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metadata
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
  - generated_from_trainer
model-index:
  - name: arabert_augmented_only_k15_organization_task1_fold0
    results: []

arabert_augmented_only_k15_organization_task1_fold0

This model is a fine-tuned version of aubmindlab/bert-base-arabertv02 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.7226
  • Qwk: 0.4698
  • Mse: 0.7226
  • Rmse: 0.8501

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: 2e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10

Training results

Training Loss Epoch Step Validation Loss Qwk Mse Rmse
No log 0.0083 2 1.3530 0.0 1.3530 1.1632
No log 0.0165 4 1.0144 -0.0024 1.0144 1.0072
No log 0.0248 6 0.9564 0.0 0.9564 0.9780
No log 0.0331 8 0.9534 0.0 0.9534 0.9764
No log 0.0413 10 0.9100 0.0157 0.9100 0.9539
No log 0.0496 12 0.9035 0.0565 0.9035 0.9505
No log 0.0579 14 0.9054 0.0318 0.9054 0.9515
No log 0.0661 16 0.9135 0.0801 0.9135 0.9558
No log 0.0744 18 0.9091 0.0841 0.9091 0.9535
No log 0.0826 20 0.9124 0.1413 0.9124 0.9552
No log 0.0909 22 0.9034 0.1238 0.9034 0.9505
No log 0.0992 24 0.9019 0.0944 0.9019 0.9497
No log 0.1074 26 0.9020 0.1024 0.9020 0.9497
No log 0.1157 28 0.8997 0.0732 0.8997 0.9485
No log 0.1240 30 0.8934 0.0648 0.8934 0.9452
No log 0.1322 32 0.9162 0.0 0.9162 0.9572
No log 0.1405 34 0.9419 0.0 0.9419 0.9705
No log 0.1488 36 0.9264 0.0 0.9264 0.9625
No log 0.1570 38 0.9148 0.0 0.9148 0.9565
No log 0.1653 40 0.9164 0.0 0.9164 0.9573
No log 0.1736 42 0.9085 0.0 0.9085 0.9531
No log 0.1818 44 0.9062 0.0 0.9062 0.9520
No log 0.1901 46 0.9025 0.0016 0.9025 0.9500
No log 0.1983 48 0.9056 0.0 0.9056 0.9516
No log 0.2066 50 0.8957 0.0096 0.8957 0.9464
No log 0.2149 52 0.8845 0.0737 0.8845 0.9405
No log 0.2231 54 0.8801 0.0962 0.8801 0.9382
No log 0.2314 56 0.8803 0.1514 0.8803 0.9383
No log 0.2397 58 0.8729 0.1689 0.8729 0.9343
No log 0.2479 60 0.8542 0.1685 0.8542 0.9242
No log 0.2562 62 0.8458 0.1531 0.8458 0.9197
No log 0.2645 64 0.8455 0.1337 0.8455 0.9195
No log 0.2727 66 0.8503 0.1033 0.8503 0.9221
No log 0.2810 68 0.8286 0.1673 0.8286 0.9103
No log 0.2893 70 0.8280 0.1670 0.8280 0.9099
No log 0.2975 72 0.8209 0.1912 0.8209 0.9060
No log 0.3058 74 0.8154 0.2138 0.8154 0.9030
No log 0.3140 76 0.8145 0.2363 0.8145 0.9025
No log 0.3223 78 0.8095 0.2295 0.8095 0.8997
No log 0.3306 80 0.8118 0.2182 0.8118 0.9010
No log 0.3388 82 0.8005 0.2408 0.8005 0.8947
No log 0.3471 84 0.8051 0.2008 0.8051 0.8973
No log 0.3554 86 0.8065 0.2060 0.8065 0.8980
No log 0.3636 88 0.8072 0.2529 0.8072 0.8984
No log 0.3719 90 0.8265 0.2256 0.8265 0.9091
No log 0.3802 92 0.9260 0.1126 0.9260 0.9623
No log 0.3884 94 0.9989 0.0700 0.9989 0.9994
No log 0.3967 96 0.9802 0.0858 0.9802 0.9900
No log 0.4050 98 0.9087 0.1352 0.9087 0.9533
No log 0.4132 100 0.8302 0.2091 0.8302 0.9112
No log 0.4215 102 0.8156 0.2110 0.8156 0.9031
No log 0.4298 104 0.8829 0.1498 0.8829 0.9396
No log 0.4380 106 0.9301 0.1265 0.9301 0.9644
No log 0.4463 108 0.9532 0.1447 0.9532 0.9763
No log 0.4545 110 1.0107 0.1065 1.0107 1.0053
No log 0.4628 112 0.9475 0.1247 0.9475 0.9734
No log 0.4711 114 0.8929 0.1480 0.8929 0.9449
No log 0.4793 116 0.8739 0.1522 0.8739 0.9348
No log 0.4876 118 0.8775 0.1524 0.8775 0.9367
No log 0.4959 120 0.8744 0.1650 0.8744 0.9351
No log 0.5041 122 0.8678 0.1643 0.8678 0.9315
No log 0.5124 124 0.8624 0.1922 0.8624 0.9287
No log 0.5207 126 0.8497 0.2394 0.8497 0.9218
No log 0.5289 128 0.8350 0.2314 0.8350 0.9138
No log 0.5372 130 0.8373 0.1181 0.8373 0.9150
No log 0.5455 132 0.8524 0.0471 0.8524 0.9233
No log 0.5537 134 0.8632 0.0338 0.8632 0.9291
No log 0.5620 136 0.8805 0.0228 0.8805 0.9384
No log 0.5702 138 0.8754 0.0649 0.8754 0.9356
No log 0.5785 140 0.8558 0.0889 0.8558 0.9251
No log 0.5868 142 0.8137 0.1291 0.8137 0.9020
No log 0.5950 144 0.7885 0.2682 0.7885 0.8880
No log 0.6033 146 0.7768 0.2942 0.7768 0.8814
No log 0.6116 148 0.7845 0.2589 0.7845 0.8857
No log 0.6198 150 0.8035 0.2344 0.8035 0.8964
No log 0.6281 152 0.8196 0.2047 0.8196 0.9053
No log 0.6364 154 0.8177 0.2014 0.8177 0.9042
No log 0.6446 156 0.7929 0.2259 0.7929 0.8905
No log 0.6529 158 0.7722 0.2487 0.7722 0.8788
No log 0.6612 160 0.7884 0.2322 0.7884 0.8879
No log 0.6694 162 0.8636 0.2125 0.8636 0.9293
No log 0.6777 164 0.8913 0.2487 0.8913 0.9441
No log 0.6860 166 0.8929 0.2910 0.8929 0.9449
No log 0.6942 168 0.8806 0.2948 0.8806 0.9384
No log 0.7025 170 0.8510 0.2826 0.8510 0.9225
No log 0.7107 172 0.8153 0.2568 0.8153 0.9029
No log 0.7190 174 0.8324 0.2267 0.8324 0.9124
No log 0.7273 176 0.8724 0.1789 0.8724 0.9340
No log 0.7355 178 0.8602 0.1838 0.8602 0.9275
No log 0.7438 180 0.8264 0.2017 0.8264 0.9090
No log 0.7521 182 0.7930 0.2321 0.7930 0.8905
No log 0.7603 184 0.7875 0.2311 0.7875 0.8874
No log 0.7686 186 0.7975 0.2074 0.7975 0.8930
No log 0.7769 188 0.8117 0.1908 0.8117 0.9009
No log 0.7851 190 0.8232 0.1894 0.8232 0.9073
No log 0.7934 192 0.8235 0.1957 0.8235 0.9075
No log 0.8017 194 0.8128 0.2084 0.8128 0.9016
No log 0.8099 196 0.8093 0.2292 0.8093 0.8996
No log 0.8182 198 0.8020 0.1903 0.8020 0.8956
No log 0.8264 200 0.8043 0.1915 0.8043 0.8968
No log 0.8347 202 0.8063 0.2093 0.8063 0.8979
No log 0.8430 204 0.8077 0.1902 0.8077 0.8987
No log 0.8512 206 0.8075 0.2159 0.8075 0.8986
No log 0.8595 208 0.8270 0.2073 0.8270 0.9094
No log 0.8678 210 0.8431 0.2068 0.8431 0.9182
No log 0.8760 212 0.8662 0.1959 0.8662 0.9307
No log 0.8843 214 0.9079 0.1601 0.9079 0.9528
No log 0.8926 216 0.9281 0.1422 0.9281 0.9634
No log 0.9008 218 0.8931 0.1821 0.8931 0.9451
No log 0.9091 220 0.8588 0.1948 0.8588 0.9267
No log 0.9174 222 0.8538 0.1352 0.8538 0.9240
No log 0.9256 224 0.8511 0.1302 0.8511 0.9225
No log 0.9339 226 0.8391 0.1332 0.8391 0.9160
No log 0.9421 228 0.8380 0.1298 0.8380 0.9154
No log 0.9504 230 0.8319 0.1164 0.8319 0.9121
No log 0.9587 232 0.8291 0.1212 0.8291 0.9106
No log 0.9669 234 0.8224 0.1395 0.8224 0.9069
No log 0.9752 236 0.8076 0.1818 0.8076 0.8987
No log 0.9835 238 0.7813 0.2201 0.7813 0.8839
No log 0.9917 240 0.7700 0.2471 0.7700 0.8775
No log 1.0 242 0.7704 0.2647 0.7704 0.8777
No log 1.0083 244 0.7736 0.2687 0.7736 0.8795
No log 1.0165 246 0.7791 0.2899 0.7791 0.8826
No log 1.0248 248 0.7805 0.3312 0.7805 0.8835
No log 1.0331 250 0.8065 0.3413 0.8065 0.8981
No log 1.0413 252 0.8262 0.3540 0.8262 0.9090
No log 1.0496 254 0.8435 0.3537 0.8435 0.9184
No log 1.0579 256 0.8185 0.3494 0.8185 0.9047
No log 1.0661 258 0.7851 0.3391 0.7851 0.8860
No log 1.0744 260 0.7855 0.2994 0.7855 0.8863
No log 1.0826 262 0.7852 0.2914 0.7852 0.8861
No log 1.0909 264 0.8037 0.3945 0.8037 0.8965
No log 1.0992 266 0.8391 0.3872 0.8391 0.9160
No log 1.1074 268 0.8438 0.3847 0.8438 0.9186
No log 1.1157 270 0.8104 0.3928 0.8104 0.9002
No log 1.1240 272 0.7819 0.3301 0.7819 0.8842
No log 1.1322 274 0.7743 0.3082 0.7743 0.8799
No log 1.1405 276 0.7673 0.3129 0.7673 0.8759
No log 1.1488 278 0.7639 0.3154 0.7639 0.8740
No log 1.1570 280 0.7765 0.3190 0.7765 0.8812
No log 1.1653 282 0.7741 0.2921 0.7741 0.8799
No log 1.1736 284 0.7726 0.2881 0.7726 0.8790
No log 1.1818 286 0.7695 0.2911 0.7695 0.8772
No log 1.1901 288 0.7763 0.3086 0.7763 0.8811
No log 1.1983 290 0.7677 0.3291 0.7677 0.8762
No log 1.2066 292 0.7496 0.3260 0.7496 0.8658
No log 1.2149 294 0.7440 0.3331 0.7440 0.8625
No log 1.2231 296 0.7423 0.3266 0.7423 0.8616
No log 1.2314 298 0.7402 0.3310 0.7402 0.8604
No log 1.2397 300 0.7406 0.3169 0.7406 0.8606
No log 1.2479 302 0.7473 0.3391 0.7473 0.8645
No log 1.2562 304 0.7642 0.3473 0.7642 0.8742
No log 1.2645 306 0.8019 0.3818 0.8019 0.8955
No log 1.2727 308 0.7980 0.3695 0.7980 0.8933
No log 1.2810 310 0.7829 0.3530 0.7829 0.8848
No log 1.2893 312 0.7893 0.3389 0.7893 0.8884
No log 1.2975 314 0.7746 0.3231 0.7746 0.8801
No log 1.3058 316 0.8127 0.3287 0.8127 0.9015
No log 1.3140 318 0.8628 0.3262 0.8628 0.9289
No log 1.3223 320 0.9145 0.3461 0.9145 0.9563
No log 1.3306 322 0.8925 0.3477 0.8925 0.9447
No log 1.3388 324 0.8152 0.3034 0.8152 0.9029
No log 1.3471 326 0.7774 0.2761 0.7774 0.8817
No log 1.3554 328 0.7599 0.2738 0.7599 0.8717
No log 1.3636 330 0.7491 0.2989 0.7491 0.8655
No log 1.3719 332 0.7415 0.3151 0.7415 0.8611
No log 1.3802 334 0.7449 0.2953 0.7449 0.8631
No log 1.3884 336 0.7817 0.2655 0.7817 0.8841
No log 1.3967 338 0.8101 0.2492 0.8101 0.9001
No log 1.4050 340 0.7963 0.2632 0.7963 0.8924
No log 1.4132 342 0.7642 0.2848 0.7642 0.8742
No log 1.4215 344 0.7594 0.3158 0.7594 0.8714
No log 1.4298 346 0.8078 0.3525 0.8078 0.8988
No log 1.4380 348 0.8990 0.3583 0.8990 0.9482
No log 1.4463 350 0.9487 0.3810 0.9487 0.9740
No log 1.4545 352 0.8938 0.3809 0.8938 0.9454
No log 1.4628 354 0.8238 0.3783 0.8238 0.9076
No log 1.4711 356 0.8079 0.4 0.8079 0.8988
No log 1.4793 358 0.7808 0.3801 0.7808 0.8836
No log 1.4876 360 0.7635 0.3773 0.7635 0.8738
No log 1.4959 362 0.7567 0.3736 0.7567 0.8699
No log 1.5041 364 0.7745 0.3566 0.7745 0.8800
No log 1.5124 366 0.7741 0.3608 0.7741 0.8798
No log 1.5207 368 0.7508 0.3501 0.7508 0.8665
No log 1.5289 370 0.7289 0.3384 0.7289 0.8538
No log 1.5372 372 0.7273 0.3075 0.7273 0.8528
No log 1.5455 374 0.7313 0.3048 0.7313 0.8552
No log 1.5537 376 0.7224 0.3188 0.7224 0.8500
No log 1.5620 378 0.7155 0.3174 0.7155 0.8459
No log 1.5702 380 0.7231 0.3299 0.7231 0.8503
No log 1.5785 382 0.7452 0.2962 0.7452 0.8632
No log 1.5868 384 0.7621 0.2845 0.7621 0.8730
No log 1.5950 386 0.7707 0.2715 0.7707 0.8779
No log 1.6033 388 0.7765 0.2461 0.7765 0.8812
No log 1.6116 390 0.7559 0.2535 0.7559 0.8695
No log 1.6198 392 0.7329 0.2620 0.7329 0.8561
No log 1.6281 394 0.7199 0.2760 0.7199 0.8485
No log 1.6364 396 0.7097 0.3228 0.7097 0.8424
No log 1.6446 398 0.7083 0.3363 0.7083 0.8416
No log 1.6529 400 0.7067 0.3153 0.7067 0.8407
No log 1.6612 402 0.7072 0.3326 0.7072 0.8409
No log 1.6694 404 0.7073 0.3207 0.7073 0.8410
No log 1.6777 406 0.7078 0.3242 0.7078 0.8413
No log 1.6860 408 0.7120 0.3152 0.7120 0.8438
No log 1.6942 410 0.7301 0.3370 0.7301 0.8545
No log 1.7025 412 0.7624 0.3503 0.7624 0.8731
No log 1.7107 414 0.8071 0.3748 0.8071 0.8984
No log 1.7190 416 0.8356 0.3825 0.8356 0.9141
No log 1.7273 418 0.8329 0.3971 0.8329 0.9127
No log 1.7355 420 0.7959 0.3487 0.7959 0.8921
No log 1.7438 422 0.7633 0.3271 0.7633 0.8737
No log 1.7521 424 0.7452 0.3341 0.7452 0.8633
No log 1.7603 426 0.7397 0.3061 0.7397 0.8601
No log 1.7686 428 0.7423 0.2778 0.7423 0.8616
No log 1.7769 430 0.7473 0.2616 0.7473 0.8644
No log 1.7851 432 0.7480 0.2574 0.7480 0.8649
No log 1.7934 434 0.7458 0.2619 0.7458 0.8636
No log 1.8017 436 0.7437 0.2616 0.7437 0.8624
No log 1.8099 438 0.7391 0.2764 0.7391 0.8597
No log 1.8182 440 0.7372 0.2678 0.7372 0.8586
No log 1.8264 442 0.7413 0.2730 0.7413 0.8610
No log 1.8347 444 0.7508 0.2548 0.7508 0.8665
No log 1.8430 446 0.7641 0.2376 0.7641 0.8741
No log 1.8512 448 0.7865 0.2038 0.7865 0.8869
No log 1.8595 450 0.8262 0.1707 0.8262 0.9089
No log 1.8678 452 0.8474 0.1642 0.8474 0.9205
No log 1.8760 454 0.8645 0.2134 0.8645 0.9298
No log 1.8843 456 0.8540 0.2573 0.8540 0.9241
No log 1.8926 458 0.8239 0.3067 0.8239 0.9077
No log 1.9008 460 0.7820 0.3263 0.7820 0.8843
No log 1.9091 462 0.7398 0.3276 0.7398 0.8601
No log 1.9174 464 0.7027 0.3359 0.7027 0.8383
No log 1.9256 466 0.6943 0.3566 0.6943 0.8333
No log 1.9339 468 0.7005 0.3455 0.7005 0.8370
No log 1.9421 470 0.7052 0.3299 0.7052 0.8398
No log 1.9504 472 0.7010 0.3879 0.7010 0.8372
No log 1.9587 474 0.7190 0.4258 0.7190 0.8479
No log 1.9669 476 0.7789 0.4314 0.7789 0.8826
No log 1.9752 478 0.8827 0.4588 0.8827 0.9395
No log 1.9835 480 0.9780 0.4305 0.9780 0.9890
No log 1.9917 482 1.0149 0.4493 1.0149 1.0074
No log 2.0 484 0.9474 0.4433 0.9474 0.9733
No log 2.0083 486 0.8510 0.4170 0.8510 0.9225
No log 2.0165 488 0.8018 0.4164 0.8018 0.8955
No log 2.0248 490 0.7356 0.3996 0.7356 0.8577
No log 2.0331 492 0.7133 0.3863 0.7133 0.8445
No log 2.0413 494 0.6940 0.3545 0.6940 0.8331
No log 2.0496 496 0.6884 0.3317 0.6884 0.8297
No log 2.0579 498 0.6918 0.3301 0.6918 0.8317
0.8119 2.0661 500 0.6973 0.3383 0.6973 0.8351
0.8119 2.0744 502 0.6955 0.3059 0.6955 0.8339
0.8119 2.0826 504 0.7007 0.3109 0.7007 0.8371
0.8119 2.0909 506 0.7045 0.3154 0.7045 0.8393
0.8119 2.0992 508 0.7090 0.3184 0.7090 0.8420
0.8119 2.1074 510 0.7103 0.3190 0.7103 0.8428
0.8119 2.1157 512 0.7211 0.3208 0.7211 0.8492
0.8119 2.1240 514 0.7355 0.3537 0.7355 0.8576
0.8119 2.1322 516 0.7601 0.3914 0.7601 0.8719
0.8119 2.1405 518 0.7917 0.4100 0.7917 0.8898
0.8119 2.1488 520 0.8205 0.4265 0.8205 0.9058
0.8119 2.1570 522 0.8153 0.4390 0.8153 0.9029
0.8119 2.1653 524 0.7909 0.4393 0.7909 0.8894
0.8119 2.1736 526 0.7499 0.3843 0.7499 0.8660
0.8119 2.1818 528 0.7279 0.3748 0.7279 0.8532
0.8119 2.1901 530 0.7171 0.3594 0.7171 0.8468
0.8119 2.1983 532 0.7075 0.3449 0.7075 0.8411
0.8119 2.2066 534 0.6998 0.3285 0.6998 0.8365
0.8119 2.2149 536 0.6985 0.3277 0.6985 0.8358
0.8119 2.2231 538 0.6997 0.3544 0.6997 0.8365
0.8119 2.2314 540 0.7086 0.3667 0.7086 0.8418
0.8119 2.2397 542 0.7293 0.3777 0.7293 0.8540
0.8119 2.2479 544 0.7610 0.3798 0.7610 0.8724
0.8119 2.2562 546 0.7972 0.3858 0.7972 0.8929
0.8119 2.2645 548 0.7944 0.3944 0.7944 0.8913
0.8119 2.2727 550 0.7748 0.3791 0.7748 0.8803
0.8119 2.2810 552 0.7818 0.3752 0.7818 0.8842
0.8119 2.2893 554 0.8191 0.4260 0.8191 0.9050
0.8119 2.2975 556 0.7999 0.3936 0.7999 0.8944
0.8119 2.3058 558 0.7857 0.3958 0.7857 0.8864
0.8119 2.3140 560 0.7949 0.4127 0.7949 0.8916
0.8119 2.3223 562 0.7728 0.3913 0.7728 0.8791
0.8119 2.3306 564 0.7324 0.3537 0.7324 0.8558
0.8119 2.3388 566 0.7062 0.3322 0.7062 0.8404
0.8119 2.3471 568 0.6989 0.3181 0.6989 0.8360
0.8119 2.3554 570 0.6975 0.3187 0.6975 0.8352
0.8119 2.3636 572 0.6974 0.3281 0.6974 0.8351
0.8119 2.3719 574 0.7053 0.3480 0.7053 0.8398
0.8119 2.3802 576 0.7188 0.3618 0.7188 0.8478
0.8119 2.3884 578 0.7434 0.3962 0.7434 0.8622
0.8119 2.3967 580 0.7596 0.3977 0.7596 0.8716
0.8119 2.4050 582 0.7735 0.3842 0.7735 0.8795
0.8119 2.4132 584 0.7573 0.3853 0.7573 0.8702
0.8119 2.4215 586 0.7224 0.3553 0.7224 0.8499
0.8119 2.4298 588 0.7041 0.3396 0.7041 0.8391
0.8119 2.4380 590 0.6950 0.3290 0.6950 0.8337
0.8119 2.4463 592 0.6940 0.3104 0.6940 0.8331
0.8119 2.4545 594 0.6925 0.3068 0.6925 0.8322
0.8119 2.4628 596 0.6881 0.3217 0.6881 0.8295
0.8119 2.4711 598 0.6905 0.3427 0.6905 0.8310
0.8119 2.4793 600 0.6907 0.3415 0.6907 0.8311
0.8119 2.4876 602 0.6977 0.3492 0.6977 0.8353
0.8119 2.4959 604 0.7094 0.3610 0.7094 0.8423
0.8119 2.5041 606 0.7202 0.3748 0.7202 0.8487
0.8119 2.5124 608 0.7416 0.3724 0.7416 0.8611
0.8119 2.5207 610 0.7510 0.3713 0.7510 0.8666
0.8119 2.5289 612 0.7529 0.3695 0.7529 0.8677
0.8119 2.5372 614 0.7513 0.3703 0.7513 0.8668
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0.4365 7.3388 1776 0.7035 0.4380 0.7035 0.8388
0.4365 7.3471 1778 0.7055 0.4404 0.7055 0.8400
0.4365 7.3554 1780 0.7155 0.4519 0.7155 0.8459
0.4365 7.3636 1782 0.7286 0.4344 0.7286 0.8536
0.4365 7.3719 1784 0.7472 0.4375 0.7472 0.8644
0.4365 7.3802 1786 0.7668 0.4487 0.7668 0.8757
0.4365 7.3884 1788 0.7703 0.4429 0.7703 0.8776
0.4365 7.3967 1790 0.7689 0.4423 0.7689 0.8769
0.4365 7.4050 1792 0.7640 0.4422 0.7640 0.8741
0.4365 7.4132 1794 0.7622 0.4425 0.7622 0.8730
0.4365 7.4215 1796 0.7540 0.4398 0.7540 0.8683
0.4365 7.4298 1798 0.7468 0.4452 0.7468 0.8642
0.4365 7.4380 1800 0.7332 0.4388 0.7332 0.8563
0.4365 7.4463 1802 0.7240 0.4459 0.7240 0.8509
0.4365 7.4545 1804 0.7201 0.4400 0.7201 0.8486
0.4365 7.4628 1806 0.7136 0.4411 0.7136 0.8447
0.4365 7.4711 1808 0.7116 0.4493 0.7116 0.8435
0.4365 7.4793 1810 0.7137 0.4460 0.7137 0.8448
0.4365 7.4876 1812 0.7189 0.4390 0.7189 0.8479
0.4365 7.4959 1814 0.7131 0.4416 0.7131 0.8444
0.4365 7.5041 1816 0.7130 0.4375 0.7130 0.8444
0.4365 7.5124 1818 0.7161 0.4304 0.7161 0.8462
0.4365 7.5207 1820 0.7185 0.4298 0.7185 0.8476
0.4365 7.5289 1822 0.7192 0.4352 0.7192 0.8481
0.4365 7.5372 1824 0.7234 0.4355 0.7234 0.8505
0.4365 7.5455 1826 0.7249 0.4438 0.7249 0.8514
0.4365 7.5537 1828 0.7246 0.4420 0.7246 0.8512
0.4365 7.5620 1830 0.7207 0.4376 0.7207 0.8489
0.4365 7.5702 1832 0.7130 0.4397 0.7130 0.8444
0.4365 7.5785 1834 0.7039 0.4366 0.7039 0.8390
0.4365 7.5868 1836 0.6958 0.4581 0.6958 0.8341
0.4365 7.5950 1838 0.6913 0.4609 0.6913 0.8315
0.4365 7.6033 1840 0.6889 0.4654 0.6889 0.8300
0.4365 7.6116 1842 0.6884 0.4601 0.6884 0.8297
0.4365 7.6198 1844 0.6881 0.4487 0.6881 0.8295
0.4365 7.6281 1846 0.6899 0.4563 0.6899 0.8306
0.4365 7.6364 1848 0.6951 0.4547 0.6951 0.8337
0.4365 7.6446 1850 0.6992 0.4646 0.6992 0.8362
0.4365 7.6529 1852 0.7000 0.4641 0.7000 0.8367
0.4365 7.6612 1854 0.7000 0.4645 0.7000 0.8367
0.4365 7.6694 1856 0.6980 0.4654 0.6980 0.8354
0.4365 7.6777 1858 0.6969 0.4659 0.6969 0.8348
0.4365 7.6860 1860 0.6985 0.4588 0.6985 0.8358
0.4365 7.6942 1862 0.7033 0.4578 0.7033 0.8386
0.4365 7.7025 1864 0.7100 0.4703 0.7100 0.8426
0.4365 7.7107 1866 0.7218 0.4889 0.7218 0.8496
0.4365 7.7190 1868 0.7346 0.4829 0.7346 0.8571
0.4365 7.7273 1870 0.7415 0.4843 0.7415 0.8611
0.4365 7.7355 1872 0.7442 0.4877 0.7442 0.8627
0.4365 7.7438 1874 0.7371 0.4830 0.7371 0.8586
0.4365 7.7521 1876 0.7298 0.4762 0.7298 0.8543
0.4365 7.7603 1878 0.7249 0.4821 0.7249 0.8514
0.4365 7.7686 1880 0.7164 0.4814 0.7164 0.8464
0.4365 7.7769 1882 0.7081 0.4722 0.7081 0.8415
0.4365 7.7851 1884 0.7065 0.4857 0.7065 0.8405
0.4365 7.7934 1886 0.7041 0.4862 0.7041 0.8391
0.4365 7.8017 1888 0.7051 0.4844 0.7051 0.8397
0.4365 7.8099 1890 0.7024 0.4873 0.7024 0.8381
0.4365 7.8182 1892 0.6945 0.4799 0.6945 0.8333
0.4365 7.8264 1894 0.6854 0.4653 0.6854 0.8279
0.4365 7.8347 1896 0.6810 0.4642 0.6810 0.8252
0.4365 7.8430 1898 0.6806 0.4607 0.6806 0.8250
0.4365 7.8512 1900 0.6832 0.4648 0.6832 0.8266
0.4365 7.8595 1902 0.6869 0.4666 0.6869 0.8288
0.4365 7.8678 1904 0.6915 0.4903 0.6915 0.8316
0.4365 7.8760 1906 0.6972 0.4917 0.6972 0.8350
0.4365 7.8843 1908 0.7088 0.4825 0.7088 0.8419
0.4365 7.8926 1910 0.7237 0.4841 0.7237 0.8507
0.4365 7.9008 1912 0.7396 0.4788 0.7396 0.8600
0.4365 7.9091 1914 0.7542 0.4907 0.7542 0.8684
0.4365 7.9174 1916 0.7661 0.4874 0.7661 0.8753
0.4365 7.9256 1918 0.7685 0.4849 0.7685 0.8766
0.4365 7.9339 1920 0.7619 0.4821 0.7619 0.8729
0.4365 7.9421 1922 0.7539 0.4785 0.7539 0.8683
0.4365 7.9504 1924 0.7469 0.4756 0.7469 0.8642
0.4365 7.9587 1926 0.7370 0.4783 0.7370 0.8585
0.4365 7.9669 1928 0.7327 0.4753 0.7327 0.8560
0.4365 7.9752 1930 0.7306 0.475 0.7306 0.8547
0.4365 7.9835 1932 0.7237 0.4759 0.7237 0.8507
0.4365 7.9917 1934 0.7213 0.4724 0.7213 0.8493
0.4365 8.0 1936 0.7204 0.4740 0.7204 0.8487
0.4365 8.0083 1938 0.7212 0.4760 0.7212 0.8492
0.4365 8.0165 1940 0.7209 0.4725 0.7209 0.8490
0.4365 8.0248 1942 0.7230 0.4720 0.7230 0.8503
0.4365 8.0331 1944 0.7255 0.4749 0.7255 0.8517
0.4365 8.0413 1946 0.7276 0.4742 0.7276 0.8530
0.4365 8.0496 1948 0.7298 0.4715 0.7298 0.8543
0.4365 8.0579 1950 0.7299 0.4736 0.7299 0.8544
0.4365 8.0661 1952 0.7263 0.4701 0.7263 0.8522
0.4365 8.0744 1954 0.7239 0.4701 0.7239 0.8509
0.4365 8.0826 1956 0.7185 0.4677 0.7185 0.8476
0.4365 8.0909 1958 0.7123 0.4601 0.7123 0.8440
0.4365 8.0992 1960 0.7106 0.4621 0.7106 0.8429
0.4365 8.1074 1962 0.7091 0.4603 0.7091 0.8421
0.4365 8.1157 1964 0.7083 0.4626 0.7083 0.8416
0.4365 8.1240 1966 0.7118 0.4579 0.7118 0.8437
0.4365 8.1322 1968 0.7129 0.4596 0.7129 0.8443
0.4365 8.1405 1970 0.7107 0.4638 0.7107 0.8431
0.4365 8.1488 1972 0.7097 0.4693 0.7097 0.8424
0.4365 8.1570 1974 0.7060 0.4649 0.7060 0.8402
0.4365 8.1653 1976 0.7054 0.4660 0.7054 0.8399
0.4365 8.1736 1978 0.7083 0.4686 0.7083 0.8416
0.4365 8.1818 1980 0.7138 0.4714 0.7138 0.8449
0.4365 8.1901 1982 0.7202 0.4714 0.7202 0.8486
0.4365 8.1983 1984 0.7260 0.4651 0.7260 0.8520
0.4365 8.2066 1986 0.7332 0.4644 0.7332 0.8562
0.4365 8.2149 1988 0.7348 0.4675 0.7348 0.8572
0.4365 8.2231 1990 0.7350 0.4717 0.7350 0.8573
0.4365 8.2314 1992 0.7305 0.4721 0.7305 0.8547
0.4365 8.2397 1994 0.7229 0.4780 0.7229 0.8502
0.4365 8.2479 1996 0.7181 0.4780 0.7181 0.8474
0.4365 8.2562 1998 0.7154 0.4780 0.7154 0.8458
0.35 8.2645 2000 0.7139 0.4767 0.7139 0.8450
0.35 8.2727 2002 0.7171 0.4775 0.7171 0.8468
0.35 8.2810 2004 0.7215 0.4786 0.7215 0.8494
0.35 8.2893 2006 0.7246 0.4772 0.7246 0.8512
0.35 8.2975 2008 0.7268 0.4748 0.7268 0.8525
0.35 8.3058 2010 0.7321 0.4692 0.7321 0.8556
0.35 8.3140 2012 0.7356 0.4744 0.7356 0.8576
0.35 8.3223 2014 0.7433 0.4802 0.7433 0.8622
0.35 8.3306 2016 0.7474 0.4792 0.7474 0.8645
0.35 8.3388 2018 0.7485 0.4792 0.7485 0.8651
0.35 8.3471 2020 0.7459 0.4797 0.7459 0.8637
0.35 8.3554 2022 0.7428 0.4792 0.7428 0.8619
0.35 8.3636 2024 0.7363 0.4823 0.7363 0.8581
0.35 8.3719 2026 0.7290 0.4791 0.7290 0.8538
0.35 8.3802 2028 0.7237 0.4684 0.7237 0.8507
0.35 8.3884 2030 0.7194 0.4680 0.7194 0.8482
0.35 8.3967 2032 0.7171 0.4646 0.7171 0.8468
0.35 8.4050 2034 0.7173 0.4618 0.7173 0.8469
0.35 8.4132 2036 0.7182 0.4641 0.7182 0.8475
0.35 8.4215 2038 0.7220 0.4673 0.7220 0.8497
0.35 8.4298 2040 0.7297 0.4763 0.7297 0.8542
0.35 8.4380 2042 0.7317 0.4825 0.7317 0.8554
0.35 8.4463 2044 0.7284 0.4862 0.7284 0.8535
0.35 8.4545 2046 0.7250 0.4859 0.7250 0.8515
0.35 8.4628 2048 0.7197 0.4790 0.7197 0.8484
0.35 8.4711 2050 0.7152 0.4769 0.7152 0.8457
0.35 8.4793 2052 0.7139 0.4766 0.7139 0.8449
0.35 8.4876 2054 0.7167 0.4843 0.7167 0.8466
0.35 8.4959 2056 0.7214 0.4844 0.7214 0.8493
0.35 8.5041 2058 0.7305 0.4932 0.7305 0.8547
0.35 8.5124 2060 0.7337 0.4854 0.7337 0.8566
0.35 8.5207 2062 0.7309 0.4840 0.7309 0.8549
0.35 8.5289 2064 0.7304 0.4805 0.7304 0.8546
0.35 8.5372 2066 0.7243 0.4732 0.7243 0.8510
0.35 8.5455 2068 0.7137 0.4800 0.7137 0.8448
0.35 8.5537 2070 0.7057 0.4624 0.7057 0.8401
0.35 8.5620 2072 0.7004 0.4630 0.7004 0.8369
0.35 8.5702 2074 0.6972 0.4615 0.6972 0.8350
0.35 8.5785 2076 0.6955 0.4578 0.6955 0.8340
0.35 8.5868 2078 0.6932 0.4547 0.6932 0.8326
0.35 8.5950 2080 0.6910 0.4553 0.6910 0.8313
0.35 8.6033 2082 0.6885 0.4541 0.6885 0.8297
0.35 8.6116 2084 0.6879 0.4570 0.6879 0.8294
0.35 8.6198 2086 0.6897 0.4530 0.6897 0.8305
0.35 8.6281 2088 0.6900 0.4539 0.6900 0.8307
0.35 8.6364 2090 0.6903 0.4597 0.6903 0.8309
0.35 8.6446 2092 0.6942 0.4612 0.6942 0.8332
0.35 8.6529 2094 0.6996 0.4639 0.6996 0.8364
0.35 8.6612 2096 0.7040 0.4747 0.7040 0.8390
0.35 8.6694 2098 0.7090 0.4735 0.7090 0.8420
0.35 8.6777 2100 0.7126 0.4735 0.7126 0.8441
0.35 8.6860 2102 0.7162 0.4749 0.7162 0.8463
0.35 8.6942 2104 0.7187 0.4730 0.7187 0.8478
0.35 8.7025 2106 0.7190 0.4734 0.7190 0.8479
0.35 8.7107 2108 0.7182 0.4711 0.7182 0.8475
0.35 8.7190 2110 0.7150 0.4753 0.7150 0.8456
0.35 8.7273 2112 0.7090 0.4682 0.7090 0.8420
0.35 8.7355 2114 0.7046 0.4629 0.7046 0.8394
0.35 8.7438 2116 0.6986 0.4665 0.6986 0.8358
0.35 8.7521 2118 0.6969 0.4643 0.6969 0.8348
0.35 8.7603 2120 0.6978 0.4708 0.6978 0.8353
0.35 8.7686 2122 0.6970 0.4645 0.6970 0.8349
0.35 8.7769 2124 0.6960 0.4645 0.6960 0.8343
0.35 8.7851 2126 0.6950 0.4645 0.6950 0.8337
0.35 8.7934 2128 0.6977 0.4725 0.6977 0.8353
0.35 8.8017 2130 0.6993 0.4742 0.6993 0.8363
0.35 8.8099 2132 0.7003 0.4742 0.7003 0.8369
0.35 8.8182 2134 0.6999 0.4713 0.6999 0.8366
0.35 8.8264 2136 0.6990 0.4684 0.6990 0.8361
0.35 8.8347 2138 0.6984 0.4706 0.6984 0.8357
0.35 8.8430 2140 0.6986 0.4791 0.6986 0.8358
0.35 8.8512 2142 0.7011 0.4793 0.7011 0.8373
0.35 8.8595 2144 0.7070 0.4791 0.7070 0.8408
0.35 8.8678 2146 0.7125 0.4789 0.7125 0.8441
0.35 8.8760 2148 0.7169 0.4685 0.7169 0.8467
0.35 8.8843 2150 0.7223 0.4693 0.7223 0.8499
0.35 8.8926 2152 0.7236 0.4693 0.7236 0.8506
0.35 8.9008 2154 0.7243 0.4670 0.7243 0.8510
0.35 8.9091 2156 0.7276 0.4708 0.7276 0.8530
0.35 8.9174 2158 0.7326 0.4724 0.7326 0.8559
0.35 8.9256 2160 0.7325 0.4724 0.7325 0.8559
0.35 8.9339 2162 0.7342 0.4704 0.7342 0.8569
0.35 8.9421 2164 0.7340 0.4704 0.7340 0.8567
0.35 8.9504 2166 0.7322 0.4720 0.7322 0.8557
0.35 8.9587 2168 0.7303 0.4813 0.7303 0.8546
0.35 8.9669 2170 0.7280 0.4810 0.7280 0.8532
0.35 8.9752 2172 0.7254 0.4856 0.7254 0.8517
0.35 8.9835 2174 0.7241 0.4864 0.7241 0.8510
0.35 8.9917 2176 0.7216 0.4848 0.7216 0.8494
0.35 9.0 2178 0.7178 0.4841 0.7178 0.8473
0.35 9.0083 2180 0.7169 0.4841 0.7169 0.8467
0.35 9.0165 2182 0.7152 0.4852 0.7152 0.8457
0.35 9.0248 2184 0.7147 0.4852 0.7147 0.8454
0.35 9.0331 2186 0.7133 0.4856 0.7133 0.8446
0.35 9.0413 2188 0.7117 0.4856 0.7117 0.8436
0.35 9.0496 2190 0.7106 0.4835 0.7106 0.8430
0.35 9.0579 2192 0.7115 0.4817 0.7115 0.8435
0.35 9.0661 2194 0.7116 0.4790 0.7116 0.8436
0.35 9.0744 2196 0.7130 0.4777 0.7130 0.8444
0.35 9.0826 2198 0.7156 0.4772 0.7156 0.8459
0.35 9.0909 2200 0.7153 0.4793 0.7153 0.8458
0.35 9.0992 2202 0.7145 0.4827 0.7145 0.8453
0.35 9.1074 2204 0.7147 0.4827 0.7147 0.8454
0.35 9.1157 2206 0.7159 0.4827 0.7159 0.8461
0.35 9.1240 2208 0.7187 0.4772 0.7187 0.8478
0.35 9.1322 2210 0.7215 0.4790 0.7215 0.8494
0.35 9.1405 2212 0.7212 0.4744 0.7212 0.8492
0.35 9.1488 2214 0.7189 0.4764 0.7189 0.8479
0.35 9.1570 2216 0.7144 0.4757 0.7144 0.8452
0.35 9.1653 2218 0.7111 0.4851 0.7111 0.8433
0.35 9.1736 2220 0.7087 0.4798 0.7087 0.8418
0.35 9.1818 2222 0.7077 0.4799 0.7077 0.8412
0.35 9.1901 2224 0.7071 0.4755 0.7071 0.8409
0.35 9.1983 2226 0.7086 0.4698 0.7086 0.8418
0.35 9.2066 2228 0.7123 0.4662 0.7123 0.8440
0.35 9.2149 2230 0.7160 0.4662 0.7160 0.8462
0.35 9.2231 2232 0.7183 0.4665 0.7183 0.8475
0.35 9.2314 2234 0.7219 0.4671 0.7219 0.8497
0.35 9.2397 2236 0.7258 0.4713 0.7258 0.8519
0.35 9.2479 2238 0.7290 0.4676 0.7290 0.8538
0.35 9.2562 2240 0.7311 0.4763 0.7311 0.8551
0.35 9.2645 2242 0.7326 0.4763 0.7326 0.8559
0.35 9.2727 2244 0.7314 0.4763 0.7314 0.8552
0.35 9.2810 2246 0.7293 0.4701 0.7293 0.8540
0.35 9.2893 2248 0.7260 0.4633 0.7260 0.8521
0.35 9.2975 2250 0.7217 0.4642 0.7217 0.8495
0.35 9.3058 2252 0.7179 0.4685 0.7179 0.8473
0.35 9.3140 2254 0.7160 0.4705 0.7160 0.8462
0.35 9.3223 2256 0.7162 0.4697 0.7162 0.8463
0.35 9.3306 2258 0.7177 0.4678 0.7177 0.8472
0.35 9.3388 2260 0.7191 0.4707 0.7191 0.8480
0.35 9.3471 2262 0.7204 0.4687 0.7204 0.8488
0.35 9.3554 2264 0.7207 0.4663 0.7207 0.8489
0.35 9.3636 2266 0.7226 0.4636 0.7226 0.8501
0.35 9.3719 2268 0.7248 0.4589 0.7248 0.8513
0.35 9.3802 2270 0.7279 0.4592 0.7279 0.8532
0.35 9.3884 2272 0.7305 0.4712 0.7305 0.8547
0.35 9.3967 2274 0.7348 0.4761 0.7348 0.8572
0.35 9.4050 2276 0.7360 0.4752 0.7360 0.8579
0.35 9.4132 2278 0.7356 0.4714 0.7356 0.8577
0.35 9.4215 2280 0.7335 0.4719 0.7335 0.8565
0.35 9.4298 2282 0.7306 0.4576 0.7306 0.8547
0.35 9.4380 2284 0.7295 0.4556 0.7295 0.8541
0.35 9.4463 2286 0.7297 0.4578 0.7297 0.8542
0.35 9.4545 2288 0.7307 0.4663 0.7307 0.8548
0.35 9.4628 2290 0.7323 0.4663 0.7323 0.8557
0.35 9.4711 2292 0.7358 0.4688 0.7358 0.8578
0.35 9.4793 2294 0.7398 0.4701 0.7398 0.8601
0.35 9.4876 2296 0.7431 0.4726 0.7431 0.8620
0.35 9.4959 2298 0.7471 0.4750 0.7471 0.8643
0.35 9.5041 2300 0.7506 0.4813 0.7506 0.8664
0.35 9.5124 2302 0.7519 0.4937 0.7519 0.8671
0.35 9.5207 2304 0.7531 0.4937 0.7531 0.8678
0.35 9.5289 2306 0.7524 0.4937 0.7524 0.8674
0.35 9.5372 2308 0.7516 0.4937 0.7516 0.8670
0.35 9.5455 2310 0.7502 0.4937 0.7502 0.8661
0.35 9.5537 2312 0.7483 0.4937 0.7483 0.8650
0.35 9.5620 2314 0.7466 0.4797 0.7466 0.8641
0.35 9.5702 2316 0.7472 0.4797 0.7472 0.8644
0.35 9.5785 2318 0.7479 0.4826 0.7479 0.8648
0.35 9.5868 2320 0.7488 0.4854 0.7488 0.8653
0.35 9.5950 2322 0.7495 0.4854 0.7495 0.8658
0.35 9.6033 2324 0.7501 0.4854 0.7501 0.8661
0.35 9.6116 2326 0.7503 0.4854 0.7503 0.8662
0.35 9.6198 2328 0.7500 0.4854 0.7500 0.8660
0.35 9.6281 2330 0.7491 0.4854 0.7491 0.8655
0.35 9.6364 2332 0.7494 0.4854 0.7494 0.8657
0.35 9.6446 2334 0.7483 0.4871 0.7483 0.8651
0.35 9.6529 2336 0.7474 0.4871 0.7474 0.8645
0.35 9.6612 2338 0.7472 0.4871 0.7472 0.8644
0.35 9.6694 2340 0.7468 0.4905 0.7468 0.8642
0.35 9.6777 2342 0.7456 0.4863 0.7456 0.8635
0.35 9.6860 2344 0.7448 0.4822 0.7448 0.8630
0.35 9.6942 2346 0.7444 0.4822 0.7444 0.8628
0.35 9.7025 2348 0.7445 0.4822 0.7445 0.8629
0.35 9.7107 2350 0.7449 0.4822 0.7449 0.8631
0.35 9.7190 2352 0.7449 0.4788 0.7449 0.8631
0.35 9.7273 2354 0.7443 0.4788 0.7443 0.8627
0.35 9.7355 2356 0.7436 0.4788 0.7436 0.8623
0.35 9.7438 2358 0.7430 0.4842 0.7430 0.8620
0.35 9.7521 2360 0.7426 0.4842 0.7426 0.8618
0.35 9.7603 2362 0.7429 0.4809 0.7429 0.8619
0.35 9.7686 2364 0.7422 0.4842 0.7422 0.8615
0.35 9.7769 2366 0.7411 0.4800 0.7411 0.8608
0.35 9.7851 2368 0.7398 0.4797 0.7398 0.8601
0.35 9.7934 2370 0.7385 0.4805 0.7385 0.8594
0.35 9.8017 2372 0.7367 0.4805 0.7367 0.8583
0.35 9.8099 2374 0.7344 0.4778 0.7344 0.8570
0.35 9.8182 2376 0.7325 0.4778 0.7325 0.8558
0.35 9.8264 2378 0.7306 0.4732 0.7306 0.8548
0.35 9.8347 2380 0.7296 0.4698 0.7296 0.8542
0.35 9.8430 2382 0.7286 0.4695 0.7286 0.8536
0.35 9.8512 2384 0.7279 0.4717 0.7279 0.8532
0.35 9.8595 2386 0.7270 0.4759 0.7270 0.8526
0.35 9.8678 2388 0.7257 0.4748 0.7257 0.8519
0.35 9.8760 2390 0.7246 0.4748 0.7246 0.8513
0.35 9.8843 2392 0.7240 0.4748 0.7240 0.8509
0.35 9.8926 2394 0.7236 0.4665 0.7236 0.8507
0.35 9.9008 2396 0.7236 0.4665 0.7236 0.8506
0.35 9.9091 2398 0.7238 0.4748 0.7238 0.8507
0.35 9.9174 2400 0.7238 0.4665 0.7238 0.8508
0.35 9.9256 2402 0.7236 0.4665 0.7236 0.8507
0.35 9.9339 2404 0.7235 0.4665 0.7235 0.8506
0.35 9.9421 2406 0.7233 0.4698 0.7233 0.8505
0.35 9.9504 2408 0.7230 0.4698 0.7230 0.8503
0.35 9.9587 2410 0.7229 0.4698 0.7229 0.8502
0.35 9.9669 2412 0.7228 0.4698 0.7228 0.8502
0.35 9.9752 2414 0.7227 0.4698 0.7227 0.8501
0.35 9.9835 2416 0.7226 0.4698 0.7226 0.8501
0.35 9.9917 2418 0.7226 0.4698 0.7226 0.8501
0.35 10.0 2420 0.7226 0.4698 0.7226 0.8501

Framework versions

  • Transformers 4.44.2
  • Pytorch 2.4.0+cu118
  • Datasets 2.21.0
  • Tokenizers 0.19.1