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arabert_augmented_with_original_organization_task3_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: 0.8893
  • Qwk: -0.1440
  • Mse: 0.8893
  • Rmse: 0.9430

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 0.0119 2 4.8921 0.0351 4.8921 2.2118
No log 0.0238 4 2.7494 -0.0273 2.7494 1.6581
No log 0.0357 6 4.2029 -0.0275 4.2029 2.0501
No log 0.0476 8 2.9513 -0.0515 2.9513 1.7179
No log 0.0595 10 1.6820 0.0209 1.6820 1.2969
No log 0.0714 12 1.3012 0.0 1.3012 1.1407
No log 0.0833 14 1.7258 -0.0722 1.7258 1.3137
No log 0.0952 16 2.1429 0.0739 2.1429 1.4638
No log 0.1071 18 2.0212 -0.0221 2.0212 1.4217
No log 0.1190 20 2.0387 -0.0164 2.0387 1.4278
No log 0.1310 22 1.6764 0.1441 1.6764 1.2948
No log 0.1429 24 1.2769 0.0 1.2769 1.1300
No log 0.1548 26 1.1025 0.0 1.1025 1.0500
No log 0.1667 28 1.1210 0.0 1.1210 1.0588
No log 0.1786 30 1.4289 0.0 1.4289 1.1954
No log 0.1905 32 1.8166 0.1538 1.8166 1.3478
No log 0.2024 34 1.9391 0.0209 1.9391 1.3925
No log 0.2143 36 1.7918 0.0 1.7918 1.3386
No log 0.2262 38 1.6336 0.0 1.6336 1.2781
No log 0.2381 40 1.7709 0.0 1.7709 1.3308
No log 0.25 42 2.1687 0.0338 2.1687 1.4727
No log 0.2619 44 2.1118 0.0338 2.1118 1.4532
No log 0.2738 46 1.7795 0.0 1.7795 1.3340
No log 0.2857 48 1.4360 0.0 1.4360 1.1983
No log 0.2976 50 1.4549 0.0 1.4549 1.2062
No log 0.3095 52 1.7790 0.0866 1.7790 1.3338
No log 0.3214 54 2.0176 0.0307 2.0176 1.4204
No log 0.3333 56 2.1784 0.0338 2.1784 1.4759
No log 0.3452 58 1.9541 0.0767 1.9541 1.3979
No log 0.3571 60 1.6607 0.0 1.6607 1.2887
No log 0.3690 62 1.5293 0.0 1.5293 1.2367
No log 0.3810 64 1.5514 0.0 1.5514 1.2455
No log 0.3929 66 1.3401 0.0 1.3401 1.1576
No log 0.4048 68 1.6738 0.0866 1.6738 1.2938
No log 0.4167 70 2.3764 0.0 2.3764 1.5416
No log 0.4286 72 2.3069 0.0 2.3069 1.5189
No log 0.4405 74 1.9893 -0.0815 1.9893 1.4104
No log 0.4524 76 1.7863 0.0 1.7863 1.3365
No log 0.4643 78 1.5404 0.0 1.5404 1.2411
No log 0.4762 80 1.3121 0.0 1.3121 1.1455
No log 0.4881 82 1.3273 0.0 1.3273 1.1521
No log 0.5 84 1.5369 0.0 1.5369 1.2397
No log 0.5119 86 1.5543 0.0 1.5543 1.2467
No log 0.5238 88 1.6996 0.0 1.6996 1.3037
No log 0.5357 90 1.8490 -0.0722 1.8490 1.3598
No log 0.5476 92 2.0744 -0.0221 2.0744 1.4403
No log 0.5595 94 1.8980 -0.0942 1.8980 1.3777
No log 0.5714 96 1.4541 0.0 1.4541 1.2058
No log 0.5833 98 1.1808 0.0 1.1808 1.0866
No log 0.5952 100 1.0865 0.0 1.0865 1.0423
No log 0.6071 102 1.2231 0.0 1.2231 1.1059
No log 0.6190 104 1.6002 0.0 1.6002 1.2650
No log 0.6310 106 2.1479 0.0338 2.1479 1.4656
No log 0.6429 108 2.1028 0.0323 2.1028 1.4501
No log 0.6548 110 1.6300 0.0 1.6300 1.2767
No log 0.6667 112 1.3179 0.0 1.3179 1.1480
No log 0.6786 114 1.2591 0.0 1.2591 1.1221
No log 0.6905 116 1.2476 0.0 1.2476 1.1170
No log 0.7024 118 1.0289 0.0 1.0289 1.0143
No log 0.7143 120 0.9015 0.0 0.9015 0.9495
No log 0.7262 122 1.1062 0.0833 1.1062 1.0518
No log 0.7381 124 0.9919 0.0788 0.9919 0.9959
No log 0.75 126 0.9329 -0.0927 0.9329 0.9658
No log 0.7619 128 0.9582 -0.1786 0.9582 0.9789
No log 0.7738 130 0.8609 -0.0565 0.8609 0.9278
No log 0.7857 132 0.8521 0.1895 0.8521 0.9231
No log 0.7976 134 1.1361 0.1538 1.1361 1.0659
No log 0.8095 136 0.9986 0.0873 0.9986 0.9993
No log 0.8214 138 0.8354 0.0873 0.8354 0.9140
No log 0.8333 140 1.0001 0.0873 1.0001 1.0000
No log 0.8452 142 0.9832 0.0873 0.9832 0.9916
No log 0.8571 144 0.8491 -0.0185 0.8491 0.9215
No log 0.8690 146 0.8639 0.0833 0.8639 0.9294
No log 0.8810 148 0.8922 -0.1048 0.8922 0.9446
No log 0.8929 150 1.0687 0.0 1.0687 1.0338
No log 0.9048 152 1.0613 0.0072 1.0613 1.0302
No log 0.9167 154 0.9556 -0.1048 0.9556 0.9775
No log 0.9286 156 0.9644 -0.4756 0.9644 0.9821
No log 0.9405 158 0.9666 -0.3051 0.9666 0.9832
No log 0.9524 160 0.8780 -0.1048 0.8780 0.9370
No log 0.9643 162 0.9106 0.0 0.9106 0.9543
No log 0.9762 164 0.9296 0.0 0.9296 0.9642
No log 0.9881 166 0.8392 -0.0087 0.8392 0.9161
No log 1.0 168 0.8318 0.1895 0.8318 0.9120
No log 1.0119 170 0.8194 0.1921 0.8194 0.9052
No log 1.0238 172 0.8183 0.0737 0.8183 0.9046
No log 1.0357 174 0.8769 0.0873 0.8769 0.9364
No log 1.0476 176 1.2425 0.0067 1.2425 1.1147
No log 1.0595 178 1.4339 0.0778 1.4339 1.1974
No log 1.0714 180 1.0587 0.0833 1.0587 1.0289
No log 1.0833 182 0.7808 0.1987 0.7808 0.8836
No log 1.0952 184 0.7977 0.2080 0.7977 0.8931
No log 1.1071 186 0.7687 0.1951 0.7687 0.8768
No log 1.1190 188 0.8682 0.0833 0.8682 0.9318
No log 1.1310 190 0.8577 0.0833 0.8577 0.9261
No log 1.1429 192 0.7393 0.1951 0.7393 0.8598
No log 1.1548 194 0.7342 0.1921 0.7342 0.8568
No log 1.1667 196 0.7258 0.1921 0.7258 0.8520
No log 1.1786 198 0.7214 0.1951 0.7214 0.8493
No log 1.1905 200 0.8171 0.0873 0.8171 0.9039
No log 1.2024 202 1.1526 0.0833 1.1526 1.0736
No log 1.2143 204 1.3971 0.0833 1.3971 1.1820
No log 1.2262 206 1.1601 0.0833 1.1601 1.0771
No log 1.2381 208 0.8568 0.0873 0.8568 0.9256
No log 1.25 210 0.7480 0.0530 0.7480 0.8649
No log 1.2619 212 0.8123 0.2143 0.8123 0.9013
No log 1.2738 214 0.7851 0.2080 0.7851 0.8861
No log 1.2857 216 0.7390 0.0530 0.7390 0.8597
No log 1.2976 218 0.9391 0.0873 0.9391 0.9691
No log 1.3095 220 1.2672 0.0873 1.2672 1.1257
No log 1.3214 222 1.3276 0.0873 1.3276 1.1522
No log 1.3333 224 1.1514 0.0873 1.1514 1.0731
No log 1.3452 226 0.8496 0.0873 0.8496 0.9217
No log 1.3571 228 0.7734 0.0530 0.7734 0.8794
No log 1.3690 230 0.8249 0.2080 0.8249 0.9082
No log 1.3810 232 0.8046 0.2080 0.8046 0.8970
No log 1.3929 234 0.8306 0.0833 0.8306 0.9114
No log 1.4048 236 0.9948 0.0873 0.9948 0.9974
No log 1.4167 238 1.1193 0.0833 1.1193 1.0580
No log 1.4286 240 1.0338 0.0833 1.0338 1.0168
No log 1.4405 242 0.8394 0.0737 0.8394 0.9162
No log 1.4524 244 1.0003 0.0435 1.0003 1.0001
No log 1.4643 246 1.5744 -0.1833 1.5744 1.2547
No log 1.4762 248 2.2208 -0.0942 2.2208 1.4902
No log 1.4881 250 2.5046 -0.0815 2.5046 1.5826
No log 1.5 252 2.2579 -0.0942 2.2579 1.5026
No log 1.5119 254 2.0331 -0.1987 2.0331 1.4259
No log 1.5238 256 1.6778 -0.0722 1.6778 1.2953
No log 1.5357 258 1.3100 0.0 1.3100 1.1445
No log 1.5476 260 1.0308 0.0 1.0308 1.0153
No log 1.5595 262 0.8585 0.0788 0.8585 0.9266
No log 1.5714 264 0.7804 0.0530 0.7804 0.8834
No log 1.5833 266 0.7636 0.0435 0.7636 0.8738
No log 1.5952 268 0.7722 0.0530 0.7722 0.8787
No log 1.6071 270 0.7975 0.0530 0.7975 0.8930
No log 1.6190 272 0.8089 0.0530 0.8089 0.8994
No log 1.6310 274 0.8599 0.1951 0.8599 0.9273
No log 1.6429 276 0.9249 0.2667 0.9249 0.9617
No log 1.6548 278 0.8330 0.1951 0.8330 0.9127
No log 1.6667 280 0.7859 0.0435 0.7859 0.8865
No log 1.6786 282 0.8071 0.2080 0.8071 0.8984
No log 1.6905 284 0.8049 0.2080 0.8049 0.8972
No log 1.7024 286 0.7094 0.2080 0.7094 0.8423
No log 1.7143 288 0.7438 -0.0421 0.7438 0.8624
No log 1.7262 290 0.7491 0.0788 0.7491 0.8655
No log 1.7381 292 0.7933 0.0833 0.7933 0.8907
No log 1.75 294 0.7146 0.1987 0.7146 0.8453
No log 1.7619 296 0.8636 0.2143 0.8636 0.9293
No log 1.7738 298 0.9319 0.0 0.9319 0.9653
No log 1.7857 300 0.8289 0.2143 0.8289 0.9104
No log 1.7976 302 0.8017 -0.0421 0.8017 0.8954
No log 1.8095 304 1.0981 0.0873 1.0981 1.0479
No log 1.8214 306 1.2716 0.0873 1.2716 1.1277
No log 1.8333 308 1.3030 0.0873 1.3030 1.1415
No log 1.8452 310 1.1873 0.0873 1.1873 1.0896
No log 1.8571 312 0.9532 0.0833 0.9532 0.9763
No log 1.8690 314 0.8520 -0.0565 0.8520 0.9230
No log 1.8810 316 0.8602 0.0530 0.8602 0.9275
No log 1.8929 318 0.8879 0.0610 0.8879 0.9423
No log 1.9048 320 0.9541 -0.0421 0.9541 0.9768
No log 1.9167 322 1.0464 -0.0168 1.0464 1.0230
No log 1.9286 324 1.0140 -0.0267 1.0140 1.0070
No log 1.9405 326 0.9447 0.0610 0.9447 0.9720
No log 1.9524 328 0.9171 -0.1159 0.9171 0.9577
No log 1.9643 330 0.8846 -0.1159 0.8846 0.9405
No log 1.9762 332 0.8536 0.0530 0.8536 0.9239
No log 1.9881 334 0.8780 0.1921 0.8780 0.9370
No log 2.0 336 0.8695 0.1921 0.8695 0.9325
No log 2.0119 338 0.8134 0.0610 0.8134 0.9019
No log 2.0238 340 0.8178 0.1921 0.8178 0.9043
No log 2.0357 342 0.8088 0.0610 0.8088 0.8993
No log 2.0476 344 0.8412 0.1921 0.8412 0.9172
No log 2.0595 346 0.7898 0.0530 0.7898 0.8887
No log 2.0714 348 0.8312 0.0 0.8312 0.9117
No log 2.0833 350 0.8748 0.0 0.8748 0.9353
No log 2.0952 352 0.8154 0.0179 0.8154 0.9030
No log 2.1071 354 0.7866 0.0435 0.7866 0.8869
No log 2.1190 356 0.7934 0.0435 0.7934 0.8907
No log 2.1310 358 0.8174 0.0179 0.8174 0.9041
No log 2.1429 360 0.9391 0.0 0.9391 0.9691
No log 2.1548 362 0.9375 0.0 0.9375 0.9682
No log 2.1667 364 0.8155 0.0179 0.8155 0.9031
No log 2.1786 366 0.8297 0.1709 0.8297 0.9109
No log 2.1905 368 0.8780 0.1698 0.8780 0.9370
No log 2.2024 370 0.7738 0.0530 0.7738 0.8796
No log 2.2143 372 0.8108 0.0179 0.8108 0.9005
No log 2.2262 374 0.8787 0.0 0.8787 0.9374
No log 2.2381 376 0.9006 0.0 0.9006 0.9490
No log 2.25 378 0.8263 0.0179 0.8263 0.9090
No log 2.2619 380 0.7346 0.2029 0.7346 0.8571
No log 2.2738 382 0.8543 0.1689 0.8543 0.9243
No log 2.2857 384 0.9348 0.0797 0.9348 0.9668
No log 2.2976 386 0.8721 0.2605 0.8721 0.9339
No log 2.3095 388 0.7996 0.1921 0.7996 0.8942
No log 2.3214 390 0.7934 0.1987 0.7934 0.8907
No log 2.3333 392 0.8009 0.0320 0.8009 0.8949
No log 2.3452 394 0.8105 0.0320 0.8105 0.9003
No log 2.3571 396 0.8173 0.0320 0.8173 0.9040
No log 2.3690 398 0.8363 0.0320 0.8363 0.9145
No log 2.3810 400 0.8769 -0.1159 0.8769 0.9364
No log 2.3929 402 0.9406 0.0179 0.9406 0.9699
No log 2.4048 404 1.0432 0.0179 1.0432 1.0214
No log 2.4167 406 1.1137 0.0179 1.1137 1.0553
No log 2.4286 408 1.0840 0.0179 1.0840 1.0412
No log 2.4405 410 1.0113 -0.0809 1.0113 1.0056
No log 2.4524 412 0.9797 0.0435 0.9797 0.9898
No log 2.4643 414 1.0101 0.0179 1.0101 1.0050
No log 2.4762 416 1.0634 0.0179 1.0634 1.0312
No log 2.4881 418 0.9579 0.2080 0.9579 0.9787
No log 2.5 420 0.9743 -0.0421 0.9743 0.9871
No log 2.5119 422 1.1102 -0.0080 1.1102 1.0537
No log 2.5238 424 1.1224 0.0833 1.1224 1.0594
No log 2.5357 426 1.0488 -0.0185 1.0488 1.0241
No log 2.5476 428 0.9135 -0.0732 0.9135 0.9558
No log 2.5595 430 0.9156 0.0435 0.9156 0.9569
No log 2.5714 432 0.9284 -0.1440 0.9284 0.9635
No log 2.5833 434 0.9107 0.0435 0.9107 0.9543
No log 2.5952 436 0.8866 -0.2384 0.8866 0.9416
No log 2.6071 438 0.9301 -0.0421 0.9301 0.9644
No log 2.6190 440 0.9197 -0.0421 0.9197 0.9590
No log 2.6310 442 0.8757 -0.0732 0.8757 0.9358
No log 2.6429 444 0.8580 0.0435 0.8580 0.9263
No log 2.6548 446 0.8685 0.0179 0.8685 0.9319
No log 2.6667 448 0.9061 0.0179 0.9061 0.9519
No log 2.6786 450 0.9158 0.0179 0.9158 0.9570
No log 2.6905 452 0.8807 0.0179 0.8807 0.9384
No log 2.7024 454 0.8665 0.0435 0.8665 0.9309
No log 2.7143 456 0.9166 -0.0377 0.9166 0.9574
No log 2.7262 458 0.8620 0.1709 0.8620 0.9284
No log 2.7381 460 0.8132 0.0179 0.8132 0.9018
No log 2.75 462 0.8205 0.0179 0.8205 0.9058
No log 2.7619 464 0.7958 0.0179 0.7958 0.8921
No log 2.7738 466 0.7915 0.1951 0.7915 0.8897
No log 2.7857 468 0.7898 0.1951 0.7898 0.8887
No log 2.7976 470 0.8045 -0.0565 0.8045 0.8969
No log 2.8095 472 0.8647 -0.0377 0.8647 0.9299
No log 2.8214 474 0.8630 -0.0377 0.8630 0.9290
No log 2.8333 476 0.8323 0.1951 0.8323 0.9123
No log 2.8452 478 0.8480 0.1951 0.8480 0.9209
No log 2.8571 480 0.9441 -0.0267 0.9441 0.9716
No log 2.8690 482 0.9651 -0.0267 0.9651 0.9824
No log 2.8810 484 0.8899 0.1720 0.8899 0.9433
No log 2.8929 486 0.8770 0.0179 0.8770 0.9365
No log 2.9048 488 0.8648 0.0179 0.8648 0.9300
No log 2.9167 490 0.8405 0.0179 0.8405 0.9168
No log 2.9286 492 0.8270 0.0179 0.8270 0.9094
No log 2.9405 494 0.8281 0.2080 0.8281 0.9100
No log 2.9524 496 0.8848 -0.0732 0.8848 0.9407
No log 2.9643 498 0.8856 -0.0565 0.8856 0.9410
0.6493 2.9762 500 0.8260 -0.2384 0.8260 0.9089
0.6493 2.9881 502 0.8176 -0.1159 0.8176 0.9042
0.6493 3.0 504 0.8123 0.2080 0.8123 0.9013
0.6493 3.0119 506 0.8176 0.2080 0.8176 0.9042
0.6493 3.0238 508 0.8512 -0.0732 0.8512 0.9226
0.6493 3.0357 510 0.8937 -0.0732 0.8937 0.9453
0.6493 3.0476 512 0.8682 0.1987 0.8682 0.9318
0.6493 3.0595 514 0.8596 0.2080 0.8596 0.9271
0.6493 3.0714 516 0.8657 0.0435 0.8657 0.9304
0.6493 3.0833 518 0.8775 0.0435 0.8775 0.9368
0.6493 3.0952 520 0.9058 0.1987 0.9058 0.9517
0.6493 3.1071 522 0.8763 0.0435 0.8763 0.9361
0.6493 3.1190 524 0.8869 0.0179 0.8869 0.9418
0.6493 3.1310 526 0.8784 0.0179 0.8784 0.9372
0.6493 3.1429 528 0.8557 0.2080 0.8557 0.9251
0.6493 3.1548 530 0.9194 0.1921 0.9194 0.9588
0.6493 3.1667 532 0.9197 -0.1379 0.9197 0.9590
0.6493 3.1786 534 0.8489 -0.0565 0.8489 0.9214
0.6493 3.1905 536 0.8120 0.3623 0.8120 0.9011
0.6493 3.2024 538 0.8096 0.1951 0.8096 0.8998
0.6493 3.2143 540 0.8549 -0.0421 0.8549 0.9246
0.6493 3.2262 542 0.8780 -0.0421 0.8780 0.9370
0.6493 3.2381 544 0.8522 -0.0421 0.8522 0.9232
0.6493 3.25 546 0.8237 0.1987 0.8237 0.9076
0.6493 3.2619 548 0.8291 0.0179 0.8291 0.9105
0.6493 3.2738 550 0.8515 0.0179 0.8515 0.9228
0.6493 3.2857 552 0.8429 0.0179 0.8429 0.9181
0.6493 3.2976 554 0.8243 0.0179 0.8243 0.9079
0.6493 3.3095 556 0.8270 0.0179 0.8270 0.9094
0.6493 3.3214 558 0.8112 0.0179 0.8112 0.9007
0.6493 3.3333 560 0.8175 0.1951 0.8175 0.9041
0.6493 3.3452 562 0.8765 -0.1048 0.8765 0.9362
0.6493 3.3571 564 0.9848 0.0072 0.9848 0.9924
0.6493 3.3690 566 1.0585 0.0072 1.0585 1.0288
0.6493 3.3810 568 1.0593 0.0072 1.0593 1.0292
0.6493 3.3929 570 0.9524 0.0 0.9524 0.9759
0.6493 3.4048 572 0.8555 -0.1808 0.8555 0.9249
0.6493 3.4167 574 0.8440 -0.1440 0.8440 0.9187
0.6493 3.4286 576 0.8502 0.0179 0.8502 0.9220
0.6493 3.4405 578 0.8808 0.0435 0.8808 0.9385
0.6493 3.4524 580 0.9821 0.1720 0.9821 0.9910
0.6493 3.4643 582 1.0153 -0.0377 1.0153 1.0076
0.6493 3.4762 584 0.9788 0.1720 0.9788 0.9893
0.6493 3.4881 586 0.9393 0.0462 0.9393 0.9692
0.6493 3.5 588 0.9047 -0.1440 0.9047 0.9512
0.6493 3.5119 590 0.8999 0.0179 0.8999 0.9486
0.6493 3.5238 592 0.8938 -0.1440 0.8938 0.9454
0.6493 3.5357 594 0.8951 -0.1440 0.8951 0.9461
0.6493 3.5476 596 0.8991 0.0179 0.8991 0.9482
0.6493 3.5595 598 0.9270 0.0179 0.9270 0.9628
0.6493 3.5714 600 0.9235 0.0179 0.9235 0.9610
0.6493 3.5833 602 0.9115 0.0179 0.9115 0.9547
0.6493 3.5952 604 0.9568 0.1709 0.9568 0.9782
0.6493 3.6071 606 0.9507 0.1709 0.9507 0.9750
0.6493 3.6190 608 0.8836 -0.1440 0.8836 0.9400
0.6493 3.6310 610 0.8843 0.0179 0.8843 0.9404
0.6493 3.6429 612 0.8765 0.0179 0.8765 0.9362
0.6493 3.6548 614 0.8503 0.0179 0.8503 0.9221
0.6493 3.6667 616 0.8385 0.0179 0.8385 0.9157
0.6493 3.6786 618 0.8501 -0.1440 0.8501 0.9220
0.6493 3.6905 620 0.9274 -0.0377 0.9274 0.9630
0.6493 3.7024 622 0.9286 0.0756 0.9286 0.9636
0.6493 3.7143 624 0.8458 0.1951 0.8458 0.9197
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0.1229 9.7619 1640 0.9091 -0.1440 0.9091 0.9535
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0.1229 9.9167 1666 0.8912 -0.1440 0.8912 0.9440
0.1229 9.9286 1668 0.8903 -0.1440 0.8903 0.9436
0.1229 9.9405 1670 0.8899 -0.1440 0.8899 0.9433
0.1229 9.9524 1672 0.8895 -0.1440 0.8895 0.9431
0.1229 9.9643 1674 0.8894 -0.1440 0.8894 0.9431
0.1229 9.9762 1676 0.8893 -0.1440 0.8893 0.9430
0.1229 9.9881 1678 0.8893 -0.1440 0.8893 0.9430
0.1229 10.0 1680 0.8893 -0.1440 0.8893 0.9430

Framework versions

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