F1: 0.7579398064321197 SEED: 18117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7557567076797845 VAR: 0.00017887125998716362 F1: 0.7542969285240222 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.757075545537084 VAR: 0.00013272383122563613 F1: 0.7556412355713467 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7524772236310696 VAR: 0.0003517608883150636 F1: 0.7511496113034758 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7583787295325757 VAR: 0.0006290254619204867 F1: 0.7570640613282976 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7485089696628158 VAR: 0.0005659368359045418 F1: 0.747112174283286 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.753792148022917 VAR: 0.0005497035077415253 F1: 0.7523331432733759 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7511505588428665 VAR: 0.0005473440155745025 F1: 0.7498535632132817 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7564141698757084 VAR: 0.0006439135018751765 F1: 0.7547971616998839 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7596936539244232 VAR: 0.0007180806007910318 F1: 0.7584105614659618 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7505126639742025 VAR: 0.0004221964052348434 F1: 0.7480621773991164 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7623430700353778 VAR: 0.0002213396379292401 F1: 0.7603016681616872 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7518041075733383 VAR: 0.0004970106024815072 F1: 0.749976091905114 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7413121066967221 VAR: 0.0008401721831290283 F1: 0.7392961101040476 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7518197614351461 VAR: 0.0005979161009288678 F1: 0.7496815514052411 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7471823048746127 VAR: 0.0005082123934671786 F1: 0.7438770499330116 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7498552017782787 VAR: 0.0004560633007492968 F1: 0.7482901092444716 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7531268588960898 VAR: 0.0004978971694646984 F1: 0.7513722188971491 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7373281988666605 VAR: 0.00029481295774858723 F1: 0.7345611238161603 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7491703453241915 VAR: 0.0005336201767633039 F1: 0.7468671881320909 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7498199805892114 VAR: 0.0007606514375003387 F1: 0.7481607218663473 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7524889640274255 VAR: 0.0005332987104667095 F1: 0.7509764315540645 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.749197739582355 VAR: 0.0004729470353288794 F1: 0.7472927419589592 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7537804076265614 VAR: 0.0004623998164973945 F1: 0.7522026760586598 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7452373125450048 VAR: 0.0011861758382687609 F1: 0.7420054629528645 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7412807989731066 VAR: 0.0006599297828559464 F1: 0.739431094320129 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7445915907454369 VAR: 0.0006544628954667422 F1: 0.7425488247084819 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7531425127578975 VAR: 0.00035052470567591013 F1: 0.7510943583196635 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7518041075733383 VAR: 0.0002952719546475346 F1: 0.7503625122588538 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7537921480229172 VAR: 0.0008550056396687085 F1: 0.7524194621117577 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7669453054068439 VAR: 0.00014323582506987976 F1: 0.7656203718903608 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7491664318587397 VAR: 0.0002468862995663612 F1: 0.7476537677152888 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7485207100591715 VAR: 0.0009287516927805629 F1: 0.7470154610932058 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7603589430512507 VAR: 0.00023113827983624002 F1: 0.7588753899351032 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7518041075733383 VAR: 0.00026359207138432276 F1: 0.7506638729067466 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7498238940546632 VAR: 0.000504595001690608 F1: 0.7488143917960965 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7649729188190727 VAR: 0.0003531923092747979 F1: 0.7636344809408371 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7597210481825868 VAR: 0.0004238768821695748 F1: 0.7569557204934529 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7564102564102564 VAR: 0.00047413139129115516 F1: 0.7543701999528363 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7616934347703579 VAR: 0.000353576751722491 F1: 0.7591276063594424 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7570755455370839 VAR: 0.000654025217342681 F1: 0.7549117363027661 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7531229454306376 VAR: 0.0003910774875510333 F1: 0.751000725523834 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7603667699821547 VAR: 0.000611123081970775 F1: 0.7582348479666651 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7537882345574652 VAR: 0.0005052268767008448 F1: 0.7519352555001917 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7610594533671456 VAR: 0.0006008685674680434 F1: 0.7591655411078472 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7571068532606994 VAR: 0.0006560895547470547 F1: 0.7545056262398201 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7570677186061802 VAR: 0.00030919905695032 F1: 0.7549616083920738 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7610320591089823 VAR: 0.0010015659071430168 F1: 0.7587240083488103 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7478436805359882 VAR: 0.0006634563860567102 F1: 0.7455709267460767 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7590714129175669 VAR: 0.0008391037020595604 F1: 0.7560375347344779 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7656147271531888 VAR: 0.0008121560048430025 F1: 0.7633917764121145 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.753162080085157 VAR: 0.00078579656491335 F1: 0.7509559598247164 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7485167965937196 VAR: 0.0004922300509958516 F1: 0.7471591523426869 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7531385992924454 VAR: 0.0010765099467556886 F1: 0.7511563569051798 SEED: 28550
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7551188128111206 VAR: 0.0004353923286938001 F1: 0.752815886307421 SEED: 28550
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.750481356250587 VAR: 0.0004151901246424087 F1: 0.7493138257585826 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7597093077862308 VAR: 0.000546789084188568 F1: 0.7585606742849833 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7577486615948156 VAR: 0.00045601714070080026 F1: 0.755938245501611 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7590322782630474 VAR: 0.0007288512685633092 F1: 0.7576207317469683 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7616660405121944 VAR: 0.00041242615773060204 F1: 0.7603542114881489 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7584100372561912 VAR: 0.0004886345293417953 F1: 0.7567614189974244 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7544339563570333 VAR: 0.00041188050736304437 F1: 0.7531826385751316 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7530994646379262 VAR: 0.0005059934949448786 F1: 0.7518987945352528 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7544417832879371 VAR: 0.0009058802617178271 F1: 0.752869912889097 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7564259102720641 VAR: 0.000451053112977261 F1: 0.7536877104215312 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7629770514385897 VAR: 0.00042508960190418597 F1: 0.760900210986779 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7504852697160389 VAR: 0.00048349900187603364 F1: 0.7481302576296229 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7544770044770044 VAR: 0.000702579094710741 F1: 0.7522776464274057 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7544339563570333 VAR: 0.0004489255543783969 F1: 0.7524340709336094 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7636423405654175 VAR: 0.0009316484732094757 F1: 0.7616711099545235 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7531307723615417 VAR: 0.00020799821995776992 F1: 0.7512785888398154 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7557684480761403 VAR: 0.0005313198625748445 F1: 0.7537738107154274 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7491938261169032 VAR: 0.0005519953066721994 F1: 0.7457833085593237 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7511583857737704 VAR: 0.0005824316253641476 F1: 0.7487898068241962 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.753111205034282 VAR: 0.0007792118814725403 F1: 0.7507545686499008 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7405959425190194 VAR: 0.0006562740417889221 F1: 0.7385915804271325 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7557762750070443 VAR: 0.0003173554180609264 F1: 0.7535730251298576 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7577290942675557 VAR: 0.00033298560255112385 F1: 0.755996192530421 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7537764941611097 VAR: 0.0010020268337586576 F1: 0.7516089561319933 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7393123258507873 VAR: 0.00036019460791215425 F1: 0.7371943462428099 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7511779531010301 VAR: 0.000415793605249887 F1: 0.7497167685338776 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7505048370432985 VAR: 0.0006065353183718055 F1: 0.748816851182237 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7531346858269935 VAR: 0.0005424995996554622 F1: 0.7516805958904077 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.752461569769262 VAR: 0.00039889351402405573 F1: 0.7510640860554509 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7643193700886008 VAR: 0.000511690600598514 F1: 0.7630681811087927 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7491781722550953 VAR: 0.00065413977512727 F1: 0.7480344969338167 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7550992454838608 VAR: 0.00047676566898907126 F1: 0.7535799599977581 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7669531323377479 VAR: 0.0005452516513324543 F1: 0.7656276746925611 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7518197614351461 VAR: 0.000318742884362668 F1: 0.7504623784903323 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7564141698757084 VAR: 0.0002937857052294007 F1: 0.7550760530450353 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7524733101656179 VAR: 0.00033951126116549014 F1: 0.7510362488091524 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7432610124917817 VAR: 0.0005017674153888038 F1: 0.7407151392847258 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7616934347703578 VAR: 0.0003755250737065765 F1: 0.7595972350047459 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7636619078926772 VAR: 0.0003060228657965347 F1: 0.7613743373996773 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7537999749538211 VAR: 0.0003438293238838959 F1: 0.7514428061291255 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7537999749538211 VAR: 0.0006007755122408812 F1: 0.7513550639040611 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7616816943740021 VAR: 0.00027200955685685965 F1: 0.7600573409611093 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7504930966469429 VAR: 0.0006495668979142119 F1: 0.7487343625588108 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7597406155098463 VAR: 0.0007112453604844623 F1: 0.7578237101466354 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7577447481293635 VAR: 0.0004266682020497342 F1: 0.7552981607157633 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7603550295857988 VAR: 0.0007635006795116908 F1: 0.7576643391933646 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7537999749538211 VAR: 0.0009668361525933063 F1: 0.7513378606478849 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7471783914091605 VAR: 0.00035475537979553877 F1: 0.7451367601887124 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7498708556400864 VAR: 0.0009549561427663596 F1: 0.74753390470624 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7524733101656179 VAR: 0.0008049547922342238 F1: 0.7497788537203475 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7597249616480386 VAR: 0.00025841620365056616 F1: 0.7582704593142793 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7518315018315017 VAR: 0.0011308048844353754 F1: 0.7499976321626955 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7584178641870949 VAR: 0.0006485628938866042 F1: 0.7567043425863874 SEED: 23502
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.746563977333208 VAR: 0.0006341134815991099 F1: 0.7443229497019841 SEED: 23502
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7570638051407281 VAR: 0.00024029138556404012 F1: 0.7559059070307063 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7577564885257194 VAR: 0.00037494251367847613 F1: 0.7563596220514859 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7538117153501769 VAR: 0.00040890552746245836 F1: 0.7517121999035276 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7524654832347141 VAR: 0.0004200386756686472 F1: 0.7513529183667813 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.757083372467988 VAR: 0.00020708629098376515 F1: 0.7556581055447192 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7570872859334398 VAR: 0.0007281057546811942 F1: 0.7551195143974362 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7471862183400645 VAR: 0.000492260926462928 F1: 0.7460777977032761 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7511427319119626 VAR: 0.0006469422381693327 F1: 0.749921459567672 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7570716320716321 VAR: 0.0006492205903440081 F1: 0.7558046311347075 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7623430700353777 VAR: 0.0004002938451037474 F1: 0.7602852915668404 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7550875050875052 VAR: 0.00046692723816170185 F1: 0.7531785807557454 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7583787295325757 VAR: 0.0005506618724378387 F1: 0.7562067740235783 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7544652640806486 VAR: 0.00041882509828217466 F1: 0.7521108379328526 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7557723615415924 VAR: 0.0005291901904767457 F1: 0.7534892641845753 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7577212673366519 VAR: 0.0003681193111284176 F1: 0.7552001929188091 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7584061237907391 VAR: 0.00038204200265019145 F1: 0.7565410088624676 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7505244043705582 VAR: 0.00037869985586087146 F1: 0.7485812963846299 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7412612316458471 VAR: 0.0008503584530477864 F1: 0.7383124158117668 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7537921480229173 VAR: 0.00013010756421684744 F1: 0.7514897863589256 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7557723615415923 VAR: 0.00042081895508164647 F1: 0.7536459376782747 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7399697880467111 VAR: 0.0005436016822997145 F1: 0.737878978605757 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7465483234714004 VAR: 0.0006039980165952817 F1: 0.7444370597826392 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7498238940546632 VAR: 0.0002456049676826924 F1: 0.7472168354925866 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7419343477035785 VAR: 0.0016118432831157975 F1: 0.7386818085035318 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7511701261701261 VAR: 0.000567534028717268 F1: 0.7491730808793575 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7459104286027363 VAR: 0.0006222041890871201 F1: 0.7434073466640406 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7459026016718325 VAR: 0.000711245605527852 F1: 0.7431386105357161 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7577564885257193 VAR: 0.0004923949958274056 F1: 0.7562376249974753 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7577369211984597 VAR: 0.0005031206981377124 F1: 0.7566683251814327 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7676105945336715 VAR: 0.0004183192980958333 F1: 0.7664243964318187 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7564259102720641 VAR: 0.00035842891713872547 F1: 0.7550205423832701 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7610164052471745 VAR: 0.0005513784405695695 F1: 0.759811393696532 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7695868945868944 VAR: 0.000384219948296021 F1: 0.7682990857125467 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7531385992924455 VAR: 0.0002743631067216861 F1: 0.751835307057793 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7550757646911492 VAR: 0.0003958655128600676 F1: 0.7537267343316949 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7630005322313015 VAR: 0.0004913580947247589 F1: 0.7614507854026141 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7577564885257192 VAR: 0.0008494672915010409 F1: 0.7547881050117282 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7603667699821546 VAR: 0.0004140063812886058 F1: 0.7583514407294759 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7649807457499764 VAR: 0.0005122747227782229 F1: 0.7631363675175497 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7643350239504085 VAR: 0.0008237673858542151 F1: 0.76218126226098 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7630044456967534 VAR: 0.000442023601009038 F1: 0.7601977965115068 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7577369211984597 VAR: 0.0002826621443458254 F1: 0.7555671058312173 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7590753263830187 VAR: 0.0004489392155473601 F1: 0.757283528835252 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7603902507748661 VAR: 0.00023234671131153357 F1: 0.7591033988368459 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.751174039635578 VAR: 0.0005964699161049164 F1: 0.7488210747341923 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7610281456435303 VAR: 0.00020177571064663422 F1: 0.7588076829664891 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7511544723083186 VAR: 0.00043474250425528396 F1: 0.7483750415194778 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7590361917284993 VAR: 0.0005139252125281667 F1: 0.7571288096341082 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7557762750070444 VAR: 0.00036552555748103714 F1: 0.7535959516145531 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7689333458564227 VAR: 0.0003002338995022623 F1: 0.76690755637649 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7616738674430982 VAR: 0.0007816370146375226 F1: 0.7598110498660167 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7505126639742025 VAR: 0.0006333879081228152 F1: 0.7486733169104064 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7524928774928775 VAR: 0.0008038879345772103 F1: 0.7508936825052035 SEED: 17611
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7564415641338719 VAR: 0.0002573581675555749 F1: 0.7546663667477383 SEED: 17611
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7511505588428666 VAR: 7.04966858758826e-05 F1: 0.7496265567867056 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7544339563570333 VAR: 0.00015326208165529706 F1: 0.7527045644448863 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.749185999185999 VAR: 0.000174343960844552 F1: 0.7475599521411206 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7518041075733384 VAR: 0.00034973627857021064 F1: 0.750460522171746 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7531151184997338 VAR: 0.00037176767026333464 F1: 0.7513550035819923 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7518080210387903 VAR: 0.000245467682123728 F1: 0.750419146975034 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7518119345042421 VAR: 0.0003380370495038643 F1: 0.7504990542214398 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7485246235246235 VAR: 0.0003799916633494411 F1: 0.746881989187898 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7517962806424345 VAR: 0.0005335379953365522 F1: 0.7501205171726136 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7504852697160389 VAR: 0.0002022819396589065 F1: 0.7480932364654032 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7544261294261294 VAR: 0.0001885300127491856 F1: 0.7523589524763166 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7590401051939514 VAR: 0.0003643098359649071 F1: 0.756887071603489 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7472253529945838 VAR: 0.0007668335146522091 F1: 0.7450734701988387 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7504970101123948 VAR: 0.0004996467792656925 F1: 0.7485555239341921 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.749839547916471 VAR: 0.0006416785223804419 F1: 0.7475941976450547 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7531346858269935 VAR: 0.00033946032277089744 F1: 0.7513179394302038 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7524889640274258 VAR: 0.0005724805052080337 F1: 0.7505502876879419 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7472370933909396 VAR: 0.0005838275456628276 F1: 0.744363027205111 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7564141698757084 VAR: 0.0005890775696523325 F1: 0.7536817563271501 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7458595535518612 VAR: 0.00044593770969986207 F1: 0.7435549331590043 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7478475940014402 VAR: 0.00021724321695663033 F1: 0.7459334305011862 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7485167965937197 VAR: 0.0003206848532244149 F1: 0.7452012844370585 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7518041075733383 VAR: 0.0005436943087009437 F1: 0.7495434989631741 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7498238940546632 VAR: 0.0003773180561875104 F1: 0.7482831627898517 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7478749882596036 VAR: 0.00041553967903752226 F1: 0.745973510071881 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7413042797658184 VAR: 0.0006645077140889123 F1: 0.7385474934979338 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7458908612754767 VAR: 0.0003661601585989822 F1: 0.7432670256590251 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7577369211984596 VAR: 0.0006111203252326424 F1: 0.7564109250335528 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7551070724147646 VAR: 0.0004179595437696306 F1: 0.753524408651255 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7656421214113522 VAR: 0.00019992318262205272 F1: 0.7640673630730205 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7531229454306376 VAR: 0.0004474927550495967 F1: 0.7517462934727136 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7570833724679878 VAR: 0.0006680936790507797 F1: 0.7553323458755334 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7630005322313014 VAR: 0.0003119393771750408 F1: 0.7614461981588672 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.749193826116903 VAR: 0.0005689500732043111 F1: 0.7478895865247727 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7524693967001659 VAR: 0.0004438779668590403 F1: 0.7510593737852134 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7584022103252873 VAR: 0.00043930692747140354 F1: 0.7568263494481068 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7590714129175667 VAR: 0.000753424005248885 F1: 0.7559519383980625 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7603628565167025 VAR: 0.00021424756152005684 F1: 0.758059082376516 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7597288751134905 VAR: 0.00025709168286949867 F1: 0.7577429980872503 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7564454775993238 VAR: 0.0006214696715271095 F1: 0.7546436508506003 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7518471556933096 VAR: 0.0008117419734060273 F1: 0.7485303702342255 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7629966187658496 VAR: 0.0004224039569857459 F1: 0.7611594208006266 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7491859991859993 VAR: 0.0001901839024761577 F1: 0.7478619244048487 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7590596725212109 VAR: 0.00015188738824023149 F1: 0.7576234105064261 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7590870667793745 VAR: 0.0009187623764861132 F1: 0.7570349491860016 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7583904699289314 VAR: 0.00022548485316678147 F1: 0.7564141951061196 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7616934347703579 VAR: 0.0006330286745138168 F1: 0.7593759193446167 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7590518455903071 VAR: 0.00029541316090073047 F1: 0.7570955222497803 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7531385992924454 VAR: 0.00029770495983140455 F1: 0.7508548729197329 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7596819135280675 VAR: 0.0004200026849208152 F1: 0.7574777739389461 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7551031589493129 VAR: 0.00033403270358485845 F1: 0.7528510776391886 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7419656554271938 VAR: 0.0008266907534908872 F1: 0.7400940084246336 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7406429041044427 VAR: 0.0002977602477461591 F1: 0.738902727922225 SEED: 7483
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7511505588428666 VAR: 0.00042840510022489737 F1: 0.7488949464589221 SEED: 7483
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7517923671769826 VAR: 0.0009584840630753416 F1: 0.7506092915848677 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7570755455370841 VAR: 0.0005531558934256932 F1: 0.7556136660511515 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7551188128111206 VAR: 0.00030312182773873015 F1: 0.7535041031307432 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7498082401928555 VAR: 0.0011770668403510692 F1: 0.7485922978263445 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7544339563570333 VAR: 0.0007525554489548197 F1: 0.7528545964488478 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7603745969130585 VAR: 0.0004101395353415306 F1: 0.7588215496360129 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7517923671769826 VAR: 0.000568245450937819 F1: 0.7507799594430092 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7491820857205472 VAR: 0.00041734252451488234 F1: 0.748110056968551 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7551070724147648 VAR: 0.0003245921313307572 F1: 0.7536921470126552 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7426035502958581 VAR: 0.0008829854290113952 F1: 0.7407050780350289 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7590361917284993 VAR: 0.0006069210166668709 F1: 0.7568313652484286 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.747851507466892 VAR: 0.0005664181623823557 F1: 0.7458682977174529 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7544691775461007 VAR: 0.0004092966167120916 F1: 0.75198359966467 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7564024294793525 VAR: 0.0006417007600680369 F1: 0.7540583538338063 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7498004132619518 VAR: 0.00047623919326674196 F1: 0.7473673989904048 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7432766663535895 VAR: 0.0004937330246253184 F1: 0.7417289219090285 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.753807801884725 VAR: 0.0005349523245198689 F1: 0.7516538983624956 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7504970101123948 VAR: 0.00031272615023786017 F1: 0.7482518710316807 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7471901318055164 VAR: 0.00029456815940248144 F1: 0.7455415825429985 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7445563695563696 VAR: 0.0002663910795008274 F1: 0.7429114666622404 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7458438996900535 VAR: 0.0013197453754923909 F1: 0.7437198540873231 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7478593343977961 VAR: 0.00023447485188844843 F1: 0.7465349975351433 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7577408346639115 VAR: 0.0009653043251047253 F1: 0.7553959551717133 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.753103378103378 VAR: 0.00040171475982815624 F1: 0.7504261654580585 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7465718042641121 VAR: 0.00042853825067666444 F1: 0.7445389638183328 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7505126639742026 VAR: 0.0004690659156043653 F1: 0.7489041321812229 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7478828151905075 VAR: 0.000659175906868166 F1: 0.7452658024439714 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7597093077862307 VAR: 0.00043082303524031484 F1: 0.758217913996919 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7531346858269934 VAR: 0.0003402035393712357 F1: 0.7517045376729253 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7656421214113522 VAR: 0.00035813679478802435 F1: 0.7641967175917391 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7570598916752762 VAR: 0.00046196069874342085 F1: 0.7557252253418724 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7531268588960898 VAR: 0.000202233696741599 F1: 0.7516147952036045 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7636579944272252 VAR: 0.0005122754885388153 F1: 0.7622907050119093 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7504852697160389 VAR: 0.0004620151902671593 F1: 0.749061615657015 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7629966187658496 VAR: 0.00034478358410343596 F1: 0.7617483971429051 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7610164052471744 VAR: 0.0006301136383523869 F1: 0.7598125628194403 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7603667699821545 VAR: 0.0004293818125450001 F1: 0.7573508872591082 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7623469835008296 VAR: 0.0001499690660655709 F1: 0.7603763816158797 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7583904699289314 VAR: 0.00013174583242773848 F1: 0.7564051910813356 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7617051751667137 VAR: 0.0004559771679978889 F1: 0.7592126649205342 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7538156288156288 VAR: 0.0009209622535153024 F1: 0.7513586778811234 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7623430700353777 VAR: 0.0001279722254903662 F1: 0.7600786907766762 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7564259102720643 VAR: 0.0005373831243132327 F1: 0.7549085748583323 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7564493910647756 VAR: 0.0010479189885691772 F1: 0.7545364874476539 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7630161860931093 VAR: 0.0007325215897120105 F1: 0.7616265898099841 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7675910272064118 VAR: 0.0005989319895608656 F1: 0.7655941813752896 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7557527942143327 VAR: 0.0003595834084379063 F1: 0.7540074158749803 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7537764941611095 VAR: 0.0006124385361464304 F1: 0.7524095515216679 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7577369211984597 VAR: 0.0005394225285527282 F1: 0.7544604223543021 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7590518455903071 VAR: 0.0005371697221514068 F1: 0.7573463169468396 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7610359725744341 VAR: 0.0002920091406555633 F1: 0.7586433008912016 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7577408346639116 VAR: 0.0003287801066397656 F1: 0.7558532948924959 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7505087505087504 VAR: 0.0004862511454442967 F1: 0.7483124258799969 SEED: 3670
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7551266397420242 VAR: 0.0007043937635316448 F1: 0.7531401889255148 SEED: 3670
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7518119345042422 VAR: 0.0008999137614878658 F1: 0.7505748331669517 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7531151184997338 VAR: 0.0005659115045441511 F1: 0.7514386805900521 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7577682289220751 VAR: 0.00037017896207796794 F1: 0.7562675941999905 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7471979587364204 VAR: 0.000673179769012711 F1: 0.7456980626569835 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7564024294793525 VAR: 0.000791762146230602 F1: 0.7547511888006414 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7623665508280894 VAR: 0.0005303234855227348 F1: 0.7608485726791526 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7498238940546632 VAR: 0.0009738475178360737 F1: 0.7484678257750532 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7550914185529571 VAR: 0.0009672217283666765 F1: 0.753880141931836 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7570677186061802 VAR: 0.0006689655128001792 F1: 0.7558048182311743 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.749839547916471 VAR: 0.0006980008878039621 F1: 0.7476587132089304 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.753115118499734 VAR: 0.00038001279834178444 F1: 0.750231286625128 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7544261294261294 VAR: 0.000616463986427357 F1: 0.7524680845622536 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.749201653047807 VAR: 0.0005018054583750232 F1: 0.7470604465087083 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7491625183932876 VAR: 0.0009953461545700111 F1: 0.7472881469997246 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7544300428915812 VAR: 0.0005835939580517937 F1: 0.7521157813823112 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7544613506151969 VAR: 0.0003035849597448749 F1: 0.7525801205212848 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7511583857737704 VAR: 0.0003392815329878379 F1: 0.7494398030435855 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.747863247863248 VAR: 0.0005438175961562839 F1: 0.744847731098215 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7557567076797846 VAR: 0.00037338670256815 F1: 0.7530447845000519 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7452138317522932 VAR: 0.0003180411413560034 F1: 0.7432740228083311 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7465287561441407 VAR: 0.0007460910818182513 F1: 0.7445045421073362 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7472018722018722 VAR: 0.00018667503429071013 F1: 0.7454097270487314 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7544222159606774 VAR: 0.0002918900801986929 F1: 0.7526491105847781 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7590322782630473 VAR: 0.0005936079012068883 F1: 0.7567450590148255 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7498395479164711 VAR: 0.0006655777879404129 F1: 0.7472826509103473 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.746571804264112 VAR: 0.0005066231339341864 F1: 0.7445774327295341 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7584061237907391 VAR: 0.0004124212568628119 F1: 0.7561919150429385 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7577173538712 VAR: 0.00042612209222582227 F1: 0.756366337748105 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7518001941078865 VAR: 0.0003743406258530292 F1: 0.7505809387952173 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7669648727341034 VAR: 0.0004385667126525878 F1: 0.7657546290401664 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7531112050342821 VAR: 0.0006152614972542579 F1: 0.751687222091569 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.754445696753389 VAR: 0.0003193785269150183 F1: 0.7530856456884089 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7623548104317334 VAR: 0.0004200650790938657 F1: 0.7612215933740811 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7472057856673241 VAR: 0.0003969187399785398 F1: 0.745703023864478 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7537647537647537 VAR: 0.0004484431252053281 F1: 0.7523654990721226 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.759705394320779 VAR: 0.0005257006194582211 F1: 0.7585407586938373 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7557684480761405 VAR: 0.00026650015443957617 F1: 0.7528791215117976 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7630161860931093 VAR: 0.0007658737103259819 F1: 0.7607557219483039 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.761039886039886 VAR: 0.0003683876336399128 F1: 0.7588060021598566 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7577447481293635 VAR: 0.000442415241606299 F1: 0.7558900210546752 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7577564885257194 VAR: 0.000531298084343603 F1: 0.7553842017057927 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7551031589493128 VAR: 0.00017110424219204132 F1: 0.7526236229308803 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7531425127578975 VAR: 0.0005995044721795725 F1: 0.7513952207795778 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7630200995585611 VAR: 0.00027970967780665054 F1: 0.7612155695316396 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7492016530478068 VAR: 0.0007041944207342918 F1: 0.7470918542667501 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7498356344510191 VAR: 0.0004810191015134993 F1: 0.7479231526460931 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7551188128111206 VAR: 0.00039686084847777157 F1: 0.7528506462364947 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7530994646379261 VAR: 0.0008235123875770224 F1: 0.7513286648454124 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7544652640806487 VAR: 0.0003332383035465403 F1: 0.7520217144249163 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7531112050342821 VAR: 0.0006613877910234409 F1: 0.7510579949023113 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.755095332018409 VAR: 0.00019785881458725377 F1: 0.7526161882971418 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7518041075733384 VAR: 0.0001231693444258434 F1: 0.749800218341934 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.746575717729564 VAR: 0.0011426689970724284 F1: 0.7446694860080941 SEED: 15962
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7491938261169031 VAR: 0.0004196319036420856 F1: 0.7473602990000784 SEED: 15962
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.745229485614101 VAR: 0.0005125203787761918 F1: 0.7437654823949803 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.759059672521211 VAR: 0.0006196534711850209 F1: 0.7577794688616805 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7537999749538211 VAR: 0.00032845389262750125 F1: 0.7523763707250194 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7472057856673241 VAR: 0.0005836535648562868 F1: 0.7455363157935081 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7577447481293637 VAR: 0.0008785014412878765 F1: 0.7563837000564375 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7649846592154286 VAR: 0.00043300998623070755 F1: 0.7636776112860261 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.745225572148649 VAR: 0.0005551428583798362 F1: 0.7438175662288874 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7590322782630475 VAR: 0.0006344619332989716 F1: 0.7576328115679394 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7550992454838609 VAR: 0.0006401586407571001 F1: 0.7537375422466943 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7491781722550953 VAR: 0.0007149911856275523 F1: 0.747144591432264 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7577212673366519 VAR: 0.0005722734129134874 F1: 0.755191827955944 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7537882345574654 VAR: 0.0004741044058878869 F1: 0.7514497422000156 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7491820857205471 VAR: 0.00039418647555524913 F1: 0.7466507974642292 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7511544723083186 VAR: 0.000589797445869819 F1: 0.7488400218850186 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7544417832879371 VAR: 0.0003362229320305865 F1: 0.7517541903744794 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7498434613819229 VAR: 0.0006443332612013815 F1: 0.7484912442701481 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7485481043173352 VAR: 0.0005319682473834476 F1: 0.7466335612342642 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7452333990795529 VAR: 0.0006204237650798978 F1: 0.7421259750781068 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.749839547916471 VAR: 0.00047847135476249765 F1: 0.7476965198924428 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7531464262233494 VAR: 0.00041093923444314646 F1: 0.7508843385229685 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7452138317522932 VAR: 0.0003500926329193823 F1: 0.7438718778721445 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7491625183932876 VAR: 0.000755633438970264 F1: 0.7472355263626729 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7603667699821547 VAR: 0.0002194909387076197 F1: 0.7578658911259596 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7498004132619517 VAR: 0.00035952992771815 F1: 0.7476730723190518 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7439223881531573 VAR: 0.0003112343873434626 F1: 0.7422155143854526 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7432688394226857 VAR: 0.0005906067322940492 F1: 0.7408944569667781 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7485402773864313 VAR: 0.00047284760897359213 F1: 0.7467401385576047 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7616582135812906 VAR: 0.0009172456191659868 F1: 0.7604984211607131 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7597093077862309 VAR: 0.00025964944576904644 F1: 0.7582957422940413 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7702600106446261 VAR: 0.0004501212435974359 F1: 0.7686689583453322 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7590283647975956 VAR: 0.00038642962706079124 F1: 0.7579197514563237 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.74721752606368 VAR: 0.0005863609573755445 F1: 0.7455788985982401 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7590479321248552 VAR: 0.00042261579699596374 F1: 0.7575860068898339 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7583904699289314 VAR: 0.0004841961809495709 F1: 0.7572814116574843 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7504891831814909 VAR: 0.0003894367995366711 F1: 0.7490872375243398 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7603706834476065 VAR: 0.0002960604736445044 F1: 0.7590376163405124 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.752469396700166 VAR: 0.00016895508914447613 F1: 0.7497428765821407 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7636579944272253 VAR: 0.0003466528669697739 F1: 0.7612423323168785 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7583943833943834 VAR: 0.00029345312008900953 F1: 0.7563513018849994 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7584178641870949 VAR: 0.0006413396886336174 F1: 0.7563960840995061 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7623704642935413 VAR: 0.00025628506129212917 F1: 0.7598505298662617 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7649807457499764 VAR: 0.00028589359278394135 F1: 0.7631284409430384 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7577525750602674 VAR: 0.0005323284611660052 F1: 0.7563171563013263 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7537921480229172 VAR: 0.0005185810369285671 F1: 0.7518952379538797 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7538078018847251 VAR: 0.0006674086296250231 F1: 0.7509634976216404 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.752465483234714 VAR: 0.0010891717981472402 F1: 0.7496172559840439 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7551070724147648 VAR: 0.0002775368168111521 F1: 0.7528722488164322 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7544339563570333 VAR: 0.00030943184817033967 F1: 0.751823646257285 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.75643765066842 VAR: 0.0006408362469899013 F1: 0.7543799398966855 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7649924861463323 VAR: 0.00016397243812333622 F1: 0.7628319419063507 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7583943833943834 VAR: 0.0005505851125960801 F1: 0.7560753041437063 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7597171347171346 VAR: 0.00012203595748858312 F1: 0.758260959904907 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7459065151372842 VAR: 0.0004288122091861192 F1: 0.7440680545692501 SEED: 3289
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7505283178360102 VAR: 0.0006104013679278656 F1: 0.7480483624125367 SEED: 3289
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7491664318587397 VAR: 0.0006449984314821647 F1: 0.7478596811969505 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7544535236842929 VAR: 0.00038497961343387935 F1: 0.752773174195881 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.763027926489465 VAR: 0.00024523623864235064 F1: 0.7617666747700915 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.745229485614101 VAR: 0.0007403879419711496 F1: 0.7438055158692849 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7524772236310697 VAR: 0.00042234386009447285 F1: 0.7507386150263069 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7643271970195048 VAR: 0.0006009434894843819 F1: 0.7626819964962129 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7504930966469429 VAR: 0.0005513917341734482 F1: 0.7493769424609026 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7504813562505869 VAR: 0.0006875117442557885 F1: 0.7488423824755895 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7597132212516827 VAR: 0.0005363834391753651 F1: 0.7582554075487966 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7544339563570333 VAR: 0.00038668061275248084 F1: 0.7519036794611776 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7524693967001659 VAR: 0.0003710653452786178 F1: 0.7502667291698866 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7551031589493129 VAR: 0.0002951296150686611 F1: 0.7532699328816475 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7498552017782788 VAR: 0.0008213807245013819 F1: 0.7473207764710326 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7478515074668921 VAR: 0.0004330328365267785 F1: 0.7458228313889945 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7524576563038102 VAR: 0.0004167443123402784 F1: 0.7500921769646327 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7439145612222534 VAR: 0.00045489481134649044 F1: 0.741952197574446 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7452529664068126 VAR: 0.0005555372557152277 F1: 0.7434036090367303 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7537804076265614 VAR: 0.0005710497581176218 F1: 0.7505922315541084 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7511231645847031 VAR: 0.00038868751811244333 F1: 0.7494782052737764 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7471940452709682 VAR: 0.0003305725990339208 F1: 0.7453367558714352 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7445681099527254 VAR: 0.00034585203454248043 F1: 0.7429661133224338 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7432649259572337 VAR: 0.0007249090411435397 F1: 0.7405207311730804 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7445563695563695 VAR: 0.00047702516993854637 F1: 0.7417256332297766 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7537764941611096 VAR: 0.0002784293873573874 F1: 0.7517027133787528 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7439184746877054 VAR: 0.0004071032333327238 F1: 0.7416755045255948 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.751174039635578 VAR: 0.00040973509122716844 F1: 0.7491944147378642 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7432688394226857 VAR: 0.0006450710562167266 F1: 0.7407617480074189 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7485246235246233 VAR: 0.0005745071059304272 F1: 0.7469678741502517 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7629887918349457 VAR: 0.00038074296638163226 F1: 0.7613566257693329 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7636619078926772 VAR: 0.0001896852085481127 F1: 0.7621900957359755 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7577290942675557 VAR: 0.0005286158700326171 F1: 0.7566048051640953 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7570598916752762 VAR: 0.0005786699642920127 F1: 0.7554147737125694 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.759701480855327 VAR: 0.0002472014253652518 F1: 0.7582073098702313 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7518354152969537 VAR: 0.0004441045707334751 F1: 0.7506344291315163 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7551031589493128 VAR: 0.0002251040557395065 F1: 0.7535314009401846 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.762331329639022 VAR: 0.0002826258779241804 F1: 0.7608575478570938 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7511662127046743 VAR: 0.0005687915607617317 F1: 0.7481988541523621 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7583865564634795 VAR: 0.0005071798418846936 F1: 0.7564207247818896 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.764315456623149 VAR: 0.0003496580790985376 F1: 0.7623474964123663 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7570951128643437 VAR: 0.0005827526934652337 F1: 0.7555483907926697 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7537921480229172 VAR: 0.0006975352441030752 F1: 0.7511090848166764 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7564141698757082 VAR: 0.0008691798069689527 F1: 0.7542719517174308 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7577447481293635 VAR: 0.000655093177694947 F1: 0.7561458659311696 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7629966187658496 VAR: 0.00043908001729273154 F1: 0.7612169257633551 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7623782912244451 VAR: 0.0005721353922243536 F1: 0.759588347061609 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7610281456435304 VAR: 0.00013147144509235225 F1: 0.7588725604421136 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7570638051407282 VAR: 0.0007239903122154771 F1: 0.7546864634503275 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7511466453774145 VAR: 0.0005864825601575816 F1: 0.7490243017122891 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7610555399016937 VAR: 0.0005166167078575293 F1: 0.7585377854671117 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7557841019379481 VAR: 0.0008445933784839892 F1: 0.7533712275913629 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7623548104317334 VAR: 0.0003344782843582318 F1: 0.7605795477664559 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7452568798722645 VAR: 0.0006628830457861388 F1: 0.7433907426406509 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7538117153501768 VAR: 0.0006344505387813608 F1: 0.7523289206900682 SEED: 14310
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7518549826242135 VAR: 0.0008408032004874025 F1: 0.7495402050906382 SEED: 14310
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7577369211984597 VAR: 0.0004153042536010658 F1: 0.756688787335075 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.757083372467988 VAR: 0.0003079556149007517 F1: 0.7558061305117065 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.749201653047807 VAR: 0.00023763606476504998 F1: 0.7476743813430033 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7557606211452366 VAR: 0.0006002395104567859 F1: 0.7544284244108136 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7570833724679878 VAR: 0.00036381346994906083 F1: 0.7557204707479261 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7531503396888013 VAR: 0.00039364045762260735 F1: 0.751640400548999 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7590440186594032 VAR: 0.0006210516887654787 F1: 0.7577845599264047 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.755095332018409 VAR: 0.0004401727882881844 F1: 0.7537441495750065 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7485128831282677 VAR: 0.0004470618156187465 F1: 0.7471542936535218 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7596975673898752 VAR: 0.00030289715358098663 F1: 0.7571201514123829 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.755095332018409 VAR: 0.00032197708953891663 F1: 0.7525554120007123 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7524576563038101 VAR: 0.0006585937756659982 F1: 0.7501753511208068 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7531581666197051 VAR: 0.0006083012848190465 F1: 0.7510204480301791 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7478358536050843 VAR: 0.0004729832404896759 F1: 0.7455821365971066 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7603667699821545 VAR: 0.00021208192930454904 F1: 0.7579305488635756 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.75643765066842 VAR: 0.0004390975991559274 F1: 0.7543429025339691 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7472253529945837 VAR: 0.0004324527575629965 F1: 0.7445868633799865 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7485207100591718 VAR: 0.0005075764139801677 F1: 0.745212085107861 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7557488807488807 VAR: 0.00031549373153966204 F1: 0.7535729005367579 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.751823674900598 VAR: 0.0007982991993625782 F1: 0.7494829100025037 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7432414451645221 VAR: 0.0004878407725423734 F1: 0.7414325753753953 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7459065151372845 VAR: 0.0003744407873384853 F1: 0.744084430587542 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7610281456435302 VAR: 0.0002714296616756198 F1: 0.758645334946036 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7504930966469427 VAR: 0.00042504380942077363 F1: 0.7484031170076766 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7551188128111206 VAR: 0.0004921792044925324 F1: 0.7538207516411677 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7472253529945837 VAR: 0.0003627988065340107 F1: 0.7449158661841608 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7478749882596036 VAR: 0.0007171257279630172 F1: 0.7459201695063581 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7570794590025359 VAR: 0.0002648982751720253 F1: 0.7557380309755242 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7643232835540528 VAR: 0.0006205593965959827 F1: 0.7626629987216883 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7590518455903071 VAR: 0.0003115318087574628 F1: 0.7578310607893517 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.747859334397796 VAR: 0.000445108942326167 F1: 0.7462861393109752 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7597327885789426 VAR: 0.0006680469676546575 F1: 0.7579960935893891 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7577290942675559 VAR: 0.000590303399208279 F1: 0.7563598917134021 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7465522369368524 VAR: 0.0002821919673422323 F1: 0.7452116163606115 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7551031589493128 VAR: 0.00017063973181682965 F1: 0.7538617372383251 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7518080210387903 VAR: 0.0003630130663477007 F1: 0.7505863867849243 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.753154253154253 VAR: 0.0009055165560669706 F1: 0.7489361901486231 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7577486615948155 VAR: 0.00032383954182077117 F1: 0.755667798828379 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.757079459002536 VAR: 9.983306605323636e-05 F1: 0.754952179382292 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7524967909583293 VAR: 0.0006155135856412013 F1: 0.7501174259933913 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7538156288156288 VAR: 0.0010686081857267686 F1: 0.7513501815638627 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7583904699289314 VAR: 0.00038072559893140165 F1: 0.7563458347738217 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7557645346106885 VAR: 0.0005183527790112523 F1: 0.7541247677026638 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7636853886853887 VAR: 0.0006931225640058996 F1: 0.7620668065991617 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7518432422278576 VAR: 0.0006348867160146599 F1: 0.749685309938538 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.757075545537084 VAR: 0.0004057886674393548 F1: 0.7547319690526845 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7616738674430983 VAR: 0.00027608266807704294 F1: 0.759458874771696 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7524772236310698 VAR: 0.00042975286949754275 F1: 0.750503725341495 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7610320591089823 VAR: 0.0005580706980583669 F1: 0.7581398028568649 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7537804076265614 VAR: 0.000641075317446776 F1: 0.7514949843175637 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7617090886321656 VAR: 0.0009920571821962127 F1: 0.7586416075383499 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7531503396888013 VAR: 0.00040920169302908685 F1: 0.7511133423058116 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7478945555868632 VAR: 0.0007554206187864892 F1: 0.745470036434882 SEED: 3800
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7472488337872953 VAR: 0.001217135845314482 F1: 0.7450836688512744 SEED: 3800
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.759697567389875 VAR: 0.0003126287148601128 F1: 0.758265582248645 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7544417832879371 VAR: 0.0007411866608992084 F1: 0.7529883606933665 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7537999749538211 VAR: 0.00023490067603854285 F1: 0.7522358722234652 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7577290942675557 VAR: 0.0003581854971616864 F1: 0.7564888095104497 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7517845402460787 VAR: 0.000740828989441816 F1: 0.7504154268924297 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7577564885257194 VAR: 0.00026629257205825006 F1: 0.7562345972583291 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7570638051407282 VAR: 0.00033421621045316686 F1: 0.7561255407287093 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7517923671769826 VAR: 0.0005657370949116793 F1: 0.7505102781135347 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7531190319651858 VAR: 0.0005112892195265223 F1: 0.7516623922217108 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7544222159606776 VAR: 0.0004944648467080456 F1: 0.7524314162488279 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7557371403525249 VAR: 0.0004076547034807823 F1: 0.7535900500676155 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7491859991859992 VAR: 0.00037654711905373575 F1: 0.747930078146155 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7472292664600357 VAR: 0.0006563065712988769 F1: 0.745031105009888 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7485167965937197 VAR: 0.0006639610529173751 F1: 0.7457904097119636 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7465483234714004 VAR: 0.0007507149280563243 F1: 0.7441754502494046 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7544691775461007 VAR: 0.0005267490988610214 F1: 0.7523275858235823 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7511622992392223 VAR: 0.00041508702263627834 F1: 0.7491970218549502 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7445563695563694 VAR: 0.0007810266728151381 F1: 0.7419198862453339 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7531151184997338 VAR: 0.0001846612370854183 F1: 0.7517795200011653 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7445524560909177 VAR: 0.0005723415656061904 F1: 0.743071794367201 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7564102564102563 VAR: 0.0003886374986305631 F1: 0.7543220584655396 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7439028208258978 VAR: 0.0006480188363010787 F1: 0.741923139843774 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.752469396700166 VAR: 0.000566138200309859 F1: 0.750242946900573 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7544300428915814 VAR: 0.0006151809392399617 F1: 0.7521973355677918 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7505126639742024 VAR: 0.0004146015916816889 F1: 0.7486152323976837 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7505322313014622 VAR: 0.0009358418701034767 F1: 0.7487362245626333 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7399697880467111 VAR: 0.0004341156220041086 F1: 0.7375692056581389 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7544535236842929 VAR: 0.0007528982952871465 F1: 0.7532875507909832 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7610203187126264 VAR: 0.00024492748397158696 F1: 0.7595550783171402 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7551148993456686 VAR: 0.00048568702493125563 F1: 0.7537725353566381 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7491703453241915 VAR: 0.0005354782182641476 F1: 0.7480193595292284 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7577290942675557 VAR: 0.0004424716628467285 F1: 0.7563894976148902 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7597093077862308 VAR: 0.0006507241765819488 F1: 0.7584791920589841 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7472136125982279 VAR: 0.0005186768182634353 F1: 0.7459994915712476 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7590518455903071 VAR: 0.00035006328897349147 F1: 0.757866682364174 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.752461569769262 VAR: 0.0003612910545584488 F1: 0.7513032541406746 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7478593343977958 VAR: 0.0002190994206320543 F1: 0.7441780992874406 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7570911993988917 VAR: 0.0006392641404941738 F1: 0.754354116216167 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7518001941078865 VAR: 0.00040518439044086036 F1: 0.7498984810624091 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7551266397420243 VAR: 0.0002223670742309677 F1: 0.7528964331271233 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7498552017782788 VAR: 0.0003000793383843386 F1: 0.7471516198570279 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7583748160671236 VAR: 0.0005677228652792971 F1: 0.7562450120589714 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7537960614883691 VAR: 0.00024479552810634383 F1: 0.7523057040885437 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7636893021508406 VAR: 0.0003879513465095539 F1: 0.7614647574095756 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7597406155098463 VAR: 0.0007427394395975897 F1: 0.7570974246381035 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.761685607839454 VAR: 0.00012237347412718839 F1: 0.7596480728742934 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.757079459002536 VAR: 0.0003641882638132942 F1: 0.755360312614949 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7577408346639116 VAR: 0.0003585090463270912 F1: 0.7556033500942054 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7571107667261514 VAR: 0.0009348877630360563 F1: 0.7553008699341718 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7537921480229174 VAR: 0.00040205757553006023 F1: 0.7517202799407099 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.752465483234714 VAR: 0.000575651029733436 F1: 0.7503152164731144 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7465600638677563 VAR: 0.0005119599032835689 F1: 0.7445626761709447 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7537960614883692 VAR: 0.0005400873925292747 F1: 0.752149550635331 SEED: 6117
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7472253529945837 VAR: 0.0007901753677619275 F1: 0.7441680326798016 SEED: 6117
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7439184746877054 VAR: 0.0007178634310870909 F1: 0.7427183954604011 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7432531855608778 VAR: 0.0004971212395718627 F1: 0.7420276073163764 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7465600638677561 VAR: 0.0002857645774393724 F1: 0.744799568930711 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.749185999185999 VAR: 0.0007222387726977914 F1: 0.7474889718272036 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7498160671237595 VAR: 0.0003976958031970515 F1: 0.748668387337394 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7511544723083186 VAR: 0.0004654933667680725 F1: 0.7494816811009399 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7425996368304061 VAR: 0.0004110446643614777 F1: 0.7411690213365054 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7531151184997339 VAR: 0.00045068867219623523 F1: 0.7520270859258731 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7563985160139006 VAR: 0.0008004696405546062 F1: 0.7547534516999341 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7550914185529569 VAR: 0.0005359432799869855 F1: 0.7515640965815498 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7517845402460787 VAR: 0.0005229716937511118 F1: 0.7498833653798402 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7465287561441407 VAR: 0.0004959964904140829 F1: 0.7445995413217796 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7505087505087505 VAR: 0.000851940177496551 F1: 0.7479125396902826 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7590361917284993 VAR: 0.0005444902708908695 F1: 0.7569179265833679 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7577134404057481 VAR: 0.0005057015563767198 F1: 0.7547450173663648 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7511505588428666 VAR: 0.0006773848667285603 F1: 0.749155461019977 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7511701261701264 VAR: 0.00048138982153138045 F1: 0.7492567949044752 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.751819761435146 VAR: 0.0004115528843512889 F1: 0.749368892600269 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7491586049278357 VAR: 0.00039952425570861455 F1: 0.7460944300589518 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7458947747409286 VAR: 0.0001858039050410564 F1: 0.7442875719901987 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7478436805359884 VAR: 0.0006579054181544833 F1: 0.7456372597450343 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7531307723615417 VAR: 0.0005425647811970667 F1: 0.7505325496618416 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7524850505619738 VAR: 0.0002626165536507444 F1: 0.7504671654766776 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7498473748473748 VAR: 0.00046680287864153225 F1: 0.7475903404982238 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7432649259572338 VAR: 0.00040627532361089193 F1: 0.7410568931413655 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7498317209855672 VAR: 0.0003967722959228925 F1: 0.7481776643008865 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7452373125450049 VAR: 0.0004303410961540245 F1: 0.743244090297169 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7603706834476065 VAR: 0.0006787971743039147 F1: 0.7590382646986678 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7537764941611095 VAR: 0.0003725400163965986 F1: 0.7525255648853734 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7656382079459004 VAR: 0.0003107800462689166 F1: 0.7640353956429139 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7583826429980276 VAR: 0.0008392745891933094 F1: 0.7569643668601483 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7564102564102564 VAR: 0.0006072380109216052 F1: 0.7551877287846068 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7630005322313015 VAR: 0.00028859752406532193 F1: 0.761337229252164 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7577447481293635 VAR: 0.00034904782916742456 F1: 0.7565506439955755 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.747855420932344 VAR: 0.00029953074749610614 F1: 0.7464974989491435 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7603628565167027 VAR: 0.00036985991558484573 F1: 0.7587699929379025 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7531385992924454 VAR: 0.000702297080399857 F1: 0.7496152604218468 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7603706834476065 VAR: 0.0002097304623085328 F1: 0.7583399201425081 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.759055759055759 VAR: 0.00015385698574414322 F1: 0.7567417302022894 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7511662127046742 VAR: 0.0007091213856451685 F1: 0.749014589534682 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7485324504555274 VAR: 0.0005385883395940401 F1: 0.7456274470346584 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.759051845590307 VAR: 0.0003109743963072091 F1: 0.7570722148478253 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7603745969130585 VAR: 0.0007997278329537568 F1: 0.7585470388263453 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7577408346639117 VAR: 0.00045993578269432983 F1: 0.7559351702002092 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7577682289220751 VAR: 0.000518196502589602 F1: 0.7551919283392162 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7590557590557592 VAR: 0.0006747867635610179 F1: 0.7565275712548485 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7623548104317335 VAR: 0.00028593653663795037 F1: 0.7600833435792607 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7524615697692619 VAR: 0.0006473158680774644 F1: 0.7500808004273548 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7557762750070443 VAR: 0.0011366428287771244 F1: 0.752964147519419 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7518080210387903 VAR: 0.0005101015861089123 F1: 0.7497584525791827 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7564376506684201 VAR: 0.0008736973656368312 F1: 0.7544897967960751 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7478828151905075 VAR: 0.0004885597298471522 F1: 0.7461925104033706 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7491938261169031 VAR: 0.0003811004234260584 F1: 0.7474740829658829 SEED: 19254
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7524811370965216 VAR: 0.0009024524416334557 F1: 0.7501097514398954 SEED: 19254
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7550992454838608 VAR: 0.00046898505128583224 F1: 0.7535641861317633 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7577447481293635 VAR: 0.0002884751248922683 F1: 0.7562971569485489 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7597406155098463 VAR: 0.00034592793673237716 F1: 0.7578848015514998 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.757713440405748 VAR: 0.0006085218238695927 F1: 0.7557677385630515 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7544496102188409 VAR: 0.0004975140441252238 F1: 0.7531471859981818 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7557801884724963 VAR: 0.00036237390129662754 F1: 0.7541402845706302 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7524693967001659 VAR: 0.0004049748783428424 F1: 0.7508810402193705 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7577251808021039 VAR: 0.0004228541323226718 F1: 0.7565604942303109 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7610242321780782 VAR: 0.0005651065063792381 F1: 0.7595866061647318 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7557567076797846 VAR: 0.0003576396630115867 F1: 0.7535377818374686 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7610085783162707 VAR: 0.0005087574312262628 F1: 0.7586998745355402 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7531307723615415 VAR: 0.0007993251654039699 F1: 0.7510240595970413 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7485324504555273 VAR: 0.0005076516729311673 F1: 0.7458255402421309 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7564102564102565 VAR: 0.00015521896753337898 F1: 0.7548705665699936 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7498238940546632 VAR: 0.00040844052700046794 F1: 0.748149637547354 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7544691775461007 VAR: 0.0005182252645574441 F1: 0.7522698938951023 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7498669421746347 VAR: 0.0007237139951633975 F1: 0.7477977997904182 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7491664318587395 VAR: 0.00044881075155041804 F1: 0.7457791106860356 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7544261294261294 VAR: 0.0004925315156257778 F1: 0.7518488463514952 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7485246235246237 VAR: 0.0001298970719452712 F1: 0.7470205534046065 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7458752074136689 VAR: 0.00022663046164309334 F1: 0.7445349210840606 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7406115963808271 VAR: 0.0006558249997776718 F1: 0.7387527242826063 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7550835916220531 VAR: 0.00029704184178900786 F1: 0.7528435461926045 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7511427319119627 VAR: 0.000604323066651447 F1: 0.749112311342807 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.749201653047807 VAR: 0.00035434533031364265 F1: 0.7475652913037013 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7597367020443945 VAR: 0.000393564647323982 F1: 0.7574438167135222 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7452490529413606 VAR: 0.0005027486610116123 F1: 0.7430413330504441 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7583904699289314 VAR: 0.0006875141640592602 F1: 0.7568542835558723 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7656342944804483 VAR: 0.0001412559357436088 F1: 0.764078204137796 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7649807457499765 VAR: 0.00014584247412563099 F1: 0.7636806279248552 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7610203187126264 VAR: 0.00015887617886074177 F1: 0.7597315695666645 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7603745969130585 VAR: 0.0005831711663136426 F1: 0.7589846484079299 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7689294323909709 VAR: 0.0003103401014935015 F1: 0.7674977772226342 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7656382079459003 VAR: 0.00019369917242015604 F1: 0.7643939007257772 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7583982968598354 VAR: 0.0003462317292745033 F1: 0.757105892801222 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7603589430512508 VAR: 0.0007541119033040435 F1: 0.7588825576610305 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7557449672834289 VAR: 0.000480365877097953 F1: 0.7536147026012352 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7590518455903071 VAR: 0.0003270930441639423 F1: 0.7567376696830774 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7603785103785106 VAR: 0.00017529849673790523 F1: 0.7583212325906123 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7544848314079083 VAR: 0.0006444330244913286 F1: 0.7531959769086521 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7590714129175667 VAR: 0.0007542601239242636 F1: 0.7560915851313551 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7531072915688299 VAR: 0.0003293016814943061 F1: 0.7511187313059916 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7544652640806487 VAR: 0.0003176770681400614 F1: 0.7527988807068812 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7452451394759088 VAR: 0.0008314890093614331 F1: 0.7436767623727489 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7505204909051062 VAR: 0.0006761732190587804 F1: 0.74777133794981 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7643037162267929 VAR: 0.000270010492885361 F1: 0.7621940044512846 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7603824238439623 VAR: 0.00043832405843614023 F1: 0.7582166324180336 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7577408346639116 VAR: 0.00042881331188137224 F1: 0.7558182053809143 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7551188128111206 VAR: 0.00024087688611281382 F1: 0.7532592826908939 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7590635859866628 VAR: 0.00036036604639352963 F1: 0.7564778264918384 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7550835916220531 VAR: 0.00046154963845754314 F1: 0.7527366005875711 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7597249616480385 VAR: 0.000266196821353806 F1: 0.7577506811008408 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7537999749538211 VAR: 0.0005852142768344037 F1: 0.7514495959055018 SEED: 26642
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7478710747941517 VAR: 0.0004233443109929324 F1: 0.7462051006877697 SEED: 26642
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7537725806956577 VAR: 0.0007073625867170696 F1: 0.752359573319538 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7577408346639115 VAR: 0.0003276652817392597 F1: 0.7563147156898444 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7525046178892334 VAR: 0.0003560314738767556 F1: 0.7507046024009842 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7564141698757083 VAR: 0.0006461431516761895 F1: 0.7552547769919309 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.755091418552957 VAR: 0.0004659177206578303 F1: 0.7538443134065673 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.756429823737516 VAR: 0.00030914588253479935 F1: 0.7551266574212038 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7584061237907391 VAR: 0.0003898226203534307 F1: 0.7567890348940867 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7518041075733384 VAR: 0.0005770464293149145 F1: 0.750338834227628 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7616699539776461 VAR: 0.0004980667701206537 F1: 0.7604109519871732 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7518119345042423 VAR: 0.0006487043451831897 F1: 0.7492990394606486 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7531072915688299 VAR: 0.0004767618095556863 F1: 0.7505629932906362 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7577525750602674 VAR: 0.0003611548716947377 F1: 0.7561000358943396 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7445759368836291 VAR: 0.0002641476153787315 F1: 0.7429177977465341 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7557567076797846 VAR: 0.00037320089841806576 F1: 0.7536879696796046 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7491625183932876 VAR: 0.0005518509454853629 F1: 0.7466354431132773 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7557684480761403 VAR: 0.0004298002241325632 F1: 0.7543634687103753 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7498669421746345 VAR: 0.0005672655224232285 F1: 0.747668863883582 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7366355154816693 VAR: 0.001162270324102355 F1: 0.7345271232118937 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7491781722550954 VAR: 0.00021777486922056397 F1: 0.7465300144398475 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7564259102720642 VAR: 0.00035768570053838793 F1: 0.7547461178031202 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7531464262233493 VAR: 0.0003486942928172317 F1: 0.7518191655933042 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7419421746344823 VAR: 0.0010636217365330891 F1: 0.7386157092905226 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7551188128111205 VAR: 0.00045132517240044763 F1: 0.7530286605875169 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7610320591089823 VAR: 0.0002540691951817758 F1: 0.7593382492228999 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7459026016718323 VAR: 0.0003527797787285827 F1: 0.7435530107094815 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7452490529413607 VAR: 0.00032463057251248443 F1: 0.7430670301027567 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7472253529945836 VAR: 0.000604555367784687 F1: 0.7454052404666326 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7524615697692619 VAR: 0.0006789957513406761 F1: 0.750955243767654 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7564141698757083 VAR: 0.00042568459788430225 F1: 0.7552101152215344 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7695868945868946 VAR: 0.0002680680951976832 F1: 0.7683705683735753 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7603589430512507 VAR: 0.0002865316245093389 F1: 0.7590135137687404 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7524576563038101 VAR: 0.0010009409546085342 F1: 0.7510855055191983 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7649885726808804 VAR: 0.0005725315354938967 F1: 0.7639749700362306 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7544613506151967 VAR: 0.000685671345878988 F1: 0.7529584653538186 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7518158479696941 VAR: 0.0004143019342467607 F1: 0.7505752881933145 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7557645346106885 VAR: 0.00041016734776623775 F1: 0.7544511646662075 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7597249616480386 VAR: 0.0006318858534060601 F1: 0.7566389582411073 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7623430700353776 VAR: 0.0002916439034835209 F1: 0.7604115630549408 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.768921605460067 VAR: 0.00023560566587012022 F1: 0.767076659889182 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7616973482358097 VAR: 0.0006149197842476072 F1: 0.7598356386713786 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7485246235246233 VAR: 0.0006436036445091592 F1: 0.7452656052032888 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7649729188190727 VAR: 0.00023508951260057306 F1: 0.7632165831931192 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7597249616480386 VAR: 0.00043792782327532764 F1: 0.7575513164599712 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7590988071757302 VAR: 0.0009222127099318944 F1: 0.7572922026522084 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7577604019911712 VAR: 0.00058333846968782 F1: 0.7547131477130105 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7544339563570333 VAR: 0.0005500735845205092 F1: 0.7524793084390845 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7577369211984597 VAR: 0.0005942584607755725 F1: 0.7549968605771002 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7531268588960897 VAR: 0.0006457289058262487 F1: 0.7510803632407533 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7557723615415923 VAR: 0.0005214095727735067 F1: 0.7537487753231047 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7577408346639116 VAR: 0.00024985910470686504 F1: 0.7555965601069587 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7577447481293635 VAR: 0.00048113252597241113 F1: 0.7560834524374195 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7412925393694625 VAR: 0.0008090286998454208 F1: 0.7385903765218981 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7584139507216431 VAR: 0.0005654051836406077 F1: 0.7563120617171483 SEED: 13807
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7577604019911712 VAR: 0.0004901568613990312 F1: 0.7562181885923993 SEED: 13807
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7584178641870949 VAR: 0.0003223343628007996 F1: 0.7570412093043805 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7577369211984597 VAR: 0.0003991856057443332 F1: 0.7566608879371066 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7636814752199368 VAR: 0.00042956544193500316 F1: 0.7622357685636523 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.757083372467988 VAR: 0.0005738901479365262 F1: 0.7558276254712588 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7597093077862309 VAR: 0.00045286425929944106 F1: 0.7584593160376039 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7531346858269935 VAR: 0.00042411809675611047 F1: 0.7513884023048246 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7498082401928554 VAR: 0.0003567575068094056 F1: 0.7483621449823802 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7557567076797846 VAR: 0.0009352634145521519 F1: 0.7547157657991028 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.757075545537084 VAR: 0.0009899853097076112 F1: 0.7557875812494089 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.755095332018409 VAR: 0.0004479534059914233 F1: 0.7527571505993939 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7551031589493128 VAR: 0.0004285149409242393 F1: 0.7529702057628332 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7491820857205472 VAR: 0.0006040773493926297 F1: 0.7469723067576789 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7511662127046743 VAR: 0.000623999101284746 F1: 0.748563819872501 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7570911993988917 VAR: 0.000414090737475439 F1: 0.7544397534479645 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7583943833943834 VAR: 0.00032438978675188214 F1: 0.7558145642134454 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7491859991859992 VAR: 0.00022880828476722846 F1: 0.7469404176093027 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7498591152437306 VAR: 0.0009674077775601494 F1: 0.747954583914014 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7511662127046742 VAR: 0.0006232558846844075 F1: 0.7487627324091285 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7557488807488808 VAR: 0.00022990693680402833 F1: 0.7528310753941909 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7524772236310696 VAR: 0.00043734768305069797 F1: 0.7506911792368742 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7399463072539996 VAR: 0.00033768694376112407 F1: 0.738223087234812 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7439028208258978 VAR: 0.00021193263661949878 F1: 0.7416679525173833 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7491820857205475 VAR: 0.0003630640047422916 F1: 0.7466720060184505 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.754453523684293 VAR: 0.0006339593799375425 F1: 0.7523619925589771 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7458752074136689 VAR: 0.00036630997200123427 F1: 0.7439880066615543 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7478906421214113 VAR: 0.0007498009162135075 F1: 0.7460704490358303 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7472214395291319 VAR: 0.000550760287989145 F1: 0.7454119638083381 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7557488807488808 VAR: 0.0008140106769972415 F1: 0.7543208632401868 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7577408346639116 VAR: 0.0004843924607045543 F1: 0.7561495824822579 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7577486615948154 VAR: 0.00026159460019485636 F1: 0.7561936219066914 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7583904699289314 VAR: 0.0005611662393065854 F1: 0.7572011953434599 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7557567076797846 VAR: 0.000701844883454968 F1: 0.7542168766992813 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.759059672521211 VAR: 0.00033177061616516067 F1: 0.7575478776638507 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7498356344510192 VAR: 0.0001853556287903998 F1: 0.7486354455337119 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7478828151905076 VAR: 0.0003796310820017993 F1: 0.746574480018662 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7583982968598354 VAR: 0.0005485277895587296 F1: 0.7567604277331534 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.754449610218841 VAR: 0.0006279265035794504 F1: 0.7510807894233724 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7577447481293635 VAR: 0.0005902469779678479 F1: 0.7553113689708605 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7590440186594033 VAR: 0.00037725128186387257 F1: 0.7570942380808604 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.755795842334304 VAR: 0.0011663833773950263 F1: 0.7539157683042278 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7590870667793745 VAR: 0.0009192268868613244 F1: 0.7561353462549776 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7551109858802166 VAR: 0.0003536830086622617 F1: 0.752878611203648 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7531464262233494 VAR: 0.0003022892928229212 F1: 0.7506054941367786 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7617051751667137 VAR: 0.0005260027273270445 F1: 0.7596962398836626 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7445994176763409 VAR: 0.0006502855795451772 F1: 0.7428172926145387 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.759701480855327 VAR: 0.0003872525440235618 F1: 0.75766089016729 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7564180833411602 VAR: 0.00027804068728080086 F1: 0.7538488386042838 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7570833724679878 VAR: 0.00030934914602638483 F1: 0.7554104314429284 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7557606211452366 VAR: 0.0003790377400645607 F1: 0.7531444336861972 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7524850505619737 VAR: 0.00043379014312201183 F1: 0.750718566295414 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7577330077330079 VAR: 0.0001913468784027 F1: 0.7557286216349977 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7459182555336402 VAR: 0.0005096349928648895 F1: 0.7444624492562771 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7465835446604677 VAR: 0.0009141233375578911 F1: 0.7443459841871605 SEED: 4900
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7485481043173351 VAR: 0.0010686450647568865 F1: 0.7463924385067195 SEED: 4900
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7544261294261294 VAR: 0.0007031656060634976 F1: 0.7529516075818087 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7465248426786888 VAR: 0.00028955647073968535 F1: 0.7449943541657701 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7498630287091825 VAR: 0.0006544712575724085 F1: 0.7481886534513171 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7465365830750446 VAR: 0.0005723820896567274 F1: 0.744779255451605 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.755091418552957 VAR: 0.0003258666019995203 F1: 0.7535925699543834 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7511583857737704 VAR: 0.0007598993993379794 F1: 0.7496936879054429 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7445602830218214 VAR: 0.0003591101071310973 F1: 0.7431133344538208 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7563946025484487 VAR: 0.0005073123490975632 F1: 0.7551082745283592 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7517923671769826 VAR: 0.0006528103228479879 F1: 0.7505170651372677 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7518197614351462 VAR: 0.00038765361879131773 F1: 0.7500125306522061 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.758363075670768 VAR: 0.00027082170902628335 F1: 0.7558809098195094 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7597327885789424 VAR: 0.00040313435744434694 F1: 0.7576837500994293 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7524928774928775 VAR: 0.0005326811398643353 F1: 0.7504672710396927 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7590401051939514 VAR: 0.00025491667774434296 F1: 0.7571354519580651 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7524772236310697 VAR: 0.000446986342254782 F1: 0.74953270423826 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7472096991327759 VAR: 0.00023044119265397457 F1: 0.7457065622320969 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7505126639742025 VAR: 0.00043775764064132194 F1: 0.7483958143191922 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7491820857205471 VAR: 0.0004564314171811646 F1: 0.746714088985453 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.749839547916471 VAR: 0.000517374443278694 F1: 0.7477225389459066 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7504696158542312 VAR: 0.0005138932037354128 F1: 0.7481443921378624 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7471862183400646 VAR: 0.0006782525347403371 F1: 0.7455253555811276 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7531346858269935 VAR: 0.00034668352802388354 F1: 0.7505446059797343 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7524811370965218 VAR: 0.0002099774660451439 F1: 0.7507561534882172 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7505087505087505 VAR: 0.0005487747932953393 F1: 0.7480284380376154 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7452412260104568 VAR: 0.00032816774320941873 F1: 0.7432320630213164 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7452490529413607 VAR: 0.00023857926740163964 F1: 0.7432494712274542 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7570872859334398 VAR: 0.0003372168280183785 F1: 0.7552254482085549 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7472096991327759 VAR: 0.0006739364017386244 F1: 0.7457407767765245 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7597093077862307 VAR: 0.00040748118213059534 F1: 0.7585702200741455 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7629966187658495 VAR: 7.227616033997032e-05 F1: 0.7616289199774349 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7524498293729063 VAR: 0.00039760988485861037 F1: 0.7508839912941102 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7597014808553271 VAR: 0.0004658019376562943 F1: 0.7586590785571593 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7643115431576969 VAR: 0.00019642806749684138 F1: 0.7632416002470195 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7412690585767508 VAR: 0.00033252669754344643 F1: 0.7400216105846548 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7564141698757083 VAR: 0.00046551670715092204 F1: 0.7552753363309832 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7603785103785102 VAR: 0.0003242450579999619 F1: 0.7590339182821739 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7465483234714004 VAR: 0.000712926664440634 F1: 0.7428910062154856 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7590401051939514 VAR: 0.00027872304122927307 F1: 0.7569047341080165 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7643232835540528 VAR: 0.00023004207823333479 F1: 0.7621591417435405 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7597288751134905 VAR: 0.0006225020086966268 F1: 0.7577767508275376 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7531503396888013 VAR: 0.0008760387552234541 F1: 0.7502696698735742 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7498473748473747 VAR: 0.0002961867016205183 F1: 0.747846411015154 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7564180833411602 VAR: 0.0006811463746485779 F1: 0.7545951454408624 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7564180833411603 VAR: 0.0006258459320505213 F1: 0.7546833478441776 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7564415641338719 VAR: 0.0009577066629221689 F1: 0.7543995141164292 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7524615697692619 VAR: 0.000686776369043915 F1: 0.7491966813661676 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7577369211984597 VAR: 0.00023597843812638833 F1: 0.7561354328794861 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.761039886039886 VAR: 0.0005619740554704778 F1: 0.7591937667940586 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7564454775993238 VAR: 0.0006605585641933917 F1: 0.7540859597201656 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7550796781566012 VAR: 0.00029953773123270747 F1: 0.7537208189575021 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7570755455370839 VAR: 0.00010160136041267813 F1: 0.7544967039003772 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7445915907454369 VAR: 0.00018678971459699353 F1: 0.7428324488848889 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7518275883660499 VAR: 0.0006177107059322586 F1: 0.7488415449372785 SEED: 13847
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.751174039635578 VAR: 0.0008143272117956218 F1: 0.7493517616452905 SEED: 13847
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7419304342381267 VAR: 0.00036099939166410233 F1: 0.7404314385812498 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7551305532074764 VAR: 0.000531652937802016 F1: 0.7534980390928542 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7570911993988917 VAR: 0.000515238767617552 F1: 0.7550932793239575 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7465326696095926 VAR: 0.0002463529013682781 F1: 0.7451462247115556 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7630240130240131 VAR: 0.0005425287598188118 F1: 0.7615546182400066 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7610164052471745 VAR: 0.00034778175123475216 F1: 0.7597924244822128 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.748505056197364 VAR: 0.0005141956485388969 F1: 0.7472240762754094 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7524459159074544 VAR: 0.0007276143201635629 F1: 0.7513036626559918 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7564063429448044 VAR: 0.0005091536663870748 F1: 0.7551122291389682 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7472057856673242 VAR: 0.0002631618058227942 F1: 0.7447666398290332 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7583826429980276 VAR: 0.0008470552068965487 F1: 0.7560969482878722 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7458908612754767 VAR: 0.00042090318874678456 F1: 0.7438743705844202 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7406624714317022 VAR: 0.0006244068228544418 F1: 0.738094766431086 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7616777809085501 VAR: 0.0006326513076939952 F1: 0.7596653291984125 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7537686672302056 VAR: 0.0004615187629904672 F1: 0.751117743209787 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7524850505619737 VAR: 0.00029392482861378597 F1: 0.7508344337125921 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.753811715350177 VAR: 0.0005566443617489663 F1: 0.7516983273002873 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7452412260104567 VAR: 0.00031214199742772835 F1: 0.7423068908076449 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7518001941078863 VAR: 0.0004540977464613108 F1: 0.7497687301454717 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7485246235246235 VAR: 0.0007308626765955555 F1: 0.7461552641110168 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7458830343445729 VAR: 0.0004948475738520129 F1: 0.7434527726261656 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7485324504555275 VAR: 0.00037538117197609573 F1: 0.7461814792190558 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7590322782630475 VAR: 0.0004691180179550571 F1: 0.7566289762552023 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.743249272095426 VAR: 0.0007187753600610967 F1: 0.7408109605202347 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7399697880467111 VAR: 0.0005513823000029539 F1: 0.7381871336721678 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7439380420149652 VAR: 0.0008336548253594831 F1: 0.7412596364754322 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7491899126514512 VAR: 0.00028249508601503744 F1: 0.746977122956305 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7531151184997339 VAR: 0.000286645385902911 F1: 0.7517515946666784 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7590518455903071 VAR: 0.00046770157527250455 F1: 0.7575742698867286 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7603824238439623 VAR: 0.00039997838237019535 F1: 0.758910810442239 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7504891831814908 VAR: 0.00028735974864413594 F1: 0.7488820162662044 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7524459159074542 VAR: 0.00040860899433074543 F1: 0.7510365344795661 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7570755455370839 VAR: 0.0008040866035052434 F1: 0.7557427989352928 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7551109858802167 VAR: 0.0005804357469567123 F1: 0.7540348085936955 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.748505056197364 VAR: 0.0003600697276747834 F1: 0.7473623210640175 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7537804076265614 VAR: 0.0004954732308862391 F1: 0.7524775748151722 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7524811370965216 VAR: 0.0006226289105419629 F1: 0.7492221119461402 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7570677186061802 VAR: 0.00023768706442048903 F1: 0.7554919276843131 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7550914185529569 VAR: 0.0003553168354617177 F1: 0.7527178613278388 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7551305532074762 VAR: 0.0006094591148344095 F1: 0.7528342339170819 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7577564885257193 VAR: 0.0005463948093748705 F1: 0.755799671297496 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.766949218872296 VAR: 0.00018770237870116799 F1: 0.7650293542284186 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7472175260636801 VAR: 0.0005374476013550939 F1: 0.7455612246104999 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7571107667261514 VAR: 0.001424509265889887 F1: 0.7544340195288813 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7485441908518831 VAR: 0.0007754263286699294 F1: 0.7459582228009852 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7537960614883692 VAR: 0.00019783311566178079 F1: 0.751879452290801 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7511740396355782 VAR: 0.0006541858126540704 F1: 0.7493803964712806 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7511583857737705 VAR: 0.00023776189454555603 F1: 0.7495012364845901 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7504852697160389 VAR: 0.0009021659246502888 F1: 0.7476234895305047 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7557606211452366 VAR: 0.00017683458185537696 F1: 0.7540673520153262 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.759055759055759 VAR: 0.0005037060761647917 F1: 0.7568873696457626 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7617130020976174 VAR: 0.00040633468537199673 F1: 0.7603463907350204 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7570872859334398 VAR: 0.000695125242367394 F1: 0.7551112082870708 SEED: 16676
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7511701261701262 VAR: 0.00038802240909250696 F1: 0.7491581755272847 SEED: 16676
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.743249272095426 VAR: 0.00025008025636588367 F1: 0.7420421960388628 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7597053943207789 VAR: 0.0001663986739835723 F1: 0.7580373267525038 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7504970101123948 VAR: 0.00039831294497349415 F1: 0.7487678101083437 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7445720234181772 VAR: 0.0007256177066259603 F1: 0.7431125546205807 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7603550295857988 VAR: 0.0003185190372263657 F1: 0.7591222164944712 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7504930966469429 VAR: 0.0005558278771751686 F1: 0.7489482902329687 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7485128831282677 VAR: 0.0005256112092514782 F1: 0.7472423089778156 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7517962806424344 VAR: 0.0003293838935514814 F1: 0.7503859792524338 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.754449610218841 VAR: 0.00044137748285178743 F1: 0.7531172628643974 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7537686672302057 VAR: 0.00046818455579319924 F1: 0.752028556961006 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7603863373094142 VAR: 0.0006236363145465978 F1: 0.7582705495886426 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7406037694499232 VAR: 0.0005517544596507489 F1: 0.7380441806671656 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7518315018315019 VAR: 0.0006399756546059947 F1: 0.7493164745426066 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7498199805892114 VAR: 0.0007062800156527057 F1: 0.7475099968734218 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.759055759055759 VAR: 0.000246852789882848 F1: 0.7571542653893374 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7550992454838609 VAR: 0.0002813212056576621 F1: 0.7529706202184192 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7505126639742026 VAR: 0.00046888011145428034 F1: 0.7486546868206811 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7505165774396544 VAR: 0.0006617715289713903 F1: 0.7481434246370845 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7491899126514512 VAR: 0.0004219887922230945 F1: 0.747014815216625 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7550875050875051 VAR: 0.0002015501175761799 F1: 0.7533066337894059 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7478319401396323 VAR: 0.0008875164344352731 F1: 0.7461432408633708 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7458791208791209 VAR: 0.00030979340969153937 F1: 0.7438096633634144 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7577330077330079 VAR: 0.00034695923246748974 F1: 0.7553299757405836 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7491703453241914 VAR: 0.0006569952351146275 F1: 0.7471326643139827 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.75052831783601 VAR: 0.0006257767991842601 F1: 0.748829679098902 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7472370933909396 VAR: 0.00046628216143885674 F1: 0.7455474952713562 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7551031589493128 VAR: 0.0003729357921010558 F1: 0.7528485681008956 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7570520647443725 VAR: 0.0007210496077589986 F1: 0.7556688992825495 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7577408346639116 VAR: 0.0005466374023304707 F1: 0.7562582135522611 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7583904699289314 VAR: 0.0004664052957420785 F1: 0.7568102544309786 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.752465483234714 VAR: 0.0004433805287783656 F1: 0.7510316693131143 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7557606211452366 VAR: 0.0004513858512697723 F1: 0.7542667162709192 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.759705394320779 VAR: 0.0005243070883325868 F1: 0.7583120613644521 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7518197614351461 VAR: 0.00030225262820576793 F1: 0.7502378321680259 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7537843210920134 VAR: 0.00033746805875345805 F1: 0.7521956171682579 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7531190319651858 VAR: 0.0008234429484065223 F1: 0.7517933620004337 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7557801884724963 VAR: 0.0008136497280845157 F1: 0.753583651943747 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7623313296390221 VAR: 0.00028947747487699727 F1: 0.7606268757729097 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7623704642935413 VAR: 0.0006923712609737088 F1: 0.7602526234995448 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7663230643999875 VAR: 0.0008907393369851791 F1: 0.7644386885854559 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7610242321780784 VAR: 0.0004133728828659149 F1: 0.7583720110263972 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7649846592154286 VAR: 0.0003385277488913276 F1: 0.7628158767873001 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7610359725744341 VAR: 0.00045688854562426725 F1: 0.7592249193698993 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.757083372467988 VAR: 0.000611399705327091 F1: 0.7552316371724574 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.76104771297079 VAR: 0.0006208990267338228 F1: 0.7589538387676735 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7702287029210106 VAR: 0.0003007700544384775 F1: 0.768010174814529 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7682406624714317 VAR: 0.0003441810836695153 F1: 0.7658560440828652 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7445563695563696 VAR: 0.00024323503054119315 F1: 0.7427821924505785 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.754449610218841 VAR: 0.0002705755016806881 F1: 0.7527772103054464 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7630200995585612 VAR: 0.0004273556100181153 F1: 0.760665416513084 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7616816943740021 VAR: 0.00048227203899440927 F1: 0.7594921995377379 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7643428508813125 VAR: 0.00046230161535905503 F1: 0.7615804473721307 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7511701261701261 VAR: 0.0006370021755961704 F1: 0.7490966015751171 SEED: 19284
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7531385992924454 VAR: 0.0004377560784897151 F1: 0.750871846253348 SEED: 19284
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7465326696095926 VAR: 0.0002534832045462222 F1: 0.7451353113517425 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7590714129175667 VAR: 0.0005203770824518693 F1: 0.7575289566761582 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7564415641338719 VAR: 0.0007553177005629008 F1: 0.7548899393186107 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7498356344510191 VAR: 0.0006283863274998376 F1: 0.7482075844855943 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7551070724147647 VAR: 0.0006519354873170679 F1: 0.7537465734237427 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7564180833411602 VAR: 0.0003854829019254771 F1: 0.754973348784859 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7465404965404966 VAR: 0.00017109771791179579 F1: 0.7448481735675135 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7597053943207789 VAR: 0.0008854670753080797 F1: 0.7584086043476213 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7465209292132369 VAR: 0.0007590082377912351 F1: 0.7449841700438173 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7504891831814908 VAR: 0.0004183296205486157 F1: 0.7478530749266166 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7564219968066123 VAR: 0.00046856333161251096 F1: 0.7539565398150896 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7537764941611096 VAR: 0.000894770423264065 F1: 0.7512731768411726 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7478906421214114 VAR: 0.000492668923706438 F1: 0.745700643652007 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7544300428915813 VAR: 0.0006221254382678206 F1: 0.7524537966626336 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7511231645847031 VAR: 0.0006687897554290642 F1: 0.7488922826963474 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7485207100591715 VAR: 0.0003340802726328445 F1: 0.7465301608325676 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.749197739582355 VAR: 0.0003636467791833571 F1: 0.7470980087890048 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.746571804264112 VAR: 0.0006308343109608911 F1: 0.7438806729581692 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7498552017782787 VAR: 0.00039381835912338033 F1: 0.7478259674433919 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7491703453241915 VAR: 0.00040801546861096526 F1: 0.7474715834492245 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7485207100591715 VAR: 0.0003652956455208447 F1: 0.7463188523491591 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7544652640806487 VAR: 0.0005121925107210484 F1: 0.752095513202438 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7531033781033779 VAR: 0.00040893796508114245 F1: 0.750825406221095 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7504852697160388 VAR: 0.00040457799994313295 F1: 0.7481904250451495 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7472018722018722 VAR: 0.000334878378952429 F1: 0.7454401048654318 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7426113772267618 VAR: 0.0003969054463746607 F1: 0.7408069781798962 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.744587677279985 VAR: 0.000585922084664959 F1: 0.7416402081613284 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7524733101656179 VAR: 0.0005193015870153769 F1: 0.7509557589012787 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7583943833943834 VAR: 0.00045721770015720576 F1: 0.7568744908098854 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7623469835008296 VAR: 0.0005490102187317973 F1: 0.7610919511176283 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7498356344510191 VAR: 0.00034245441605586387 F1: 0.7481916919172598 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.757075545537084 VAR: 0.00038976292165766467 F1: 0.7554102149026719 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.761685607839454 VAR: 0.00040470536124482214 F1: 0.7602168441075647 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.754449610218841 VAR: 0.00048288182946916685 F1: 0.7533287238032159 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7504774427851352 VAR: 0.0005050948289443306 F1: 0.7492397578127719 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7590401051939514 VAR: 0.00027872304122927307 F1: 0.7573971757630232 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7571029397952476 VAR: 0.0006108027489998581 F1: 0.7538756564076394 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7590440186594033 VAR: 0.00038503189956711246 F1: 0.7571154063013581 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7649768322845245 VAR: 0.00018666860190173648 F1: 0.7625773785613703 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7617208290285213 VAR: 0.0005665829540617904 F1: 0.7593953909452921 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7498473748473748 VAR: 0.00044346102553181427 F1: 0.7467138889461409 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.766295670141824 VAR: 0.00033452328045062766 F1: 0.7639698522736297 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7485481043173352 VAR: 0.0007368655657688558 F1: 0.7468356193847717 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7524889640274258 VAR: 0.0004713324750659218 F1: 0.7507835089081136 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7518315018315019 VAR: 0.00036681791631723424 F1: 0.7492781491832288 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7597171347171348 VAR: 0.0005731259801263876 F1: 0.7578215381214024 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7531307723615418 VAR: 0.0005350628697189546 F1: 0.7508657885841705 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7531229454306377 VAR: 0.0002677024291997089 F1: 0.7504662844015404 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7544652640806487 VAR: 0.0004808842357580059 F1: 0.7517854939173938 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7623587238971856 VAR: 0.0008211753475105619 F1: 0.7604993265182978 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7656382079459004 VAR: 0.000505295488849903 F1: 0.7634340892507221 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7485637581791429 VAR: 0.0012109710437215725 F1: 0.7466257725208757 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7557841019379482 VAR: 0.0010377152899393425 F1: 0.7536461108438269 SEED: 11429
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7524928774928774 VAR: 0.0006173389138495476 F1: 0.7503325982823487 SEED: 11429
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7577173538712 VAR: 0.0005725602974617391 F1: 0.7562686627902759 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7511349049810588 VAR: 0.0002576388953886652 F1: 0.7495701846048385 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7577643154566231 VAR: 0.0004105770296830502 F1: 0.7560367822634696 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7563906890829968 VAR: 0.0013502181137581017 F1: 0.7550480648469562 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7583904699289316 VAR: 0.00035775535412185214 F1: 0.7571779555639008 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7551227262765724 VAR: 0.0004115052234120319 F1: 0.753595282625791 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7485089696628158 VAR: 0.0007786147719931885 F1: 0.7471816308544401 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7544222159606774 VAR: 0.000596077387225369 F1: 0.7529601293588095 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7537764941611096 VAR: 0.0005368620089150485 F1: 0.752135978488423 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.752465483234714 VAR: 0.0006850441879539995 F1: 0.7503442958233287 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7577330077330078 VAR: 0.0005901093248438003 F1: 0.7550974898501543 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7518041075733384 VAR: 0.0005520323388544365 F1: 0.7494857555528147 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7458869478100247 VAR: 0.0006792513928567664 F1: 0.7427476828922778 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7544535236842929 VAR: 0.000245207201000695 F1: 0.7522846518429344 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7656186406186405 VAR: 0.0003822010970708214 F1: 0.763515828085184 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7505165774396544 VAR: 0.00046725608639040437 F1: 0.7488608767610595 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7564415641338719 VAR: 0.0004208440413986452 F1: 0.7545672525476256 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7452490529413606 VAR: 0.0005264621224214992 F1: 0.7426251703587571 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7577486615948155 VAR: 0.0005580012895182928 F1: 0.7557401391757813 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7517962806424344 VAR: 0.00015061549052705874 F1: 0.7499815834750423 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7498356344510191 VAR: 0.00044127989432192114 F1: 0.7474263748132969 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7498395479164709 VAR: 0.000238201226712497 F1: 0.7482816220233297 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7511505588428666 VAR: 0.00024945089305038995 F1: 0.7492341252334993 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7511466453774145 VAR: 0.0006811506016470461 F1: 0.7491774301941005 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7465639773332081 VAR: 0.00023739488080893977 F1: 0.7447727734518303 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7472370933909396 VAR: 0.0005129658676582943 F1: 0.7448744340811254 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.74260746376131 VAR: 0.0006475402665613937 F1: 0.7401971492660624 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7498238940546632 VAR: 0.000338414967671312 F1: 0.7487106783644152 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7630122726276573 VAR: 0.00025971867052657777 F1: 0.7616748271081709 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7570911993988916 VAR: 0.0003680573457812977 F1: 0.755701171721753 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.747855420932344 VAR: 0.0003221293840054869 F1: 0.7464989387765266 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7630122726276573 VAR: 0.00019747372890066266 F1: 0.761535143723392 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7544456967533891 VAR: 0.00043757422566428645 F1: 0.7532458559705998 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7491820857205471 VAR: 0.00013742609134834667 F1: 0.7479472689997333 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7616973482358097 VAR: 0.0004517126166296631 F1: 0.760290168822401 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7524693967001661 VAR: 0.00036514276907622317 F1: 0.7508227199590298 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7551188128111206 VAR: 0.00041214337765912415 F1: 0.7520877865537242 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7676184214645754 VAR: 0.0003603392447728037 F1: 0.7656528201084767 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7616699539776463 VAR: 0.0004194244744128796 F1: 0.7595149497890679 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7518315018315017 VAR: 0.000623671202599179 F1: 0.749358954962132 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7597445289752981 VAR: 0.0006009920693363496 F1: 0.7574161934287501 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.758406123790739 VAR: 0.0005921186806376562 F1: 0.7559666499971072 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7524811370965216 VAR: 0.0005225957053003553 F1: 0.7509212296718594 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7623391565699258 VAR: 0.00045712507375597795 F1: 0.7606759314431006 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7518471556933096 VAR: 0.0014434584405690993 F1: 0.7485826137072853 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7616856078394539 VAR: 0.00019267773968147033 F1: 0.7594978518895871 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7564415641338718 VAR: 0.00028885224666870134 F1: 0.7547338927752496 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7550992454838609 VAR: 0.0008198560645319464 F1: 0.7529401014531103 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7531385992924454 VAR: 0.0009593361708318854 F1: 0.7507562653369741 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7564259102720641 VAR: 0.0002412551412149228 F1: 0.7540503419980588 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7531307723615418 VAR: 0.00022383816158937618 F1: 0.7509588820159148 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7570990263297955 VAR: 0.0005425456678126859 F1: 0.7556663967126268 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7492094799787109 VAR: 0.0004989495083008841 F1: 0.7471226019525469 SEED: 8016
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7432766663535896 VAR: 0.0005334722318168961 F1: 0.7406185895931962 SEED: 8016
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.754445696753389 VAR: 0.00038162346854093434 F1: 0.7529105558458999 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7590479321248551 VAR: 0.00024431190434675274 F1: 0.7576266741447091 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.753796061488369 VAR: 0.0006046548860312464 F1: 0.7517655655632988 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7498278075201152 VAR: 0.0002833539324647932 F1: 0.7483822200085357 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.759059672521211 VAR: 0.0007235885635784007 F1: 0.7578545740921583 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7597132212516828 VAR: 0.00027156373104009733 F1: 0.7581229637425747 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7550835916220531 VAR: 0.000586782738309712 F1: 0.7542586618480487 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7537843210920133 VAR: 0.0008854557726817403 F1: 0.7525624093939414 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7557488807488808 VAR: 0.0003151221232394931 F1: 0.7542007190437992 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7504774427851353 VAR: 0.0003703159719631199 F1: 0.7475072370366644 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7623391565699258 VAR: 0.00019202665939558244 F1: 0.7597782108294765 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7511427319119627 VAR: 0.0008869336599942069 F1: 0.7487290141013297 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7452451394759088 VAR: 0.0005124836835286147 F1: 0.7423205032252069 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7491859991859992 VAR: 0.00026067397218052413 F1: 0.7468875268905728 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7511544723083187 VAR: 0.00031766163040652294 F1: 0.7492861836856402 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7472214395291318 VAR: 0.0004503554744473703 F1: 0.7457523449961043 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7459104286027363 VAR: 0.0007239096316794867 F1: 0.7441694887334847 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7492094799787109 VAR: 0.0007320893331729408 F1: 0.7470463945079477 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.754453523684293 VAR: 0.0007442815589085265 F1: 0.7521073968525157 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7485207100591715 VAR: 0.0003341731747078863 F1: 0.7463262179431477 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7445563695563695 VAR: 0.0005164856709049957 F1: 0.7422910234753862 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7406272502426349 VAR: 0.0005549706541378684 F1: 0.7391293509233694 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7484972292664599 VAR: 0.0004087622383404512 F1: 0.7460788061249704 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7518041075733383 VAR: 0.0006850460564098452 F1: 0.7491076072222023 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7347140039447733 VAR: 0.0003777097886760421 F1: 0.7331424631450179 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7472214395291319 VAR: 0.000434051022440553 F1: 0.7454873148757053 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7531385992924454 VAR: 0.0003209539108660806 F1: 0.7505638462690891 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7432531855608779 VAR: 0.0008183562152056951 F1: 0.741646163145271 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7623430700353777 VAR: 0.0004414265834209581 F1: 0.7606394012535674 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7636775617544848 VAR: 0.00038563072435019097 F1: 0.7620732947624158 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7491703453241915 VAR: 0.0006278237078775574 F1: 0.7477373885381945 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7603628565167027 VAR: 0.000614775147386958 F1: 0.758533657216513 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7662995836072759 VAR: 0.00031017708637864086 F1: 0.7648654500881162 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7485167965937197 VAR: 0.0002904914031618796 F1: 0.7472535688788432 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.757079459002536 VAR: 0.00031861938249436395 F1: 0.7553145651640273 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7537843210920133 VAR: 0.0003834085483725564 F1: 0.7526543713351949 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7511779531010301 VAR: 0.0006569927540503103 F1: 0.74816361658736 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7649650918881689 VAR: 0.0002080916733804389 F1: 0.7627066275672153 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7649885726808803 VAR: 0.00031382020771110773 F1: 0.7628262077091243 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7544691775461007 VAR: 0.0006504957655125151 F1: 0.7525066769353526 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7504891831814908 VAR: 0.000916846566006195 F1: 0.7475673841016834 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7557723615415922 VAR: 0.00017924819798105455 F1: 0.753709400909054 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7524928774928775 VAR: 0.000462655580535181 F1: 0.7510824459320993 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7524693967001659 VAR: 0.0003944071983883362 F1: 0.7505112621739672 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7590479321248552 VAR: 0.00033767931678562656 F1: 0.7561280299833556 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7524615697692622 VAR: 0.00032942536714515347 F1: 0.7503678950598589 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7557567076797846 VAR: 0.00024093039746299536 F1: 0.7529907822680225 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7629966187658496 VAR: 0.0004852063110619154 F1: 0.7608829763395177 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7478749882596037 VAR: 0.0006861890613001436 F1: 0.7451913109211632 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7610203187126264 VAR: 0.0001897199434485734 F1: 0.7588741269062148 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7649846592154286 VAR: 0.00026090737600901787 F1: 0.7619122381974323 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7452568798722644 VAR: 0.0005772962510505046 F1: 0.743873372926217 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7571107667261514 VAR: 0.0006464474955659421 F1: 0.7553404999120015 SEED: 32216
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7544417832879371 VAR: 0.0005394480130652349 F1: 0.7530104855296383 SEED: 32216
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7498395479164709 VAR: 0.000557206552545314 F1: 0.7484144932793879 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7610320591089822 VAR: 0.00025425499933185987 F1: 0.7594474283664341 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7550992454838609 VAR: 0.00017220675366222537 F1: 0.7534444826480519 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7531307723615416 VAR: 0.0008115650827092355 F1: 0.7518186825362199 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7570716320716321 VAR: 0.0005241732946419226 F1: 0.7555341514109046 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.759051845590307 VAR: 0.00022538760157157528 F1: 0.7574640743454796 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7478632478632479 VAR: 0.0003967290763950708 F1: 0.7463157697109479 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7498199805892113 VAR: 0.0006058752021109303 F1: 0.7488163659693152 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7531151184997339 VAR: 0.0006140816439642633 F1: 0.7518395393398217 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7504774427851351 VAR: 0.00028426466685227474 F1: 0.748081828180268 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7662839297454682 VAR: 0.0004186867712888039 F1: 0.7637645497012708 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.754445696753389 VAR: 0.0004912024309115825 F1: 0.7523847064538162 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7505244043705582 VAR: 0.0008996296336777467 F1: 0.7478270455491738 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7478515074668921 VAR: 0.0006683094091248069 F1: 0.7452291256526281 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7544456967533891 VAR: 0.00045118451749487837 F1: 0.7522978211272515 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7432688394226856 VAR: 0.0004976109281553462 F1: 0.7414746025598749 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7524967909583293 VAR: 0.0004058085159539039 F1: 0.750607201033805 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7412925393694625 VAR: 0.00037349991261409607 F1: 0.7393396177172717 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7623352431044739 VAR: 0.00027257131882727626 F1: 0.7600659534513627 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7544261294261294 VAR: 0.0003598894063705392 F1: 0.7529925584741277 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7478515074668921 VAR: 0.0002696398647587495 F1: 0.7459700637062444 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7537843210920134 VAR: 0.00042138261613833175 F1: 0.7521019240337958 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7518080210387903 VAR: 0.0002463038007991086 F1: 0.7503936561177392 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7511388184465106 VAR: 0.0006300370622931693 F1: 0.7488942333717029 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7406194233117309 VAR: 0.0003401136697081381 F1: 0.7388906946254774 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7505048370432986 VAR: 0.00023954565726895972 F1: 0.7481596577780866 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7478749882596037 VAR: 0.00046833176560943907 F1: 0.7456712676683335 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7564180833411602 VAR: 0.00047357805268725104 F1: 0.7550519961352663 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7610359725744342 VAR: 0.0004793942800586056 F1: 0.7596160183793281 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7623508969662818 VAR: 0.0005381194184378177 F1: 0.7608177462234863 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.755091418552957 VAR: 0.0002784396791797461 F1: 0.7538055858813153 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7570833724679878 VAR: 0.0004798724209723575 F1: 0.755431461056029 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7557723615415923 VAR: 0.0006788799683391396 F1: 0.7542520336940258 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.755095332018409 VAR: 0.00044730309146612864 F1: 0.7538292935906219 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7564141698757083 VAR: 0.0005129436299706968 F1: 0.7551029429062424 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7590401051939514 VAR: 0.000317161619370259 F1: 0.7575141923407929 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7478828151905076 VAR: 0.000660290731768673 F1: 0.7453788145916006 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7636384270999655 VAR: 0.0004187396394000883 F1: 0.7614436138366236 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7537725806956577 VAR: 0.00017855928912191365 F1: 0.7519472733138549 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7505204909051062 VAR: 0.0004655391286210611 F1: 0.7486690436669438 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.757721267336652 VAR: 0.0007582650211908977 F1: 0.7555675883013497 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7524693967001661 VAR: 0.000169326697444646 F1: 0.7505649771226451 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7544730910115526 VAR: 0.0007194237448696996 F1: 0.7528590024509836 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7531385992924454 VAR: 0.0004307186773868134 F1: 0.751693504232725 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7564259102720641 VAR: 0.0005288592900096561 F1: 0.7542415139381305 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7557567076797846 VAR: 0.0003031753390889107 F1: 0.7536014763773751 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7610242321780782 VAR: 0.00039781164745943587 F1: 0.7585111412369756 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7531307723615416 VAR: 0.0006050884290481101 F1: 0.7509536149572255 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7537921480229174 VAR: 0.0005498893118916098 F1: 0.7511777839480193 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7623274161735699 VAR: 0.00045477274910809797 F1: 0.7597630132416561 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7583943833943835 VAR: 0.00031679497319872735 F1: 0.7560542013464818 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7557645346106885 VAR: 0.0005174237582608305 F1: 0.754201272121665 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7551188128111206 VAR: 0.0010189386564367607 F1: 0.7531804816529932 SEED: 30895
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7557762750070443 VAR: 0.0009479570603234915 F1: 0.7534030852260352 SEED: 30895
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7491586049278358 VAR: 0.0006631362368683338 F1: 0.7477763589689591 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7643232835540528 VAR: 0.0006183297467949699 F1: 0.7631479911731889 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7558075827306596 VAR: 0.0006242458293475439 F1: 0.7541725862371143 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7458634670173132 VAR: 0.001294852887813949 F1: 0.7445485404483567 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7610124917817225 VAR: 0.00032596030046557845 F1: 0.759266379315537 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7617051751667137 VAR: 0.00037835679511557835 F1: 0.7602080767291528 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.741914780376319 VAR: 0.0008087010155728206 F1: 0.7404510582674896 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.763661907892677 VAR: 0.0006483700447390715 F1: 0.7620096598571352 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7577290942675557 VAR: 0.00044470131264774264 F1: 0.7562947686580618 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7544417832879371 VAR: 0.0004529321975791797 F1: 0.7527374137429788 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7564141698757082 VAR: 0.0003476926167018236 F1: 0.7543323974261269 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7511583857737705 VAR: 0.00020701103203276693 F1: 0.7495515238750795 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7511936069628377 VAR: 0.0007297682515572232 F1: 0.7485689998530191 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7570598916752762 VAR: 0.0007475210018872244 F1: 0.7547867962396803 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7583748160671238 VAR: 0.0005600351496511002 F1: 0.7560673698513796 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7432610124917817 VAR: 0.00032985060931719834 F1: 0.7414013763627936 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.749197739582355 VAR: 0.0005035120936915827 F1: 0.7471315571058605 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7439263016186094 VAR: 0.0006763728987907941 F1: 0.7411789754808622 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7505009235778466 VAR: 0.0006088095660697064 F1: 0.7483571429526809 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7531307723615416 VAR: 0.0003561086625444466 F1: 0.7510033576741537 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7425761560376946 VAR: 0.0002511939173102907 F1: 0.7408542921244174 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7544417832879371 VAR: 0.0004762740506888983 F1: 0.7523686539521336 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.757709526940296 VAR: 0.00046866462642364395 F1: 0.7553073809839966 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7485441908518832 VAR: 0.0007682960254919854 F1: 0.746139083666826 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7472214395291318 VAR: 0.00031762046311708847 F1: 0.7458652199263356 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7439263016186092 VAR: 0.0008539335748396688 F1: 0.7416999204696348 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7432727528881374 VAR: 0.00048770556985221983 F1: 0.7412514755137898 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7603628565167025 VAR: 0.0006421815351982268 F1: 0.759046007348902 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7610085783162708 VAR: 0.0004396608926475288 F1: 0.7595562875698557 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7695868945868946 VAR: 0.00038552057734661256 F1: 0.7681212042729287 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7530994646379262 VAR: 0.000949488704029528 F1: 0.7519765340802633 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7603628565167027 VAR: 0.0009004283526058054 F1: 0.7587277164041558 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7629966187658495 VAR: 0.00032311396834447793 F1: 0.7618089026281037 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7498317209855672 VAR: 0.0007089260248028945 F1: 0.7487451220268473 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7583787295325757 VAR: 0.00039635014742364123 F1: 0.7570009234673605 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.76232741617357 VAR: 0.0006291979112058445 F1: 0.7612031029229411 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7577486615948154 VAR: 0.00030827830641429313 F1: 0.7548717784953595 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7597327885789424 VAR: 0.0004118439958980088 F1: 0.7575995562949992 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7656303810149964 VAR: 0.00011965643302446974 F1: 0.763179237600757 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7663191509345356 VAR: 0.0004331519276140725 F1: 0.7644794309456906 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7511622992392223 VAR: 0.000539391101738024 F1: 0.7477418934416802 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.763669734823581 VAR: 0.00030229024236605543 F1: 0.7615019590435664 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7465639773332081 VAR: 0.0005019358827190817 F1: 0.7449281211694567 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7617130020976175 VAR: 0.0005463858040303071 F1: 0.7599876189966572 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7570911993988917 VAR: 0.000615550679084285 F1: 0.7547382756308174 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7616777809085502 VAR: 0.00038432185571562826 F1: 0.7594487705849904 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7663113240036318 VAR: 0.0005466907911589576 F1: 0.7644894628009953 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7610320591089823 VAR: 0.0007675899635955806 F1: 0.7588518145868481 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7603706834476065 VAR: 0.0003811827580049276 F1: 0.7576969214980163 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7518158479696941 VAR: 0.0006237282977089312 F1: 0.7497432030262771 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7557684480761404 VAR: 0.0006244085687885921 F1: 0.7539257882969052 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7544574371497448 VAR: 0.0004453838810091809 F1: 0.7526687933199004 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.75643765066842 VAR: 0.0005626584616573364 F1: 0.7541753344142399 SEED: 25942
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7511662127046743 VAR: 0.000685500826310324 F1: 0.7492469964899001 SEED: 25942
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7458712939482169 VAR: 0.0006185496732370413 F1: 0.7447654780504872 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7577604019911712 VAR: 0.0006613304508702987 F1: 0.7558943257070714 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7551148993456687 VAR: 0.0002893135408494256 F1: 0.7533260311895594 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7498238940546633 VAR: 0.0007215232766308913 F1: 0.748611795522859 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7603628565167028 VAR: 0.00037829084781338166 F1: 0.7586227860992156 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7564219968066123 VAR: 0.00039835196813327187 F1: 0.7550111469615277 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7577251808021038 VAR: 0.0006009722208217997 F1: 0.7562473986728053 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7564141698757084 VAR: 0.000528504865377176 F1: 0.7551324641906763 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7531151184997338 VAR: 0.0005356251524065744 F1: 0.7517020729549313 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7531346858269934 VAR: 0.00032278426246391183 F1: 0.7512700642007767 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7584022103252873 VAR: 0.00025849467879605144 F1: 0.7560127918275068 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7504930966469429 VAR: 0.0005250770146623787 F1: 0.7485752431958743 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7518354152969537 VAR: 0.0005910072863446029 F1: 0.7492328303089273 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7458752074136689 VAR: 0.000437171650005769 F1: 0.7444562845953585 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7511427319119627 VAR: 0.0002845745242182899 F1: 0.7488094800724132 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7472292664600357 VAR: 0.000555065639081721 F1: 0.7460511822701951 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7478906421214114 VAR: 0.0007570241214664955 F1: 0.7453344139210514 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7458947747409286 VAR: 0.0006837634380483817 F1: 0.7434572739349653 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7511662127046743 VAR: 0.0006154752669811691 F1: 0.7487884310420395 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7419343477035785 VAR: 0.001200399565594528 F1: 0.7394652135433436 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7386157290003443 VAR: 0.000641510545136943 F1: 0.7366206233444612 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7511427319119627 VAR: 0.00035534330014778286 F1: 0.7497076809646813 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7458752074136688 VAR: 0.0004519896688119107 F1: 0.7438181018589718 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7511662127046742 VAR: 0.0010045061521431408 F1: 0.7492067728993237 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.741312106696722 VAR: 0.000598508523953395 F1: 0.7391646409271314 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7413121066967221 VAR: 0.0007226267989050585 F1: 0.7392845057035511 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7518158479696943 VAR: 0.0007707239153951003 F1: 0.7490093252896655 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7616856078394539 VAR: 0.00027048391671386505 F1: 0.7604876179100122 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7551031589493129 VAR: 0.00046825414811581614 F1: 0.7536902848841449 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7662917566763721 VAR: 0.00047790126131683653 F1: 0.7648557813006581 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7577330077330078 VAR: 0.00018356626069946074 F1: 0.7563762098070413 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7583904699289313 VAR: 0.0003977732675385559 F1: 0.7568202426805629 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7616738674430982 VAR: 0.0004342962802430137 F1: 0.7603762715566784 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7544417832879371 VAR: 5.593489056388214e-05 F1: 0.7531554371610233 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7524576563038101 VAR: 0.00026956289050402533 F1: 0.7510209045300335 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7610124917817225 VAR: 0.0006238534229896909 F1: 0.759569813740408 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7551031589493128 VAR: 0.0005516112930504368 F1: 0.7525933125457326 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7564259102720641 VAR: 0.0005055174368999381 F1: 0.7541301018023818 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7577369211984597 VAR: 0.0006172287055851217 F1: 0.7558437352731602 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.763020099558561 VAR: 0.0005751873463796649 F1: 0.7610211427469213 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7465796311950158 VAR: 0.000876906392604808 F1: 0.7435400938312473 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7597171347171349 VAR: 0.00034804547918269646 F1: 0.7579311215511083 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7544652640806487 VAR: 0.0006289017762696398 F1: 0.7527482185314676 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7537960614883691 VAR: 0.00026785867499093554 F1: 0.7518509045229153 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7531542531542531 VAR: 0.0005865112302341521 F1: 0.7507470428855063 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7537804076265614 VAR: 0.00039283876754345106 F1: 0.7514502538185478 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7590674994521147 VAR: 0.000492432028009644 F1: 0.7569129903670454 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7537725806956577 VAR: 0.000668738204425999 F1: 0.7518233790216341 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.749839547916471 VAR: 0.0010390474376959077 F1: 0.7466045333981839 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7518001941078865 VAR: 0.0007786540401963551 F1: 0.7495389156172951 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7610281456435302 VAR: 0.0005908065958086065 F1: 0.75855846151234 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7452451394759086 VAR: 0.0005047030658253758 F1: 0.7434128853870009 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7472410068563914 VAR: 0.0006520689134426475 F1: 0.7456293578939962 SEED: 32403
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7551227262765725 VAR: 0.0006360283119054707 F1: 0.7529320960794146 SEED: 32403
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7537882345574654 VAR: 0.00026374902167529467 F1: 0.7521977118378428 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7564219968066124 VAR: 0.0003751959191736378 F1: 0.75522614642504 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7505126639742026 VAR: 0.0004379434447914069 F1: 0.7487370762190984 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7610320591089821 VAR: 0.0006925708488144532 F1: 0.7597220078976767 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7544574371497449 VAR: 0.0003914769695367572 F1: 0.7531933154233266 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7544535236842929 VAR: 0.0004394439373565554 F1: 0.7529490362691555 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7471940452709682 VAR: 0.0004033852206143423 F1: 0.7461911445942611 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7550992454838608 VAR: 0.0005173409948560277 F1: 0.7536013787152749 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7596975673898752 VAR: 0.0005529917449851563 F1: 0.7581789139018715 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7478671613286998 VAR: 0.00046515134745718566 F1: 0.7457520935391964 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7537843210920134 VAR: 0.00040619298903202196 F1: 0.7516043273272522 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7511544723083183 VAR: 0.0005831316530670877 F1: 0.7489486566192558 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7518354152969537 VAR: 0.000544137775975082 F1: 0.7489276626252099 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7484894023355563 VAR: 0.0005377691595429595 F1: 0.7463721842467996 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7557449672834289 VAR: 0.0007683416341928562 F1: 0.7534888027663994 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7472214395291319 VAR: 0.0005895704744302996 F1: 0.7455917572344631 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7445915907454369 VAR: 0.0006302849236816436 F1: 0.7425041979680538 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7485402773864313 VAR: 0.00029389340179908303 F1: 0.7464522953974172 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7550796781566012 VAR: 0.0003929051436715808 F1: 0.752688649683221 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7485011427319119 VAR: 0.0004299384286042386 F1: 0.7465400601032752 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7478671613286997 VAR: 0.00033954663930484705 F1: 0.7461691886670839 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7459065151372842 VAR: 0.0005066183862185137 F1: 0.7437886441544703 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7636345136345136 VAR: 0.00026531852458500874 F1: 0.7614160068210672 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7616934347703579 VAR: 0.00014210654260939296 F1: 0.7597554701819825 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7452373125450048 VAR: 0.00037699159713185614 F1: 0.7438989221258142 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7459104286027364 VAR: 0.0006527692474498246 F1: 0.7442605156455617 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7544535236842931 VAR: 0.00036163776032416094 F1: 0.7527373775236872 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7583943833943834 VAR: 0.0004033107886847837 F1: 0.7570163095124012 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7544378698224851 VAR: 0.00044727083762998495 F1: 0.752938213859917 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7623508969662816 VAR: 0.00039806829977950754 F1: 0.7610805440660576 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7596936539244231 VAR: 0.00036739539169500257 F1: 0.7582976731079644 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7537882345574654 VAR: 0.0006783514097479988 F1: 0.7523184005158676 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7630122726276573 VAR: 0.0005485305462968603 F1: 0.7616354185513492 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7643271970195048 VAR: 0.000321956077068267 F1: 0.7628172269866339 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7610320591089821 VAR: 0.00037967390333411315 F1: 0.759666966429461 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7623235027081182 VAR: 0.0005286515238457889 F1: 0.7608259009305834 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7544339563570331 VAR: 0.0005428503792675237 F1: 0.7512164292513577 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7616816943740021 VAR: 0.00037334339114905704 F1: 0.7598087073251061 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7616816943740021 VAR: 0.00017104733086483102 F1: 0.7592643867609279 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7524772236310697 VAR: 0.00018114471129404886 F1: 0.7505047022591822 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7577369211984597 VAR: 0.0006876258732144464 F1: 0.7545329678388265 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7597132212516828 VAR: 0.00023340385912423787 F1: 0.7575753415439657 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7577486615948155 VAR: 0.0005027008469202377 F1: 0.7564357264799709 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7597367020443944 VAR: 0.0007367479449418994 F1: 0.7581900226574815 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7584217776525468 VAR: 0.000755898545287275 F1: 0.756038458431316 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.761689521304906 VAR: 0.0003540805303008695 F1: 0.7594533873967815 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7531307723615417 VAR: 0.00039547626143585513 F1: 0.750853876247239 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7531190319651857 VAR: 0.00022210573545607145 F1: 0.7514116554114839 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7432531855608778 VAR: 0.0008472490362176397 F1: 0.7407777612999835 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7472018722018723 VAR: 0.00021001688740042885 F1: 0.7456316908962504 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7649729188190726 VAR: 0.00019646513030950177 F1: 0.7628279269977842 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7492173069096145 VAR: 0.0007531325261370807 F1: 0.7474262899254744 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7531346858269935 VAR: 0.00043949352801250373 F1: 0.7511632251310711 SEED: 30184
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7505048370432986 VAR: 0.00048037319776921363 F1: 0.7485579905631009 SEED: 30184
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7491703453241915 VAR: 0.0007203550016410504 F1: 0.7477487480972475 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7610124917817226 VAR: 0.00035708277127853566 F1: 0.7594429862181779 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7472096991327761 VAR: 0.00022154575005022846 F1: 0.7456929567020505 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7465444100059486 VAR: 0.0005900297470030612 F1: 0.7451705072417711 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7590322782630474 VAR: 0.0004302149294388594 F1: 0.7577147035574286 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7590401051939514 VAR: 0.0002545450694441746 F1: 0.7573200575622314 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7439106477568016 VAR: 0.00042803885224887455 F1: 0.7428614925124066 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7531229454306377 VAR: 0.00047083460815931517 F1: 0.7519213675370715 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7544378698224852 VAR: 0.000611778634298521 F1: 0.7530461123829467 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7551227262765725 VAR: 0.000706053871234626 F1: 0.7533051342832456 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.753111205034282 VAR: 0.00048354840874944 F1: 0.7511025582779403 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7465287561441407 VAR: 0.00034872216650278605 F1: 0.7444589575444807 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.749193826116903 VAR: 0.0005441217868939161 F1: 0.7469905504029423 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7524576563038102 VAR: 0.0005956985195147862 F1: 0.7506312089527378 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7511505588428665 VAR: 0.00017155181394295336 F1: 0.7490567851674258 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7498512883128268 VAR: 0.0003328206577195696 F1: 0.7486401943650501 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7518354152969537 VAR: 0.0007075307477431103 F1: 0.750273943099431 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7518315018315019 VAR: 0.0008180937431051229 F1: 0.7495921560637129 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7498317209855672 VAR: 0.0006689081113861891 F1: 0.7482268640827943 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7518080210387902 VAR: 0.00018331564257285428 F1: 0.7499862260160778 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7425878964340502 VAR: 0.0006416473712395528 F1: 0.7403699734411064 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7557606211452366 VAR: 0.0004801857702066744 F1: 0.7527598213580806 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7577134404057481 VAR: 0.0005125531533295365 F1: 0.7550973323293277 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7452177452177451 VAR: 0.0002534704316595446 F1: 0.7432924780268677 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7432649259572336 VAR: 0.00037459544034768033 F1: 0.7410953660731575 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7432805798190414 VAR: 0.0006788075580175442 F1: 0.7411737500437666 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7551148993456686 VAR: 0.0006472219551984399 F1: 0.7530125738548739 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7531268588960898 VAR: 0.00024150839355796538 F1: 0.751704576380026 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7643037162267932 VAR: 0.0003476308657676707 F1: 0.7629145153564958 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7616973482358098 VAR: 0.00030480990101853546 F1: 0.7602095642320046 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7590518455903071 VAR: 0.00022594501402182818 F1: 0.757921229712278 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7570833724679878 VAR: 0.000331576174235596 F1: 0.7556535614107065 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7590635859866629 VAR: 0.00036926148899727525 F1: 0.757605169783343 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7623430700353778 VAR: 0.0002057784025227606 F1: 0.7613799654090937 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7564180833411602 VAR: 0.00046393939348316756 F1: 0.7552347862252966 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7557527942143327 VAR: 0.0004466566363742171 F1: 0.7544907034874905 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7570990263297956 VAR: 0.0006045119032134758 F1: 0.7552032706684831 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7596897404589712 VAR: 0.00038530279503419887 F1: 0.7573306282266751 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7584022103252873 VAR: 0.00035241950368517893 F1: 0.756423872576582 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7610594533671456 VAR: 0.0005149101644322403 F1: 0.7589695932897489 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7551031589493128 VAR: 0.0004818644399464089 F1: 0.7511432322718871 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7590635859866629 VAR: 0.00030636623284606396 F1: 0.7567220608140984 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7544417832879372 VAR: 0.0005540802277212921 F1: 0.7530311433827866 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7617051751667137 VAR: 0.0005571251981400021 F1: 0.7600392403922034 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.75643765066842 VAR: 0.0005704390793605764 F1: 0.7542044437681794 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7570755455370839 VAR: 8.594722293115754e-05 F1: 0.754844311415925 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7584022103252873 VAR: 0.00028239394435602386 F1: 0.7559482905206176 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7557606211452366 VAR: 0.0003565320056302228 F1: 0.7538128192444 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7472018722018723 VAR: 0.0007855967932900637 F1: 0.7456439197790512 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.757075545537084 VAR: 0.0005769622569106237 F1: 0.7550768338369198 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7491820857205471 VAR: 0.00036399302549271347 F1: 0.7471396906000903 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7511662127046742 VAR: 0.0006784634252074225 F1: 0.7493150770243945 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7570990263297958 VAR: 0.000620073138619955 F1: 0.754683954684315 SEED: 3039
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7498747691055383 VAR: 0.0009847383181300524 F1: 0.74736823794382 SEED: 3039
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7550992454838608 VAR: 0.0005001075220987896 F1: 0.7538126795688354 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7564180833411602 VAR: 0.00034657981340928027 F1: 0.7551214986247685 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7570990263297955 VAR: 0.0004721485001833631 F1: 0.7553861067832255 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.755095332018409 VAR: 0.000758527799595707 F1: 0.7538156540113174 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7544143890297738 VAR: 0.0007430608446333362 F1: 0.7529276743818237 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7603667699821545 VAR: 0.0005849941666097901 F1: 0.7587220728997841 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7590557590557591 VAR: 0.0005837419029982004 F1: 0.7578819484276509 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7583865564634794 VAR: 0.0005177475218392007 F1: 0.7574277778715214 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7524576563038101 VAR: 0.0004945504893726733 F1: 0.7512893545164138 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7498317209855672 VAR: 0.0003115571094874281 F1: 0.7478897386232624 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7590205378666918 VAR: 0.0004369591054958072 F1: 0.7567758723460247 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7471940452709684 VAR: 0.0004958236123027942 F1: 0.7445096053239426 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7485167965937196 VAR: 0.0003749633729970071 F1: 0.7464903568634252 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.752465483234714 VAR: 0.0003886374986305627 F1: 0.7506841308981512 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.759051845590307 VAR: 0.0004754821929757448 F1: 0.7565949791508403 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7511505588428666 VAR: 0.00021045490245915035 F1: 0.7496238220780059 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7452451394759086 VAR: 0.0007457164104757148 F1: 0.742816458645976 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7459104286027363 VAR: 0.0006605498651530642 F1: 0.7431876619416998 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7557371403525249 VAR: 0.00037606772229261293 F1: 0.7533448130323268 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7471783914091605 VAR: 0.00028528723291663656 F1: 0.7452051725569487 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7419186938417708 VAR: 0.0013794726188129402 F1: 0.738899166348249 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7491703453241915 VAR: 0.0004466398509020359 F1: 0.7467182366920019 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7629848783694937 VAR: 0.00017933243164619287 F1: 0.7603944191716676 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7445485426254658 VAR: 0.0007803955635654951 F1: 0.741645552404787 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7426152906922137 VAR: 0.0006137579722771641 F1: 0.7403729085873806 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7406468175698945 VAR: 0.0008404851035374138 F1: 0.7381011762304222 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7432962336808491 VAR: 0.001139932168716008 F1: 0.7413693548944867 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7511231645847032 VAR: 0.000826260150994698 F1: 0.7498003334356496 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.757075545537084 VAR: 0.0003519746580419747 F1: 0.7556033092282539 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7616816943740021 VAR: 0.0001943891839745496 F1: 0.7602891298537213 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7550796781566013 VAR: 0.0007460058067187095 F1: 0.7537097304173739 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7590401051939513 VAR: 0.00031762612974547 F1: 0.7576636884367347 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7623391565699258 VAR: 0.0004415638383494988 F1: 0.7606438509818356 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7412729720422028 VAR: 0.0004700971194482067 F1: 0.7402057762747088 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7537647537647536 VAR: 0.0005100377523059485 F1: 0.7524575783874655 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7544300428915814 VAR: 0.00023458098630652405 F1: 0.7527342762487219 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7426231176231176 VAR: 0.0006405482597463971 F1: 0.7395827215501654 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7636423405654175 VAR: 0.00027668305501172836 F1: 0.7615298632336345 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7577251808021039 VAR: 0.0003280002866831231 F1: 0.7556052586894558 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7571107667261513 VAR: 0.0006933170059354623 F1: 0.7553625893766841 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7564337372029679 VAR: 0.00036962758382118126 F1: 0.7532330435501415 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7643193700886007 VAR: 0.0005122480130487676 F1: 0.7624933593198749 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7557684480761404 VAR: 0.0003443063314719711 F1: 0.75400679668389 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7505126639742026 VAR: 0.00027455047302337896 F1: 0.7483669947817243 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.761693434770358 VAR: 0.0006010700850254788 F1: 0.7590014116077715 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7643389374158606 VAR: 0.000603713368067959 F1: 0.7618446434597314 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7564259102720642 VAR: 0.0002490357589181626 F1: 0.7546381020829508 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7623430700353777 VAR: 0.00022133963792923966 F1: 0.7605262303379221 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7570911993988916 VAR: 0.0004911536979074958 F1: 0.7546843828477396 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7531346858269935 VAR: 0.00043967933216258845 F1: 0.7503574745639635 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7597171347171349 VAR: 0.0005420035093134289 F1: 0.7579299653602887 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7478749882596036 VAR: 0.00026584990117512787 F1: 0.7461523550213768 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7531581666197051 VAR: 0.0005771788140060892 F1: 0.7511498555750832 SEED: 2034
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.74721752606368 VAR: 0.0007004689648229539 F1: 0.7450663817652403 SEED: 2034
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7570794590025359 VAR: 0.0007693377968319983 F1: 0.7553051512391461 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7551188128111205 VAR: 0.0004051059765562223 F1: 0.7537648747734104 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7610594533671455 VAR: 0.0004448846051030838 F1: 0.7595954260592243 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7439067342913496 VAR: 0.000576699692918779 F1: 0.742376347166378 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7544378698224852 VAR: 0.000737104636225733 F1: 0.7529554392481526 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7498278075201152 VAR: 0.00023601991172006088 F1: 0.7485342198826681 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7537725806956577 VAR: 0.0006016855114981947 F1: 0.7521488875917891 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7537686672302056 VAR: 0.0006654870606254527 F1: 0.7525903153557914 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7531229454306377 VAR: 0.0003999729301547801 F1: 0.7516514598579125 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7498473748473748 VAR: 0.0005057059671577297 F1: 0.7476463562884812 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.764303716226793 VAR: 0.0003555972876209944 F1: 0.7619010882627477 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7518080210387903 VAR: 0.0004478566444829967 F1: 0.7498921074260627 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7432727528881375 VAR: 0.0007911496602785594 F1: 0.7402347669392673 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7544378698224852 VAR: 0.000579262632359929 F1: 0.7516911530479989 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7603628565167028 VAR: 0.0003145594729867904 F1: 0.7578646828977897 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7439302150840611 VAR: 0.0006497863342695048 F1: 0.7416320702220731 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7505126639742026 VAR: 0.0004144157875316044 F1: 0.7486585249174487 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7485441908518831 VAR: 0.0006735350819274785 F1: 0.745955644152818 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7544339563570333 VAR: 0.0005039472907513265 F1: 0.7520860385961958 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.751815847969694 VAR: 0.0005763013748891555 F1: 0.7500789150854552 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7504970101123949 VAR: 0.0005852335740013259 F1: 0.7486645740416168 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7399658745812592 VAR: 0.0005846965614132468 F1: 0.7380101212537149 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7405881155881155 VAR: 0.00041993275566353834 F1: 0.7378593461172649 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7491586049278357 VAR: 0.0008924902332639682 F1: 0.7474419424456336 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7406350771735387 VAR: 0.0006201377381835105 F1: 0.7384813131744157 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.747213612598228 VAR: 0.0008269286599916644 F1: 0.7450761668506335 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7478671613286997 VAR: 0.0007519193775765398 F1: 0.7448038139697256 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7597093077862307 VAR: 0.0009599050390605965 F1: 0.7581101157671852 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7577251808021038 VAR: 0.0005006603093550667 F1: 0.756004342352671 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7636736482890328 VAR: 0.00023868990449199608 F1: 0.762027834591442 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7577212673366519 VAR: 0.001277359914107236 F1: 0.7565202408550395 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7643154566231489 VAR: 0.0005066639642889593 F1: 0.7628829652205644 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7649768322845246 VAR: 0.0005794155700653979 F1: 0.7632506305325436 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.754445696753389 VAR: 0.0006486728264772159 F1: 0.7532410704016758 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7550796781566012 VAR: 0.0004556145956727076 F1: 0.753776330778251 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7564180833411602 VAR: 0.0004950618642961258 F1: 0.7549266152744143 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7524850505619737 VAR: 0.0007918843616211116 F1: 0.7501006147283888 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.768917691994615 VAR: 0.00040085961965966754 F1: 0.7668562653531812 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7669609592686517 VAR: 0.0003302760046413609 F1: 0.764397184645679 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7590753263830187 VAR: 0.0003861368614711924 F1: 0.757228012733488 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7531385992924453 VAR: 0.0007503743177449258 F1: 0.7494339325091661 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7616934347703579 VAR: 0.00032912007371226683 F1: 0.7591439090366684 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7597288751134905 VAR: 0.0006091704230911616 F1: 0.7580922593447368 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7630161860931092 VAR: 0.0008569185708888007 F1: 0.7614737173378898 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7518354152969537 VAR: 0.0006454716102672788 F1: 0.7500118425806144 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7511505588428666 VAR: 0.0004905571397757713 F1: 0.7487367723051194 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7603863373094142 VAR: 0.0004764548927103448 F1: 0.7581738618086478 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.75182758836605 VAR: 0.0005319381070465405 F1: 0.7500838660994664 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7524654832347141 VAR: 0.0003186119393014073 F1: 0.749641640743047 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.754449610218841 VAR: 0.00035579068811615356 F1: 0.7521792267326042 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7590753263830187 VAR: 0.00038613686147119243 F1: 0.756929676544282 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7485441908518832 VAR: 0.0008138649068109155 F1: 0.7468789164700285 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7583982968598354 VAR: 0.0004084766709004185 F1: 0.7565906664000797 SEED: 15754
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7577290942675557 VAR: 0.0005197204274288706 F1: 0.7555600489763621 SEED: 15754
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7524615697692622 VAR: 0.0005383872202321124 F1: 0.7509321348846709 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7564063429448046 VAR: 0.00017291486779701825 F1: 0.7549353522465014 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7544574371497449 VAR: 0.0004225994403497154 F1: 0.7528319245277117 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.753111205034282 VAR: 0.0005474655877261165 F1: 0.7515886636299751 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7616816943740021 VAR: 0.0003976142650091969 F1: 0.7604402545034875 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7544417832879371 VAR: 0.0008423346910413204 F1: 0.7528330923954824 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7577290942675557 VAR: 0.0006080942844157717 F1: 0.7561986719108742 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7551031589493128 VAR: 0.0003662699992983233 F1: 0.7539945148210705 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7570559782098243 VAR: 0.0005095764274948013 F1: 0.7556916406846086 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7583748160671236 VAR: 0.00033439723625715566 F1: 0.7561219730916112 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7544300428915814 VAR: 0.00024874869058736856 F1: 0.7527190728005929 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7557645346106884 VAR: 0.00023769312924437855 F1: 0.7538534235598812 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7511583857737704 VAR: 0.0003470621506910774 F1: 0.7483445542855319 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7531307723615418 VAR: 0.0006591811446706166 F1: 0.7508909219764779 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.754449610218841 VAR: 0.00039562279738277313 F1: 0.7519473594749372 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7570872859334398 VAR: 0.0008198009297693097 F1: 0.7553914816727134 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7465718042641121 VAR: 0.00043631886837990357 F1: 0.7448655850441768 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7465483234714004 VAR: 0.00034584410126274617 F1: 0.7450784701578952 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7485089696628157 VAR: 0.0005114725119818652 F1: 0.7464258340728692 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7491664318587394 VAR: 0.00031746927134576977 F1: 0.7473632111019275 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7465522369368522 VAR: 0.0005395097639993881 F1: 0.7444024548245411 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7538078018847251 VAR: 0.0008617382680559267 F1: 0.7509260096884759 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7564180833411603 VAR: 0.0003768661655468576 F1: 0.753461755162153 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7557449672834289 VAR: 0.0002944671708955855 F1: 0.7537729670914444 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7478671613286998 VAR: 0.0003328808465021146 F1: 0.745214931621639 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7492133934441627 VAR: 0.0005826437716786031 F1: 0.746721803122226 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7485402773864313 VAR: 0.0008468746711793385 F1: 0.7455127216787173 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7518001941078863 VAR: 0.0002503152529764096 F1: 0.7507855604868955 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.747855420932344 VAR: 0.0005407298962965299 F1: 0.7461886184214496 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7610242321780784 VAR: 0.0002277528828886739 F1: 0.759808812447211 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7531151184997339 VAR: 0.0002944260036061506 F1: 0.7519441481519906 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7491625183932875 VAR: 0.0008172280660708844 F1: 0.7475197293815846 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7550992454838609 VAR: 0.0006953661812801144 F1: 0.753826420400345 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7564102564102565 VAR: 0.0005456433838209863 F1: 0.755377869695534 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7491664318587397 VAR: 0.0006294371960756857 F1: 0.7480542129800756 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7616856078394539 VAR: 0.0002715987416143712 F1: 0.7603136184062783 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7452568798722646 VAR: 0.0009743864601408438 F1: 0.7421808077919869 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7518041075733384 VAR: 0.0004030857775923794 F1: 0.7491131047292995 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7551031589493128 VAR: 0.0006938920615097617 F1: 0.7530714454264743 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7557723615415922 VAR: 0.0008872844089758448 F1: 0.7536478103451059 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7498434613819229 VAR: 0.0006243127261928759 F1: 0.7473917084233309 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7630005322313014 VAR: 0.00031193937717504 F1: 0.7610928728931209 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.754445696753389 VAR: 0.00035828161543121565 F1: 0.7526111017231142 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7511622992392223 VAR: 0.0003926741902769824 F1: 0.7497003626514503 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.758417864187095 VAR: 0.0006020649918172503 F1: 0.7560783908321651 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7610242321780782 VAR: 0.0004217109130194073 F1: 0.758650936123727 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7603472026548949 VAR: 0.00033053780287261295 F1: 0.7575516537151716 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7498278075201152 VAR: 0.000562805855256118 F1: 0.747902897250666 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7551109858802165 VAR: 0.0008046801292250243 F1: 0.7517252354284446 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7511349049810588 VAR: 0.00028950458280196055 F1: 0.74849771581983 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.766295670141824 VAR: 0.00023337525030851414 F1: 0.7638731827828802 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7505009235778466 VAR: 0.00037316138517150884 F1: 0.7482637064239402 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.751174039635578 VAR: 0.0008999140065312548 F1: 0.7487245640041343 SEED: 24956
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7485363639209794 VAR: 0.000700279883217535 F1: 0.7461699214429763 SEED: 24956
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7531503396888013 VAR: 0.0005814901074008608 F1: 0.751809849639892 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7603785103785106 VAR: 0.0003071973893928078 F1: 0.75881276832473 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7564376506684198 VAR: 0.00032923993056015313 F1: 0.7546770285579297 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7485207100591716 VAR: 0.0008421429752194659 F1: 0.7469204295798925 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7590401051939514 VAR: 0.0004810191015134998 F1: 0.7575448952208527 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7584061237907391 VAR: 0.0002957119913142192 F1: 0.7570127590906909 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7485089696628158 VAR: 0.0005451962408960045 F1: 0.7472532387135227 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7570677186061802 VAR: 0.0007613110024135878 F1: 0.7558009412084492 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7557684480761404 VAR: 0.000515758627168366 F1: 0.7543585371825239 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7570638051407281 VAR: 0.00044999645525133666 F1: 0.7545702029248273 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7478319401396325 VAR: 0.0005303512366865949 F1: 0.7454345963768593 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7531307723615416 VAR: 0.00025496063240233366 F1: 0.7511484158132465 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7413042797658184 VAR: 0.0006095788797910266 F1: 0.7391703848043927 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7511270780501549 VAR: 0.0006201985395745285 F1: 0.7483517170032554 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7570559782098243 VAR: 0.00035303505267959026 F1: 0.7550380265230091 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7570951128643436 VAR: 0.0006296222038347546 F1: 0.7553757316577838 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7485363639209793 VAR: 0.0006069124707786622 F1: 0.7461653970124869 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7465639773332081 VAR: 0.0008598442970680965 F1: 0.7434527953143716 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7439067342913495 VAR: 0.0003188244838113699 F1: 0.7418158124617278 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7432375316990703 VAR: 0.0004439318764047288 F1: 0.7409174554505465 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7379621802698726 VAR: 0.0005944767331747647 F1: 0.736323564395589 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7471979587364204 VAR: 0.000539422834856965 F1: 0.7447439596044901 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7511427319119627 VAR: 0.00017555297429789571 F1: 0.7491350139951778 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7584022103252872 VAR: 0.0003363008558284465 F1: 0.7559849112688865 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7432649259572337 VAR: 0.00029697506746537047 F1: 0.741571947359502 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7412925393694624 VAR: 0.0004435254719432521 F1: 0.7392645004187697 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7439341285495132 VAR: 0.0006481209275032258 F1: 0.7415828346506141 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7557645346106886 VAR: 0.0003695920218992813 F1: 0.7542548417576155 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7597132212516827 VAR: 0.00041300838082404084 F1: 0.7582715878442686 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.761685607839454 VAR: 0.0003168889167081748 F1: 0.7601336163797383 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.754453523684293 VAR: 0.0006424832142411182 F1: 0.7528057562026044 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7564219968066122 VAR: 0.00047671555761592013 F1: 0.7549136793860025 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7643115431576969 VAR: 0.0003053567153421935 F1: 0.7626442100764269 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7498434613819229 VAR: 0.0004934357563634376 F1: 0.7485014910296292 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.752465483234714 VAR: 0.0003111100278232947 F1: 0.7510490584495437 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.752461569769262 VAR: 0.00035220980780461864 F1: 0.7508212756861771 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7564533045302277 VAR: 0.0013108824011377506 F1: 0.7539376273095871 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7577408346639116 VAR: 0.0002651416338882168 F1: 0.7557732137982822 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7597132212516828 VAR: 0.00028712496644657623 F1: 0.7575569266029195 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7590792398484707 VAR: 0.00071141756472643 F1: 0.7572588189099613 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7544652640806486 VAR: 0.0006053741190098368 F1: 0.7514973475180979 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7597014808553271 VAR: 0.0002772090712777023 F1: 0.7577690532279541 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7656421214113521 VAR: 0.0007604992655554637 F1: 0.7641559095867548 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7630161860931092 VAR: 0.0005301326273527422 F1: 0.7611128781094959 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7505048370432985 VAR: 0.00017674330319279044 F1: 0.7483824281758157 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7544339563570333 VAR: 0.00023996370129143857 F1: 0.7515217023424009 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7583982968598354 VAR: 0.00028445129802379826 F1: 0.756755782019837 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7544378698224854 VAR: 0.00034584410126274606 F1: 0.7525405546842465 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7636579944272253 VAR: 0.00047966658452518207 F1: 0.7622009457690689 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7537686672302057 VAR: 0.0005383959192724392 F1: 0.7515700927156596 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7564102564102563 VAR: 0.0004742242933661962 F1: 0.7540056889341094 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7406468175698946 VAR: 0.0007552699171019492 F1: 0.7386186200410956 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7577408346639116 VAR: 0.0005918346753492321 F1: 0.7555228827727989 SEED: 21273
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7505009235778466 VAR: 0.0006610442401913698 F1: 0.7482576362912258 SEED: 21273
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7491742587896434 VAR: 0.0007018796183554275 F1: 0.7476496111268154 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.747213612598228 VAR: 0.00022754239061709803 F1: 0.7454125637848934 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.763027926489465 VAR: 0.0001752106793131954 F1: 0.7613243432938884 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.750481356250587 VAR: 0.0006736227462000707 F1: 0.7490237971813023 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.747855420932344 VAR: 0.0004946965046023885 F1: 0.7463648005565849 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7570755455370839 VAR: 0.00018793137174865032 F1: 0.7557651718330831 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7478632478632479 VAR: 0.00039821550959574667 F1: 0.7469694934999527 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.748501142731912 VAR: 0.0010342485079560403 F1: 0.7471484312323229 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7518119345042422 VAR: 0.00038546397232363855 F1: 0.7499795223733752 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.749839547916471 VAR: 0.00019818331329579195 F1: 0.7474141458288754 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7531151184997339 VAR: 0.00044151452336736323 F1: 0.7513191251097541 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7425878964340503 VAR: 0.00043231390985242423 F1: 0.7403399398650347 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7478632478632478 VAR: 0.0006759951950363122 F1: 0.7450924932068124 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7537960614883691 VAR: 0.00029888824372885115 F1: 0.7519091105642084 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7663034970727278 VAR: 0.00022960139832775233 F1: 0.7640503257727749 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7491899126514512 VAR: 0.0002891608788177696 F1: 0.747403022452287 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.753165993550609 VAR: 0.00062863235106289 F1: 0.7509912137656523 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7491899126514511 VAR: 0.0008338041180445317 F1: 0.7459877426243913 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7564141698757084 VAR: 0.0005501744811361335 F1: 0.754121071490526 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7452020913559374 VAR: 0.0003478027024445542 F1: 0.7437734078944478 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7491703453241915 VAR: 0.00025990502602428906 F1: 0.7471543279065515 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7478593343977961 VAR: 0.0003900872059532372 F1: 0.7460208913311994 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7498473748473748 VAR: 0.0005912927618933636 F1: 0.7472961984451936 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7577330077330077 VAR: 0.0005114670291360241 F1: 0.7554850620283161 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7485324504555274 VAR: 0.00024403969177144708 F1: 0.7462158755222635 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7557762750070441 VAR: 0.0005664280866396306 F1: 0.7533680965806329 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7478906421214114 VAR: 0.0006325342382146631 F1: 0.7454095371123617 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7557488807488807 VAR: 0.0002999324961331836 F1: 0.7541560855119783 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7564259102720641 VAR: 0.00035796440676351426 F1: 0.7551436400821678 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7590596725212111 VAR: 0.0003308415954147387 F1: 0.7577048737493534 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7590361917284993 VAR: 0.0004685421353593205 F1: 0.7575350628753519 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7531190319651858 VAR: 0.0003388150010046625 F1: 0.75186364628799 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7551148993456684 VAR: 0.00017279007945091794 F1: 0.7536507158350683 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7537804076265614 VAR: 0.00036171629673049347 F1: 0.7526115252103773 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.747851507466892 VAR: 0.00022407098343981948 F1: 0.7463653534079523 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7570833724679878 VAR: 0.0005202619426892309 F1: 0.755739408591635 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7551266397420243 VAR: 0.0003698272022923486 F1: 0.7525357828327134 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7564219968066122 VAR: 0.0004216938212429898 F1: 0.7539679868322622 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7590714129175669 VAR: 0.00024777675661336176 F1: 0.7567506797319464 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7570794590025359 VAR: 0.0003258425877473496 F1: 0.7555094137876917 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7584178641870951 VAR: 0.0006330016584801249 F1: 0.7553247495672085 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7663152374690836 VAR: 0.00030300074567389567 F1: 0.7639306082816156 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7577447481293635 VAR: 0.0007225174789229185 F1: 0.7560663686408774 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7630122726276573 VAR: 0.0002673134840797333 F1: 0.7612372192953956 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7557997557997559 VAR: 0.0007592897620153393 F1: 0.7536366202003485 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7517962806424345 VAR: 0.00026732475607565065 F1: 0.7494727581848372 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7550875050875052 VAR: 0.0005362095808905196 F1: 0.7534994960709475 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7577408346639116 VAR: 0.0005310761669239922 F1: 0.7553762166534309 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.748540277386431 VAR: 0.0006519876202981838 F1: 0.7457160037806568 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7564024294793525 VAR: 0.00013596060935747322 F1: 0.7541875921660636 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7570911993988917 VAR: 0.0005385806207272713 F1: 0.7549789705668669 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7459065151372845 VAR: 0.000717531182881359 F1: 0.74426143642313 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7491859991859993 VAR: 0.00038442063883201735 F1: 0.7475846193925277 SEED: 30167
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.746575717729564 VAR: 0.000497063531853637 F1: 0.7436810420538436 SEED: 30167
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7498199805892114 VAR: 0.00041201007405523816 F1: 0.7481769233417911 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7531307723615417 VAR: 0.00048031983957115245 F1: 0.7518160448909098 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7557684480761403 VAR: 0.000297901331477661 F1: 0.7538701638754184 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7491664318587397 VAR: 0.0008337771020108419 F1: 0.747664530600211 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7505048370432985 VAR: 0.0005919031037157488 F1: 0.7492569332420246 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7583904699289316 VAR: 0.0005753339435874299 F1: 0.7568313135892124 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7419304342381267 VAR: 0.0008557305086452586 F1: 0.7406499092582148 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7570638051407281 VAR: 0.0006773066059960402 F1: 0.7557681631815233 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7478358536050842 VAR: 0.0006762083215243246 F1: 0.7465089171391147 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.7551070724147648 VAR: 0.0004720522593921379 F1: 0.7525114480695622 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.7544417832879371 VAR: 0.0007134086647877697 F1: 0.7514056309445507 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7485167965937196 VAR: 0.0006161625217974305 F1: 0.7465251170618464 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7478632478632479 VAR: 0.0006215308711136351 F1: 0.7453982755585215 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7478475940014401 VAR: 0.0004663158855353364 F1: 0.7457157370319757 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7452138317522933 VAR: 0.00027895224868972084 F1: 0.7428163525609183 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7412690585767508 VAR: 0.00043978310803803985 F1: 0.7393602564601225 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7498591152437306 VAR: 0.0004850094799593035 F1: 0.7472288326523779 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.7478789017250556 VAR: 0.0006156749467131823 F1: 0.745083322106416 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7537725806956577 VAR: 0.00017902379949712405 F1: 0.7522562374311491 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7577251808021038 VAR: 0.0005840174542896879 F1: 0.7559160073081398 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7399502207194515 VAR: 0.0004987953760088919 F1: 0.7377180785494787 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7504930966469429 VAR: 0.0006804106625020429 F1: 0.7482453913175993 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7518158479696943 VAR: 0.00021830005846509805 F1: 0.7500577501446949 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.743249272095426 VAR: 0.000563163005996307 F1: 0.7403578698743236 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.74721752606368 VAR: 0.0005224437783988678 F1: 0.7451768853319427 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7412807989731066 VAR: 0.0004182661236803118 F1: 0.7390785427359929 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7504970101123949 VAR: 0.0003673762783106209 F1: 0.7475535237478674 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7603550295857988 VAR: 0.0005845464723371827 F1: 0.7587243789785563 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7570716320716321 VAR: 0.00041487303849640204 F1: 0.7558468974974197 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.759059672521211 VAR: 0.00048626814532944405 F1: 0.7578292173813828 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7537882345574655 VAR: 0.000906218972942958 F1: 0.752400633863667 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7577369211984597 VAR: 0.0004849582046300516 F1: 0.7563983780905443 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7630005322313015 VAR: 0.0004986742020527881 F1: 0.7617702590826153 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7564141698757083 VAR: 0.00037382153206280835 F1: 0.7550674819473674 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7564141698757083 VAR: 0.00022338853760007644 F1: 0.7553947111194457 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.7557527942143326 VAR: 0.0004226644687392026 F1: 0.7543709934441558 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7577564885257193 VAR: 0.0008961509977204785 F1: 0.7552174798019401 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.749839547916471 VAR: 0.0005423885337391733 F1: 0.7475464494294617 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7577408346639116 VAR: 0.00035072842862385187 F1: 0.7558132397209428 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7551305532074762 VAR: 0.0007739669115029462 F1: 0.7528630028999237 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.749839547916471 VAR: 0.0010007017616299636 F1: 0.7463421996503566 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7577330077330077 VAR: 0.00040142355639016623 F1: 0.7552483337174789 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7564219968066122 VAR: 0.0005791642168086236 F1: 0.7551388240135573 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7590948937102783 VAR: 0.000970123103359142 F1: 0.7572666769925825 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7498473748473748 VAR: 0.00042808559427542 F1: 0.7471734115951915 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7623235027081181 VAR: 0.00048029558027559146 F1: 0.7600467086464183 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.7570911993988917 VAR: 0.0005533986395334119 F1: 0.7549703483869075 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7590440186594033 VAR: 0.0003620616547575625 F1: 0.7575035542999858 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.756433737202968 VAR: 0.0005096787024794921 F1: 0.7537998491929689 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7551109858802167 VAR: 0.0004545523325792469 F1: 0.7529553608297476 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.7636579944272252 VAR: 0.0004733724000226181 F1: 0.7613586177930094 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7617169155630693 VAR: 0.0006847252333521485 F1: 0.7595191592698405 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7492133934441627 VAR: 0.0007693785965563495 F1: 0.7463929501477032 SEED: 15746
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7597601828371059 VAR: 0.0010309432708272635 F1: 0.7575418449198393 SEED: 15746
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.3, 32) AVG: 0.7570677186061802 VAR: 0.00031632936012826376 F1: 0.7555455245723485 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.3, 32) AVG: 0.7504970101123947 VAR: 0.00031384097513836726 F1: 0.74906220879945 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.3, 32) AVG: 0.7511701261701261 VAR: 0.0001468232602920841 F1: 0.7497513869438258 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.5, 32) AVG: 0.7583865564634795 VAR: 0.0008289722299687792 F1: 0.7566750477630664 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.5, 32) AVG: 0.7511388184465109 VAR: 0.0005685353372675912 F1: 0.7501364803211756 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.5, 32) AVG: 0.7564337372029679 VAR: 0.00026885116197923674 F1: 0.7551552675801944 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 128, 0.7, 32) AVG: 0.7623195892426662 VAR: 0.0005225873431946892 F1: 0.7611308479351647 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 256, 0.7, 32) AVG: 0.7537764941611095 VAR: 0.00031807569247392214 F1: 0.7522006861393987 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0001, 512, 0.7, 32) AVG: 0.7518158479696941 VAR: 0.0005154499643888737 F1: 0.7505883953215374 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.3, 32) AVG: 0.754445696753389 VAR: 0.00038940408624417336 F1: 0.7519277420431005 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.3, 32) AVG: 0.752461569769262 VAR: 0.0003690716722616884 F1: 0.7498200252382119 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.3, 32) AVG: 0.7564063429448046 VAR: 0.0002121895646133848 F1: 0.7541016676158023 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.5, 32) AVG: 0.7452451394759086 VAR: 0.0008235225875081088 F1: 0.7428318847956056 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.5, 32) AVG: 0.7432610124917817 VAR: 0.00031419647183567615 F1: 0.7412457522365017 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.5, 32) AVG: 0.7643271970195047 VAR: 0.0001891281636629429 F1: 0.762253727433207 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 128, 0.7, 32) AVG: 0.7551070724147646 VAR: 0.0009483421766405056 F1: 0.7526968337790867 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 256, 0.7, 32) AVG: 0.7525007044237814 VAR: 0.0006217475507307954 F1: 0.7504319338413731 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.0005, 512, 0.7, 32) AVG: 0.747213612598228 VAR: 0.0003678722155005356 F1: 0.7444703680231803 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.3, 32) AVG: 0.7518041075733384 VAR: 0.0004886725723280141 F1: 0.7494697056837585 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.3, 32) AVG: 0.7379660937353245 VAR: 0.0003353544369973699 F1: 0.736167168198558 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.3, 32) AVG: 0.7518001941078865 VAR: 0.0002729138894857904 F1: 0.7495615456319762 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.5, 32) AVG: 0.7577212673366519 VAR: 0.00032162140905906436 F1: 0.7561778863141352 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.5, 32) AVG: 0.7484737484737486 VAR: 0.0006096052219553964 F1: 0.7459492150082832 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.5, 32) AVG: 0.7662995836072759 VAR: 0.0002651656175099639 F1: 0.7641226830320621 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 128, 0.7, 32) AVG: 0.7426035502958581 VAR: 0.0005637013969534504 F1: 0.7392826575882844 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 256, 0.7, 32) AVG: 0.7472292664600357 VAR: 0.0005239431682687642 F1: 0.7452557143492913 SEED: 4647
TrainShape:(1182, 837) #EPOCH: ([], 200, bert, 0.001, 512, 0.7, 32) AVG: 0.7419500015653863 VAR: 0.00042907005609271607 F1: 0.7399585752063542 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.3, 32) AVG: 0.7537843210920134 VAR: 0.0002674424994243025 F1: 0.7522249006104745 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.3, 32) AVG: 0.7603667699821545 VAR: 0.0004532810781049716 F1: 0.7591632974751785 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.3, 32) AVG: 0.7728702921010613 VAR: 0.00015140226358987887 F1: 0.771192058838092 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.5, 32) AVG: 0.7557488807488808 VAR: 0.0003938573210223104 F1: 0.7541910085259145 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.5, 32) AVG: 0.7551031589493128 VAR: 0.0005927440313676477 F1: 0.7539122113082236 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.5, 32) AVG: 0.7649611784227169 VAR: 0.00017139020782758156 F1: 0.763361678787027 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 128, 0.7, 32) AVG: 0.7511662127046743 VAR: 0.000258310069232491 F1: 0.7500223396974475 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 256, 0.7, 32) AVG: 0.7544613506151967 VAR: 0.00039778849085912775 F1: 0.7532260557942668 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0001, 512, 0.7, 32) AVG: 0.764957264957265 VAR: 0.0006264469622241043 F1: 0.7636447188149371 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.3, 32) AVG: 0.7551383801383802 VAR: 0.001057693279289347 F1: 0.7526823393514019 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.3, 32) AVG: 0.7603511161203469 VAR: 0.00044619638362789854 F1: 0.7584712799834277 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.3, 32) AVG: 0.7695829811214429 VAR: 0.0002142622334930029 F1: 0.7676792936145124 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.5, 32) AVG: 0.7524967909583296 VAR: 0.0004911166044644116 F1: 0.7508013218764042 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.5, 32) AVG: 0.7551109858802167 VAR: 0.0005953466678378954 F1: 0.7524479550414503 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.5, 32) AVG: 0.7630005322313014 VAR: 0.00028044529806191314 F1: 0.7609307593918989 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 128, 0.7, 32) AVG: 0.7505048370432986 VAR: 0.0003801541883775231 F1: 0.7491742837467256 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 256, 0.7, 32) AVG: 0.7564180833411602 VAR: 0.0006344626684291403 F1: 0.7546228375625775 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.0005, 512, 0.7, 32) AVG: 0.7557841019379481 VAR: 0.0007030558266250032 F1: 0.7535907676724748 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.3, 32) AVG: 0.7570951128643437 VAR: 0.00047493887052038754 F1: 0.75494924189436 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.3, 32) AVG: 0.747205785667324 VAR: 0.000643947562906316 F1: 0.7452209958587287 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.3, 32) AVG: 0.7577290942675559 VAR: 0.0006305071167750683 F1: 0.7551500709344772 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.5, 32) AVG: 0.7570951128643436 VAR: 0.0004428873789570067 F1: 0.7542748368639217 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.5, 32) AVG: 0.7669609592686516 VAR: 0.0002212544547209662 F1: 0.7651235313930248 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.5, 32) AVG: 0.766299583607276 VAR: 0.0003023964686754014 F1: 0.7642189167820068 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 128, 0.7, 32) AVG: 0.7524850505619737 VAR: 0.0002316798869878707 F1: 0.7503019633167214 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 256, 0.7, 32) AVG: 0.7584178641870951 VAR: 0.0005474148637444905 F1: 0.755917360927108 SEED: 4647
TrainShape:(1182, 768) #EPOCH: ([], 200, only_bert, 0.001, 512, 0.7, 32) AVG: 0.7478984690523153 VAR: 0.0011351602550098334 F1: 0.7455589927139454 SEED: 4647