diff --git "a/README.md" "b/README.md" --- "a/README.md" +++ "b/README.md" @@ -19,10 +19,10 @@ should probably proofread and complete it, then remove this comment. --> This model is a fine-tuned version of [cointegrated/rut5-base-multitask](https://huggingface.co/cointegrated/rut5-base-multitask) on the None dataset. It achieves the following results on the evaluation set: -- Loss: 2.6552 -- Precision: [0.6915528178215027, 0.6737451553344727, 0.687631368637085, 0.7121922969818115, 0.6973229646682739, 0.669098973274231, 0.6763145923614502, 0.6968397498130798, 0.6946654319763184, 0.6966005563735962, 0.6913771629333496, 0.6364741325378418, 0.6673529744148254, 0.6768471598625183, 0.6557875871658325, 0.6611605882644653, 0.6538004279136658, 0.6897135972976685, 0.6418755054473877, 0.6447724103927612, 0.6777862906455994, 0.6637116074562073, 0.6751523017883301, 0.6335395574569702, 0.7142329216003418, 0.6565202474594116, 0.6811925172805786, 0.6170066595077515, 0.6730397939682007, 0.6117849946022034, 0.625722348690033, 0.6656335592269897, 0.6433407664299011, 0.6298017501831055, 0.7161122560501099, 0.6618937849998474, 0.5959608554840088, 0.682403564453125, 0.64996337890625, 0.702262818813324, 0.6369382739067078, 0.6177463531494141, 0.6561872959136963, 0.5879490971565247, 0.6282813549041748, 0.6305917501449585, 0.6476552486419678, 0.7210276126861572, 0.6571098566055298, 0.6497559547424316, 0.6343567371368408, 0.6844466328620911, 0.7670174837112427, 0.6022604703903198, 0.6907047033309937, 0.6346688270568848, 0.5957096815109253, 0.737207293510437, 0.6246797442436218, 0.6759191751480103, 0.6374624967575073, 0.6731051206588745, 0.6770709753036499, 0.6741867065429688, 0.6797292232513428, 0.6400130391120911, 0.6558790802955627, 0.6391419172286987, 0.7183104157447815, 0.6483524441719055, 0.7087840437889099, 0.6959335207939148, 0.645200252532959, 0.6442387700080872, 0.6364802122116089, 0.7141474485397339, 0.6782799363136292, 0.7140170335769653, 0.7694047689437866, 0.706095814704895, 0.617375373840332, 0.6931350827217102, 0.6987439393997192, 0.647173285484314, 0.7471771836280823, 0.6457453966140747, 0.6881765127182007, 0.5866363644599915, 0.6743521690368652, 0.681583821773529, 0.862402081489563, 0.6771398782730103, 0.6386188268661499, 0.6878827810287476, 0.7641746997833252, 0.6271709203720093, 0.6629050970077515, 0.6386188268661499, 0.7121864557266235, 0.6788788437843323, 0.6171863079071045, 0.6804991960525513, 0.6721817255020142, 0.6396132111549377, 0.7093538045883179, 0.7087840437889099, 0.7286540269851685, 0.642693817615509, 0.6408454179763794, 0.5960079431533813, 0.6924824118614197, 0.5980969667434692, 0.6354273557662964, 0.7104088068008423, 0.634108304977417, 0.661866307258606, 0.6514285802841187, 0.6208624839782715, 0.727996826171875, 0.6646794676780701, 0.6417846083641052, 0.6831475496292114, 0.5752464532852173, 0.6047821044921875, 0.6751053333282471, 0.7024573087692261, 0.687792181968689, 0.7374842166900635, 0.6991806030273438, 0.8013178706169128, 0.6293797492980957, 0.6987439393997192, 0.6859276294708252, 0.6284561157226562, 0.6368266940116882, 0.6666581034660339, 0.6659249067306519, 0.6496008634567261, 0.6185739636421204, 0.6422874331474304, 0.7226634621620178, 0.6731714606285095, 0.6229338645935059, 0.6648355722427368, 0.6380738019943237, 0.5897354483604431, 0.7375451326370239, 0.7262787222862244, 0.7073328495025635, 0.6067960262298584, 0.6559474468231201, 0.7040363550186157, 0.6668264865875244, 0.6313586235046387, 0.6147715449333191, 0.6664600372314453, 0.6438006162643433, 0.645565390586853, 0.6638649106025696, 0.6731714606285095, 0.6110567450523376, 0.6149749755859375, 0.618053674697876, 0.631876528263092, 0.6770755052566528, 0.6373000144958496, 0.6437981724739075, 0.690239429473877, 0.6423436999320984, 0.6071794033050537, 0.6670910120010376, 0.6168149709701538, 0.6421430110931396, 0.6874994039535522, 0.6363787055015564, 0.6682712435722351, 0.7319506406784058, 0.6570770740509033, 0.6663105487823486, 0.6900074481964111, 0.681538999080658, 0.6831002831459045, 0.6710017323493958, 0.6324430704116821, 0.6308503746986389, 0.712470531463623, 0.6728515625, 0.6733633279800415, 0.6598349213600159, 0.6934840679168701, 0.7367868423461914, 0.6990891098976135, 0.7019968032836914, 0.7715317010879517, 0.5750302672386169, 0.6342923045158386, 0.6596337556838989, 0.7041295170783997, 0.6509453058242798, 0.6898528337478638, 0.6137736439704895, 0.6822922825813293, 0.6652998924255371, 0.6520525813102722, 0.6868369579315186, 0.5949543714523315, 0.6556097269058228, 0.64996337890625, 0.6940822601318359, 0.6453189849853516, 0.6652897596359253, 0.672271728515625, 0.5960079431533813, 0.7089790105819702, 0.7235158681869507, 0.6682381629943848, 0.6548436284065247, 0.6715813279151917, 0.6902539134025574, 0.6538110971450806, 0.706095814704895, 0.6659249067306519, 0.6623424887657166, 0.625041127204895, 0.6764254570007324, 0.6496608257293701, 0.7152200937271118, 0.6378257274627686, 0.6702735424041748, 0.6872292757034302, 0.7487529516220093, 0.667178750038147, 0.6783883571624756, 0.642257571220398, 0.6603492498397827, 0.7036296129226685, 0.6840614080429077, 0.6873829960823059, 0.6635527610778809, 0.6805822849273682, 0.6418324708938599, 0.6092479228973389, 0.6536095142364502, 0.699934720993042, 0.6458240747451782, 0.6273171305656433, 0.6463411450386047, 0.6900074481964111, 0.6589407920837402, 0.728846549987793, 0.6458168029785156, 0.7059823274612427, 0.6559234857559204, 0.81389319896698, 0.708375871181488, 0.7103108763694763, 0.6516621708869934, 0.664668083190918, 0.5988281965255737, 0.7066044211387634, 0.6236563920974731, 0.6452880501747131, 0.6355724334716797] -- Recall: [0.7032625675201416, 0.7226836085319519, 0.6721882820129395, 0.7011303901672363, 0.677104115486145, 0.6385811567306519, 0.6863760948181152, 0.6910576224327087, 0.7049461603164673, 0.734736979007721, 0.6507429480552673, 0.622687578201294, 0.6484591960906982, 0.6693102121353149, 0.6600536704063416, 0.6692157983779907, 0.6424646377563477, 0.6763740181922913, 0.6220782995223999, 0.629357099533081, 0.6720132827758789, 0.6442299485206604, 0.6626766324043274, 0.6202166676521301, 0.711401641368866, 0.6232976317405701, 0.6783511638641357, 0.636123776435852, 0.684529185295105, 0.6075320243835449, 0.6126687526702881, 0.6411978006362915, 0.6720397472381592, 0.6327531933784485, 0.7283234596252441, 0.644428014755249, 0.5778765678405762, 0.6755184531211853, 0.6518455743789673, 0.6649198532104492, 0.619404673576355, 0.6075785160064697, 0.642940878868103, 0.587155818939209, 0.6237642765045166, 0.6006851196289062, 0.6740916967391968, 0.7433180212974548, 0.5936946868896484, 0.6507590413093567, 0.6135722994804382, 0.6890233755111694, 0.7661035060882568, 0.6084639430046082, 0.6603939533233643, 0.609348714351654, 0.5887601375579834, 0.688994288444519, 0.6172677278518677, 0.6960017681121826, 0.6479108333587646, 0.6763442754745483, 0.6567575931549072, 0.6578987836837769, 0.6974133253097534, 0.629227876663208, 0.6504442095756531, 0.6478621959686279, 0.6969013214111328, 0.6346582174301147, 0.721727728843689, 0.6893755197525024, 0.6177555322647095, 0.6154090166091919, 0.6215413808822632, 0.7285103797912598, 0.659005880355835, 0.6892905235290527, 0.7859517335891724, 0.6852617859840393, 0.6164387464523315, 0.6895434856414795, 0.6794396638870239, 0.6575626134872437, 0.6977802515029907, 0.6135873794555664, 0.6695022583007812, 0.5721577405929565, 0.651099681854248, 0.6768345832824707, 0.7722893357276917, 0.6727662682533264, 0.6438087821006775, 0.6618068814277649, 0.7346037030220032, 0.60820472240448, 0.6378532648086548, 0.6438087821006775, 0.7008801698684692, 0.6809971332550049, 0.6219043135643005, 0.6284854412078857, 0.6824294328689575, 0.5819176435470581, 0.6938961148262024, 0.721727728843689, 0.7470197677612305, 0.6472315788269043, 0.6380120515823364, 0.5562821626663208, 0.7077008485794067, 0.6033074855804443, 0.6195131540298462, 0.6889587640762329, 0.6150630712509155, 0.6918394565582275, 0.6599792242050171, 0.6303780674934387, 0.6948486566543579, 0.6539874076843262, 0.6473648548126221, 0.6954695582389832, 0.5828342437744141, 0.6322697401046753, 0.6725513935089111, 0.7092133164405823, 0.690051794052124, 0.6666397452354431, 0.6783493757247925, 0.7856740951538086, 0.6092485189437866, 0.6794396638870239, 0.6910867691040039, 0.6495951414108276, 0.6432803869247437, 0.6613736748695374, 0.6599668860435486, 0.5964701175689697, 0.6135851144790649, 0.6440166234970093, 0.6884498596191406, 0.664975643157959, 0.6302213668823242, 0.627980649471283, 0.6179772615432739, 0.5783421397209167, 0.7562832236289978, 0.7381937503814697, 0.6880661249160767, 0.5801931023597717, 0.6819237470626831, 0.6803067922592163, 0.6644754409790039, 0.6287927031517029, 0.6138474345207214, 0.6624206304550171, 0.6117724180221558, 0.6493161916732788, 0.6607275009155273, 0.664975643157959, 0.6228521466255188, 0.6002907752990723, 0.6122651696205139, 0.641654908657074, 0.6535112857818604, 0.6271153688430786, 0.6285737752914429, 0.6856397986412048, 0.5983925461769104, 0.5869936943054199, 0.6559048891067505, 0.6004015207290649, 0.6201689839363098, 0.6751579642295837, 0.6345601677894592, 0.6629053354263306, 0.7027943134307861, 0.627970278263092, 0.6774054765701294, 0.6562401056289673, 0.6694598197937012, 0.6931548714637756, 0.6804457902908325, 0.6467108130455017, 0.6041109561920166, 0.6921912431716919, 0.6534766554832458, 0.6730755567550659, 0.6672458052635193, 0.6767430305480957, 0.7082456350326538, 0.7042186260223389, 0.6660938262939453, 0.7794147729873657, 0.5528081655502319, 0.599506139755249, 0.6528980731964111, 0.7276678085327148, 0.6587133407592773, 0.6925876140594482, 0.6104834079742432, 0.6834741830825806, 0.643120288848877, 0.6175364255905151, 0.6626734137535095, 0.5813126564025879, 0.6496309041976929, 0.6518455743789673, 0.6401610970497131, 0.6532708406448364, 0.6553361415863037, 0.6841525435447693, 0.5562821626663208, 0.7290001511573792, 0.7157405614852905, 0.6582309007644653, 0.6288174390792847, 0.6657482385635376, 0.6941763162612915, 0.6771137118339539, 0.6852617859840393, 0.6599668860435486, 0.6553851366043091, 0.6204514503479004, 0.6476094722747803, 0.6688904762268066, 0.7051413059234619, 0.6194132566452026, 0.6748174428939819, 0.6851041316986084, 0.7261858582496643, 0.6661097407341003, 0.676188588142395, 0.6549792289733887, 0.6449596881866455, 0.693204402923584, 0.6944618821144104, 0.6643060445785522, 0.6400833129882812, 0.6975864768028259, 0.6461370587348938, 0.6084632873535156, 0.6578519344329834, 0.6711794137954712, 0.6376510858535767, 0.6007704734802246, 0.6424329280853271, 0.6562401056289673, 0.6425219774246216, 0.7399770617485046, 0.6481117010116577, 0.6885879039764404, 0.6508399248123169, 0.7746309041976929, 0.714668333530426, 0.7093186378479004, 0.6601130962371826, 0.6590384244918823, 0.5949832797050476, 0.6663939356803894, 0.5966920852661133, 0.6512796878814697, 0.6243551969528198] -- F1: [0.6973584890365601, 0.6973568201065063, 0.6798221468925476, 0.706618070602417, 0.6870648264884949, 0.6534839272499084, 0.6813082098960876, 0.6939366459846497, 0.6997680068016052, 0.7151606678962708, 0.670444905757904, 0.6295053958892822, 0.6577704548835754, 0.6730576157569885, 0.6579137444496155, 0.6651638150215149, 0.6480829119682312, 0.6829786896705627, 0.631821870803833, 0.6369714736938477, 0.6748874187469482, 0.6538257002830505, 0.6688563227653503, 0.6268072724342346, 0.712814450263977, 0.6394777894020081, 0.6797689199447632, 0.6264193654060364, 0.6787358522415161, 0.6096511483192444, 0.6191267371177673, 0.6531872153282166, 0.6573771834373474, 0.6312740445137024, 0.7221662998199463, 0.6530441045761108, 0.5867794156074524, 0.6789435148239136, 0.6509031057357788, 0.683081328868866, 0.6280491352081299, 0.6126202344894409, 0.6494965553283691, 0.5875522494316101, 0.6260146498680115, 0.6152752041816711, 0.6606090664863586, 0.7320030927658081, 0.623794674873352, 0.6502571702003479, 0.6237913966178894, 0.6867273449897766, 0.7665601968765259, 0.6053463220596313, 0.6752093434333801, 0.621751070022583, 0.5922145247459412, 0.7122858166694641, 0.6209516525268555, 0.6858134865760803, 0.6426441669464111, 0.674720823764801, 0.6667596101760864, 0.6659432053565979, 0.688457727432251, 0.6345746517181396, 0.6531503796577454, 0.6434724926948547, 0.7074439525604248, 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+|:-------------:|:-----:|:----:|:---------------:|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------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