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mit-b0-CMP_semantic_seg_with_mps_v2

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+ ---
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+ license: other
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: mit-b0-CMP_semantic_seg_with_mps_v2
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # mit-b0-CMP_semantic_seg_with_mps_v2
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+
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+ This model is a fine-tuned version of [nvidia/mit-b0](https://huggingface.co/nvidia/mit-b0) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 1.0863
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+ - Mean Iou: 0.4097
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+ - Mean Accuracy: 0.5538
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+ - Overall Accuracy: 0.6951
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+ - Per Category Iou: [0.5921698801573617, 0.5795623712718901, 0.5784812820145221, 0.2917052691882505, 0.3792639848157326, 0.37973303153855376, 0.4481097636024487, 0.4354492668218124, 0.26472453634508664, 0.4173722023142026, 0.18166072949276144, 0.36809541729585366]
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+ - Per Category Accuracy: [0.6884460857323806, 0.7851625477616788, 0.7322992353412343, 0.45229387721112274, 0.5829333862769369, 0.5516333441001092, 0.5904157921999404, 0.5288772981353482, 0.4518224891972707, 0.571864661897264, 0.23178753217655862, 0.47833833709905393]
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 6e-05
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+ - train_batch_size: 2
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+ - eval_batch_size: 2
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 50
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Mean Iou | Mean Accuracy | Overall Accuracy | Per Category Iou | Per Category Accuracy |
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+ |:-------------:|:-----:|:----:|:---------------:|:--------:|:-------------:|:----------------:|:--------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|:----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------:|
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+ | 1.6807 | 1.0 | 189 | 1.3310 | 0.2226 | 0.3388 | 0.5893 | [0.4634848754539228, 0.4904852778454534, 0.46977704569302975, 0.0, 0.2307151510822336, 0.1514544832853459, 0.2789258993918792, 0.00016499086657702878, 0.025041827030813847, 0.352690972773565, 0.0, 0.20870390711516645] | [0.6133050341852593, 0.6847324966008382, 0.7408221401485373, 0.0, 0.4973004839882741, 0.17200650361654793, 0.40732489541824046, 0.0001650039483087631, 0.025531707230508505, 0.6371460564807566, 0.0, 0.2873760665242915] |
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+ | 1.1837 | 2.0 | 378 | 1.1731 | 0.2602 | 0.3876 | 0.6122 | [0.42398908351573905, 0.5249246480736364, 0.5152434848293298, 0.005690230903397841, 0.2635974341951505, 0.2755809091452123, 0.3311735486250948, 0.05749007051827676, 0.05389332245480737, 0.3859935747028547, 0.0, 0.2853646425269243] | [0.47824737936996214, 0.7843921681114081, 0.6966173473129366, 0.005693923012331629, 0.5735250918240624, 0.36835801828416304, 0.6226168977672956, 0.05767745156759108, 0.056265139348553275, 0.590726524634641, 0.0, 0.4168074942998339] |
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+ | 1.0241 | 3.0 | 567 | 1.0485 | 0.2915 | 0.3954 | 0.6393 | [0.544236592535624, 0.5037386625623217, 0.5329218083584913, 0.04122383911052976, 0.30619502152348865, 0.2714354684133538, 0.3820197861637806, 0.14297161063544225, 0.07955891090548743, 0.4007127942336929, 0.00016528217339936458, 0.2928537512847711] | [0.8125893617699244, 0.6851517629316499, 0.6682812855352882, 0.041991381045239105, 0.49715664486119526, 0.34177557441959217, 0.5120585878274232, 0.1452966910279639, 0.08494893658553898, 0.5882194328558888, 0.00016528267929344714, 0.36715775790027544] |
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+ | 0.9353 | 4.0 | 756 | 0.9943 | 0.3054 | 0.4021 | 0.6570 | [0.5776214269254855, 0.5288803999129291, 0.5390827265612298, 0.11713595022489943, 0.3136957294778408, 0.2599635547204301, 0.3664072211017248, 0.15260766464267558, 0.10744437711526733, 0.3934636797021606, 0.00017752366727167548, 0.3077800811435604] | [0.8079444953737089, 0.7362094443096117, 0.6802560980516426, 0.12306993011845858, 0.512920197647116, 0.33239396237919133, 0.42117282716339, 0.15535336024112006, 0.12232149987134326, 0.5586955195187552, 0.0001775258407225914, 0.37512767340369557] |
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+ | 0.8717 | 5.0 | 945 | 1.0010 | 0.3299 | 0.4440 | 0.6530 | [0.4789569963484104, 0.5505570737975362, 0.5471873633057979, 0.15467212233555622, 0.33717136211833587, 0.329740742665955, 0.41510254600978613, 0.23386662917089512, 0.17093499015002273, 0.4080746205043383, 0.0008171084765058361, 0.3313602667418111] | [0.5407883204047401, 0.8110534967992339, 0.7439010923003654, 0.1647386208284467, 0.5336310060432693, 0.47195496826220606, 0.5649886876937538, 0.24592767041211344, 0.21268289220340186, 0.6032254750148772, 0.0008172310253953776, 0.43432067432191235] |
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+ | 0.8238 | 6.0 | 1134 | 0.9537 | 0.3546 | 0.4771 | 0.6701 | [0.5571670792200062, 0.552517395473414, 0.5610617087380155, 0.2076087504784398, 0.34338117214442276, 0.3163128468568835, 0.4103397088272378, 0.3279466924300978, 0.21069994391811445, 0.41911356194559607, 0.006694874564878166, 0.34182469738367616] | [0.6870234926100193, 0.7532167332054568, 0.7388529233923034, 0.2427845747080173, 0.5081350142927471, 0.41732749265984126, 0.5923295163811956, 0.37097280542070116, 0.31168646797334587, 0.6181032158263363, 0.006828623287105196, 0.47847452206299584] |
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+ | 0.7708 | 7.0 | 1323 | 0.9789 | 0.3550 | 0.4837 | 0.6683 | [0.5310075746044994, 0.5633947116318412, 0.5594316197128807, 0.22985789876534993, 0.3424202791715216, 0.3374531065952666, 0.4049849851215688, 0.28826141058185256, 0.21968289277390515, 0.41423929455988057, 0.031575259927696664, 0.3373088073837401] | [0.6050136716074171, 0.7961490880674345, 0.7433683394118146, 0.2875899542681869, 0.5834520174957, 0.4949117910713184, 0.5607636948180663, 0.3102642098935939, 0.3671530482773307, 0.6185428826392109, 0.03448592495554202, 0.4022346714537745] |
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+ | 0.7415 | 8.0 | 1512 | 0.9738 | 0.3554 | 0.4634 | 0.6733 | [0.5365875274148131, 0.5659369400475933, 0.5549504785350987, 0.23309033939219542, 0.3497296795169531, 0.33336353690988096, 0.43005316542676975, 0.34005594551228957, 0.19889347759651177, 0.41812008740162165, 0.035787126110042235, 0.2680306895821023] | [0.6081236117125464, 0.8460799406527134, 0.6598362819270074, 0.30354751181463, 0.5720401047797135, 0.4539774768726024, 0.5734811831554486, 0.3848984957854349, 0.26418995057806804, 0.5607853711429407, 0.03791707094605969, 0.2962291208847896] |
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+ | 0.7018 | 9.0 | 1701 | 0.9449 | 0.3667 | 0.4802 | 0.6826 | [0.5797650959803345, 0.5656555773867602, 0.5624023413616094, 0.23677325096936905, 0.3648405353367248, 0.32706889287510904, 0.42501286148616657, 0.32065864193727883, 0.2096244240088324, 0.4236167832091201, 0.050353847024854216, 0.33460451780818107] | [0.7241302953158243, 0.7684235052379187, 0.7677311546869556, 0.2957821250373002, 0.5320609310645918, 0.42119264423548025, 0.5547462091572214, 0.35133197830090934, 0.2813412242797441, 0.5645280153294033, 0.054445338875404405, 0.4464576433811012] |
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+ | 0.682 | 10.0 | 1890 | 0.9422 | 0.3762 | 0.5047 | 0.6805 | [0.5801558465660853, 0.5621958732527232, 0.5584861217084165, 0.23399856724634902, 0.37933715402727797, 0.34066026424016943, 0.42765963009581354, 0.38005799566838694, 0.2300653561261595, 0.42158026982710145, 0.0639705961898374, 0.33669758824413076] | [0.7124128445122457, 0.7649129379639438, 0.7024134248020867, 0.287877946717927, 0.5535415826760965, 0.441309578680332, 0.6309566731585817, 0.4959965113450929, 0.3981571031827014, 0.5591670008934155, 0.07239687432088714, 0.43703921507938964] |
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+ | 0.6503 | 11.0 | 2079 | 0.9889 | 0.3785 | 0.5082 | 0.6729 | [0.5192728242868041, 0.5649446824860268, 0.5604780133458106, 0.26978528692233206, 0.37715343417991076, 0.35264087989088694, 0.4341657661288921, 0.3433013918414056, 0.24153761961429152, 0.43359478279525054, 0.08885656663780542, 0.3561829795091815] | [0.5876217071146836, 0.8059670831465121, 0.7295986604417997, 0.38378984184703785, 0.5267267279434854, 0.4982615891035389, 0.5901717549740297, 0.383783111953036, 0.4151153917819401, 0.5987203244459441, 0.103029264216606, 0.47561876463730435] |
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+ | 0.633 | 12.0 | 2268 | 0.9594 | 0.3901 | 0.5224 | 0.6797 | [0.5539044036240792, 0.5640746106980318, 0.5679376803045576, 0.2657695291519962, 0.3757466434644823, 0.35104871938215626, 0.42571774824305314, 0.39930568333762684, 0.23536352092073748, 0.4338049246523709, 0.18003924612685301, 0.3286865117649982] | [0.6496572223105714, 0.7807274278924162, 0.7448456086694618, 0.4017702861187639, 0.5380576045315403, 0.4614936542558404, 0.5848777216054816, 0.48827668376350436, 0.3247961456216782, 0.6062577678381901, 0.2917759623890081, 0.39577413930071087] |
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+ | 0.6035 | 13.0 | 2457 | 0.9612 | 0.3939 | 0.5288 | 0.6834 | [0.566287673461385, 0.566596557663215, 0.5678902112592217, 0.26306000852144, 0.3726059238890307, 0.3609025845510209, 0.4351393724436539, 0.37588025008354836, 0.25108473544628496, 0.4256391829733845, 0.1737219533020804, 0.3680641640888084] | [0.6650034015658216, 0.7792062332760352, 0.7595289859518171, 0.40488962602618994, 0.5501279357869723, 0.4940371417476292, 0.583148993385804, 0.4374533247759857, 0.38431984951598447, 0.5591195398258335, 0.25781343258456196, 0.47113291446139877] |
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+ | 0.5874 | 14.0 | 2646 | 0.9657 | 0.3939 | 0.5383 | 0.6844 | [0.5806677482031424, 0.5670306680818844, 0.567912071302946, 0.2669805280094569, 0.35936413650425275, 0.36049661610517647, 0.43934258727154524, 0.3862602719923495, 0.24060423672069872, 0.4227720940187137, 0.1705185840525888, 0.3651616035455601] | [0.6881466774565245, 0.7714532016797171, 0.7076490702220812, 0.45138479261073833, 0.6010571162888695, 0.4899633082794087, 0.623500155081721, 0.44661640117817103, 0.3626766811886108, 0.5934218960331414, 0.2536721832311539, 0.4702487439000485] |
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+ | 0.5684 | 15.0 | 2835 | 0.9762 | 0.3950 | 0.5446 | 0.6855 | [0.5799737452083478, 0.5710709114080229, 0.5670764532065862, 0.2824597683542257, 0.36640492159455884, 0.3587419044139626, 0.4407745413968844, 0.4020698579224321, 0.25403099536251994, 0.4246364640946177, 0.13763299473559995, 0.3548388372177615] | [0.6689893935462612, 0.7721150862632795, 0.7253292181715818, 0.46066300719634146, 0.6286397883336339, 0.49001048853338364, 0.5936197648110916, 0.4950579174573106, 0.4336663620311793, 0.6295105616521876, 0.17492722970925553, 0.4629638800334272] |
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+ | 0.5485 | 16.0 | 3024 | 1.0645 | 0.3794 | 0.5095 | 0.6704 | [0.4854630804577975, 0.5682984335994403, 0.5685140888867627, 0.26120823705512203, 0.3832057191472071, 0.36282541987900496, 0.43780145913695573, 0.40560224962415387, 0.2525310431655663, 0.42061673773784075, 0.1242392711214882, 0.28249058067528676] | [0.5250323086345734, 0.8334719569357047, 0.7460261114546437, 0.3741958765032859, 0.6113892226001657, 0.48233280951153923, 0.5879903770611306, 0.5021155863372445, 0.4084452055402252, 0.5756625904042066, 0.1498379311505817, 0.31707161059353944] |
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+ | 0.5402 | 17.0 | 3213 | 0.9747 | 0.4044 | 0.5600 | 0.6839 | [0.5696889505130881, 0.5674207585336802, 0.5687409231923873, 0.2970935437281419, 0.37667848031652434, 0.3740706436358495, 0.4486235234701932, 0.41259420175369305, 0.24890851961750837, 0.42596213680075434, 0.18741092684870628, 0.3757222932664926] | [0.6652249842476593, 0.7672771117610754, 0.7058054085118902, 0.43181865497116606, 0.5994505750526228, 0.5137421562827766, 0.6111778496069427, 0.5596237481396876, 0.4547660665643328, 0.5819342314775361, 0.2821497767153434, 0.5465329577929782] |
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+ | 0.5275 | 18.0 | 3402 | 1.0054 | 0.3944 | 0.5411 | 0.6790 | [0.5340694513710343, 0.5728332869873064, 0.5612516923446955, 0.2826561901935739, 0.3823160569160862, 0.3782131721285396, 0.42983423740605153, 0.40702298634334005, 0.2577513466879892, 0.41949516397601305, 0.14478514359749514, 0.36316166780626646] | [0.6011690872629017, 0.8090576564774546, 0.6765196940223528, 0.4560932956745616, 0.5706807237336585, 0.5392721175586759, 0.625477643828456, 0.5679393042619234, 0.43474885318048323, 0.5567162365355298, 0.18059887424130658, 0.4750843418242595] |
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+ | 0.5032 | 19.0 | 3591 | 1.0014 | 0.3973 | 0.5256 | 0.6875 | [0.5696121556420429, 0.5738719088476161, 0.5699478909973625, 0.2918412455240134, 0.37174867719200533, 0.36348388999124875, 0.4444493725714549, 0.41215718929736833, 0.25306460819222093, 0.4141661929360587, 0.1658795266239882, 0.33692869274252835] | [0.663432939814825, 0.8078599259161406, 0.6985897029453216, 0.43889702361538085, 0.5273507061285597, 0.4876478465843311, 0.6231884172060415, 0.5022195173955948, 0.37174919922273586, 0.5243691720025597, 0.22317752890151296, 0.4388127147234517] |
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+ | 0.4985 | 20.0 | 3780 | 0.9893 | 0.3990 | 0.5468 | 0.6883 | [0.5936816715900824, 0.5701644461431783, 0.5629911997707503, 0.28916781073565523, 0.3790172987756734, 0.3757458321865293, 0.4382818305838311, 0.4110024055873421, 0.2591999327160541, 0.4147214451848439, 0.12914504099118534, 0.36534002629377316] | [0.7110061101901749, 0.7678645373607047, 0.6951620501883469, 0.48746712375347845, 0.5261270605967906, 0.554917815626826, 0.6444102092579851, 0.530145899919748, 0.4511925148398889, 0.5441213209197433, 0.16031807733392917, 0.4888256110268553] |
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+ | 0.4925 | 21.0 | 3969 | 1.0416 | 0.3955 | 0.5339 | 0.6806 | [0.5335583322437928, 0.5723393618411438, 0.5731594301616394, 0.2843255183273554, 0.37479678549266376, 0.3738500807285063, 0.43831338163155376, 0.38761392177969145, 0.259761823132567, 0.41696547893527275, 0.16927392137188726, 0.36236651284400945] | [0.5944502422064643, 0.8129992935693794, 0.7299376590661159, 0.451089860583896, 0.5922282301507069, 0.5323583957261948, 0.5643368721355146, 0.43405145765987974, 0.4067238671552665, 0.5833731884605977, 0.22720246822134413, 0.4781464401044085] |
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+ | 0.4772 | 22.0 | 4158 | 1.0142 | 0.3969 | 0.5476 | 0.6838 | [0.5634107290020928, 0.5751936873185851, 0.5595241406936764, 0.27833357682201243, 0.38332015417600285, 0.3539706328067277, 0.4447681103871215, 0.40541279947566156, 0.25859149329310366, 0.4145149725357906, 0.15972398977220983, 0.366032132250331] | [0.6478051200136739, 0.7921222394998685, 0.6887339171833209, 0.48257125210789653, 0.5784379070799239, 0.4598840817452339, 0.6029010515642786, 0.5938234950622032, 0.4904904927109305, 0.5605052986891879, 0.2093611212287237, 0.4643680295480104] |
75
+ | 0.4707 | 23.0 | 4347 | 0.9896 | 0.4077 | 0.5458 | 0.6966 | [0.6012804567305066, 0.5800639296088526, 0.5794478624229116, 0.29879895350816676, 0.3816317875809819, 0.3736029104469615, 0.44637104206271144, 0.42412652172215404, 0.2632970575744547, 0.41623722811457137, 0.174674219369118, 0.35296614657460795] | [0.7110249058053341, 0.7877768584711767, 0.7191573316014347, 0.4628593833491787, 0.5669834503967731, 0.5061243598909774, 0.5890972039631646, 0.5353692391925092, 0.4442073414194831, 0.5584702098352893, 0.22803194240816863, 0.440084806091182] |
76
+ | 0.4601 | 24.0 | 4536 | 1.0040 | 0.4104 | 0.5551 | 0.6948 | [0.6060973018933994, 0.5755818860993427, 0.572127713234306, 0.30862118701488633, 0.3770687484973199, 0.3706767006886033, 0.4459350531382886, 0.42422853154557133, 0.26650600665049723, 0.4104022497933222, 0.19423773810590542, 0.37320871136749484] | [0.7276747371807664, 0.771797604797584, 0.7094761814943847, 0.4788724575124392, 0.540134155309791, 0.5080424186775738, 0.6040472393092015, 0.531419858975197, 0.4572549089199045, 0.5413847470559795, 0.2852993299929908, 0.5062118914234424] |
77
+ | 0.4544 | 25.0 | 4725 | 1.0093 | 0.4093 | 0.5652 | 0.6899 | [0.5825979267621468, 0.5744922846366791, 0.5741710257539234, 0.3108831843775042, 0.37645872777161477, 0.3784111229924398, 0.44411100487450067, 0.41836500175974967, 0.26085321418520263, 0.4218578311850905, 0.19301158113639072, 0.37653159598693137] | [0.6781496128029857, 0.7702782696346562, 0.7304544322215338, 0.5101803596088854, 0.5953744578176565, 0.5310663826173427, 0.5960144784924483, 0.5285622905976679, 0.46465932583870884, 0.5860904649672127, 0.2676049009375201, 0.5242357650603031] |
78
+ | 0.4421 | 26.0 | 4914 | 1.0434 | 0.4064 | 0.5448 | 0.6938 | [0.5782719302318134, 0.5821456437819771, 0.5769930379356891, 0.2984819508058425, 0.38847782838050476, 0.35815488592543404, 0.4458011146492243, 0.42198937751114535, 0.2717222055385853, 0.4259636158687416, 0.16897176287777965, 0.3600349990405605] | [0.6602642634123234, 0.79885790751984, 0.7348948005657967, 0.46896968098764064, 0.567680361096986, 0.46196545679558976, 0.6111148722583205, 0.5257582949306286, 0.45560899000026617, 0.5888990127576392, 0.21101700881201543, 0.452968729043507] |
79
+ | 0.4293 | 27.0 | 5103 | 1.0391 | 0.4076 | 0.5571 | 0.6908 | [0.576449524971724, 0.5776829249236082, 0.5748939817303267, 0.28684411349813843, 0.38238164707816225, 0.38567669528902265, 0.44498331866821506, 0.4170378744857361, 0.2643751202499573, 0.42951734443471284, 0.19222956315945172, 0.3590380218783961] | [0.6609055169388873, 0.7890265728833801, 0.7135604300716891, 0.47343182906433684, 0.6032248327110434, 0.5617317330758985, 0.6075133551339922, 0.5145980278813814, 0.43282122037567766, 0.6092446857946938, 0.2685017125122049, 0.45026050532875256] |
80
+ | 0.4312 | 28.0 | 5292 | 1.0037 | 0.4100 | 0.5534 | 0.6958 | [0.6023112517746669, 0.5775703878416769, 0.5768917217173084, 0.29641066149629575, 0.3759442966513007, 0.37579583551194906, 0.44643724597906814, 0.4245271517276461, 0.2712300627246793, 0.40830916486773133, 0.19665916283318652, 0.3680368163146806] | [0.7217623414872529, 0.7735152547135933, 0.7273383842606477, 0.42966391628094186, 0.6000765791408955, 0.5321170505808616, 0.6214596889863638, 0.5409825877976366, 0.40535300746209063, 0.527865644497828, 0.27674748173473357, 0.48390954016940585] |
81
+ | 0.4309 | 29.0 | 5481 | 1.0288 | 0.4101 | 0.5493 | 0.6968 | [0.604336950226167, 0.5814334121957526, 0.5728312452643266, 0.28822314503548435, 0.3867427466374853, 0.3841188341944978, 0.43691972293267023, 0.4253733287028998, 0.26587102949829194, 0.42516973202600006, 0.21060101014373822, 0.3391005615262353] | [0.705404135828275, 0.794821357455996, 0.7009002011448908, 0.4551633923428706, 0.5412848683264216, 0.5356918621320393, 0.5420932726021768, 0.524953632819071, 0.47009618200047915, 0.5948618961165895, 0.3047720782460447, 0.42129747129282863] |
82
+ | 0.4146 | 30.0 | 5670 | 1.0602 | 0.4062 | 0.5445 | 0.6928 | [0.5840281660802761, 0.5792283828982189, 0.575018419889744, 0.28592683019875637, 0.3839183148850764, 0.37858643384958507, 0.4478868974622179, 0.42586102625998573, 0.26642385748285347, 0.394684897922084, 0.17529695894326974, 0.3779896896163111] | [0.674379183033903, 0.8003970499043351, 0.728890415841166, 0.44210310823658405, 0.5409850346530742, 0.5408980216956584, 0.5822027587227564, 0.5334224068933078, 0.4790023335669858, 0.5027629121485208, 0.2177201396944719, 0.49102314112682743] |
83
+ | 0.4106 | 31.0 | 5859 | 1.0573 | 0.4113 | 0.5520 | 0.6937 | [0.5819166790762904, 0.5787062040667649, 0.5775244549049803, 0.28821437557226565, 0.38608020854605735, 0.3887658997414832, 0.45221133778094125, 0.4207174380445853, 0.2722481010652147, 0.42771387225872526, 0.2049826799109908, 0.35658777999445435] | [0.6621758362103106, 0.7858034932824415, 0.7534036118191814, 0.3855455548538872, 0.5706827496368568, 0.5888948569893917, 0.5901646700223098, 0.4979422721900845, 0.42678766315004923, 0.6260161753576922, 0.27349386158493844, 0.4630453846709379] |
84
+ | 0.4102 | 32.0 | 6048 | 1.0616 | 0.4043 | 0.5444 | 0.6904 | [0.5769233275949783, 0.577363439092528, 0.573656524376844, 0.2844338620042367, 0.37624066742761825, 0.37683161385270303, 0.44244215305215595, 0.43311874925226485, 0.2649180592339648, 0.395943386843713, 0.17475651842845388, 0.3743818447329044] | [0.6629119488571311, 0.7960392186220868, 0.7344564993141556, 0.4132483466457554, 0.5702876985131896, 0.5450244792933123, 0.5855145800434228, 0.5469302301162207, 0.4371090388010967, 0.5086997179978106, 0.21776299075947392, 0.5147162297399074] |
85
+ | 0.394 | 33.0 | 6237 | 1.0244 | 0.4104 | 0.5587 | 0.6957 | [0.6076406169174232, 0.5755133194944758, 0.5773888012392463, 0.28867001785116814, 0.38329193225277725, 0.3802784432548644, 0.4483280781724554, 0.43290536202993546, 0.2687090953575142, 0.4193919518677206, 0.18840448522839137, 0.3547176940737729] | [0.727907186077618, 0.7642312461588138, 0.7249562626143585, 0.49993754380608046, 0.5329786652134187, 0.5418035196469465, 0.6148407696461775, 0.5491288541547245, 0.4677559603559799, 0.5808149847629112, 0.2548261011958508, 0.4455187924933197] |
86
+ | 0.3865 | 34.0 | 6426 | 1.0618 | 0.4086 | 0.5468 | 0.6922 | [0.5728968448399631, 0.5787231878033336, 0.5788925417308927, 0.28531625201952776, 0.3853944836879137, 0.3734702977223307, 0.44691787133681676, 0.4279088179433081, 0.2694139635386349, 0.42395499992729657, 0.19858275091228783, 0.36132448264682004] | [0.6570744419427677, 0.800236166757726, 0.7189775596036913, 0.4516033892894567, 0.5620503761089287, 0.5182932361662052, 0.582221651927343, 0.5443565971042879, 0.39937046928653186, 0.5930557677975091, 0.27516505312001666, 0.45875762171531154] |
87
+ | 0.3816 | 35.0 | 6615 | 1.0515 | 0.4109 | 0.5587 | 0.6937 | [0.5941835882297523, 0.5769084394745335, 0.577658083131294, 0.2873195257057685, 0.38670974422343124, 0.381076263182244, 0.44477860788484347, 0.4280700682817085, 0.26689965883289946, 0.414678751628772, 0.19558875118229815, 0.3773946024843822] | [0.6945783020188105, 0.7771115993838257, 0.7289041127552798, 0.448133600738371, 0.5477819398833484, 0.5395933062107361, 0.5833930306117148, 0.5406622229889072, 0.49804353034080723, 0.5651643065651174, 0.26963114415404343, 0.5116376241914018] |
88
+ | 0.3803 | 36.0 | 6804 | 1.0709 | 0.4118 | 0.5507 | 0.6982 | [0.6024058566890507, 0.581939139640974, 0.5781720882222374, 0.28697306903376985, 0.3849686619672786, 0.3781058580072099, 0.44691323917640335, 0.4258711598039818, 0.26957106015411386, 0.417676320571185, 0.18847809809060276, 0.3801583560619983] | [0.7039536429646618, 0.7880683884343289, 0.731396380419234, 0.4432030312072782, 0.5429096426914529, 0.5308232228468566, 0.5705141628184882, 0.5124069040223462, 0.4618798967196969, 0.5667018365346953, 0.24654054169867742, 0.5100653068804358] |
89
+ | 0.3841 | 37.0 | 6993 | 1.0646 | 0.4102 | 0.5423 | 0.7000 | [0.6099336467831841, 0.5822218913375944, 0.5787466349453388, 0.29203349091743935, 0.3827276489127724, 0.37387698506476635, 0.44160861918544264, 0.4271016664306198, 0.2645923656202917, 0.4199538434226877, 0.1864396133579928, 0.36372807952886366] | [0.7276869249624712, 0.7884122256315795, 0.729836073619772, 0.4325369012012408, 0.5471377026662912, 0.5196269856535736, 0.5522782843080914, 0.5072885672621452, 0.439025580508061, 0.561369507359334, 0.2452978608136193, 0.45750925954584376] |
90
+ | 0.383 | 38.0 | 7182 | 1.0769 | 0.4076 | 0.5463 | 0.6981 | [0.6027549163108897, 0.58231781410625, 0.5799146779080825, 0.2886899890961726, 0.38277438751218223, 0.3770415096034708, 0.4470217407368539, 0.42382446995389655, 0.2639280119156949, 0.41965772335447976, 0.16169103199416715, 0.3610194005695204] | [0.7091792645011474, 0.7907447078742033, 0.7296691424790102, 0.4712736205855615, 0.5625548260053038, 0.5483289116967108, 0.5667000971425602, 0.5066724810915119, 0.455165346086617, 0.5607817202915882, 0.20023996596401122, 0.4545286659032055] |
91
+ | 0.3831 | 39.0 | 7371 | 1.0821 | 0.4081 | 0.5438 | 0.6949 | [0.5855637911311572, 0.5808903381841022, 0.5771558014399666, 0.28892432123133105, 0.37721977915937194, 0.368251777007578, 0.4493175870891174, 0.4296261586111524, 0.26652145502069263, 0.4111489900882613, 0.1902468617294321, 0.37227155597099765] | [0.6763442058624992, 0.800011657964694, 0.7344553579046461, 0.4677864830917204, 0.5543661252778019, 0.5005189827937243, 0.5817658533666903, 0.523601457606307, 0.40713201955582373, 0.5435867319717048, 0.24956460257167606, 0.4864898325543966] |
92
+ | 0.3701 | 40.0 | 7560 | 1.0971 | 0.4094 | 0.5503 | 0.6939 | [0.5830099048621201, 0.5807726935975722, 0.5784860119453173, 0.2947390575247975, 0.38030662202891763, 0.3831601500822552, 0.44964384020912845, 0.4284216665295126, 0.2674573756462647, 0.41114697558384794, 0.1913032267986909, 0.36443162280148256] | [0.6681099643338518, 0.8019720069792564, 0.7232036283125487, 0.45190179110485007, 0.5723541197754489, 0.546477994040771, 0.5827900224986577, 0.5131837083244492, 0.46864546640284643, 0.5478759607606497, 0.25889083079032665, 0.4677551146739299] |
93
+ | 0.3728 | 41.0 | 7749 | 1.0850 | 0.4073 | 0.5426 | 0.6955 | [0.5853394037929252, 0.5827356224342397, 0.5786369604058664, 0.2921141584716597, 0.3809210064200722, 0.37122760846237596, 0.4463682958452296, 0.43296470617128885, 0.26702101487744556, 0.41803542783759784, 0.1630556795794455, 0.36941958662904933] | [0.6698153727280617, 0.802245750865899, 0.7318241236329124, 0.42969167458935054, 0.5493256781204481, 0.5160249547251025, 0.5726640520570764, 0.5288880126774462, 0.4574478940223419, 0.5711251037232947, 0.19784948869497082, 0.4841654028289331] |
94
+ | 0.3693 | 42.0 | 7938 | 1.0969 | 0.4065 | 0.5503 | 0.6922 | [0.5755945425147557, 0.5803828717700393, 0.5766461910598355, 0.2872400942424324, 0.3775474307177321, 0.37863948926338714, 0.44795935397653114, 0.43960454238684643, 0.2668547600666369, 0.41323428753925256, 0.16191679523997696, 0.3728683001531394] | [0.6542069359050434, 0.7976682615387576, 0.7308713320448722, 0.44501773061949607, 0.5653019507421896, 0.538869270774736, 0.5873936666829358, 0.56251667450614, 0.4661854609016619, 0.5560663849947923, 0.19690370447456942, 0.5024049026587019] |
95
+ | 0.3627 | 43.0 | 8127 | 1.0932 | 0.4087 | 0.5497 | 0.6948 | [0.5871638305727986, 0.5820589434749872, 0.5761804347525159, 0.28958028255684565, 0.3820007496941495, 0.37419308657400174, 0.4498546740802223, 0.4345504528807266, 0.26846058686975643, 0.4163665490700885, 0.1847720166813683, 0.35970424807604956] | [0.6732413141130548, 0.7995246428515413, 0.7126413100641786, 0.43433425167070316, 0.563626528797201, 0.5217319508309168, 0.5951934113097872, 0.5607702041441706, 0.46790458106705235, 0.5671581929537526, 0.24491526201895852, 0.4558925789511694] |
96
+ | 0.3707 | 44.0 | 8316 | 1.1095 | 0.4071 | 0.5449 | 0.6950 | [0.5893578880180173, 0.58230891244561, 0.5773963826450411, 0.2917223998795277, 0.3800563248255688, 0.37541415331978173, 0.44756123514714763, 0.42874517844111615, 0.2635005754677585, 0.40960167389956603, 0.1911108829137484, 0.3478480426183308] | [0.6796830706866376, 0.803457548596816, 0.7234216375288598, 0.45707177604596777, 0.5651155676479467, 0.535205542591067, 0.5728081127420495, 0.5155644795786185, 0.4590960311615485, 0.5458174021480566, 0.2506389399870835, 0.430668441198015] |
97
+ | 0.3715 | 45.0 | 8505 | 1.0884 | 0.4110 | 0.5481 | 0.6962 | [0.5911726764613177, 0.5808831008526832, 0.5791380640089503, 0.2979757758733404, 0.3816754139257111, 0.3750462786815732, 0.4482713310991634, 0.43492824560818927, 0.2677209486339759, 0.4155496554169982, 0.1908961967293187, 0.3686159414588087] | [0.6865908997798711, 0.7922721276173627, 0.7332420395960666, 0.4349206459358367, 0.5523381961763103, 0.5312496597577838, 0.5854673470319562, 0.5314412880593928, 0.4323043752162764, 0.5652806122582028, 0.24881776972449826, 0.48332662725556347] |
98
+ | 0.3637 | 46.0 | 8694 | 1.0893 | 0.4116 | 0.5565 | 0.6948 | [0.5922089630289459, 0.5793574224538854, 0.5788162264547275, 0.2952059581834761, 0.3803638736350059, 0.37538272880323265, 0.44868022610885416, 0.4356459135349899, 0.2640693916191506, 0.41593839628419144, 0.2068370005362519, 0.3666023386066621] | [0.6867841421982265, 0.7855706573717709, 0.7296848368597656, 0.4425784692680828, 0.5763147605281125, 0.5288216913032275, 0.5846069190064064, 0.5331374000735017, 0.4572549089199045, 0.5724143758009055, 0.2998656313033151, 0.48114973124103705] |
99
+ | 0.3581 | 47.0 | 8883 | 1.1164 | 0.4080 | 0.5443 | 0.6938 | [0.5748022659852348, 0.5822362118627831, 0.5778999001230829, 0.290919332430892, 0.3849077874366579, 0.3751487053200711, 0.4487084481145425, 0.4349983138617468, 0.26874754613270513, 0.41495663764397217, 0.17848504168471463, 0.3642968778249637] | [0.650595975183327, 0.8100174578425522, 0.7248255712255228, 0.4533868606047147, 0.550595919425778, 0.5230221493146161, 0.5953540035487735, 0.5514560526984038, 0.42514396244997915, 0.5546477684692658, 0.22449979033586054, 0.4677355122927564] |
100
+ | 0.3595 | 48.0 | 9072 | 1.1264 | 0.4056 | 0.5374 | 0.6942 | [0.578656971506047, 0.582262474520565, 0.578852272811735, 0.28964405777827035, 0.3819472950821961, 0.37498704824270557, 0.4479219297506049, 0.4224042491682833, 0.2664843779566724, 0.4139911434138953, 0.17234845209537197, 0.357964638785141] | [0.6590451915603577, 0.8105713324342202, 0.7333610315374302, 0.4352710945794963, 0.5541979753123436, 0.5253811620133629, 0.5813399690466331, 0.48688700765339743, 0.43734195185576247, 0.5611134262144687, 0.21352685690499001, 0.45030486861246094] |
101
+ | 0.3604 | 49.0 | 9261 | 1.0948 | 0.4104 | 0.5508 | 0.6953 | [0.587788517555212, 0.5811739813027937, 0.5781697291561847, 0.2930308184570106, 0.3807194572872057, 0.379560332388415, 0.44815709671555476, 0.43644343261223156, 0.26593441483261576, 0.4139365908278215, 0.19151169592671463, 0.3678362867974952] | [0.6789945344406888, 0.7967062773369975, 0.7227093979949429, 0.44773110526644505, 0.5612015226688438, 0.5522702775287709, 0.5861175881564799, 0.5459659213274032, 0.4310488629406493, 0.5518188802213042, 0.25352220450364693, 0.48167590041990366] |
102
+ | 0.3541 | 50.0 | 9450 | 1.0863 | 0.4097 | 0.5538 | 0.6951 | [0.5921698801573617, 0.5795623712718901, 0.5784812820145221, 0.2917052691882505, 0.3792639848157326, 0.37973303153855376, 0.4481097636024487, 0.4354492668218124, 0.26472453634508664, 0.4173722023142026, 0.18166072949276144, 0.36809541729585366] | [0.6884460857323806, 0.7851625477616788, 0.7322992353412343, 0.45229387721112274, 0.5829333862769369, 0.5516333441001092, 0.5904157921999404, 0.5288772981353482, 0.4518224891972707, 0.571864661897264, 0.23178753217655862, 0.47833833709905393] |
103
+
104
+
105
+ ### Framework versions
106
+
107
+ - Transformers 4.26.1
108
+ - Pytorch 1.12.1
109
+ - Datasets 2.9.0
110
+ - Tokenizers 0.12.1