ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k4_task5_organization

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: 0.5480
  • Qwk: 0.6167
  • Mse: 0.5480
  • Rmse: 0.7402

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: 100

Training results

Training Loss Epoch Step Validation Loss Qwk Mse Rmse
No log 0.1538 2 3.8113 -0.0347 3.8113 1.9523
No log 0.3077 4 2.1127 0.0440 2.1127 1.4535
No log 0.4615 6 1.3395 0.0232 1.3395 1.1574
No log 0.6154 8 1.0519 0.2692 1.0519 1.0256
No log 0.7692 10 1.0227 0.3117 1.0227 1.0113
No log 0.9231 12 1.0832 0.2004 1.0832 1.0408
No log 1.0769 14 1.3264 0.0 1.3264 1.1517
No log 1.2308 16 1.3362 0.0 1.3362 1.1560
No log 1.3846 18 1.2685 0.0380 1.2685 1.1263
No log 1.5385 20 1.0438 0.2758 1.0438 1.0217
No log 1.6923 22 0.9944 0.2991 0.9944 0.9972
No log 1.8462 24 1.0625 0.3082 1.0625 1.0308
No log 2.0 26 1.4829 0.0380 1.4829 1.2177
No log 2.1538 28 1.7745 0.0307 1.7745 1.3321
No log 2.3077 30 1.5788 0.0057 1.5788 1.2565
No log 2.4615 32 1.1120 0.1324 1.1120 1.0545
No log 2.6154 34 0.7925 0.4285 0.7925 0.8902
No log 2.7692 36 0.7190 0.5394 0.7190 0.8479
No log 2.9231 38 0.7154 0.5455 0.7154 0.8458
No log 3.0769 40 0.7086 0.5257 0.7086 0.8418
No log 3.2308 42 0.6254 0.5302 0.6254 0.7908
No log 3.3846 44 0.6547 0.5084 0.6547 0.8091
No log 3.5385 46 0.6634 0.4838 0.6634 0.8145
No log 3.6923 48 0.6474 0.5847 0.6474 0.8046
No log 3.8462 50 0.6521 0.5644 0.6521 0.8075
No log 4.0 52 0.6578 0.6133 0.6578 0.8111
No log 4.1538 54 0.6771 0.6045 0.6771 0.8228
No log 4.3077 56 0.6838 0.5274 0.6838 0.8269
No log 4.4615 58 0.7704 0.5674 0.7704 0.8778
No log 4.6154 60 0.7338 0.5192 0.7338 0.8566
No log 4.7692 62 0.6671 0.6280 0.6671 0.8168
No log 4.9231 64 0.6709 0.6353 0.6709 0.8191
No log 5.0769 66 0.6299 0.6073 0.6299 0.7937
No log 5.2308 68 0.6483 0.6424 0.6483 0.8052
No log 5.3846 70 1.0107 0.5101 1.0107 1.0053
No log 5.5385 72 1.0135 0.5178 1.0135 1.0067
No log 5.6923 74 0.7726 0.6083 0.7726 0.8789
No log 5.8462 76 0.6243 0.6470 0.6243 0.7901
No log 6.0 78 0.6448 0.5392 0.6448 0.8030
No log 6.1538 80 0.6402 0.6419 0.6402 0.8001
No log 6.3077 82 0.6285 0.6111 0.6285 0.7928
No log 6.4615 84 0.7720 0.6397 0.7720 0.8786
No log 6.6154 86 0.9906 0.5665 0.9906 0.9953
No log 6.7692 88 0.9480 0.5665 0.9480 0.9736
No log 6.9231 90 0.7748 0.6091 0.7748 0.8802
No log 7.0769 92 0.6553 0.5991 0.6553 0.8095
No log 7.2308 94 0.6787 0.6434 0.6787 0.8238
No log 7.3846 96 0.6882 0.6459 0.6882 0.8296
No log 7.5385 98 0.6246 0.6263 0.6246 0.7903
No log 7.6923 100 0.6583 0.6551 0.6583 0.8114
No log 7.8462 102 0.7492 0.6722 0.7492 0.8656
No log 8.0 104 0.7286 0.6173 0.7286 0.8536
No log 8.1538 106 0.6224 0.5650 0.6224 0.7889
No log 8.3077 108 0.5970 0.5773 0.5970 0.7727
No log 8.4615 110 0.6201 0.6272 0.6201 0.7875
No log 8.6154 112 0.6240 0.6196 0.6240 0.7900
No log 8.7692 114 0.6302 0.6196 0.6302 0.7939
No log 8.9231 116 0.6291 0.6094 0.6291 0.7932
No log 9.0769 118 0.6238 0.6263 0.6238 0.7898
No log 9.2308 120 0.6699 0.6756 0.6699 0.8184
No log 9.3846 122 0.6912 0.6492 0.6912 0.8314
No log 9.5385 124 0.7358 0.6595 0.7358 0.8578
No log 9.6923 126 0.7288 0.6468 0.7288 0.8537
No log 9.8462 128 0.6624 0.6289 0.6624 0.8139
No log 10.0 130 0.6764 0.6260 0.6764 0.8224
No log 10.1538 132 0.6869 0.6094 0.6869 0.8288
No log 10.3077 134 0.7065 0.6433 0.7065 0.8405
No log 10.4615 136 0.7007 0.6718 0.7007 0.8371
No log 10.6154 138 0.6476 0.5935 0.6476 0.8048
No log 10.7692 140 0.6708 0.5905 0.6708 0.8190
No log 10.9231 142 0.6546 0.6406 0.6546 0.8091
No log 11.0769 144 0.6509 0.6445 0.6509 0.8068
No log 11.2308 146 0.6791 0.6826 0.6791 0.8240
No log 11.3846 148 0.6676 0.6753 0.6676 0.8170
No log 11.5385 150 0.6524 0.6846 0.6524 0.8077
No log 11.6923 152 0.6442 0.5925 0.6442 0.8026
No log 11.8462 154 0.6306 0.6233 0.6306 0.7941
No log 12.0 156 0.6249 0.5909 0.6249 0.7905
No log 12.1538 158 0.6217 0.5725 0.6217 0.7885
No log 12.3077 160 0.6182 0.5975 0.6182 0.7863
No log 12.4615 162 0.6314 0.5830 0.6314 0.7946
No log 12.6154 164 0.6444 0.5933 0.6444 0.8028
No log 12.7692 166 0.6088 0.5975 0.6088 0.7803
No log 12.9231 168 0.6436 0.6773 0.6436 0.8023
No log 13.0769 170 0.7827 0.6304 0.7827 0.8847
No log 13.2308 172 0.8034 0.6573 0.8034 0.8963
No log 13.3846 174 0.7083 0.6773 0.7083 0.8416
No log 13.5385 176 0.6317 0.6177 0.6317 0.7948
No log 13.6923 178 0.6493 0.6189 0.6493 0.8058
No log 13.8462 180 0.6236 0.6071 0.6236 0.7897
No log 14.0 182 0.5932 0.5862 0.5932 0.7702
No log 14.1538 184 0.6102 0.4781 0.6102 0.7811
No log 14.3077 186 0.5880 0.5388 0.5880 0.7668
No log 14.4615 188 0.5851 0.6011 0.5851 0.7649
No log 14.6154 190 0.6358 0.6911 0.6358 0.7974
No log 14.7692 192 0.6826 0.7068 0.6826 0.8262
No log 14.9231 194 0.6989 0.6659 0.6989 0.8360
No log 15.0769 196 0.7437 0.7085 0.7437 0.8624
No log 15.2308 198 0.7962 0.5943 0.7962 0.8923
No log 15.3846 200 0.8070 0.5654 0.8070 0.8983
No log 15.5385 202 0.7734 0.5783 0.7734 0.8795
No log 15.6923 204 0.6961 0.6934 0.6961 0.8343
No log 15.8462 206 0.6608 0.6986 0.6608 0.8129
No log 16.0 208 0.6114 0.6672 0.6114 0.7819
No log 16.1538 210 0.5659 0.6598 0.5659 0.7522
No log 16.3077 212 0.5713 0.6435 0.5713 0.7559
No log 16.4615 214 0.5778 0.6578 0.5778 0.7601
No log 16.6154 216 0.6335 0.6828 0.6335 0.7959
No log 16.7692 218 0.7108 0.6487 0.7108 0.8431
No log 16.9231 220 0.7292 0.5631 0.7292 0.8540
No log 17.0769 222 0.6976 0.5832 0.6976 0.8352
No log 17.2308 224 0.6622 0.6561 0.6622 0.8137
No log 17.3846 226 0.6925 0.6433 0.6925 0.8322
No log 17.5385 228 0.7024 0.6500 0.7024 0.8381
No log 17.6923 230 0.6574 0.6694 0.6574 0.8108
No log 17.8462 232 0.6551 0.6736 0.6551 0.8094
No log 18.0 234 0.6645 0.5993 0.6645 0.8152
No log 18.1538 236 0.6492 0.5785 0.6492 0.8057
No log 18.3077 238 0.6971 0.5230 0.6971 0.8349
No log 18.4615 240 0.7792 0.5571 0.7792 0.8827
No log 18.6154 242 0.7582 0.5770 0.7582 0.8707
No log 18.7692 244 0.6491 0.6281 0.6491 0.8057
No log 18.9231 246 0.5784 0.6651 0.5784 0.7605
No log 19.0769 248 0.5685 0.6644 0.5685 0.7540
No log 19.2308 250 0.5613 0.6782 0.5613 0.7492
No log 19.3846 252 0.5606 0.6812 0.5606 0.7487
No log 19.5385 254 0.5572 0.6382 0.5572 0.7464
No log 19.6923 256 0.5552 0.5929 0.5552 0.7451
No log 19.8462 258 0.5452 0.6119 0.5452 0.7384
No log 20.0 260 0.5304 0.6022 0.5304 0.7283
No log 20.1538 262 0.5226 0.6614 0.5226 0.7229
No log 20.3077 264 0.5172 0.6552 0.5172 0.7192
No log 20.4615 266 0.5114 0.7034 0.5114 0.7151
No log 20.6154 268 0.5300 0.7091 0.5300 0.7280
No log 20.7692 270 0.5345 0.7480 0.5345 0.7311
No log 20.9231 272 0.5309 0.6959 0.5309 0.7287
No log 21.0769 274 0.5321 0.6959 0.5321 0.7294
No log 21.2308 276 0.5336 0.6959 0.5336 0.7305
No log 21.3846 278 0.5405 0.7386 0.5405 0.7352
No log 21.5385 280 0.5332 0.7140 0.5332 0.7302
No log 21.6923 282 0.5367 0.7041 0.5367 0.7326
No log 21.8462 284 0.5309 0.7278 0.5309 0.7286
No log 22.0 286 0.5563 0.7070 0.5563 0.7459
No log 22.1538 288 0.5750 0.6586 0.5750 0.7583
No log 22.3077 290 0.5816 0.7028 0.5816 0.7626
No log 22.4615 292 0.5693 0.7259 0.5693 0.7545
No log 22.6154 294 0.5609 0.7259 0.5609 0.7489
No log 22.7692 296 0.5696 0.6942 0.5696 0.7547
No log 22.9231 298 0.5886 0.6767 0.5886 0.7672
No log 23.0769 300 0.5780 0.6736 0.5780 0.7602
No log 23.2308 302 0.5660 0.6916 0.5660 0.7523
No log 23.3846 304 0.5623 0.6534 0.5623 0.7499
No log 23.5385 306 0.5666 0.6460 0.5666 0.7527
No log 23.6923 308 0.5710 0.6431 0.5710 0.7556
No log 23.8462 310 0.5964 0.6904 0.5964 0.7723
No log 24.0 312 0.6049 0.6904 0.6049 0.7777
No log 24.1538 314 0.5969 0.6561 0.5969 0.7726
No log 24.3077 316 0.6073 0.6087 0.6073 0.7793
No log 24.4615 318 0.6181 0.6386 0.6181 0.7862
No log 24.6154 320 0.6063 0.6626 0.6063 0.7787
No log 24.7692 322 0.5964 0.6647 0.5964 0.7723
No log 24.9231 324 0.5831 0.6205 0.5831 0.7636
No log 25.0769 326 0.5807 0.6298 0.5807 0.7620
No log 25.2308 328 0.5808 0.6431 0.5808 0.7621
No log 25.3846 330 0.5860 0.6284 0.5860 0.7655
No log 25.5385 332 0.5931 0.5887 0.5931 0.7702
No log 25.6923 334 0.6095 0.5774 0.6095 0.7807
No log 25.8462 336 0.6134 0.5719 0.6134 0.7832
No log 26.0 338 0.5990 0.5710 0.5990 0.7739
No log 26.1538 340 0.5665 0.5540 0.5665 0.7526
No log 26.3077 342 0.5519 0.6217 0.5519 0.7429
No log 26.4615 344 0.5536 0.6526 0.5536 0.7441
No log 26.6154 346 0.5615 0.6705 0.5615 0.7494
No log 26.7692 348 0.5711 0.6733 0.5711 0.7557
No log 26.9231 350 0.5859 0.6826 0.5859 0.7655
No log 27.0769 352 0.5794 0.6452 0.5794 0.7612
No log 27.2308 354 0.5749 0.6272 0.5749 0.7582
No log 27.3846 356 0.5625 0.6178 0.5625 0.7500
No log 27.5385 358 0.5496 0.6861 0.5496 0.7413
No log 27.6923 360 0.5773 0.6963 0.5773 0.7598
No log 27.8462 362 0.5818 0.7026 0.5818 0.7627
No log 28.0 364 0.5507 0.6963 0.5507 0.7421
No log 28.1538 366 0.5437 0.6601 0.5437 0.7374
No log 28.3077 368 0.5710 0.7111 0.5710 0.7556
No log 28.4615 370 0.5721 0.6899 0.5721 0.7564
No log 28.6154 372 0.6092 0.6386 0.6092 0.7805
No log 28.7692 374 0.6264 0.6377 0.6264 0.7915
No log 28.9231 376 0.5834 0.6630 0.5834 0.7638
No log 29.0769 378 0.5516 0.7119 0.5516 0.7427
No log 29.2308 380 0.5067 0.6886 0.5067 0.7118
No log 29.3846 382 0.4918 0.6868 0.4918 0.7013
No log 29.5385 384 0.4978 0.6935 0.4978 0.7055
No log 29.6923 386 0.5170 0.6536 0.5170 0.7190
No log 29.8462 388 0.5548 0.6612 0.5548 0.7448
No log 30.0 390 0.5569 0.6612 0.5569 0.7462
No log 30.1538 392 0.5296 0.6421 0.5296 0.7278
No log 30.3077 394 0.5159 0.6324 0.5159 0.7183
No log 30.4615 396 0.5167 0.6406 0.5167 0.7188
No log 30.6154 398 0.5299 0.6357 0.5299 0.7280
No log 30.7692 400 0.5365 0.6357 0.5365 0.7325
No log 30.9231 402 0.5376 0.6343 0.5376 0.7332
No log 31.0769 404 0.5435 0.6503 0.5435 0.7373
No log 31.2308 406 0.5278 0.6310 0.5278 0.7265
No log 31.3846 408 0.5260 0.6310 0.5260 0.7253
No log 31.5385 410 0.5451 0.6528 0.5451 0.7383
No log 31.6923 412 0.5454 0.6380 0.5454 0.7385
No log 31.8462 414 0.5240 0.6439 0.5240 0.7239
No log 32.0 416 0.5369 0.6186 0.5369 0.7328
No log 32.1538 418 0.5484 0.6358 0.5484 0.7406
No log 32.3077 420 0.5319 0.6148 0.5319 0.7293
No log 32.4615 422 0.5288 0.6365 0.5288 0.7272
No log 32.6154 424 0.5326 0.6129 0.5326 0.7298
No log 32.7692 426 0.5294 0.6058 0.5294 0.7276
No log 32.9231 428 0.5362 0.6491 0.5362 0.7323
No log 33.0769 430 0.5419 0.6772 0.5419 0.7361
No log 33.2308 432 0.5378 0.6491 0.5378 0.7333
No log 33.3846 434 0.5355 0.6578 0.5355 0.7318
No log 33.5385 436 0.5385 0.6280 0.5385 0.7339
No log 33.6923 438 0.5316 0.6650 0.5316 0.7291
No log 33.8462 440 0.5326 0.6491 0.5326 0.7298
No log 34.0 442 0.5310 0.6341 0.5310 0.7287
No log 34.1538 444 0.5328 0.6341 0.5328 0.7299
No log 34.3077 446 0.5381 0.6235 0.5381 0.7336
No log 34.4615 448 0.5510 0.6269 0.5510 0.7423
No log 34.6154 450 0.5700 0.6617 0.5700 0.7550
No log 34.7692 452 0.5997 0.6573 0.5997 0.7744
No log 34.9231 454 0.5962 0.6275 0.5962 0.7722
No log 35.0769 456 0.5660 0.6446 0.5660 0.7523
No log 35.2308 458 0.5498 0.6374 0.5498 0.7415
No log 35.3846 460 0.5489 0.6374 0.5489 0.7409
No log 35.5385 462 0.5560 0.6374 0.5560 0.7457
No log 35.6923 464 0.5542 0.6374 0.5542 0.7445
No log 35.8462 466 0.5526 0.6374 0.5526 0.7434
No log 36.0 468 0.5581 0.6374 0.5581 0.7471
No log 36.1538 470 0.5615 0.6186 0.5615 0.7493
No log 36.3077 472 0.5638 0.6207 0.5638 0.7509
No log 36.4615 474 0.5640 0.6207 0.5640 0.7510
No log 36.6154 476 0.5633 0.6207 0.5633 0.7505
No log 36.7692 478 0.5658 0.6094 0.5658 0.7522
No log 36.9231 480 0.5639 0.6207 0.5639 0.7509
No log 37.0769 482 0.5669 0.5853 0.5669 0.7529
No log 37.2308 484 0.5711 0.5853 0.5711 0.7557
No log 37.3846 486 0.5692 0.6207 0.5692 0.7545
No log 37.5385 488 0.5678 0.6018 0.5678 0.7535
No log 37.6923 490 0.5685 0.6018 0.5685 0.7540
No log 37.8462 492 0.5692 0.6001 0.5692 0.7544
No log 38.0 494 0.5660 0.5887 0.5660 0.7524
No log 38.1538 496 0.5702 0.5939 0.5702 0.7551
No log 38.3077 498 0.5716 0.5840 0.5716 0.7560
0.2455 38.4615 500 0.5665 0.5949 0.5665 0.7526
0.2455 38.6154 502 0.5613 0.5964 0.5613 0.7492
0.2455 38.7692 504 0.5567 0.5949 0.5567 0.7461
0.2455 38.9231 506 0.5568 0.6058 0.5568 0.7462
0.2455 39.0769 508 0.5826 0.6638 0.5826 0.7633
0.2455 39.2308 510 0.5976 0.6938 0.5976 0.7730
0.2455 39.3846 512 0.5891 0.6938 0.5891 0.7675
0.2455 39.5385 514 0.5643 0.5945 0.5643 0.7512
0.2455 39.6923 516 0.5595 0.6066 0.5595 0.7480
0.2455 39.8462 518 0.5636 0.6066 0.5636 0.7507
0.2455 40.0 520 0.5691 0.6066 0.5691 0.7544
0.2455 40.1538 522 0.5700 0.6066 0.5700 0.7550
0.2455 40.3077 524 0.5608 0.5964 0.5608 0.7489
0.2455 40.4615 526 0.5554 0.5964 0.5554 0.7453
0.2455 40.6154 528 0.5649 0.6493 0.5649 0.7516
0.2455 40.7692 530 0.5660 0.6468 0.5660 0.7523
0.2455 40.9231 532 0.5681 0.6138 0.5681 0.7537
0.2455 41.0769 534 0.5761 0.6536 0.5761 0.7590
0.2455 41.2308 536 0.5706 0.6022 0.5706 0.7554
0.2455 41.3846 538 0.5585 0.5853 0.5585 0.7473
0.2455 41.5385 540 0.5513 0.6207 0.5513 0.7425
0.2455 41.6923 542 0.5649 0.6316 0.5649 0.7516
0.2455 41.8462 544 0.5653 0.6499 0.5653 0.7519
0.2455 42.0 546 0.5520 0.6359 0.5520 0.7430
0.2455 42.1538 548 0.5446 0.6186 0.5446 0.7380
0.2455 42.3077 550 0.5518 0.5964 0.5518 0.7428
0.2455 42.4615 552 0.5649 0.6412 0.5649 0.7516
0.2455 42.6154 554 0.5549 0.6301 0.5549 0.7449
0.2455 42.7692 556 0.5438 0.6319 0.5438 0.7374
0.2455 42.9231 558 0.5358 0.6725 0.5358 0.7320
0.2455 43.0769 560 0.5422 0.6431 0.5422 0.7364
0.2455 43.2308 562 0.5456 0.6431 0.5456 0.7386
0.2455 43.3846 564 0.5445 0.6553 0.5445 0.7379
0.2455 43.5385 566 0.5470 0.6266 0.5470 0.7396
0.2455 43.6923 568 0.5499 0.6032 0.5499 0.7416
0.2455 43.8462 570 0.5588 0.6554 0.5588 0.7476
0.2455 44.0 572 0.5609 0.6648 0.5609 0.7489
0.2455 44.1538 574 0.5543 0.6293 0.5543 0.7445
0.2455 44.3077 576 0.5474 0.6350 0.5474 0.7398
0.2455 44.4615 578 0.5498 0.6051 0.5498 0.7415
0.2455 44.6154 580 0.5573 0.6032 0.5573 0.7465
0.2455 44.7692 582 0.5517 0.6032 0.5517 0.7428
0.2455 44.9231 584 0.5444 0.6066 0.5444 0.7378
0.2455 45.0769 586 0.5455 0.6380 0.5455 0.7386
0.2455 45.2308 588 0.5441 0.6584 0.5441 0.7376
0.2455 45.3846 590 0.5355 0.6380 0.5355 0.7318
0.2455 45.5385 592 0.5283 0.6177 0.5283 0.7268
0.2455 45.6923 594 0.5247 0.6491 0.5247 0.7244
0.2455 45.8462 596 0.5191 0.6491 0.5191 0.7205
0.2455 46.0 598 0.5171 0.6177 0.5171 0.7191
0.2455 46.1538 600 0.5192 0.6365 0.5192 0.7205
0.2455 46.3077 602 0.5177 0.5945 0.5177 0.7195
0.2455 46.4615 604 0.5194 0.6570 0.5194 0.7207
0.2455 46.6154 606 0.5238 0.6740 0.5238 0.7238
0.2455 46.7692 608 0.5251 0.6740 0.5251 0.7246
0.2455 46.9231 610 0.5171 0.6570 0.5171 0.7191
0.2455 47.0769 612 0.5178 0.6176 0.5178 0.7196
0.2455 47.2308 614 0.5279 0.5975 0.5279 0.7266
0.2455 47.3846 616 0.5629 0.6617 0.5629 0.7503
0.2455 47.5385 618 0.5899 0.6609 0.5899 0.7681
0.2455 47.6923 620 0.5891 0.6857 0.5891 0.7675
0.2455 47.8462 622 0.5760 0.6482 0.5760 0.7590
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0.0476 77.6923 1010 0.5451 0.6350 0.5451 0.7383
0.0476 77.8462 1012 0.5493 0.6167 0.5493 0.7411
0.0476 78.0 1014 0.5562 0.6464 0.5562 0.7458
0.0476 78.1538 1016 0.5577 0.6226 0.5577 0.7468
0.0476 78.3077 1018 0.5534 0.5925 0.5534 0.7439
0.0476 78.4615 1020 0.5524 0.5911 0.5524 0.7432
0.0476 78.6154 1022 0.5508 0.5911 0.5508 0.7421
0.0476 78.7692 1024 0.5480 0.6167 0.5480 0.7402

Framework versions

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