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arabert_augmented_only_k40_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: 0.8347
  • Qwk: 0.6190
  • Mse: 0.8347
  • Rmse: 0.9136

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 0.0049 2 4.5381 0.0518 4.5381 2.1303
No log 0.0098 4 2.9565 0.0759 2.9565 1.7195
No log 0.0146 6 1.8776 0.1898 1.8776 1.3703
No log 0.0195 8 1.5776 0.2222 1.5776 1.2560
No log 0.0244 10 1.3916 0.2771 1.3916 1.1797
No log 0.0293 12 1.7311 -0.0633 1.7311 1.3157
No log 0.0341 14 1.6303 0.0742 1.6303 1.2768
No log 0.0390 16 1.5267 0.0742 1.5267 1.2356
No log 0.0439 18 1.4798 0.0742 1.4798 1.2165
No log 0.0488 20 1.5691 0.1470 1.5691 1.2526
No log 0.0537 22 1.7683 0.1663 1.7683 1.3298
No log 0.0585 24 1.8419 0.0820 1.8419 1.3572
No log 0.0634 26 1.7357 0.2075 1.7357 1.3175
No log 0.0683 28 1.6848 0.1873 1.6848 1.2980
No log 0.0732 30 1.7269 0.2292 1.7269 1.3141
No log 0.0780 32 1.7102 0.2292 1.7102 1.3077
No log 0.0829 34 1.9450 0.0501 1.9450 1.3946
No log 0.0878 36 2.1851 0.0 2.1851 1.4782
No log 0.0927 38 1.8586 0.0758 1.8586 1.3633
No log 0.0976 40 1.4732 0.1736 1.4732 1.2137
No log 0.1024 42 1.2805 0.1582 1.2805 1.1316
No log 0.1073 44 1.3792 0.0742 1.3792 1.1744
No log 0.1122 46 1.4737 0.0950 1.4737 1.2140
No log 0.1171 48 1.7469 0.1548 1.7469 1.3217
No log 0.1220 50 1.9543 0.1058 1.9543 1.3980
No log 0.1268 52 1.9114 0.1871 1.9114 1.3825
No log 0.1317 54 1.8248 0.2463 1.8248 1.3509
No log 0.1366 56 1.8928 0.2463 1.8928 1.3758
No log 0.1415 58 1.7737 0.2380 1.7737 1.3318
No log 0.1463 60 1.5096 0.1375 1.5096 1.2287
No log 0.1512 62 1.4424 0.0255 1.4424 1.2010
No log 0.1561 64 1.5573 0.0 1.5573 1.2479
No log 0.1610 66 1.6895 0.0255 1.6895 1.2998
No log 0.1659 68 1.6527 0.0 1.6527 1.2856
No log 0.1707 70 1.5096 0.0 1.5096 1.2286
No log 0.1756 72 1.4299 0.0 1.4299 1.1958
No log 0.1805 74 1.4507 0.0696 1.4507 1.2045
No log 0.1854 76 1.6004 0.1152 1.6004 1.2651
No log 0.1902 78 1.7361 0.2075 1.7361 1.3176
No log 0.1951 80 1.7861 0.2075 1.7861 1.3365
No log 0.2 82 1.7637 0.2075 1.7637 1.3281
No log 0.2049 84 1.7172 0.1873 1.7172 1.3104
No log 0.2098 86 1.5615 0.0836 1.5615 1.2496
No log 0.2146 88 1.4919 0.1312 1.4919 1.2214
No log 0.2195 90 1.4787 0.1312 1.4787 1.2160
No log 0.2244 92 1.5332 0.1616 1.5332 1.2382
No log 0.2293 94 1.5017 0.1470 1.5017 1.2254
No log 0.2341 96 1.5294 0.0836 1.5294 1.2367
No log 0.2390 98 1.5226 0.1470 1.5226 1.2340
No log 0.2439 100 1.4802 0.1470 1.4802 1.2166
No log 0.2488 102 1.3898 0.0742 1.3898 1.1789
No log 0.2537 104 1.3277 0.0742 1.3277 1.1523
No log 0.2585 106 1.3372 0.0742 1.3372 1.1564
No log 0.2634 108 1.3969 0.0950 1.3969 1.1819
No log 0.2683 110 1.5141 0.0950 1.5141 1.2305
No log 0.2732 112 1.6435 0.1139 1.6435 1.2820
No log 0.2780 114 1.5685 0.0950 1.5685 1.2524
No log 0.2829 116 1.4367 0.0950 1.4367 1.1986
No log 0.2878 118 1.4486 0.0950 1.4486 1.2036
No log 0.2927 120 1.4391 0.0950 1.4391 1.1996
No log 0.2976 122 1.2803 0.0950 1.2803 1.1315
No log 0.3024 124 1.2349 0.0742 1.2349 1.1113
No log 0.3073 126 1.3240 0.0950 1.3240 1.1506
No log 0.3122 128 1.4606 0.0696 1.4606 1.2085
No log 0.3171 130 1.5624 0.1312 1.5624 1.2500
No log 0.3220 132 1.4758 0.0950 1.4758 1.2148
No log 0.3268 134 1.4517 0.0950 1.4517 1.2048
No log 0.3317 136 1.5047 0.0888 1.5047 1.2267
No log 0.3366 138 1.5074 0.1226 1.5074 1.2278
No log 0.3415 140 1.4888 0.1226 1.4888 1.2202
No log 0.3463 142 1.3994 0.1312 1.3994 1.1830
No log 0.3512 144 1.3126 0.0950 1.3126 1.1457
No log 0.3561 146 1.2687 0.0742 1.2687 1.1264
No log 0.3610 148 1.2027 0.1951 1.2027 1.0967
No log 0.3659 150 1.1565 0.1951 1.1565 1.0754
No log 0.3707 152 1.1588 0.0742 1.1588 1.0765
No log 0.3756 154 1.2095 0.1139 1.2095 1.0998
No log 0.3805 156 1.2737 0.1226 1.2737 1.1286
No log 0.3854 158 1.3989 0.2607 1.3989 1.1828
No log 0.3902 160 1.3556 0.1874 1.3556 1.1643
No log 0.3951 162 1.2232 0.0950 1.2232 1.1060
No log 0.4 164 1.1368 0.0742 1.1368 1.0662
No log 0.4049 166 1.1238 0.0742 1.1238 1.0601
No log 0.4098 168 1.0847 0.1463 1.0847 1.0415
No log 0.4146 170 1.0207 0.3888 1.0207 1.0103
No log 0.4195 172 0.9767 0.4412 0.9767 0.9883
No log 0.4244 174 0.9866 0.4412 0.9866 0.9933
No log 0.4293 176 1.0389 0.3256 1.0389 1.0193
No log 0.4341 178 1.2971 0.2687 1.2971 1.1389
No log 0.4390 180 1.5515 0.2463 1.5515 1.2456
No log 0.4439 182 1.5737 0.2463 1.5737 1.2545
No log 0.4488 184 1.3947 0.2523 1.3947 1.1810
No log 0.4537 186 1.2137 0.1582 1.2137 1.1017
No log 0.4585 188 1.1809 0.1582 1.1809 1.0867
No log 0.4634 190 1.2668 0.1470 1.2668 1.1255
No log 0.4683 192 1.2944 0.2687 1.2944 1.1377
No log 0.4732 194 1.1614 0.1736 1.1614 1.0777
No log 0.4780 196 1.1464 0.0742 1.1464 1.0707
No log 0.4829 198 1.2435 0.0742 1.2435 1.1151
No log 0.4878 200 1.3237 0.0255 1.3237 1.1505
No log 0.4927 202 1.3719 0.0255 1.3719 1.1713
No log 0.4976 204 1.3688 0.0255 1.3688 1.1699
No log 0.5024 206 1.2838 0.0255 1.2838 1.1330
No log 0.5073 208 1.2168 0.0950 1.2168 1.1031
No log 0.5122 210 1.1789 0.0950 1.1789 1.0858
No log 0.5171 212 1.1107 0.2674 1.1107 1.0539
No log 0.5220 214 1.0725 0.2674 1.0725 1.0356
No log 0.5268 216 1.0749 0.2791 1.0749 1.0368
No log 0.5317 218 1.1380 0.1312 1.1380 1.0668
No log 0.5366 220 1.1991 0.1226 1.1991 1.0951
No log 0.5415 222 1.1271 0.2102 1.1271 1.0616
No log 0.5463 224 1.0096 0.3707 1.0096 1.0048
No log 0.5512 226 0.9454 0.4216 0.9454 0.9723
No log 0.5561 228 0.9022 0.4433 0.9022 0.9498
No log 0.5610 230 0.8186 0.5096 0.8186 0.9048
No log 0.5659 232 0.7951 0.4855 0.7951 0.8917
No log 0.5707 234 0.9014 0.4815 0.9014 0.9494
No log 0.5756 236 0.9965 0.4562 0.9965 0.9982
No log 0.5805 238 1.0876 0.4074 1.0876 1.0429
No log 0.5854 240 1.1994 0.1736 1.1994 1.0952
No log 0.5902 242 1.6027 0.2292 1.6027 1.2660
No log 0.5951 244 1.9121 0.1695 1.9121 1.3828
No log 0.6 246 1.7934 0.1600 1.7934 1.3392
No log 0.6049 248 1.4139 0.2921 1.4139 1.1891
No log 0.6098 250 1.1370 0.2597 1.1370 1.0663
No log 0.6146 252 1.0101 0.1616 1.0101 1.0051
No log 0.6195 254 0.9476 0.4134 0.9476 0.9735
No log 0.6244 256 0.9254 0.3883 0.9254 0.9620
No log 0.6293 258 0.9490 0.4433 0.9490 0.9742
No log 0.6341 260 0.9684 0.4112 0.9684 0.9841
No log 0.6390 262 1.0123 0.3147 1.0123 1.0061
No log 0.6439 264 1.0628 0.3147 1.0628 1.0309
No log 0.6488 266 1.0748 0.3556 1.0748 1.0367
No log 0.6537 268 1.1028 0.1795 1.1028 1.0501
No log 0.6585 270 1.0819 0.2896 1.0819 1.0402
No log 0.6634 272 1.0479 0.3399 1.0479 1.0237
No log 0.6683 274 1.0674 0.3147 1.0674 1.0331
No log 0.6732 276 1.0999 0.3808 1.0999 1.0487
No log 0.6780 278 1.1311 0.4059 1.1311 1.0635
No log 0.6829 280 1.1049 0.3808 1.1049 1.0511
No log 0.6878 282 1.0849 0.3147 1.0849 1.0416
No log 0.6927 284 1.1925 0.1413 1.1925 1.0920
No log 0.6976 286 1.2058 0.1000 1.2058 1.0981
No log 0.7024 288 1.1358 0.2791 1.1358 1.0657
No log 0.7073 290 1.1362 0.2674 1.1362 1.0659
No log 0.7122 292 1.1682 0.0255 1.1682 1.0808
No log 0.7171 294 1.1881 0.0950 1.1881 1.0900
No log 0.7220 296 1.1781 0.0950 1.1781 1.0854
No log 0.7268 298 1.1599 0.1139 1.1599 1.0770
No log 0.7317 300 1.0881 0.3147 1.0881 1.0431
No log 0.7366 302 1.0543 0.3043 1.0543 1.0268
No log 0.7415 304 1.0167 0.4059 1.0167 1.0083
No log 0.7463 306 0.9692 0.4059 0.9692 0.9845
No log 0.7512 308 0.9516 0.4059 0.9516 0.9755
No log 0.7561 310 0.9279 0.4627 0.9279 0.9633
No log 0.7610 312 0.9953 0.3476 0.9953 0.9976
No log 0.7659 314 1.0391 0.2775 1.0391 1.0194
No log 0.7707 316 1.0968 0.3326 1.0968 1.0473
No log 0.7756 318 1.1986 0.2193 1.1986 1.0948
No log 0.7805 320 1.1531 0.3163 1.1531 1.0738
No log 0.7854 322 1.0652 0.3404 1.0652 1.0321
No log 0.7902 324 0.9848 0.3326 0.9848 0.9924
No log 0.7951 326 0.9270 0.4603 0.9270 0.9628
No log 0.8 328 0.9266 0.4603 0.9266 0.9626
No log 0.8049 330 0.9388 0.4310 0.9388 0.9689
No log 0.8098 332 1.0416 0.4549 1.0416 1.0206
No log 0.8146 334 1.0712 0.4549 1.0712 1.0350
No log 0.8195 336 1.0305 0.4296 1.0305 1.0151
No log 0.8244 338 0.9897 0.4059 0.9897 0.9948
No log 0.8293 340 1.0717 0.2012 1.0717 1.0352
No log 0.8341 342 1.0999 0.2776 1.0999 1.0488
No log 0.8390 344 1.1370 0.2776 1.1370 1.0663
No log 0.8439 346 1.1911 0.2012 1.1911 1.0914
No log 0.8488 348 1.2287 0.2168 1.2287 1.1085
No log 0.8537 350 1.2325 0.2168 1.2325 1.1102
No log 0.8585 352 1.2164 0.2168 1.2164 1.1029
No log 0.8634 354 1.1866 0.2894 1.1866 1.0893
No log 0.8683 356 1.1653 0.4112 1.1653 1.0795
No log 0.8732 358 1.1810 0.4310 1.1810 1.0868
No log 0.8780 360 1.1788 0.4310 1.1788 1.0857
No log 0.8829 362 1.1019 0.4351 1.1019 1.0497
No log 0.8878 364 1.0428 0.4112 1.0428 1.0212
No log 0.8927 366 1.0263 0.4112 1.0263 1.0131
No log 0.8976 368 1.0867 0.4562 1.0867 1.0424
No log 0.9024 370 1.1964 0.5068 1.1964 1.0938
No log 0.9073 372 1.2037 0.5322 1.2037 1.0971
No log 0.9122 374 1.1010 0.4296 1.1010 1.0493
No log 0.9171 376 0.9290 0.4562 0.9290 0.9638
No log 0.9220 378 0.8255 0.4670 0.8255 0.9086
No log 0.9268 380 0.8128 0.4907 0.8128 0.9016
No log 0.9317 382 0.7757 0.5098 0.7757 0.8808
No log 0.9366 384 0.7718 0.4888 0.7718 0.8785
No log 0.9415 386 0.7691 0.4888 0.7691 0.8770
No log 0.9463 388 0.7817 0.4867 0.7817 0.8841
No log 0.9512 390 0.7952 0.4650 0.7952 0.8918
No log 0.9561 392 0.8384 0.4400 0.8384 0.9157
No log 0.9610 394 0.8881 0.4364 0.8881 0.9424
No log 0.9659 396 0.9110 0.4364 0.9110 0.9545
No log 0.9707 398 0.9224 0.4364 0.9224 0.9604
No log 0.9756 400 0.9362 0.3707 0.9362 0.9676
No log 0.9805 402 0.9680 0.3888 0.9680 0.9839
No log 0.9854 404 0.9679 0.3043 0.9679 0.9838
No log 0.9902 406 0.9539 0.3043 0.9539 0.9767
No log 0.9951 408 0.9401 0.3241 0.9401 0.9696
No log 1.0 410 0.9175 0.3241 0.9175 0.9579
No log 1.0049 412 0.8869 0.3043 0.8869 0.9418
No log 1.0098 414 0.8864 0.3808 0.8864 0.9415
No log 1.0146 416 0.9076 0.4059 0.9076 0.9527
No log 1.0195 418 0.8719 0.4059 0.8719 0.9338
No log 1.0244 420 0.8354 0.3808 0.8354 0.9140
No log 1.0293 422 0.8282 0.4842 0.8282 0.9101
No log 1.0341 424 0.9069 0.5082 0.9069 0.9523
No log 1.0390 426 0.9266 0.5082 0.9266 0.9626
No log 1.0439 428 0.9158 0.5082 0.9158 0.9570
No log 1.0488 430 0.8492 0.4855 0.8492 0.9215
No log 1.0537 432 0.8084 0.5305 0.8084 0.8991
No log 1.0585 434 0.8189 0.5305 0.8189 0.9050
No log 1.0634 436 0.8627 0.5723 0.8627 0.9288
No log 1.0683 438 0.9669 0.6002 0.9669 0.9833
No log 1.0732 440 1.0791 0.6704 1.0791 1.0388
No log 1.0780 442 1.0720 0.5070 1.0720 1.0354
No log 1.0829 444 1.0282 0.3793 1.0282 1.0140
No log 1.0878 446 1.1243 0.2794 1.1243 1.0603
No log 1.0927 448 1.3131 0.0 1.3131 1.1459
No log 1.0976 450 1.4566 0.0742 1.4566 1.2069
No log 1.1024 452 1.4625 0.0742 1.4625 1.2093
No log 1.1073 454 1.4485 0.0742 1.4485 1.2035
No log 1.1122 456 1.3697 0.0 1.3697 1.1703
No log 1.1171 458 1.3500 0.0 1.3500 1.1619
No log 1.1220 460 1.3260 0.0742 1.3260 1.1515
No log 1.1268 462 1.3025 0.0742 1.3025 1.1413
No log 1.1317 464 1.2708 0.0742 1.2708 1.1273
No log 1.1366 466 1.2402 0.0 1.2402 1.1136
No log 1.1415 468 1.2216 0.1463 1.2216 1.1053
No log 1.1463 470 1.1920 0.1463 1.1920 1.0918
No log 1.1512 472 1.1341 0.2674 1.1341 1.0649
No log 1.1561 474 1.0975 0.4074 1.0975 1.0476
No log 1.1610 476 1.0735 0.3808 1.0735 1.0361
No log 1.1659 478 1.0282 0.4603 1.0282 1.0140
No log 1.1707 480 0.9536 0.4364 0.9536 0.9765
No log 1.1756 482 0.8933 0.4603 0.8933 0.9451
No log 1.1805 484 0.8540 0.4603 0.8540 0.9241
No log 1.1854 486 0.8097 0.5097 0.8097 0.8998
No log 1.1902 488 0.7611 0.5097 0.7611 0.8724
No log 1.1951 490 0.7606 0.4638 0.7606 0.8721
No log 1.2 492 0.8754 0.5311 0.8754 0.9357
No log 1.2049 494 0.9378 0.5311 0.9378 0.9684
No log 1.2098 496 0.9909 0.6290 0.9909 0.9955
No log 1.2146 498 1.0367 0.5068 1.0367 1.0182
0.8631 1.2195 500 1.0280 0.4296 1.0280 1.0139
0.8631 1.2244 502 1.0292 0.3309 1.0292 1.0145
0.8631 1.2293 504 1.0411 0.3399 1.0411 1.0203
0.8631 1.2341 506 1.0084 0.3399 1.0084 1.0042
0.8631 1.2390 508 0.9424 0.3399 0.9424 0.9708
0.8631 1.2439 510 0.9005 0.3399 0.9005 0.9489
0.8631 1.2488 512 0.8376 0.3874 0.8376 0.9152
0.8631 1.2537 514 0.7756 0.3874 0.7756 0.8807
0.8631 1.2585 516 0.7768 0.5084 0.7768 0.8813
0.8631 1.2634 518 0.7995 0.6346 0.7995 0.8942
0.8631 1.2683 520 0.7972 0.6346 0.7972 0.8929
0.8631 1.2732 522 0.7825 0.6346 0.7825 0.8846
0.8631 1.2780 524 0.8156 0.6557 0.8156 0.9031
0.8631 1.2829 526 0.8320 0.6557 0.8320 0.9122
0.8631 1.2878 528 0.8273 0.6557 0.8273 0.9096
0.8631 1.2927 530 0.8120 0.5293 0.8120 0.9011
0.8631 1.2976 532 0.8333 0.3874 0.8333 0.9129
0.8631 1.3024 534 0.9068 0.3399 0.9068 0.9523
0.8631 1.3073 536 0.9822 0.4 0.9822 0.9911
0.8631 1.3122 538 1.0170 0.3947 1.0170 1.0085
0.8631 1.3171 540 1.0135 0.3947 1.0135 1.0067
0.8631 1.3220 542 1.0095 0.3481 1.0095 1.0047
0.8631 1.3268 544 0.9696 0.3399 0.9696 0.9847
0.8631 1.3317 546 0.9319 0.3147 0.9319 0.9654
0.8631 1.3366 548 0.9087 0.3147 0.9087 0.9533
0.8631 1.3415 550 0.9337 0.4098 0.9337 0.9663
0.8631 1.3463 552 1.0096 0.6403 1.0096 1.0048
0.8631 1.3512 554 1.0371 0.7413 1.0371 1.0184
0.8631 1.3561 556 0.9648 0.72 0.9648 0.9823
0.8631 1.3610 558 0.8930 0.72 0.8930 0.9450
0.8631 1.3659 560 0.8145 0.4098 0.8145 0.9025
0.8631 1.3707 562 0.7911 0.3693 0.7911 0.8894
0.8631 1.3756 564 0.8292 0.4147 0.8292 0.9106
0.8631 1.3805 566 0.8827 0.4830 0.8827 0.9395
0.8631 1.3854 568 0.9239 0.5070 0.9239 0.9612
0.8631 1.3902 570 0.9151 0.5070 0.9151 0.9566
0.8631 1.3951 572 0.8617 0.4844 0.8617 0.9283
0.8631 1.4 574 0.8353 0.4147 0.8353 0.9140
0.8631 1.4049 576 0.8439 0.4351 0.8439 0.9187
0.8631 1.4098 578 0.8276 0.3933 0.8276 0.9097
0.8631 1.4146 580 0.8367 0.3241 0.8367 0.9147
0.8631 1.4195 582 0.8582 0.3241 0.8582 0.9264
0.8631 1.4244 584 0.8538 0.3241 0.8538 0.9240
0.8631 1.4293 586 0.8541 0.3874 0.8541 0.9242
0.8631 1.4341 588 0.8260 0.4112 0.8260 0.9088
0.8631 1.4390 590 0.8076 0.4112 0.8076 0.8986
0.8631 1.4439 592 0.8331 0.4830 0.8331 0.9127
0.8631 1.4488 594 0.8358 0.5070 0.8358 0.9142
0.8631 1.4537 596 0.7865 0.4147 0.7865 0.8868
0.8631 1.4585 598 0.7394 0.4160 0.7394 0.8599
0.8631 1.4634 600 0.7370 0.4160 0.7370 0.8585
0.8631 1.4683 602 0.7399 0.4147 0.7399 0.8602
0.8631 1.4732 604 0.7439 0.4375 0.7439 0.8625
0.8631 1.4780 606 0.7847 0.5070 0.7847 0.8858
0.8631 1.4829 608 0.7954 0.5070 0.7954 0.8918
0.8631 1.4878 610 0.7830 0.4562 0.7830 0.8849
0.8631 1.4927 612 0.7924 0.4562 0.7924 0.8902
0.8631 1.4976 614 0.7799 0.4562 0.7799 0.8831
0.8631 1.5024 616 0.7757 0.4351 0.7757 0.8807
0.8631 1.5073 618 0.7688 0.4351 0.7688 0.8768
0.8631 1.5122 620 0.7715 0.4351 0.7715 0.8783
0.8631 1.5171 622 0.8240 0.4310 0.8240 0.9077
0.8631 1.5220 624 0.8670 0.4310 0.8670 0.9311
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0.6404 2.7756 1138 0.8100 0.6353 0.8100 0.9000
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0.6404 2.7951 1146 0.8637 0.5542 0.8637 0.9294
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0.6404 2.8927 1186 0.8730 0.3874 0.8730 0.9344
0.6404 2.8976 1188 0.9001 0.3874 0.9001 0.9487
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0.6404 2.9220 1198 1.0001 0.6403 1.0001 1.0001
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0.5205 4.3610 1788 0.7391 0.5505 0.7391 0.8597
0.5205 4.3659 1790 0.7375 0.5505 0.7375 0.8588
0.5205 4.3707 1792 0.7344 0.5505 0.7344 0.8570
0.5205 4.3756 1794 0.7464 0.5505 0.7464 0.8639
0.5205 4.3805 1796 0.7541 0.5505 0.7541 0.8684
0.5205 4.3854 1798 0.7619 0.3933 0.7619 0.8728
0.5205 4.3902 1800 0.7775 0.3933 0.7775 0.8817
0.5205 4.3951 1802 0.7874 0.3933 0.7874 0.8874
0.5205 4.4 1804 0.7759 0.3933 0.7759 0.8809
0.5205 4.4049 1806 0.7579 0.4160 0.7579 0.8706
0.5205 4.4098 1808 0.7642 0.5085 0.7642 0.8742
0.5205 4.4146 1810 0.7942 0.5505 0.7942 0.8912
0.5205 4.4195 1812 0.8232 0.5962 0.8232 0.9073
0.5205 4.4244 1814 0.8662 0.6776 0.8662 0.9307
0.5205 4.4293 1816 0.8655 0.6776 0.8655 0.9303
0.5205 4.4341 1818 0.8470 0.6776 0.8470 0.9203
0.5205 4.4390 1820 0.8151 0.6776 0.8151 0.9028
0.5205 4.4439 1822 0.7711 0.5085 0.7711 0.8781
0.5205 4.4488 1824 0.7336 0.5085 0.7336 0.8565
0.5205 4.4537 1826 0.7283 0.5085 0.7283 0.8534
0.5205 4.4585 1828 0.7421 0.5085 0.7421 0.8615
0.5205 4.4634 1830 0.7709 0.5084 0.7709 0.8780
0.5205 4.4683 1832 0.8162 0.5742 0.8162 0.9034
0.5205 4.4732 1834 0.8788 0.6557 0.8788 0.9375
0.5205 4.4780 1836 0.9178 0.72 0.9178 0.9580
0.5205 4.4829 1838 0.9434 0.72 0.9434 0.9713
0.5205 4.4878 1840 0.9466 0.72 0.9466 0.9729
0.5205 4.4927 1842 0.9223 0.6403 0.9223 0.9604
0.5205 4.4976 1844 0.8709 0.5542 0.8709 0.9332
0.5205 4.5024 1846 0.8086 0.5312 0.8086 0.8992
0.5205 4.5073 1848 0.7598 0.4160 0.7598 0.8717
0.5205 4.5122 1850 0.7465 0.4433 0.7465 0.8640
0.5205 4.5171 1852 0.7440 0.4515 0.7440 0.8626
0.5205 4.5220 1854 0.7565 0.5285 0.7565 0.8698
0.5205 4.5268 1856 0.7708 0.5285 0.7708 0.8780
0.5205 4.5317 1858 0.7778 0.4515 0.7778 0.8820
0.5205 4.5366 1860 0.7744 0.3933 0.7744 0.8800
0.5205 4.5415 1862 0.7881 0.4160 0.7881 0.8878
0.5205 4.5463 1864 0.8102 0.4112 0.8102 0.9001
0.5205 4.5512 1866 0.8346 0.4112 0.8346 0.9135
0.5205 4.5561 1868 0.8624 0.4112 0.8624 0.9287
0.5205 4.5610 1870 0.8935 0.4351 0.8935 0.9453
0.5205 4.5659 1872 0.8998 0.4351 0.8998 0.9486
0.5205 4.5707 1874 0.9050 0.4590 0.9050 0.9513
0.5205 4.5756 1876 0.8924 0.5962 0.8924 0.9447
0.5205 4.5805 1878 0.8926 0.5962 0.8926 0.9448
0.5205 4.5854 1880 0.8908 0.5962 0.8908 0.9438
0.5205 4.5902 1882 0.8777 0.6776 0.8777 0.9369
0.5205 4.5951 1884 0.8757 0.6776 0.8757 0.9358
0.5205 4.6 1886 0.8672 0.6776 0.8672 0.9313
0.5205 4.6049 1888 0.8349 0.6776 0.8349 0.9137
0.5205 4.6098 1890 0.8066 0.6353 0.8066 0.8981
0.5205 4.6146 1892 0.7943 0.6353 0.7943 0.8912
0.5205 4.6195 1894 0.7739 0.6353 0.7739 0.8797
0.5205 4.6244 1896 0.7563 0.5522 0.7563 0.8697
0.5205 4.6293 1898 0.7614 0.5522 0.7614 0.8726
0.5205 4.6341 1900 0.7602 0.5522 0.7602 0.8719
0.5205 4.6390 1902 0.7687 0.5084 0.7687 0.8768
0.5205 4.6439 1904 0.7764 0.5084 0.7764 0.8812
0.5205 4.6488 1906 0.7860 0.5084 0.7860 0.8866
0.5205 4.6537 1908 0.7775 0.5084 0.7775 0.8818
0.5205 4.6585 1910 0.7550 0.4855 0.7550 0.8689
0.5205 4.6634 1912 0.7470 0.5522 0.7470 0.8643
0.5205 4.6683 1914 0.7534 0.6353 0.7534 0.8680
0.5205 4.6732 1916 0.7447 0.6353 0.7447 0.8630
0.5205 4.6780 1918 0.7382 0.6353 0.7382 0.8592
0.5205 4.6829 1920 0.7369 0.6353 0.7369 0.8584
0.5205 4.6878 1922 0.7282 0.6353 0.7282 0.8533
0.5205 4.6927 1924 0.7263 0.6353 0.7263 0.8522
0.5205 4.6976 1926 0.7278 0.6353 0.7278 0.8531
0.5205 4.7024 1928 0.7381 0.6353 0.7381 0.8591
0.5205 4.7073 1930 0.7696 0.6353 0.7696 0.8773
0.5205 4.7122 1932 0.8018 0.6353 0.8018 0.8955
0.5205 4.7171 1934 0.8231 0.6564 0.8231 0.9072
0.5205 4.7220 1936 0.8372 0.6564 0.8372 0.9150
0.5205 4.7268 1938 0.8415 0.6564 0.8415 0.9173
0.5205 4.7317 1940 0.8374 0.6353 0.8374 0.9151
0.5205 4.7366 1942 0.8548 0.4615 0.8548 0.9245
0.5205 4.7415 1944 0.8651 0.4112 0.8651 0.9301
0.5205 4.7463 1946 0.8638 0.4112 0.8638 0.9294
0.5205 4.7512 1948 0.8777 0.4112 0.8777 0.9368
0.5205 4.7561 1950 0.9058 0.4112 0.9058 0.9517
0.5205 4.7610 1952 0.9374 0.4112 0.9374 0.9682
0.5205 4.7659 1954 0.9499 0.3874 0.9499 0.9746
0.5205 4.7707 1956 0.9651 0.3874 0.9651 0.9824
0.5205 4.7756 1958 0.9771 0.3874 0.9771 0.9885
0.5205 4.7805 1960 0.9694 0.3874 0.9694 0.9846
0.5205 4.7854 1962 0.9646 0.3874 0.9646 0.9821
0.5205 4.7902 1964 0.9676 0.3874 0.9676 0.9837
0.5205 4.7951 1966 0.9557 0.3874 0.9557 0.9776
0.5205 4.8 1968 0.9419 0.3874 0.9419 0.9705
0.5205 4.8049 1970 0.9283 0.4112 0.9283 0.9635
0.5205 4.8098 1972 0.9214 0.5522 0.9214 0.9599
0.5205 4.8146 1974 0.9045 0.5293 0.9045 0.9511
0.5205 4.8195 1976 0.9205 0.6346 0.9205 0.9594
0.5205 4.8244 1978 0.9484 0.6346 0.9484 0.9739
0.5205 4.8293 1980 0.9647 0.6988 0.9647 0.9822
0.5205 4.8341 1982 0.9523 0.6346 0.9523 0.9759
0.5205 4.8390 1984 0.9225 0.6346 0.9225 0.9605
0.5205 4.8439 1986 0.8803 0.6346 0.8803 0.9383
0.5205 4.8488 1988 0.8302 0.6353 0.8302 0.9112
0.5205 4.8537 1990 0.7741 0.6301 0.7741 0.8798
0.5205 4.8585 1992 0.7369 0.4867 0.7369 0.8584
0.5205 4.8634 1994 0.7172 0.4867 0.7172 0.8469
0.5205 4.8683 1996 0.7106 0.4878 0.7106 0.8430
0.5205 4.8732 1998 0.7118 0.4867 0.7118 0.8437
0.4484 4.8780 2000 0.7206 0.4867 0.7206 0.8489
0.4484 4.8829 2002 0.7233 0.4867 0.7233 0.8504
0.4484 4.8878 2004 0.7279 0.4867 0.7279 0.8532
0.4484 4.8927 2006 0.7342 0.5085 0.7342 0.8569
0.4484 4.8976 2008 0.7519 0.6301 0.7519 0.8671
0.4484 4.9024 2010 0.7939 0.6353 0.7939 0.8910
0.4484 4.9073 2012 0.8204 0.6564 0.8204 0.9057
0.4484 4.9122 2014 0.8131 0.6564 0.8131 0.9017
0.4484 4.9171 2016 0.8084 0.6564 0.8084 0.8991
0.4484 4.9220 2018 0.8309 0.6564 0.8309 0.9115
0.4484 4.9268 2020 0.8364 0.6564 0.8364 0.9145
0.4484 4.9317 2022 0.8212 0.6564 0.8212 0.9062
0.4484 4.9366 2024 0.8209 0.6503 0.8209 0.9060
0.4484 4.9415 2026 0.8466 0.6564 0.8466 0.9201
0.4484 4.9463 2028 0.8946 0.6557 0.8946 0.9458
0.4484 4.9512 2030 0.9183 0.6557 0.9183 0.9583
0.4484 4.9561 2032 0.9335 0.72 0.9335 0.9662
0.4484 4.9610 2034 0.9259 0.6557 0.9259 0.9622
0.4484 4.9659 2036 0.9494 0.72 0.9494 0.9744
0.4484 4.9707 2038 0.9580 0.72 0.9580 0.9788
0.4484 4.9756 2040 0.9335 0.6557 0.9335 0.9662
0.4484 4.9805 2042 0.8974 0.6353 0.8974 0.9473
0.4484 4.9854 2044 0.9028 0.6353 0.9028 0.9501
0.4484 4.9902 2046 0.8949 0.6353 0.8949 0.9460
0.4484 4.9951 2048 0.8931 0.6353 0.8931 0.9450
0.4484 5.0 2050 0.8789 0.5084 0.8789 0.9375
0.4484 5.0049 2052 0.8651 0.4112 0.8651 0.9301
0.4484 5.0098 2054 0.8707 0.4112 0.8707 0.9331
0.4484 5.0146 2056 0.8730 0.4112 0.8730 0.9344
0.4484 5.0195 2058 0.8912 0.5084 0.8912 0.9440
0.4484 5.0244 2060 0.8922 0.5522 0.8922 0.9446
0.4484 5.0293 2062 0.8713 0.5522 0.8713 0.9334
0.4484 5.0341 2064 0.8337 0.5522 0.8337 0.9131
0.4484 5.0390 2066 0.8163 0.5522 0.8163 0.9035
0.4484 5.0439 2068 0.7995 0.4867 0.7995 0.8941
0.4484 5.0488 2070 0.7976 0.3933 0.7976 0.8931
0.4484 5.0537 2072 0.8069 0.3933 0.8069 0.8983
0.4484 5.0585 2074 0.8343 0.4855 0.8343 0.9134
0.4484 5.0634 2076 0.8788 0.5522 0.8788 0.9375
0.4484 5.0683 2078 0.9238 0.5522 0.9238 0.9611
0.4484 5.0732 2080 0.9411 0.5522 0.9411 0.9701
0.4484 5.0780 2082 0.9295 0.5084 0.9295 0.9641
0.4484 5.0829 2084 0.9018 0.4112 0.9018 0.9496
0.4484 5.0878 2086 0.8703 0.3874 0.8703 0.9329
0.4484 5.0927 2088 0.8560 0.3874 0.8560 0.9252
0.4484 5.0976 2090 0.8420 0.3933 0.8420 0.9176
0.4484 5.1024 2092 0.8316 0.3933 0.8316 0.9119
0.4484 5.1073 2094 0.8306 0.3933 0.8306 0.9114
0.4484 5.1122 2096 0.8333 0.3933 0.8333 0.9129
0.4484 5.1171 2098 0.8465 0.3933 0.8465 0.9201
0.4484 5.1220 2100 0.8664 0.3874 0.8664 0.9308
0.4484 5.1268 2102 0.8953 0.4112 0.8953 0.9462
0.4484 5.1317 2104 0.9230 0.4112 0.9230 0.9607
0.4484 5.1366 2106 0.9391 0.5962 0.9391 0.9691
0.4484 5.1415 2108 0.9337 0.6557 0.9337 0.9663
0.4484 5.1463 2110 0.9131 0.6557 0.9131 0.9556
0.4484 5.1512 2112 0.8800 0.6776 0.8800 0.9381
0.4484 5.1561 2114 0.8317 0.6353 0.8317 0.9120
0.4484 5.1610 2116 0.8019 0.6353 0.8019 0.8955
0.4484 5.1659 2118 0.7981 0.6353 0.7981 0.8934
0.4484 5.1707 2120 0.8168 0.6564 0.8168 0.9038
0.4484 5.1756 2122 0.8411 0.6776 0.8411 0.9171
0.4484 5.1805 2124 0.8394 0.6564 0.8394 0.9162
0.4484 5.1854 2126 0.8436 0.6564 0.8436 0.9185
0.4484 5.1902 2128 0.8299 0.5742 0.8299 0.9110
0.4484 5.1951 2130 0.7914 0.5312 0.7914 0.8896
0.4484 5.2 2132 0.7560 0.4160 0.7560 0.8695
0.4484 5.2049 2134 0.7507 0.4160 0.7507 0.8665
0.4484 5.2098 2136 0.7483 0.4160 0.7483 0.8651
0.4484 5.2146 2138 0.7588 0.3933 0.7588 0.8711
0.4484 5.2195 2140 0.7741 0.3933 0.7741 0.8798
0.4484 5.2244 2142 0.7893 0.4160 0.7893 0.8884
0.4484 5.2293 2144 0.8030 0.4160 0.8030 0.8961
0.4484 5.2341 2146 0.8241 0.4112 0.8241 0.9078
0.4484 5.2390 2148 0.8382 0.4112 0.8382 0.9155
0.4484 5.2439 2150 0.8628 0.4112 0.8628 0.9288
0.4484 5.2488 2152 0.8730 0.4112 0.8730 0.9344
0.4484 5.2537 2154 0.8515 0.4112 0.8515 0.9228
0.4484 5.2585 2156 0.8328 0.4112 0.8328 0.9126
0.4484 5.2634 2158 0.8276 0.4112 0.8276 0.9097
0.4484 5.2683 2160 0.8176 0.4112 0.8176 0.9042
0.4484 5.2732 2162 0.8287 0.4112 0.8287 0.9103
0.4484 5.2780 2164 0.8450 0.4112 0.8450 0.9192
0.4484 5.2829 2166 0.8876 0.4112 0.8876 0.9421
0.4484 5.2878 2168 0.9259 0.4112 0.9259 0.9622
0.4484 5.2927 2170 0.9371 0.4112 0.9371 0.9680
0.4484 5.2976 2172 0.9262 0.4112 0.9262 0.9624
0.4484 5.3024 2174 0.9019 0.4112 0.9019 0.9497
0.4484 5.3073 2176 0.8618 0.4112 0.8618 0.9283
0.4484 5.3122 2178 0.8409 0.4160 0.8409 0.9170
0.4484 5.3171 2180 0.8163 0.4160 0.8163 0.9035
0.4484 5.3220 2182 0.8011 0.4160 0.8011 0.8950
0.4484 5.3268 2184 0.7934 0.4160 0.7934 0.8907
0.4484 5.3317 2186 0.7939 0.4160 0.7939 0.8910
0.4484 5.3366 2188 0.7972 0.4160 0.7972 0.8929
0.4484 5.3415 2190 0.7993 0.4112 0.7993 0.8940
0.4484 5.3463 2192 0.8153 0.5742 0.8153 0.9029
0.4484 5.3512 2194 0.8286 0.6776 0.8286 0.9103
0.4484 5.3561 2196 0.8396 0.6776 0.8396 0.9163
0.4484 5.3610 2198 0.8371 0.6776 0.8371 0.9149
0.4484 5.3659 2200 0.8141 0.6776 0.8141 0.9023
0.4484 5.3707 2202 0.7864 0.6564 0.7864 0.8868
0.4484 5.3756 2204 0.7659 0.6301 0.7659 0.8752
0.4484 5.3805 2206 0.7691 0.6301 0.7691 0.8770
0.4484 5.3854 2208 0.7852 0.5522 0.7852 0.8861
0.4484 5.3902 2210 0.8022 0.5522 0.8022 0.8956
0.4484 5.3951 2212 0.8168 0.5522 0.8168 0.9038
0.4484 5.4 2214 0.8083 0.4615 0.8083 0.8990
0.4484 5.4049 2216 0.7971 0.4160 0.7971 0.8928
0.4484 5.4098 2218 0.8039 0.4160 0.8039 0.8966
0.4484 5.4146 2220 0.8174 0.4112 0.8174 0.9041
0.4484 5.4195 2222 0.8215 0.4112 0.8215 0.9064
0.4484 5.4244 2224 0.8243 0.4112 0.8243 0.9079
0.4484 5.4293 2226 0.8169 0.4112 0.8169 0.9038
0.4484 5.4341 2228 0.8148 0.4112 0.8148 0.9027
0.4484 5.4390 2230 0.8045 0.4160 0.8045 0.8969
0.4484 5.4439 2232 0.7907 0.4160 0.7907 0.8892
0.4484 5.4488 2234 0.7977 0.4112 0.7977 0.8931
0.4484 5.4537 2236 0.8131 0.4112 0.8131 0.9017
0.4484 5.4585 2238 0.8232 0.4351 0.8232 0.9073
0.4484 5.4634 2240 0.8382 0.4351 0.8382 0.9156
0.4484 5.4683 2242 0.8665 0.4590 0.8665 0.9309
0.4484 5.4732 2244 0.8974 0.4590 0.8974 0.9473
0.4484 5.4780 2246 0.9392 0.4590 0.9392 0.9691
0.4484 5.4829 2248 0.9613 0.4590 0.9613 0.9805
0.4484 5.4878 2250 0.9568 0.4590 0.9568 0.9781
0.4484 5.4927 2252 0.9342 0.4351 0.9342 0.9665
0.4484 5.4976 2254 0.9005 0.4112 0.9005 0.9489
0.4484 5.5024 2256 0.8647 0.4112 0.8647 0.9299
0.4484 5.5073 2258 0.8299 0.4112 0.8299 0.9110
0.4484 5.5122 2260 0.8053 0.3874 0.8053 0.8974
0.4484 5.5171 2262 0.7996 0.3874 0.7996 0.8942
0.4484 5.5220 2264 0.7934 0.3874 0.7934 0.8907
0.4484 5.5268 2266 0.7903 0.3874 0.7903 0.8890
0.4484 5.5317 2268 0.7941 0.3874 0.7941 0.8911
0.4484 5.5366 2270 0.7949 0.3874 0.7949 0.8915
0.4484 5.5415 2272 0.8075 0.4388 0.8075 0.8986
0.4484 5.5463 2274 0.8242 0.4388 0.8242 0.9078
0.4484 5.5512 2276 0.8499 0.4615 0.8499 0.9219
0.4484 5.5561 2278 0.8871 0.6564 0.8871 0.9419
0.4484 5.5610 2280 0.9414 0.6557 0.9414 0.9703
0.4484 5.5659 2282 0.9909 0.72 0.9909 0.9954
0.4484 5.5707 2284 1.0266 0.72 1.0266 1.0132
0.4484 5.5756 2286 1.0322 0.72 1.0322 1.0160
0.4484 5.5805 2288 1.0146 0.72 1.0146 1.0073
0.4484 5.5854 2290 0.9940 0.6557 0.9940 0.9970
0.4484 5.5902 2292 0.9702 0.5733 0.9702 0.9850
0.4484 5.5951 2294 0.9392 0.4615 0.9392 0.9691
0.4484 5.6 2296 0.9038 0.4615 0.9038 0.9507
0.4484 5.6049 2298 0.8784 0.3874 0.8784 0.9372
0.4484 5.6098 2300 0.8541 0.3874 0.8541 0.9242
0.4484 5.6146 2302 0.8352 0.3874 0.8352 0.9139
0.4484 5.6195 2304 0.8224 0.3874 0.8224 0.9069
0.4484 5.6244 2306 0.8195 0.3874 0.8195 0.9053
0.4484 5.6293 2308 0.8125 0.3874 0.8125 0.9014
0.4484 5.6341 2310 0.8039 0.3874 0.8039 0.8966
0.4484 5.6390 2312 0.8075 0.3874 0.8075 0.8986
0.4484 5.6439 2314 0.8221 0.4615 0.8221 0.9067
0.4484 5.6488 2316 0.8404 0.5522 0.8404 0.9167
0.4484 5.6537 2318 0.8685 0.6564 0.8685 0.9319
0.4484 5.6585 2320 0.8926 0.6776 0.8926 0.9448
0.4484 5.6634 2322 0.8943 0.6776 0.8943 0.9457
0.4484 5.6683 2324 0.8755 0.6353 0.8755 0.9357
0.4484 5.6732 2326 0.8649 0.5522 0.8649 0.9300
0.4484 5.6780 2328 0.8597 0.4615 0.8597 0.9272
0.4484 5.6829 2330 0.8548 0.3874 0.8548 0.9246
0.4484 5.6878 2332 0.8569 0.3874 0.8569 0.9257
0.4484 5.6927 2334 0.8602 0.3874 0.8602 0.9275
0.4484 5.6976 2336 0.8727 0.3874 0.8727 0.9342
0.4484 5.7024 2338 0.8880 0.4112 0.8880 0.9423
0.4484 5.7073 2340 0.9023 0.4112 0.9023 0.9499
0.4484 5.7122 2342 0.9071 0.4112 0.9071 0.9524
0.4484 5.7171 2344 0.9086 0.4112 0.9086 0.9532
0.4484 5.7220 2346 0.9075 0.4112 0.9075 0.9526
0.4484 5.7268 2348 0.9144 0.4112 0.9144 0.9562
0.4484 5.7317 2350 0.9247 0.4351 0.9247 0.9616
0.4484 5.7366 2352 0.9412 0.4351 0.9412 0.9701
0.4484 5.7415 2354 0.9708 0.5073 0.9708 0.9853
0.4484 5.7463 2356 0.9930 0.5073 0.9930 0.9965
0.4484 5.7512 2358 0.9911 0.4351 0.9911 0.9956
0.4484 5.7561 2360 0.9685 0.4351 0.9685 0.9841
0.4484 5.7610 2362 0.9496 0.4351 0.9496 0.9745
0.4484 5.7659 2364 0.9260 0.4112 0.9260 0.9623
0.4484 5.7707 2366 0.9207 0.4112 0.9207 0.9596
0.4484 5.7756 2368 0.9174 0.4351 0.9174 0.9578
0.4484 5.7805 2370 0.9179 0.4351 0.9179 0.9581
0.4484 5.7854 2372 0.9074 0.4351 0.9074 0.9526
0.4484 5.7902 2374 0.8962 0.4351 0.8962 0.9467
0.4484 5.7951 2376 0.8937 0.4351 0.8937 0.9454
0.4484 5.8 2378 0.8939 0.4351 0.8939 0.9455
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0.2978 9.9707 4088 0.8347 0.6190 0.8347 0.9136
0.2978 9.9756 4090 0.8346 0.6190 0.8346 0.9136
0.2978 9.9805 4092 0.8347 0.6190 0.8347 0.9136
0.2978 9.9854 4094 0.8347 0.6190 0.8347 0.9136
0.2978 9.9902 4096 0.8347 0.6190 0.8347 0.9136
0.2978 9.9951 4098 0.8347 0.6190 0.8347 0.9136
0.2978 10.0 4100 0.8347 0.6190 0.8347 0.9136

Framework versions

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