rut5-base-multitask-finetuned

This model is a fine-tuned version of cointegrated/rut5-base-multitask on the None dataset. It achieves the following results on the evaluation set:

• Loss: 2.8474
• Precision: [0.6929003596305847, 0.6133741736412048, 0.6369296908378601, 0.6576104164123535, 0.6581195592880249, 0.7057837843894958, 0.6906453371047974, 0.6295247077941895, 0.6032506227493286, 0.6801808476448059, 0.7086416482925415, 0.7715317010879517, 0.6965898871421814, 0.6664015054702759, 0.6693047285079956, 0.635832667350769, 0.7033517956733704, 0.6183526515960693, 0.6158597469329834, 0.6398658752441406, 0.6714366674423218, 0.6355723738670349, 0.6943302750587463, 0.6544321775436401, 0.6650948524475098, 0.7430660724639893, 0.6517236232757568, 0.7484419345855713, 0.0, 0.675719141960144, 0.6458128690719604, 0.6234389543533325, 0.6472302079200745, 0.6631240248680115, 0.6684064865112305, 0.6660122275352478, 0.6794019937515259, 0.6357454061508179, 0.6969460248947144, 0.5535992383956909, 0.7105198502540588, 0.6797340512275696, 0.5988055467605591, 0.67428058385849, 0.637294590473175, 0.6437563300132751, 0.7560627460479736, 0.6326324939727783, 0.7101137042045593, 0.7656958699226379, 0.6435254812240601, 0.6552819013595581, 0.6591821312904358, 0.6520820260047913, 0.7302312850952148, 0.6462039947509766, 0.6925369501113892, 0.6566042900085449, 0.695000171661377, 0.6302398443222046, 0.6504288911819458, 0.6807819604873657, 0.7568456530570984, 0.6529860496520996, 0.6187940239906311, 0.6020010709762573, 0.6868752837181091, 0.6300128102302551, 0.6296300888061523, 0.6843270063400269, 0.6368266344070435, 0.6201039552688599, 0.6535858511924744, 0.6613433957099915, 0.6574115753173828, 0.6770792007446289, 0.7600529193878174, 0.6565803289413452, 0.698392391204834, 0.6894751787185669, 0.6980857849121094, 0.7112835645675659, 0.668113112449646, 0.6581467986106873, 0.659957766532898, 0.6379042863845825, 0.6446895599365234, 0.6587048768997192, 0.652809739112854, 0.6526193618774414, 0.6537817716598511, 0.7116091847419739, 0.7003600597381592, 0.6960922479629517, 0.7021352052688599, 0.656990647315979, 0.6734673380851746, 0.5993854999542236, 0.6549721956253052, 0.7079775333404541, 0.7105451822280884, 0.673061728477478, 0.6398658752441406, 0.7279029488563538, 0.632804811000824, 0.6385118365287781, 0.6277474164962769, 0.694757878780365, 0.637184739112854, 0.6614517569541931, 0.673061728477478, 0.6937723159790039, 0.6959199905395508, 0.6462610960006714, 0.6720056533813477, 0.6341558694839478, 0.658045768737793, 0.6242990493774414, 0.6955231428146362, 0.6746744513511658, 0.6259623765945435, 0.6322343349456787, 0.6386721730232239, 0.6636806130409241, 0.7008563280105591, 0.7186553478240967, 0.742395281791687, 0.5930124521255493, 0.660872220993042, 0.6856606006622314, 0.7234644889831543, 0.661785364151001, 0.6491066217422485, 0.656990647315979, 0.6655586957931519, 0.6928428411483765, 0.6648601293563843, 0.6940321922302246, 0.6660351753234863, 0.673884391784668, 0.654864490032196, 0.6751419305801392, 0.7360048294067383, 0.6635060906410217, 0.6750009655952454, 0.6638166904449463, 0.6382589936256409, 0.7049083709716797, 0.6431376934051514, 0.6806449294090271, 0.652288556098938, 0.655288815498352, 0.6625323295593262, 0.6482013463973999, 0.6454973816871643, 0.6514257192611694, 0.6625323295593262, 0.627372682094574, 0.6609578132629395, 0.7002651691436768, 0.6899219155311584, 0.6566691398620605, 0.6862121224403381, 0.6149857640266418, 0.6542688608169556, 0.6522969603538513, 0.635832667350769, 0.6770160794258118, 0.6105413436889648, 0.5959399938583374, 0.5996183753013611, 0.6474558115005493, 0.6497341394424438, 0.6824425458908081, 0.6511133313179016, 0.6678274869918823, 0.6700403690338135, 0.6197404861450195, 0.6774248480796814, 0.748753011226654, 0.5847424864768982, 0.7290750741958618, 0.6362240314483643, 0.6821150779724121, 0.6743643879890442, 0.6179369688034058, 0.6248660087585449, 0.6989448070526123, 0.7265845537185669, 0.6207034587860107, 0.6517062187194824, 0.6871163249015808, 0.6199581623077393, 0.7777968645095825, 0.6263978481292725, 0.6609578132629395, 0.6415587663650513, 0.700570821762085, 0.657017171382904, 0.6716399788856506, 0.67547208070755, 0.6563198566436768, 0.7473193407058716, 0.6515363454818726, 0.7003060579299927, 0.650084376335144, 0.6724016666412354, 0.7201712131500244, 0.6008522510528564, 0.667036771774292, 0.6724625825881958, 0.7508677840232849, 0.6464987397193909, 0.6168344020843506, 0.6700884103775024, 0.6235026121139526, 0.6438812613487244, 0.6425885558128357, 0.6213839054107666, 0.6382965445518494, 0.6957192420959473, 0.6555189490318298, 0.6971650719642639, 0.7006597518920898, 0.7391626834869385, 0.6715911626815796, 0.6253701448440552, 0.652809739112854, 0.6811630725860596, 0.7285609245300293, 0.6595237255096436, 0.5911452770233154, 0.665739893913269, 0.6692743897438049, 0.6335341930389404, 0.6147409677505493, 0.6383231282234192, 0.6025363206863403, 0.6212208271026611, 0.6143321990966797, 0.6346527338027954, 0.6133826375007629, 0.5720107555389404, 0.7086416482925415, 0.6206754446029663, 0.7020885348320007, 0.6567215919494629, 0.6147409677505493, 0.6760094165802002, 0.6580663323402405, 0.6447792649269104, 0.6912583112716675, 0.7000113725662231, 0.6154043078422546, 0.640922486782074, 0.6739322543144226, 0.655249834060669, 0.640444278717041, 0.6667684316635132, 0.6733943819999695, 0.6508811712265015, 0.7618014812469482, 0.646928071975708]
• Recall: [0.6649062037467957, 0.6275476217269897, 0.6429741382598877, 0.6600346565246582, 0.6316436529159546, 0.6886480450630188, 0.6775014996528625, 0.6498724818229675, 0.572837233543396, 0.6461964845657349, 0.7162613868713379, 0.7794148325920105, 0.6915059685707092, 0.6392509937286377, 0.6521221995353699, 0.6284155249595642, 0.7132933139801025, 0.6361821293830872, 0.6224191784858704, 0.6523096561431885, 0.6769837737083435, 0.6243550777435303, 0.6266458034515381, 0.652681827545166, 0.6484395861625671, 0.7511179447174072, 0.653579831123352, 0.698567271232605, 0.0, 0.6781419515609741, 0.6337482333183289, 0.653876543045044, 0.6137877702713013, 0.6642259359359741, 0.7020760774612427, 0.634747326374054, 0.7031091451644897, 0.6552716493606567, 0.6741659641265869, 0.5695792436599731, 0.7114435434341431, 0.6849547624588013, 0.59352046251297, 0.6778455972671509, 0.5988288521766663, 0.6323497295379639, 0.7332395911216736, 0.6469723582267761, 0.6880676746368408, 0.7390843629837036, 0.5997792482376099, 0.6754531264305115, 0.6813293099403381, 0.6666642427444458, 0.68291175365448, 0.6306267976760864, 0.6752303838729858, 0.6781089901924133, 0.7067015171051025, 0.6026639938354492, 0.6560887694358826, 0.6354584693908691, 0.7168669104576111, 0.6409149169921875, 0.6049350500106812, 0.5960757732391357, 0.669973611831665, 0.6422098278999329, 0.6395115256309509, 0.6887341141700745, 0.6432803869247437, 0.6286009550094604, 0.6391538381576538, 0.6414529085159302, 0.6532565355300903, 0.6443188190460205, 0.7384698390960693, 0.6441894769668579, 0.7132408618927002, 0.7013686895370483, 0.6652677059173584, 0.6880629062652588, 0.6502605080604553, 0.6269145011901855, 0.6791725754737854, 0.5927161574363708, 0.6064770221710205, 0.661729097366333, 0.651779055595398, 0.6646026372909546, 0.632445216178894, 0.725436806678772, 0.6621347665786743, 0.6755839586257935, 0.6738181114196777, 0.6566475033760071, 0.6619706153869629, 0.5842774510383606, 0.686192512512207, 0.7009044885635376, 0.7354075908660889, 0.6788778305053711, 0.6523096561431885, 0.6869735717773438, 0.6263010501861572, 0.6256016492843628, 0.6423155069351196, 0.6860323548316956, 0.6310012340545654, 0.6260640621185303, 0.6788778305053711, 0.6427903771400452, 0.6636099815368652, 0.6568259596824646, 0.6437113881111145, 0.6226024627685547, 0.6720809936523438, 0.6328999996185303, 0.699752926826477, 0.636201798915863, 0.644474446773529, 0.6302847862243652, 0.6292503476142883, 0.6662095785140991, 0.7015441060066223, 0.7038581371307373, 0.7442997694015503, 0.6347897052764893, 0.6376725435256958, 0.6901686191558838, 0.695481538772583, 0.6469976902008057, 0.6211618185043335, 0.6566475033760071, 0.6544449329376221, 0.6582697629928589, 0.6453942656517029, 0.670850932598114, 0.655735969543457, 0.6552658081054688, 0.6520406603813171, 0.678108274936676, 0.7265080213546753, 0.6506229639053345, 0.6752663850784302, 0.6709432601928711, 0.6129387021064758, 0.6714939475059509, 0.6591033935546875, 0.634405791759491, 0.6656297445297241, 0.6381163001060486, 0.6431194543838501, 0.6446937322616577, 0.6875370740890503, 0.6325691938400269, 0.6431194543838501, 0.6313208341598511, 0.6314756870269775, 0.7084503769874573, 0.7146296501159668, 0.6485159993171692, 0.6599531173706055, 0.6230310797691345, 0.6420427560806274, 0.6593505144119263, 0.6284155249595642, 0.6823000907897949, 0.5802127122879028, 0.5710383057594299, 0.5828155279159546, 0.6076115369796753, 0.6196562051773071, 0.6699979901313782, 0.6352205276489258, 0.6752637624740601, 0.6526370644569397, 0.6168854236602783, 0.69868004322052, 0.7261859178543091, 0.5989089012145996, 0.7012088298797607, 0.5866293907165527, 0.7031817436218262, 0.6830926537513733, 0.6432316303253174, 0.6219719648361206, 0.6903827786445618, 0.6756868362426758, 0.6180089712142944, 0.6410292387008667, 0.689997673034668, 0.5841130614280701, 0.6860305070877075, 0.6241101026535034, 0.6314756870269775, 0.6247932314872742, 0.697077214717865, 0.6323742270469666, 0.6652247905731201, 0.6622908115386963, 0.6254100203514099, 0.7815357446670532, 0.6599846482276917, 0.6917272806167603, 0.6358695030212402, 0.6401605010032654, 0.6963860392570496, 0.5883089900016785, 0.6543786525726318, 0.6658977270126343, 0.7610270977020264, 0.6357758045196533, 0.6123616099357605, 0.698261022567749, 0.6122673749923706, 0.6471544504165649, 0.6635059118270874, 0.6274517178535461, 0.6202007532119751, 0.6825913190841675, 0.680517315864563, 0.6648703813552856, 0.6754068732261658, 0.6989795565605164, 0.6868336200714111, 0.6108724474906921, 0.651779055595398, 0.6650040149688721, 0.7022161483764648, 0.6511324644088745, 0.616610050201416, 0.6444504261016846, 0.6764492988586426, 0.6493207216262817, 0.6018832921981812, 0.6349364519119263, 0.6164268851280212, 0.618169367313385, 0.6206363439559937, 0.6173461079597473, 0.589404821395874, 0.5812571048736572, 0.7162613868713379, 0.6146183013916016, 0.677343487739563, 0.7096463441848755, 0.6018832921981812, 0.6628992557525635, 0.6039726734161377, 0.6497476100921631, 0.6936290264129639, 0.7000452280044556, 0.5954415798187256, 0.6570545434951782, 0.6340285539627075, 0.6425281763076782, 0.6396463513374329, 0.6707313656806946, 0.6983391046524048, 0.6416543126106262, 0.7060319185256958, 0.6359407305717468]
• F1: [0.6786146759986877, 0.6203799843788147, 0.6399376392364502, 0.6588203310966492, 0.6446098685264587, 0.697110652923584, 0.6840102076530457, 0.6395367383956909, 0.587650716304779, 0.6627532243728638, 0.7124311327934265, 0.7754532694816589, 0.6940386295318604, 0.6525439620018005, 0.660601794719696, 0.632102370262146, 0.7082876563072205, 0.6271407008171082, 0.6191221475601196, 0.6460278034210205, 0.6741988658905029, 0.6299137473106384, 0.6587540507316589, 0.6535558700561523, 0.6566615700721741, 0.7470703125, 0.6526504158973694, 0.722645103931427, 0.0, 0.6769284009933472, 0.6397237181663513, 0.6382951140403748, 0.6300655007362366, 0.663674533367157, 0.6848276853561401, 0.6500040292739868, 0.6910523176193237, 0.6453608870506287, 0.6853667497634888, 0.5614755749702454, 0.7109813690185547, 0.6823344230651855, 0.5961512327194214, 0.6760584115982056, 0.617463231086731, 0.6380019783973694, 0.7444761991500854, 0.6397220492362976, 0.6989168524742126, 0.7521547675132751, 0.6208827495574951, 0.6652146577835083, 0.6700727939605713, 0.659292459487915, 0.7057793140411377, 0.6383203864097595, 0.6837741732597351, 0.6671833992004395, 0.7008020281791687, 0.616143524646759, 0.6532465815544128, 0.657339870929718, 0.7363139986991882, 0.6468941569328308, 0.6117860078811646, 0.5990237593650818, 0.6783191561698914, 0.6360528469085693, 0.6345322728157043, 0.6865234375, 0.6400372385978699, 0.6243235468864441, 0.6462892889976501, 0.6512463092803955, 0.6553274989128113, 0.6602928638458252, 0.7491059303283691, 0.6503258943557739, 0.7057384848594666, 0.6953710913658142, 0.6812817454338074, 0.6994805932044983, 0.6590659022331238, 0.6421510577201843, 0.6694273352622986, 0.6144805550575256, 0.6249997615814209, 0.6602135300636292, 0.6522939801216125, 0.6585564613342285, 0.6429365277290344, 0.7184564471244812, 0.6807112097740173, 0.6856848001480103, 0.6876852512359619, 0.6568189859390259, 0.6676694750785828, 0.5917350649833679, 0.6702190041542053, 0.7044232487678528, 0.7227626442909241, 0.6759572625160217, 0.6460278034210205, 0.7068462371826172, 0.6295360922813416, 0.6319908499717712, 0.6349478960037231, 0.690367579460144, 0.6340779066085815, 0.6432715654373169, 0.6759572625160217, 0.667309045791626, 0.6793810129165649, 0.6515007019042969, 0.6575543284416199, 0.6283260583877563, 0.6649893522262573, 0.6285700798034668, 0.6976316571235657, 0.6548735499382019, 0.6350835561752319, 0.6312580704689026, 0.6339262127876282, 0.6649426817893982, 0.701200008392334, 0.711179792881012, 0.7433462738990784, 0.6131902933120728, 0.6490651369094849, 0.6879072189331055, 0.7091970443725586, 0.6543079614639282, 0.6348268389701843, 0.6568189859390259, 0.6599550247192383, 0.6751139760017395, 0.6549826264381409, 0.6822446584701538, 0.6608454585075378, 0.6644446849822998, 0.653449535369873, 0.6766218543052673, 0.7312255501747131, 0.6570013761520386, 0.6751335859298706, 0.6673609614372253, 0.625342607498169, 0.6877955198287964, 0.6510226726531982, 0.6567124128341675, 0.6588916182518005, 0.6465886235237122, 0.6526815891265869, 0.6464427709579468, 0.665854275226593, 0.6418589949607849, 0.6526815891265869, 0.6293405890464783, 0.6458804607391357, 0.704334020614624, 0.7020584940910339, 0.6525671482086182, 0.6728265285491943, 0.6189823150634766, 0.6480981707572937, 0.6558048129081726, 0.632102370262146, 0.6796478629112244, 0.5949907898902893, 0.5832234025001526, 0.5910975933074951, 0.6269012093544006, 0.6343388557434082, 0.6761629581451416, 0.643068790435791, 0.6715250611305237, 0.6612242460250854, 0.6183096766471863, 0.6878883242607117, 0.7372968792915344, 0.5917409062385559, 0.7148704528808594, 0.6104210019111633, 0.6924881935119629, 0.6787004470825195, 0.6303306818008423, 0.6234156489372253, 0.6946374177932739, 0.7002120018005371, 0.6193532943725586, 0.6463236212730408, 0.6885539293289185, 0.6015020608901978, 0.729037344455719, 0.6252518892288208, 0.6458804607391357, 0.6330650448799133, 0.698819637298584, 0.6444602012634277, 0.6684170365333557, 0.6688165664672852, 0.6404922008514404, 0.7640447020530701, 0.6557332873344421, 0.695990264415741, 0.6428983807563782, 0.6558851003646851, 0.708078920841217, 0.5945144295692444, 0.6606470942497253, 0.6691640615463257, 0.7559133172035217, 0.6410924792289734, 0.6145898699760437, 0.6838846802711487, 0.6178339123725891, 0.6455137133598328, 0.6528797745704651, 0.6244031190872192, 0.6291185617446899, 0.689092755317688, 0.6677843332290649, 0.6806347966194153, 0.6878015995025635, 0.7185097336769104, 0.6791268587112427, 0.6180363297462463, 0.6522939801216125, 0.6729865670204163, 0.7151459455490112, 0.6553012132644653, 0.6036092042922974, 0.6549221873283386, 0.6728427410125732, 0.6413303017616272, 0.6082441806793213, 0.6366252899169922, 0.6094024777412415, 0.6196913719177246, 0.6174681782722473, 0.6258797645568848, 0.6011547446250916, 0.5765968561172485, 0.7124311327934265, 0.6176320314407349, 0.6894940733909607, 0.6821589469909668, 0.6082441806793213, 0.6693901419639587, 0.6298602223396301, 0.6472539305686951, 0.6924416422843933, 0.7000283002853394, 0.6052583456039429, 0.6488882899284363, 0.6533717513084412, 0.6488266587257385, 0.6400451064109802, 0.6687440276145935, 0.6856399774551392, 0.6462348103523254, 0.7328572273254395, 0.6413873434066772]
• Hashcode: bert-base-multilingual-cased_L9_no-idf_version=0.3.12(hug_trans=4.40.1)

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

• learning_rate: 5e-06
• train_batch_size: 16
• eval_batch_size: 16
• seed: 42
• optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
• lr_scheduler_type: linear
• num_epochs: 5

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Hashcode
No log	1.0	187	3.0813	[0.6972900629043579, 0.6209128499031067, 0.6303497552871704, 0.669329822063446, 0.6658897399902344, 0.6546947956085205, 0.6485821008682251, 0.6306471228599548, 0.6639196276664734, 0.6565954685211182, 0.6291463971138, 0.7196910381317139, 0.7252302169799805, 0.6341898441314697, 0.6808257102966309, 0.6202186942100525, 0.7196373343467712, 0.6396815776824951, 0.6539888978004456, 0.6446966528892517, 0.6903380751609802, 0.5996436476707458, 0.6943303346633911, 0.6544321775436401, 0.6647326350212097, 0.7383794784545898, 0.6740213632583618, 0.7063751816749573, 0.0, 0.6171443462371826, 0.6343944072723389, 0.6372663974761963, 0.5850397348403931, 0.6631240248680115, 0.6684064865112305, 0.6345014572143555, 0.6725552082061768, 0.6347571015357971, 0.6768847107887268, 0.5378965139389038, 0.6844617128372192, 0.6753311157226562, 0.5806505680084229, 0.6488094925880432, 0.6372946500778198, 0.6392971277236938, 0.6965267658233643, 0.6362487077713013, 0.6423338651657104, 0.6845363974571228, 0.6452834606170654, 0.6700187921524048, 0.6245315074920654, 0.6238488554954529, 0.6310935616493225, 0.6237497925758362, 0.6758069396018982, 0.6643972992897034, 0.6658114790916443, 0.6302398443222046, 0.6652647256851196, 0.713638424873352, 0.7136977910995483, 0.6789830923080444, 0.6303218603134155, 0.6199545860290527, 0.7059713006019592, 0.6632803678512573, 0.6112661361694336, 0.6625752449035645, 0.6524497270584106, 0.6201039552688599, 0.6649121046066284, 0.684431254863739, 0.6731460094451904, 0.6547147631645203, 0.7210156321525574, 0.7101010680198669, 0.6843844652175903, 0.7465802431106567, 0.6744540929794312, 0.6887200474739075, 0.6512157917022705, 0.6507437229156494, 0.6838808655738831, 0.6683865785598755, 0.6446895599365234, 0.6501699686050415, 0.6460182070732117, 0.680347204208374, 0.6514892578125, 0.6723964214324951, 0.6863370537757874, 0.6522715091705322, 0.6980904936790466, 0.6214569807052612, 0.6801367998123169, 0.6006804704666138, 0.6600107550621033, 0.6871361136436462, 0.7105451822280884, 0.7183694243431091, 0.6446966528892517, 0.6824240684509277, 0.6309765577316284, 0.6360318660736084, 0.6537045240402222, 0.6286071538925171, 0.6214569807052612, 0.6449944972991943, 0.7183694243431091, 0.7784961462020874, 0.7116344571113586, 0.6393237709999084, 0.6527358293533325, 0.6892797946929932, 0.6342389583587646, 0.6182838678359985, 0.6402065753936768, 0.6216378808021545, 0.625435471534729, 0.6627340316772461, 0.6374369263648987, 0.6772816181182861, 0.6666780710220337, 0.6945760250091553, 0.7083110213279724, 0.7192458510398865, 0.6739559173583984, 0.6938768625259399, 0.6879047751426697, 0.6425862312316895, 0.6523555517196655, 0.6214569807052612, 0.6910986304283142, 0.6493822336196899, 0.7008022665977478, 0.7025861740112305, 0.6851780414581299, 0.6230441927909851, 0.6275979280471802, 0.6768426895141602, 0.7166420221328735, 0.6342509388923645, 0.6577139496803284, 0.6748143434524536, 0.6382589340209961, 0.6494941711425781, 0.6505168676376343, 0.6350724697113037, 0.6540824174880981, 0.6555485129356384, 0.638446033000946, 0.6482013463973999, 0.6286321878433228, 0.6481608748435974, 0.638446033000946, 0.5979923009872437, 0.6979027986526489, 0.6817257404327393, 0.6592428088188171, 0.6616016626358032, 0.6915000677108765, 0.6374605894088745, 0.6542688608169556, 0.6730923056602478, 0.6202186942100525, 0.6743776202201843, 0.6270588636398315, 0.6077086925506592, 0.6462111473083496, 0.6474558115005493, 0.6506569385528564, 0.6693702340126038, 0.6248153448104858, 0.698747992515564, 0.627697229385376, 0.6325319409370422, 0.7074161767959595, 0.7149229645729065, 0.6152138710021973, 0.7022101879119873, 0.6184785962104797, 0.6569041013717651, 0.6733340620994568, 0.6296130418777466, 0.5978628396987915, 0.7141454219818115, 0.6680266261100769, 0.6287610530853271, 0.6218060255050659, 0.6585436463356018, 0.5934261679649353, 0.8017036318778992, 0.621709406375885, 0.6979027986526489, 0.6304135918617249, 0.6718711853027344, 0.6699690222740173, 0.6498791575431824, 0.6845303177833557, 0.6299594640731812, 0.7473193407058716, 0.7256643176078796, 0.6972105503082275, 0.6613482236862183, 0.6441901326179504, 0.7391979694366455, 0.5977689027786255, 0.6539319753646851, 0.670433521270752, 0.7508677840232849, 0.6992871165275574, 0.615271270275116, 0.711364209651947, 0.6618025302886963, 0.6987183094024658, 0.5896515250205994, 0.6441870927810669, 0.628298282623291, 0.7039917707443237, 0.6637365818023682, 0.6517009139060974, 0.6637771129608154, 0.6967252492904663, 0.6921741962432861, 0.6884433031082153, 0.6460182070732117, 0.660264790058136, 0.7167667150497437, 0.6615840196609497, 0.5911452770233154, 0.6719667911529541, 0.69354647397995, 0.6477620601654053, 0.6344354152679443, 0.6017006635665894, 0.6884675621986389, 0.6212208271026611, 0.6053494215011597, 0.6280270218849182, 0.5599168539047241, 0.6021941900253296, 0.6291463971138, 0.6510751247406006, 0.6379233598709106, 0.6634538173675537, 0.6344354152679443, 0.6317392587661743, 0.6159518957138062, 0.6349514722824097, 0.6798754930496216, 0.6915603280067444, 0.6154043674468994, 0.6409224271774292, 0.6296124458312988, 0.7049307823181152, 0.6629446744918823, 0.6483598947525024, 0.6874243021011353, 0.6508811712265015, 0.7231448888778687, 0.6139471530914307]	[0.6690835356712341, 0.629605770111084, 0.6341222524642944, 0.6762160062789917, 0.6402171850204468, 0.6802598237991333, 0.6586434841156006, 0.6438072919845581, 0.630736231803894, 0.6443355679512024, 0.6071645021438599, 0.7338281273841858, 0.6963890790939331, 0.5534967184066772, 0.6605989933013916, 0.5930925607681274, 0.6938921213150024, 0.649103581905365, 0.5964820384979248, 0.63885498046875, 0.6794215440750122, 0.5904185175895691, 0.6266457438468933, 0.652681827545166, 0.6445105075836182, 0.7305891513824463, 0.673649251461029, 0.693747878074646, 0.0, 0.6254042387008667, 0.6392340064048767, 0.6495228409767151, 0.6155095100402832, 0.6642259359359741, 0.7020760774612427, 0.5918160676956177, 0.6547914743423462, 0.6299182176589966, 0.6921340227127075, 0.5744519233703613, 0.6615071296691895, 0.6916912794113159, 0.5551225543022156, 0.615251362323761, 0.5988288521766663, 0.6381624937057495, 0.6787834763526917, 0.6415231823921204, 0.640038251876831, 0.6688621044158936, 0.6177853941917419, 0.6892616748809814, 0.6533267498016357, 0.6239284873008728, 0.6494619250297546, 0.622978925704956, 0.658489465713501, 0.6747301816940308, 0.6713486909866333, 0.6026639938354492, 0.6633857488632202, 0.6406348943710327, 0.6881794929504395, 0.6792259812355042, 0.6151540279388428, 0.559799313545227, 0.6993117332458496, 0.6552832126617432, 0.6277163028717041, 0.6756231784820557, 0.6494308710098267, 0.6286009550094604, 0.6512190103530884, 0.6716654300689697, 0.6703565716743469, 0.637775719165802, 0.7183399200439453, 0.685828447341919, 0.6578220725059509, 0.7307789325714111, 0.6505950093269348, 0.6700854301452637, 0.6372937560081482, 0.6552339792251587, 0.6840033531188965, 0.6275448799133301, 0.6064770221710205, 0.6499481201171875, 0.6305532455444336, 0.6810789108276367, 0.6343933343887329, 0.686200737953186, 0.6534963846206665, 0.6271517872810364, 0.6782116293907166, 0.5916875600814819, 0.6401302814483643, 0.5829842686653137, 0.7125808596611023, 0.6689456701278687, 0.7354074716567993, 0.7031968832015991, 0.63885498046875, 0.6724204421043396, 0.6183298826217651, 0.6375395655632019, 0.6543038487434387, 0.5749609470367432, 0.5953624248504639, 0.6092445850372314, 0.7031968832015991, 0.7098925113677979, 0.7054386138916016, 0.6289387941360474, 0.6202157735824585, 0.674200177192688, 0.6449214816093445, 0.6415404677391052, 0.6265232563018799, 0.6098505258560181, 0.613018810749054, 0.6582919955253601, 0.6342277526855469, 0.6146944761276245, 0.6666728258132935, 0.6904858350753784, 0.7162154912948608, 0.6697985529899597, 0.6468008756637573, 0.7186888456344604, 0.6971940398216248, 0.6463102102279663, 0.6626359820365906, 0.5916875600814819, 0.6631262302398682, 0.6337734460830688, 0.6653444766998291, 0.6642656922340393, 0.6637084484100342, 0.6216070055961609, 0.6486092805862427, 0.6868037581443787, 0.7214236259460449, 0.6438239812850952, 0.6478031277656555, 0.6667642593383789, 0.6129387617111206, 0.6363632678985596, 0.6672195792198181, 0.5527236461639404, 0.6664568781852722, 0.6251285076141357, 0.6258903741836548, 0.6446937322616577, 0.6885465383529663, 0.5943767428398132, 0.6258903741836548, 0.6287720799446106, 0.6805816888809204, 0.6964499950408936, 0.674129068851471, 0.6525664925575256, 0.6801928281784058, 0.6457400321960449, 0.6420427560806274, 0.6826196908950806, 0.5930925607681274, 0.6613972187042236, 0.5700592994689941, 0.5935043096542358, 0.6026366353034973, 0.6076114773750305, 0.630884051322937, 0.6460962295532227, 0.632949948310852, 0.7027755975723267, 0.6372056007385254, 0.6244736909866333, 0.7136611938476562, 0.7079389095306396, 0.6307814717292786, 0.6787548065185547, 0.571983814239502, 0.6612218618392944, 0.6679160594940186, 0.6268075704574585, 0.5937477946281433, 0.6996750831604004, 0.6586851477622986, 0.6132180094718933, 0.6217329502105713, 0.6748089790344238, 0.557576596736908, 0.7347369194030762, 0.6061442494392395, 0.6805816888809204, 0.6291359663009644, 0.6850269436836243, 0.6686764359474182, 0.6324300169944763, 0.6662142276763916, 0.6492703557014465, 0.7815357446670532, 0.6951200366020203, 0.6968278884887695, 0.6406024694442749, 0.6368361711502075, 0.7244458794593811, 0.5749488472938538, 0.6213769912719727, 0.6641060709953308, 0.7610270977020264, 0.6905292272567749, 0.6233813762664795, 0.7417882084846497, 0.6603812575340271, 0.7283397912979126, 0.6170424222946167, 0.6512232422828674, 0.6110985279083252, 0.6823626160621643, 0.6558948159217834, 0.643169105052948, 0.6609585881233215, 0.6937960386276245, 0.7087029814720154, 0.6332069635391235, 0.6305532455444336, 0.6450417041778564, 0.6955016851425171, 0.6579762101173401, 0.6166101098060608, 0.6587419509887695, 0.696763277053833, 0.6544588208198547, 0.624350368976593, 0.6007038950920105, 0.7098914384841919, 0.618169367313385, 0.6071577072143555, 0.5965011119842529, 0.5594587326049805, 0.620894730091095, 0.6071645021438599, 0.6472498178482056, 0.6284576654434204, 0.7020343542098999, 0.624350368976593, 0.629782497882843, 0.5875484943389893, 0.6373080015182495, 0.6910693049430847, 0.6707531213760376, 0.5954415798187256, 0.6570544242858887, 0.6142326593399048, 0.6763747930526733, 0.6701680421829224, 0.6335932016372681, 0.6942548751831055, 0.6416543126106262, 0.6935495138168335, 0.6191830635070801]	[0.6828957200050354, 0.6252291202545166, 0.6322304010391235, 0.6727553009986877, 0.6528011560440063, 0.6672325134277344, 0.6535740494728088, 0.6371592879295349, 0.6469026803970337, 0.6504077911376953, 0.6179599761962891, 0.7266908288002014, 0.7105170488357544, 0.5911020636558533, 0.6705598831176758, 0.6063523888587952, 0.7065302729606628, 0.6443580985069275, 0.6239131689071655, 0.6417624950408936, 0.6848363280296326, 0.5949953198432922, 0.6587540507316589, 0.6535558700561523, 0.65446537733078, 0.734463632106781, 0.673835277557373, 0.7000045776367188, 0.0, 0.6212468147277832, 0.63680499792099, 0.643336296081543, 0.5998879671096802, 0.663674533367157, 0.6848276853561401, 0.6124158501625061, 0.6635544300079346, 0.6323283910751343, 0.6844244003295898, 0.555573582649231, 0.672788679599762, 0.6834133267402649, 0.5675996541976929, 0.6315849423408508, 0.617463231086731, 0.6387292742729187, 0.6875407099723816, 0.6388750076293945, 0.6411839723587036, 0.6766085028648376, 0.6312350630760193, 0.6795040369033813, 0.6386047005653381, 0.6238886713981628, 0.640146017074585, 0.6233641505241394, 0.6670358180999756, 0.6695238351821899, 0.6685686111450195, 0.616143524646759, 0.6643238663673401, 0.6751689910888672, 0.700706422328949, 0.6791045069694519, 0.6226455569267273, 0.5883433222770691, 0.7026257514953613, 0.6592575311660767, 0.6193820238113403, 0.6690356135368347, 0.6509367823600769, 0.6243235468864441, 0.6579943299293518, 0.6779882311820984, 0.6717483997344971, 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Framework versions

• Transformers 4.40.1
• Pytorch 2.2.1+cu121
• Datasets 2.19.1
• Tokenizers 0.19.1