ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_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: 0.5875
- Qwk: 0.6687
- Mse: 0.5875
- Rmse: 0.7665
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 | 0.1333 | 2 | 3.8799 | -0.0316 | 3.8799 | 1.9698 |
| No log | 0.2667 | 4 | 2.0331 | -0.0220 | 2.0331 | 1.4259 |
| No log | 0.4 | 6 | 1.3257 | 0.0349 | 1.3257 | 1.1514 |
| No log | 0.5333 | 8 | 1.1699 | 0.0849 | 1.1699 | 1.0816 |
| No log | 0.6667 | 10 | 1.1982 | 0.0760 | 1.1982 | 1.0946 |
| No log | 0.8 | 12 | 1.1379 | 0.1407 | 1.1379 | 1.0667 |
| No log | 0.9333 | 14 | 1.2798 | 0.0232 | 1.2798 | 1.1313 |
| No log | 1.0667 | 16 | 1.3472 | 0.0085 | 1.3472 | 1.1607 |
| No log | 1.2 | 18 | 1.2524 | 0.0523 | 1.2524 | 1.1191 |
| No log | 1.3333 | 20 | 1.6255 | 0.0778 | 1.6255 | 1.2749 |
| No log | 1.4667 | 22 | 2.1675 | 0.1486 | 2.1675 | 1.4722 |
| No log | 1.6 | 24 | 2.0405 | 0.1484 | 2.0405 | 1.4285 |
| No log | 1.7333 | 26 | 1.5832 | 0.0778 | 1.5832 | 1.2582 |
| No log | 1.8667 | 28 | 1.1120 | 0.0493 | 1.1120 | 1.0545 |
| No log | 2.0 | 30 | 1.0158 | 0.2350 | 1.0158 | 1.0079 |
| No log | 2.1333 | 32 | 1.0368 | 0.2604 | 1.0368 | 1.0182 |
| No log | 2.2667 | 34 | 0.9975 | 0.1881 | 0.9975 | 0.9987 |
| No log | 2.4 | 36 | 1.0084 | 0.2539 | 1.0084 | 1.0042 |
| No log | 2.5333 | 38 | 1.0707 | 0.2150 | 1.0707 | 1.0347 |
| No log | 2.6667 | 40 | 1.0999 | 0.1379 | 1.0999 | 1.0487 |
| No log | 2.8 | 42 | 1.1776 | 0.1379 | 1.1776 | 1.0852 |
| No log | 2.9333 | 44 | 1.1739 | 0.2203 | 1.1739 | 1.0835 |
| No log | 3.0667 | 46 | 1.0299 | 0.3305 | 1.0299 | 1.0148 |
| No log | 3.2 | 48 | 0.8796 | 0.2391 | 0.8796 | 0.9379 |
| No log | 3.3333 | 50 | 0.8716 | 0.3693 | 0.8716 | 0.9336 |
| No log | 3.4667 | 52 | 0.9015 | 0.3506 | 0.9015 | 0.9495 |
| No log | 3.6 | 54 | 0.9064 | 0.3873 | 0.9064 | 0.9521 |
| No log | 3.7333 | 56 | 1.2920 | 0.2917 | 1.2920 | 1.1367 |
| No log | 3.8667 | 58 | 1.3904 | 0.3021 | 1.3904 | 1.1791 |
| No log | 4.0 | 60 | 1.0543 | 0.3935 | 1.0543 | 1.0268 |
| No log | 4.1333 | 62 | 0.8548 | 0.4423 | 0.8548 | 0.9246 |
| No log | 4.2667 | 64 | 0.9180 | 0.4974 | 0.9180 | 0.9581 |
| No log | 4.4 | 66 | 0.8862 | 0.4690 | 0.8862 | 0.9414 |
| No log | 4.5333 | 68 | 1.0220 | 0.3734 | 1.0220 | 1.0109 |
| No log | 4.6667 | 70 | 0.9812 | 0.3697 | 0.9812 | 0.9906 |
| No log | 4.8 | 72 | 0.8882 | 0.4096 | 0.8882 | 0.9424 |
| No log | 4.9333 | 74 | 0.8967 | 0.4762 | 0.8967 | 0.9470 |
| No log | 5.0667 | 76 | 0.9396 | 0.4604 | 0.9396 | 0.9693 |
| No log | 5.2 | 78 | 0.8734 | 0.4413 | 0.8734 | 0.9346 |
| No log | 5.3333 | 80 | 0.8629 | 0.4706 | 0.8629 | 0.9289 |
| No log | 5.4667 | 82 | 0.8680 | 0.4722 | 0.8680 | 0.9317 |
| No log | 5.6 | 84 | 0.8647 | 0.4466 | 0.8647 | 0.9299 |
| No log | 5.7333 | 86 | 0.8823 | 0.4419 | 0.8823 | 0.9393 |
| No log | 5.8667 | 88 | 0.9491 | 0.3929 | 0.9491 | 0.9742 |
| No log | 6.0 | 90 | 0.8915 | 0.4170 | 0.8915 | 0.9442 |
| No log | 6.1333 | 92 | 0.8070 | 0.5036 | 0.8070 | 0.8983 |
| No log | 6.2667 | 94 | 0.9042 | 0.4991 | 0.9042 | 0.9509 |
| No log | 6.4 | 96 | 1.1046 | 0.4128 | 1.1046 | 1.0510 |
| No log | 6.5333 | 98 | 1.0066 | 0.4158 | 1.0066 | 1.0033 |
| No log | 6.6667 | 100 | 0.7734 | 0.5409 | 0.7734 | 0.8794 |
| No log | 6.8 | 102 | 0.7698 | 0.5895 | 0.7698 | 0.8774 |
| No log | 6.9333 | 104 | 0.7875 | 0.6008 | 0.7875 | 0.8874 |
| No log | 7.0667 | 106 | 0.7473 | 0.5455 | 0.7473 | 0.8645 |
| No log | 7.2 | 108 | 0.8032 | 0.5403 | 0.8032 | 0.8962 |
| No log | 7.3333 | 110 | 0.8738 | 0.4408 | 0.8738 | 0.9348 |
| No log | 7.4667 | 112 | 0.7771 | 0.4984 | 0.7771 | 0.8815 |
| No log | 7.6 | 114 | 0.7366 | 0.5487 | 0.7366 | 0.8582 |
| No log | 7.7333 | 116 | 0.7499 | 0.6143 | 0.7499 | 0.8659 |
| No log | 7.8667 | 118 | 0.7514 | 0.6065 | 0.7514 | 0.8668 |
| No log | 8.0 | 120 | 0.7437 | 0.5859 | 0.7437 | 0.8624 |
| No log | 8.1333 | 122 | 0.7037 | 0.6057 | 0.7037 | 0.8389 |
| No log | 8.2667 | 124 | 0.6820 | 0.5977 | 0.6820 | 0.8259 |
| No log | 8.4 | 126 | 0.6988 | 0.5093 | 0.6988 | 0.8359 |
| No log | 8.5333 | 128 | 0.6903 | 0.5555 | 0.6903 | 0.8309 |
| No log | 8.6667 | 130 | 0.6589 | 0.5882 | 0.6589 | 0.8118 |
| No log | 8.8 | 132 | 0.6450 | 0.6282 | 0.6450 | 0.8031 |
| No log | 8.9333 | 134 | 0.7282 | 0.5718 | 0.7282 | 0.8533 |
| No log | 9.0667 | 136 | 0.9085 | 0.5822 | 0.9085 | 0.9532 |
| No log | 9.2 | 138 | 0.9867 | 0.5631 | 0.9867 | 0.9933 |
| No log | 9.3333 | 140 | 0.8331 | 0.5334 | 0.8331 | 0.9127 |
| No log | 9.4667 | 142 | 0.7200 | 0.5524 | 0.7200 | 0.8485 |
| No log | 9.6 | 144 | 0.7346 | 0.6045 | 0.7346 | 0.8571 |
| No log | 9.7333 | 146 | 0.7447 | 0.5648 | 0.7447 | 0.8629 |
| No log | 9.8667 | 148 | 0.7670 | 0.4959 | 0.7670 | 0.8758 |
| No log | 10.0 | 150 | 0.8283 | 0.4859 | 0.8283 | 0.9101 |
| No log | 10.1333 | 152 | 0.7868 | 0.4959 | 0.7868 | 0.8870 |
| No log | 10.2667 | 154 | 0.7552 | 0.5416 | 0.7552 | 0.8690 |
| No log | 10.4 | 156 | 0.7557 | 0.6385 | 0.7557 | 0.8693 |
| No log | 10.5333 | 158 | 0.7180 | 0.6257 | 0.7180 | 0.8474 |
| No log | 10.6667 | 160 | 0.6729 | 0.5985 | 0.6729 | 0.8203 |
| No log | 10.8 | 162 | 0.6672 | 0.6058 | 0.6672 | 0.8168 |
| No log | 10.9333 | 164 | 0.6790 | 0.5987 | 0.6790 | 0.8240 |
| No log | 11.0667 | 166 | 0.7004 | 0.6217 | 0.7004 | 0.8369 |
| No log | 11.2 | 168 | 0.6648 | 0.6129 | 0.6648 | 0.8153 |
| No log | 11.3333 | 170 | 0.6505 | 0.6058 | 0.6505 | 0.8065 |
| No log | 11.4667 | 172 | 0.6485 | 0.6114 | 0.6485 | 0.8053 |
| No log | 11.6 | 174 | 0.6475 | 0.6147 | 0.6475 | 0.8047 |
| No log | 11.7333 | 176 | 0.6708 | 0.6137 | 0.6708 | 0.8190 |
| No log | 11.8667 | 178 | 0.7037 | 0.6117 | 0.7037 | 0.8389 |
| No log | 12.0 | 180 | 0.7171 | 0.6117 | 0.7171 | 0.8468 |
| No log | 12.1333 | 182 | 0.6476 | 0.6259 | 0.6476 | 0.8047 |
| No log | 12.2667 | 184 | 0.6303 | 0.6339 | 0.6303 | 0.7939 |
| No log | 12.4 | 186 | 0.6439 | 0.5945 | 0.6439 | 0.8024 |
| No log | 12.5333 | 188 | 0.6212 | 0.6048 | 0.6212 | 0.7882 |
| No log | 12.6667 | 190 | 0.6803 | 0.5923 | 0.6803 | 0.8248 |
| No log | 12.8 | 192 | 0.7056 | 0.6042 | 0.7056 | 0.8400 |
| No log | 12.9333 | 194 | 0.6444 | 0.6073 | 0.6444 | 0.8028 |
| No log | 13.0667 | 196 | 0.6221 | 0.6364 | 0.6221 | 0.7887 |
| No log | 13.2 | 198 | 0.6605 | 0.5536 | 0.6605 | 0.8127 |
| No log | 13.3333 | 200 | 0.6680 | 0.5425 | 0.6680 | 0.8173 |
| No log | 13.4667 | 202 | 0.6283 | 0.6364 | 0.6283 | 0.7927 |
| No log | 13.6 | 204 | 0.6531 | 0.6066 | 0.6531 | 0.8081 |
| No log | 13.7333 | 206 | 0.6519 | 0.5980 | 0.6519 | 0.8074 |
| No log | 13.8667 | 208 | 0.6457 | 0.6114 | 0.6457 | 0.8035 |
| No log | 14.0 | 210 | 0.6617 | 0.5638 | 0.6617 | 0.8135 |
| No log | 14.1333 | 212 | 0.7205 | 0.6312 | 0.7205 | 0.8488 |
| No log | 14.2667 | 214 | 0.6776 | 0.5854 | 0.6776 | 0.8231 |
| No log | 14.4 | 216 | 0.6318 | 0.6114 | 0.6318 | 0.7949 |
| No log | 14.5333 | 218 | 0.6624 | 0.6371 | 0.6624 | 0.8139 |
| No log | 14.6667 | 220 | 0.6437 | 0.6066 | 0.6437 | 0.8023 |
| No log | 14.8 | 222 | 0.6323 | 0.6078 | 0.6323 | 0.7952 |
| No log | 14.9333 | 224 | 0.6560 | 0.6107 | 0.6560 | 0.8099 |
| No log | 15.0667 | 226 | 0.6621 | 0.5717 | 0.6621 | 0.8137 |
| No log | 15.2 | 228 | 0.6470 | 0.5726 | 0.6470 | 0.8044 |
| No log | 15.3333 | 230 | 0.6327 | 0.6282 | 0.6327 | 0.7954 |
| No log | 15.4667 | 232 | 0.6276 | 0.5913 | 0.6276 | 0.7922 |
| No log | 15.6 | 234 | 0.6204 | 0.6032 | 0.6204 | 0.7876 |
| No log | 15.7333 | 236 | 0.6286 | 0.5930 | 0.6286 | 0.7929 |
| No log | 15.8667 | 238 | 0.6264 | 0.6032 | 0.6264 | 0.7915 |
| No log | 16.0 | 240 | 0.6164 | 0.5763 | 0.6164 | 0.7851 |
| No log | 16.1333 | 242 | 0.6178 | 0.5949 | 0.6178 | 0.7860 |
| No log | 16.2667 | 244 | 0.6212 | 0.5921 | 0.6212 | 0.7882 |
| No log | 16.4 | 246 | 0.6496 | 0.6482 | 0.6496 | 0.8060 |
| No log | 16.5333 | 248 | 0.6974 | 0.5509 | 0.6974 | 0.8351 |
| No log | 16.6667 | 250 | 0.7520 | 0.5321 | 0.7520 | 0.8672 |
| No log | 16.8 | 252 | 0.7007 | 0.5509 | 0.7007 | 0.8371 |
| No log | 16.9333 | 254 | 0.6471 | 0.6465 | 0.6471 | 0.8044 |
| No log | 17.0667 | 256 | 0.6510 | 0.6233 | 0.6510 | 0.8069 |
| No log | 17.2 | 258 | 0.6695 | 0.5915 | 0.6695 | 0.8182 |
| No log | 17.3333 | 260 | 0.6730 | 0.6015 | 0.6730 | 0.8204 |
| No log | 17.4667 | 262 | 0.7401 | 0.5965 | 0.7401 | 0.8603 |
| No log | 17.6 | 264 | 0.7449 | 0.6166 | 0.7449 | 0.8631 |
| No log | 17.7333 | 266 | 0.6805 | 0.6231 | 0.6805 | 0.8249 |
| No log | 17.8667 | 268 | 0.6555 | 0.5935 | 0.6555 | 0.8096 |
| No log | 18.0 | 270 | 0.6582 | 0.5902 | 0.6582 | 0.8113 |
| No log | 18.1333 | 272 | 0.6462 | 0.6129 | 0.6462 | 0.8039 |
| No log | 18.2667 | 274 | 0.6305 | 0.5964 | 0.6305 | 0.7941 |
| No log | 18.4 | 276 | 0.6266 | 0.5990 | 0.6266 | 0.7916 |
| No log | 18.5333 | 278 | 0.6297 | 0.6164 | 0.6297 | 0.7935 |
| No log | 18.6667 | 280 | 0.6360 | 0.6046 | 0.6360 | 0.7975 |
| No log | 18.8 | 282 | 0.6484 | 0.6415 | 0.6484 | 0.8053 |
| No log | 18.9333 | 284 | 0.6646 | 0.6014 | 0.6646 | 0.8152 |
| No log | 19.0667 | 286 | 0.6695 | 0.6102 | 0.6695 | 0.8182 |
| No log | 19.2 | 288 | 0.6577 | 0.6301 | 0.6577 | 0.8110 |
| No log | 19.3333 | 290 | 0.6324 | 0.6207 | 0.6324 | 0.7953 |
| No log | 19.4667 | 292 | 0.6278 | 0.5939 | 0.6278 | 0.7923 |
| No log | 19.6 | 294 | 0.6251 | 0.5820 | 0.6251 | 0.7906 |
| No log | 19.7333 | 296 | 0.6470 | 0.6396 | 0.6470 | 0.8043 |
| No log | 19.8667 | 298 | 0.6425 | 0.6092 | 0.6425 | 0.8015 |
| No log | 20.0 | 300 | 0.6087 | 0.6076 | 0.6087 | 0.7802 |
| No log | 20.1333 | 302 | 0.5963 | 0.6076 | 0.5963 | 0.7722 |
| No log | 20.2667 | 304 | 0.5886 | 0.6113 | 0.5886 | 0.7672 |
| No log | 20.4 | 306 | 0.6132 | 0.6623 | 0.6132 | 0.7831 |
| No log | 20.5333 | 308 | 0.6286 | 0.6432 | 0.6286 | 0.7928 |
| No log | 20.6667 | 310 | 0.6074 | 0.6519 | 0.6074 | 0.7793 |
| No log | 20.8 | 312 | 0.5947 | 0.6415 | 0.5947 | 0.7711 |
| No log | 20.9333 | 314 | 0.5847 | 0.6415 | 0.5847 | 0.7647 |
| No log | 21.0667 | 316 | 0.5834 | 0.6272 | 0.5834 | 0.7638 |
| No log | 21.2 | 318 | 0.5815 | 0.6272 | 0.5815 | 0.7625 |
| No log | 21.3333 | 320 | 0.5856 | 0.6272 | 0.5856 | 0.7653 |
| No log | 21.4667 | 322 | 0.6040 | 0.5647 | 0.6040 | 0.7772 |
| No log | 21.6 | 324 | 0.6236 | 0.5662 | 0.6236 | 0.7897 |
| No log | 21.7333 | 326 | 0.6152 | 0.5313 | 0.6152 | 0.7843 |
| No log | 21.8667 | 328 | 0.5755 | 0.6076 | 0.5755 | 0.7586 |
| No log | 22.0 | 330 | 0.5720 | 0.6262 | 0.5720 | 0.7563 |
| No log | 22.1333 | 332 | 0.5772 | 0.6262 | 0.5772 | 0.7598 |
| No log | 22.2667 | 334 | 0.5779 | 0.6076 | 0.5779 | 0.7602 |
| No log | 22.4 | 336 | 0.6640 | 0.5648 | 0.6640 | 0.8149 |
| No log | 22.5333 | 338 | 0.7244 | 0.5759 | 0.7244 | 0.8511 |
| No log | 22.6667 | 340 | 0.6692 | 0.5825 | 0.6692 | 0.8180 |
| No log | 22.8 | 342 | 0.5735 | 0.6491 | 0.5735 | 0.7573 |
| No log | 22.9333 | 344 | 0.5729 | 0.6610 | 0.5729 | 0.7569 |
| No log | 23.0667 | 346 | 0.5797 | 0.6509 | 0.5797 | 0.7614 |
| No log | 23.2 | 348 | 0.5884 | 0.6397 | 0.5884 | 0.7671 |
| No log | 23.3333 | 350 | 0.5906 | 0.6383 | 0.5906 | 0.7685 |
| No log | 23.4667 | 352 | 0.5916 | 0.6206 | 0.5916 | 0.7692 |
| No log | 23.6 | 354 | 0.5868 | 0.6430 | 0.5868 | 0.7661 |
| No log | 23.7333 | 356 | 0.5766 | 0.6380 | 0.5766 | 0.7594 |
| No log | 23.8667 | 358 | 0.5751 | 0.6673 | 0.5751 | 0.7583 |
| No log | 24.0 | 360 | 0.5798 | 0.6788 | 0.5798 | 0.7614 |
| No log | 24.1333 | 362 | 0.5853 | 0.6269 | 0.5853 | 0.7650 |
| No log | 24.2667 | 364 | 0.6219 | 0.6647 | 0.6219 | 0.7886 |
| No log | 24.4 | 366 | 0.6419 | 0.6838 | 0.6419 | 0.8012 |
| No log | 24.5333 | 368 | 0.6111 | 0.6547 | 0.6111 | 0.7817 |
| No log | 24.6667 | 370 | 0.5929 | 0.6175 | 0.5929 | 0.7700 |
| No log | 24.8 | 372 | 0.6193 | 0.5530 | 0.6193 | 0.7870 |
| No log | 24.9333 | 374 | 0.6068 | 0.5536 | 0.6068 | 0.7790 |
| No log | 25.0667 | 376 | 0.5917 | 0.6154 | 0.5917 | 0.7692 |
| No log | 25.2 | 378 | 0.6051 | 0.6584 | 0.6051 | 0.7779 |
| No log | 25.3333 | 380 | 0.5981 | 0.6247 | 0.5981 | 0.7734 |
| No log | 25.4667 | 382 | 0.6072 | 0.6421 | 0.6072 | 0.7793 |
| No log | 25.6 | 384 | 0.5985 | 0.6129 | 0.5985 | 0.7736 |
| No log | 25.7333 | 386 | 0.5905 | 0.6058 | 0.5905 | 0.7685 |
| No log | 25.8667 | 388 | 0.5999 | 0.5843 | 0.5999 | 0.7745 |
| No log | 26.0 | 390 | 0.6152 | 0.5529 | 0.6152 | 0.7843 |
| No log | 26.1333 | 392 | 0.6076 | 0.6332 | 0.6076 | 0.7795 |
| No log | 26.2667 | 394 | 0.6112 | 0.6815 | 0.6112 | 0.7818 |
| No log | 26.4 | 396 | 0.6050 | 0.6548 | 0.6050 | 0.7778 |
| No log | 26.5333 | 398 | 0.5864 | 0.6380 | 0.5864 | 0.7658 |
| No log | 26.6667 | 400 | 0.5956 | 0.6134 | 0.5956 | 0.7717 |
| No log | 26.8 | 402 | 0.6021 | 0.5726 | 0.6021 | 0.7760 |
| No log | 26.9333 | 404 | 0.5873 | 0.5736 | 0.5873 | 0.7664 |
| No log | 27.0667 | 406 | 0.5911 | 0.6488 | 0.5911 | 0.7689 |
| No log | 27.2 | 408 | 0.6144 | 0.6315 | 0.6144 | 0.7839 |
| No log | 27.3333 | 410 | 0.6313 | 0.6500 | 0.6313 | 0.7946 |
| No log | 27.4667 | 412 | 0.6065 | 0.6687 | 0.6065 | 0.7788 |
| No log | 27.6 | 414 | 0.5738 | 0.6566 | 0.5738 | 0.7575 |
| No log | 27.7333 | 416 | 0.5655 | 0.6426 | 0.5655 | 0.7520 |
| No log | 27.8667 | 418 | 0.5555 | 0.6537 | 0.5555 | 0.7453 |
| No log | 28.0 | 420 | 0.5693 | 0.7019 | 0.5693 | 0.7545 |
| No log | 28.1333 | 422 | 0.5932 | 0.6993 | 0.5932 | 0.7702 |
| No log | 28.2667 | 424 | 0.6001 | 0.6209 | 0.6001 | 0.7746 |
| No log | 28.4 | 426 | 0.6150 | 0.6370 | 0.6150 | 0.7842 |
| No log | 28.5333 | 428 | 0.6098 | 0.6569 | 0.6098 | 0.7809 |
| No log | 28.6667 | 430 | 0.5923 | 0.6013 | 0.5923 | 0.7696 |
| No log | 28.8 | 432 | 0.5879 | 0.6139 | 0.5879 | 0.7668 |
| No log | 28.9333 | 434 | 0.5740 | 0.6498 | 0.5740 | 0.7576 |
| No log | 29.0667 | 436 | 0.5657 | 0.6788 | 0.5657 | 0.7521 |
| No log | 29.2 | 438 | 0.5732 | 0.6798 | 0.5732 | 0.7571 |
| No log | 29.3333 | 440 | 0.5640 | 0.6764 | 0.5640 | 0.7510 |
| No log | 29.4667 | 442 | 0.5521 | 0.6148 | 0.5521 | 0.7430 |
| No log | 29.6 | 444 | 0.5492 | 0.6316 | 0.5492 | 0.7411 |
| No log | 29.7333 | 446 | 0.5521 | 0.6339 | 0.5521 | 0.7430 |
| No log | 29.8667 | 448 | 0.5697 | 0.6706 | 0.5697 | 0.7548 |
| No log | 30.0 | 450 | 0.6028 | 0.6176 | 0.6028 | 0.7764 |
| No log | 30.1333 | 452 | 0.6252 | 0.5559 | 0.6252 | 0.7907 |
| No log | 30.2667 | 454 | 0.6012 | 0.6176 | 0.6012 | 0.7754 |
| No log | 30.4 | 456 | 0.5659 | 0.6715 | 0.5659 | 0.7522 |
| No log | 30.5333 | 458 | 0.5533 | 0.5934 | 0.5533 | 0.7438 |
| No log | 30.6667 | 460 | 0.5486 | 0.5919 | 0.5486 | 0.7407 |
| No log | 30.8 | 462 | 0.5455 | 0.5919 | 0.5455 | 0.7386 |
| No log | 30.9333 | 464 | 0.5383 | 0.6316 | 0.5383 | 0.7337 |
| No log | 31.0667 | 466 | 0.5466 | 0.6316 | 0.5466 | 0.7394 |
| No log | 31.2 | 468 | 0.5924 | 0.6499 | 0.5924 | 0.7697 |
| No log | 31.3333 | 470 | 0.5954 | 0.6403 | 0.5954 | 0.7716 |
| No log | 31.4667 | 472 | 0.5482 | 0.6316 | 0.5482 | 0.7404 |
| No log | 31.6 | 474 | 0.5492 | 0.6649 | 0.5492 | 0.7411 |
| No log | 31.7333 | 476 | 0.5630 | 0.6282 | 0.5630 | 0.7504 |
| No log | 31.8667 | 478 | 0.5761 | 0.6824 | 0.5761 | 0.7590 |
| No log | 32.0 | 480 | 0.5813 | 0.6196 | 0.5813 | 0.7624 |
| No log | 32.1333 | 482 | 0.5823 | 0.5735 | 0.5823 | 0.7631 |
| No log | 32.2667 | 484 | 0.5747 | 0.6164 | 0.5747 | 0.7581 |
| No log | 32.4 | 486 | 0.5673 | 0.6460 | 0.5673 | 0.7532 |
| No log | 32.5333 | 488 | 0.5618 | 0.6753 | 0.5618 | 0.7495 |
| No log | 32.6667 | 490 | 0.5633 | 0.6632 | 0.5633 | 0.7505 |
| No log | 32.8 | 492 | 0.5586 | 0.6509 | 0.5586 | 0.7474 |
| No log | 32.9333 | 494 | 0.5670 | 0.6575 | 0.5670 | 0.7530 |
| No log | 33.0667 | 496 | 0.5866 | 0.5783 | 0.5866 | 0.7659 |
| No log | 33.2 | 498 | 0.6003 | 0.5783 | 0.6003 | 0.7748 |
| 0.2411 | 33.3333 | 500 | 0.6160 | 0.5784 | 0.6160 | 0.7849 |
| 0.2411 | 33.4667 | 502 | 0.6459 | 0.5501 | 0.6459 | 0.8037 |
| 0.2411 | 33.6 | 504 | 0.6721 | 0.5825 | 0.6721 | 0.8198 |
| 0.2411 | 33.7333 | 506 | 0.6635 | 0.5825 | 0.6635 | 0.8146 |
| 0.2411 | 33.8667 | 508 | 0.6310 | 0.6582 | 0.6310 | 0.7943 |
| 0.2411 | 34.0 | 510 | 0.6079 | 0.6796 | 0.6079 | 0.7797 |
| 0.2411 | 34.1333 | 512 | 0.5865 | 0.6894 | 0.5865 | 0.7658 |
| 0.2411 | 34.2667 | 514 | 0.5693 | 0.6566 | 0.5693 | 0.7545 |
| 0.2411 | 34.4 | 516 | 0.5686 | 0.6078 | 0.5686 | 0.7540 |
| 0.2411 | 34.5333 | 518 | 0.5708 | 0.5971 | 0.5708 | 0.7555 |
| 0.2411 | 34.6667 | 520 | 0.5653 | 0.6078 | 0.5653 | 0.7519 |
| 0.2411 | 34.8 | 522 | 0.5745 | 0.6673 | 0.5745 | 0.7580 |
| 0.2411 | 34.9333 | 524 | 0.5910 | 0.6557 | 0.5910 | 0.7688 |
| 0.2411 | 35.0667 | 526 | 0.5863 | 0.6154 | 0.5863 | 0.7657 |
| 0.2411 | 35.2 | 528 | 0.5850 | 0.6207 | 0.5850 | 0.7648 |
| 0.2411 | 35.3333 | 530 | 0.6039 | 0.5759 | 0.6039 | 0.7771 |
| 0.2411 | 35.4667 | 532 | 0.6670 | 0.6129 | 0.6670 | 0.8167 |
| 0.2411 | 35.6 | 534 | 0.7749 | 0.5072 | 0.7749 | 0.8803 |
| 0.2411 | 35.7333 | 536 | 0.7697 | 0.4945 | 0.7697 | 0.8774 |
| 0.2411 | 35.8667 | 538 | 0.6678 | 0.5940 | 0.6678 | 0.8172 |
| 0.2411 | 36.0 | 540 | 0.5817 | 0.5548 | 0.5817 | 0.7627 |
| 0.2411 | 36.1333 | 542 | 0.5773 | 0.6518 | 0.5773 | 0.7598 |
| 0.2411 | 36.2667 | 544 | 0.6092 | 0.6187 | 0.6092 | 0.7805 |
| 0.2411 | 36.4 | 546 | 0.6384 | 0.6367 | 0.6384 | 0.7990 |
| 0.2411 | 36.5333 | 548 | 0.6385 | 0.6367 | 0.6385 | 0.7990 |
| 0.2411 | 36.6667 | 550 | 0.6027 | 0.6187 | 0.6027 | 0.7763 |
| 0.2411 | 36.8 | 552 | 0.5824 | 0.6187 | 0.5824 | 0.7631 |
| 0.2411 | 36.9333 | 554 | 0.5785 | 0.6807 | 0.5785 | 0.7606 |
| 0.2411 | 37.0667 | 556 | 0.5693 | 0.6993 | 0.5693 | 0.7545 |
| 0.2411 | 37.2 | 558 | 0.5486 | 0.7109 | 0.5486 | 0.7407 |
| 0.2411 | 37.3333 | 560 | 0.5351 | 0.6658 | 0.5351 | 0.7315 |
| 0.2411 | 37.4667 | 562 | 0.5319 | 0.6627 | 0.5319 | 0.7293 |
| 0.2411 | 37.6 | 564 | 0.5257 | 0.6319 | 0.5257 | 0.7251 |
| 0.2411 | 37.7333 | 566 | 0.5266 | 0.6319 | 0.5266 | 0.7257 |
| 0.2411 | 37.8667 | 568 | 0.5235 | 0.6581 | 0.5235 | 0.7235 |
| 0.2411 | 38.0 | 570 | 0.5242 | 0.6658 | 0.5242 | 0.7240 |
| 0.2411 | 38.1333 | 572 | 0.5297 | 0.6690 | 0.5297 | 0.7278 |
| 0.2411 | 38.2667 | 574 | 0.5375 | 0.6903 | 0.5375 | 0.7331 |
| 0.2411 | 38.4 | 576 | 0.5533 | 0.7223 | 0.5533 | 0.7438 |
| 0.2411 | 38.5333 | 578 | 0.5636 | 0.7043 | 0.5636 | 0.7507 |
| 0.2411 | 38.6667 | 580 | 0.5678 | 0.6486 | 0.5678 | 0.7535 |
| 0.2411 | 38.8 | 582 | 0.5685 | 0.6230 | 0.5685 | 0.7540 |
| 0.2411 | 38.9333 | 584 | 0.5626 | 0.6230 | 0.5626 | 0.7501 |
| 0.2411 | 39.0667 | 586 | 0.5466 | 0.6796 | 0.5466 | 0.7393 |
| 0.2411 | 39.2 | 588 | 0.5395 | 0.6753 | 0.5395 | 0.7345 |
| 0.2411 | 39.3333 | 590 | 0.5332 | 0.6689 | 0.5332 | 0.7302 |
| 0.2411 | 39.4667 | 592 | 0.5446 | 0.6627 | 0.5446 | 0.7380 |
| 0.2411 | 39.6 | 594 | 0.5860 | 0.5940 | 0.5860 | 0.7655 |
| 0.2411 | 39.7333 | 596 | 0.6093 | 0.6090 | 0.6093 | 0.7806 |
| 0.2411 | 39.8667 | 598 | 0.5908 | 0.5536 | 0.5908 | 0.7686 |
| 0.2411 | 40.0 | 600 | 0.5594 | 0.6078 | 0.5594 | 0.7479 |
| 0.2411 | 40.1333 | 602 | 0.5527 | 0.7009 | 0.5527 | 0.7435 |
| 0.2411 | 40.2667 | 604 | 0.5678 | 0.7043 | 0.5678 | 0.7535 |
| 0.2411 | 40.4 | 606 | 0.5896 | 0.6878 | 0.5896 | 0.7678 |
| 0.2411 | 40.5333 | 608 | 0.5975 | 0.6719 | 0.5975 | 0.7730 |
| 0.2411 | 40.6667 | 610 | 0.5807 | 0.6878 | 0.5807 | 0.7620 |
| 0.2411 | 40.8 | 612 | 0.5557 | 0.6824 | 0.5557 | 0.7455 |
| 0.2411 | 40.9333 | 614 | 0.5441 | 0.6724 | 0.5441 | 0.7376 |
| 0.2411 | 41.0667 | 616 | 0.5466 | 0.6507 | 0.5466 | 0.7393 |
| 0.2411 | 41.2 | 618 | 0.5457 | 0.6507 | 0.5457 | 0.7387 |
| 0.2411 | 41.3333 | 620 | 0.5487 | 0.6507 | 0.5487 | 0.7407 |
| 0.2411 | 41.4667 | 622 | 0.5529 | 0.6087 | 0.5529 | 0.7436 |
| 0.2411 | 41.6 | 624 | 0.5503 | 0.6903 | 0.5503 | 0.7418 |
| 0.2411 | 41.7333 | 626 | 0.5533 | 0.6894 | 0.5533 | 0.7438 |
| 0.2411 | 41.8667 | 628 | 0.5787 | 0.6748 | 0.5787 | 0.7607 |
| 0.2411 | 42.0 | 630 | 0.6061 | 0.6639 | 0.6061 | 0.7785 |
| 0.2411 | 42.1333 | 632 | 0.6012 | 0.6639 | 0.6012 | 0.7754 |
| 0.2411 | 42.2667 | 634 | 0.5748 | 0.7277 | 0.5748 | 0.7581 |
| 0.2411 | 42.4 | 636 | 0.5584 | 0.6753 | 0.5584 | 0.7473 |
| 0.2411 | 42.5333 | 638 | 0.5636 | 0.6175 | 0.5636 | 0.7508 |
| 0.2411 | 42.6667 | 640 | 0.5632 | 0.6470 | 0.5632 | 0.7505 |
| 0.2411 | 42.8 | 642 | 0.5644 | 0.6753 | 0.5644 | 0.7513 |
| 0.2411 | 42.9333 | 644 | 0.5889 | 0.6446 | 0.5889 | 0.7674 |
| 0.2411 | 43.0667 | 646 | 0.6101 | 0.6575 | 0.6101 | 0.7811 |
| 0.2411 | 43.2 | 648 | 0.5928 | 0.6798 | 0.5928 | 0.7699 |
| 0.2411 | 43.3333 | 650 | 0.5712 | 0.6814 | 0.5712 | 0.7558 |
| 0.2411 | 43.4667 | 652 | 0.5657 | 0.6753 | 0.5657 | 0.7522 |
| 0.2411 | 43.6 | 654 | 0.5597 | 0.6762 | 0.5597 | 0.7481 |
| 0.2411 | 43.7333 | 656 | 0.5548 | 0.6689 | 0.5548 | 0.7448 |
| 0.2411 | 43.8667 | 658 | 0.5542 | 0.6689 | 0.5542 | 0.7445 |
| 0.2411 | 44.0 | 660 | 0.5551 | 0.6627 | 0.5551 | 0.7451 |
| 0.2411 | 44.1333 | 662 | 0.5566 | 0.6627 | 0.5566 | 0.7461 |
| 0.2411 | 44.2667 | 664 | 0.5627 | 0.6067 | 0.5627 | 0.7501 |
| 0.2411 | 44.4 | 666 | 0.5641 | 0.6259 | 0.5641 | 0.7511 |
| 0.2411 | 44.5333 | 668 | 0.5607 | 0.6762 | 0.5607 | 0.7488 |
| 0.2411 | 44.6667 | 670 | 0.5599 | 0.6537 | 0.5599 | 0.7483 |
| 0.2411 | 44.8 | 672 | 0.5616 | 0.6641 | 0.5616 | 0.7494 |
| 0.2411 | 44.9333 | 674 | 0.5603 | 0.6641 | 0.5603 | 0.7486 |
| 0.2411 | 45.0667 | 676 | 0.5592 | 0.6641 | 0.5592 | 0.7478 |
| 0.2411 | 45.2 | 678 | 0.5578 | 0.6460 | 0.5578 | 0.7469 |
| 0.2411 | 45.3333 | 680 | 0.5606 | 0.6498 | 0.5606 | 0.7487 |
| 0.2411 | 45.4667 | 682 | 0.5639 | 0.6076 | 0.5639 | 0.7509 |
| 0.2411 | 45.6 | 684 | 0.5550 | 0.6498 | 0.5550 | 0.7450 |
| 0.2411 | 45.7333 | 686 | 0.5463 | 0.6681 | 0.5463 | 0.7391 |
| 0.2411 | 45.8667 | 688 | 0.5379 | 0.6681 | 0.5379 | 0.7334 |
| 0.2411 | 46.0 | 690 | 0.5384 | 0.6690 | 0.5384 | 0.7338 |
| 0.2411 | 46.1333 | 692 | 0.5462 | 0.6400 | 0.5462 | 0.7390 |
| 0.2411 | 46.2667 | 694 | 0.5473 | 0.6400 | 0.5473 | 0.7398 |
| 0.2411 | 46.4 | 696 | 0.5424 | 0.6584 | 0.5424 | 0.7365 |
| 0.2411 | 46.5333 | 698 | 0.5393 | 0.6546 | 0.5393 | 0.7344 |
| 0.2411 | 46.6667 | 700 | 0.5387 | 0.6518 | 0.5387 | 0.7340 |
| 0.2411 | 46.8 | 702 | 0.5431 | 0.6555 | 0.5431 | 0.7369 |
| 0.2411 | 46.9333 | 704 | 0.5430 | 0.6555 | 0.5430 | 0.7369 |
| 0.2411 | 47.0667 | 706 | 0.5466 | 0.6658 | 0.5466 | 0.7393 |
| 0.2411 | 47.2 | 708 | 0.5521 | 0.6796 | 0.5521 | 0.7430 |
| 0.2411 | 47.3333 | 710 | 0.5573 | 0.6796 | 0.5573 | 0.7465 |
| 0.2411 | 47.4667 | 712 | 0.5596 | 0.6796 | 0.5596 | 0.7481 |
| 0.2411 | 47.6 | 714 | 0.5601 | 0.6796 | 0.5601 | 0.7484 |
| 0.2411 | 47.7333 | 716 | 0.5559 | 0.6762 | 0.5559 | 0.7456 |
| 0.2411 | 47.8667 | 718 | 0.5510 | 0.6649 | 0.5510 | 0.7423 |
| 0.2411 | 48.0 | 720 | 0.5449 | 0.6729 | 0.5449 | 0.7382 |
| 0.2411 | 48.1333 | 722 | 0.5537 | 0.6526 | 0.5537 | 0.7441 |
| 0.2411 | 48.2667 | 724 | 0.5736 | 0.6713 | 0.5736 | 0.7574 |
| 0.2411 | 48.4 | 726 | 0.5822 | 0.6615 | 0.5822 | 0.7630 |
| 0.2411 | 48.5333 | 728 | 0.5697 | 0.6713 | 0.5697 | 0.7548 |
| 0.2411 | 48.6667 | 730 | 0.5559 | 0.6401 | 0.5559 | 0.7456 |
| 0.2411 | 48.8 | 732 | 0.5470 | 0.6589 | 0.5470 | 0.7396 |
| 0.2411 | 48.9333 | 734 | 0.5504 | 0.6619 | 0.5504 | 0.7419 |
| 0.2411 | 49.0667 | 736 | 0.5601 | 0.6712 | 0.5601 | 0.7484 |
| 0.2411 | 49.2 | 738 | 0.5626 | 0.6720 | 0.5626 | 0.7501 |
| 0.2411 | 49.3333 | 740 | 0.5676 | 0.6796 | 0.5676 | 0.7534 |
| 0.2411 | 49.4667 | 742 | 0.5721 | 0.6259 | 0.5721 | 0.7564 |
| 0.2411 | 49.6 | 744 | 0.5715 | 0.5934 | 0.5715 | 0.7560 |
| 0.2411 | 49.7333 | 746 | 0.5654 | 0.6762 | 0.5654 | 0.7519 |
| 0.2411 | 49.8667 | 748 | 0.5747 | 0.6593 | 0.5747 | 0.7581 |
| 0.2411 | 50.0 | 750 | 0.5977 | 0.6617 | 0.5977 | 0.7731 |
| 0.2411 | 50.1333 | 752 | 0.6186 | 0.6774 | 0.6186 | 0.7865 |
| 0.2411 | 50.2667 | 754 | 0.6137 | 0.6774 | 0.6137 | 0.7834 |
| 0.2411 | 50.4 | 756 | 0.5939 | 0.6647 | 0.5939 | 0.7707 |
| 0.2411 | 50.5333 | 758 | 0.5829 | 0.7011 | 0.5829 | 0.7635 |
| 0.2411 | 50.6667 | 760 | 0.5722 | 0.7059 | 0.5722 | 0.7565 |
| 0.2411 | 50.8 | 762 | 0.5717 | 0.6946 | 0.5717 | 0.7561 |
| 0.2411 | 50.9333 | 764 | 0.5798 | 0.6946 | 0.5798 | 0.7615 |
| 0.2411 | 51.0667 | 766 | 0.6014 | 0.6946 | 0.6014 | 0.7755 |
| 0.2411 | 51.2 | 768 | 0.6174 | 0.6762 | 0.6175 | 0.7858 |
| 0.2411 | 51.3333 | 770 | 0.6042 | 0.6946 | 0.6042 | 0.7773 |
| 0.2411 | 51.4667 | 772 | 0.5815 | 0.6946 | 0.5815 | 0.7626 |
| 0.2411 | 51.6 | 774 | 0.5675 | 0.7001 | 0.5675 | 0.7533 |
| 0.2411 | 51.7333 | 776 | 0.5571 | 0.6788 | 0.5571 | 0.7464 |
| 0.2411 | 51.8667 | 778 | 0.5451 | 0.6903 | 0.5451 | 0.7383 |
| 0.2411 | 52.0 | 780 | 0.5386 | 0.6857 | 0.5386 | 0.7339 |
| 0.2411 | 52.1333 | 782 | 0.5332 | 0.6857 | 0.5332 | 0.7302 |
| 0.2411 | 52.2667 | 784 | 0.5323 | 0.6753 | 0.5323 | 0.7296 |
| 0.2411 | 52.4 | 786 | 0.5407 | 0.6470 | 0.5407 | 0.7354 |
| 0.2411 | 52.5333 | 788 | 0.5552 | 0.6269 | 0.5552 | 0.7451 |
| 0.2411 | 52.6667 | 790 | 0.5597 | 0.5736 | 0.5597 | 0.7481 |
| 0.2411 | 52.8 | 792 | 0.5565 | 0.6796 | 0.5565 | 0.7460 |
| 0.2411 | 52.9333 | 794 | 0.5581 | 0.6788 | 0.5581 | 0.7471 |
| 0.2411 | 53.0667 | 796 | 0.5635 | 0.7001 | 0.5635 | 0.7507 |
| 0.2411 | 53.2 | 798 | 0.5613 | 0.6745 | 0.5613 | 0.7492 |
| 0.2411 | 53.3333 | 800 | 0.5635 | 0.6788 | 0.5635 | 0.7507 |
| 0.2411 | 53.4667 | 802 | 0.5704 | 0.6788 | 0.5704 | 0.7552 |
| 0.2411 | 53.6 | 804 | 0.5790 | 0.6681 | 0.5790 | 0.7610 |
| 0.2411 | 53.7333 | 806 | 0.5931 | 0.5898 | 0.5931 | 0.7702 |
| 0.2411 | 53.8667 | 808 | 0.5988 | 0.5898 | 0.5988 | 0.7738 |
| 0.2411 | 54.0 | 810 | 0.6009 | 0.6013 | 0.6009 | 0.7752 |
| 0.2411 | 54.1333 | 812 | 0.6027 | 0.7001 | 0.6027 | 0.7763 |
| 0.2411 | 54.2667 | 814 | 0.6060 | 0.6993 | 0.6060 | 0.7785 |
| 0.2411 | 54.4 | 816 | 0.5971 | 0.6993 | 0.5971 | 0.7727 |
| 0.2411 | 54.5333 | 818 | 0.5871 | 0.6993 | 0.5871 | 0.7662 |
| 0.2411 | 54.6667 | 820 | 0.5810 | 0.7109 | 0.5810 | 0.7622 |
| 0.2411 | 54.8 | 822 | 0.5749 | 0.6779 | 0.5749 | 0.7582 |
| 0.2411 | 54.9333 | 824 | 0.5712 | 0.6788 | 0.5712 | 0.7558 |
| 0.2411 | 55.0667 | 826 | 0.5795 | 0.6779 | 0.5795 | 0.7613 |
| 0.2411 | 55.2 | 828 | 0.5877 | 0.7109 | 0.5877 | 0.7666 |
| 0.2411 | 55.3333 | 830 | 0.5846 | 0.7109 | 0.5846 | 0.7646 |
| 0.2411 | 55.4667 | 832 | 0.5789 | 0.7109 | 0.5789 | 0.7608 |
| 0.2411 | 55.6 | 834 | 0.5758 | 0.6788 | 0.5758 | 0.7588 |
| 0.2411 | 55.7333 | 836 | 0.5758 | 0.6950 | 0.5758 | 0.7588 |
| 0.2411 | 55.8667 | 838 | 0.5780 | 0.6657 | 0.5780 | 0.7603 |
| 0.2411 | 56.0 | 840 | 0.5769 | 0.6118 | 0.5769 | 0.7596 |
| 0.2411 | 56.1333 | 842 | 0.5798 | 0.6768 | 0.5798 | 0.7614 |
| 0.2411 | 56.2667 | 844 | 0.5823 | 0.6768 | 0.5823 | 0.7631 |
| 0.2411 | 56.4 | 846 | 0.5850 | 0.6950 | 0.5850 | 0.7648 |
| 0.2411 | 56.5333 | 848 | 0.5928 | 0.6706 | 0.5928 | 0.7699 |
| 0.2411 | 56.6667 | 850 | 0.5961 | 0.6706 | 0.5961 | 0.7721 |
| 0.2411 | 56.8 | 852 | 0.5859 | 0.6894 | 0.5859 | 0.7654 |
| 0.2411 | 56.9333 | 854 | 0.5739 | 0.6866 | 0.5739 | 0.7575 |
| 0.2411 | 57.0667 | 856 | 0.5735 | 0.6452 | 0.5735 | 0.7573 |
| 0.2411 | 57.2 | 858 | 0.5749 | 0.6452 | 0.5749 | 0.7582 |
| 0.2411 | 57.3333 | 860 | 0.5719 | 0.6452 | 0.5719 | 0.7562 |
| 0.2411 | 57.4667 | 862 | 0.5740 | 0.6970 | 0.5740 | 0.7576 |
| 0.2411 | 57.6 | 864 | 0.5897 | 0.6849 | 0.5897 | 0.7679 |
| 0.2411 | 57.7333 | 866 | 0.6184 | 0.6569 | 0.6184 | 0.7864 |
| 0.2411 | 57.8667 | 868 | 0.6358 | 0.5872 | 0.6358 | 0.7974 |
| 0.2411 | 58.0 | 870 | 0.6301 | 0.6569 | 0.6301 | 0.7938 |
| 0.2411 | 58.1333 | 872 | 0.6153 | 0.6569 | 0.6153 | 0.7844 |
| 0.2411 | 58.2667 | 874 | 0.6012 | 0.6706 | 0.6012 | 0.7754 |
| 0.2411 | 58.4 | 876 | 0.5919 | 0.6903 | 0.5919 | 0.7694 |
| 0.2411 | 58.5333 | 878 | 0.5845 | 0.6903 | 0.5845 | 0.7645 |
| 0.2411 | 58.6667 | 880 | 0.5773 | 0.6762 | 0.5773 | 0.7598 |
| 0.2411 | 58.8 | 882 | 0.5726 | 0.6667 | 0.5726 | 0.7567 |
| 0.2411 | 58.9333 | 884 | 0.5730 | 0.6349 | 0.5730 | 0.7569 |
| 0.2411 | 59.0667 | 886 | 0.5749 | 0.6349 | 0.5749 | 0.7583 |
| 0.2411 | 59.2 | 888 | 0.5753 | 0.6349 | 0.5753 | 0.7585 |
| 0.2411 | 59.3333 | 890 | 0.5733 | 0.6349 | 0.5733 | 0.7572 |
| 0.2411 | 59.4667 | 892 | 0.5677 | 0.6658 | 0.5677 | 0.7534 |
| 0.2411 | 59.6 | 894 | 0.5635 | 0.6658 | 0.5635 | 0.7507 |
| 0.2411 | 59.7333 | 896 | 0.5602 | 0.6690 | 0.5602 | 0.7484 |
| 0.2411 | 59.8667 | 898 | 0.5615 | 0.6788 | 0.5615 | 0.7493 |
| 0.2411 | 60.0 | 900 | 0.5651 | 0.6788 | 0.5651 | 0.7517 |
| 0.2411 | 60.1333 | 902 | 0.5664 | 0.6894 | 0.5664 | 0.7526 |
| 0.2411 | 60.2667 | 904 | 0.5627 | 0.6681 | 0.5627 | 0.7501 |
| 0.2411 | 60.4 | 906 | 0.5619 | 0.6547 | 0.5619 | 0.7496 |
| 0.2411 | 60.5333 | 908 | 0.5610 | 0.6118 | 0.5610 | 0.7490 |
| 0.2411 | 60.6667 | 910 | 0.5610 | 0.6118 | 0.5610 | 0.7490 |
| 0.2411 | 60.8 | 912 | 0.5617 | 0.6118 | 0.5617 | 0.7494 |
| 0.2411 | 60.9333 | 914 | 0.5614 | 0.5994 | 0.5614 | 0.7493 |
| 0.2411 | 61.0667 | 916 | 0.5578 | 0.6681 | 0.5578 | 0.7469 |
| 0.2411 | 61.2 | 918 | 0.5543 | 0.6681 | 0.5543 | 0.7445 |
| 0.2411 | 61.3333 | 920 | 0.5515 | 0.6788 | 0.5515 | 0.7426 |
| 0.2411 | 61.4667 | 922 | 0.5478 | 0.6788 | 0.5478 | 0.7401 |
| 0.2411 | 61.6 | 924 | 0.5421 | 0.6546 | 0.5421 | 0.7362 |
| 0.2411 | 61.7333 | 926 | 0.5398 | 0.6627 | 0.5398 | 0.7347 |
| 0.2411 | 61.8667 | 928 | 0.5423 | 0.6947 | 0.5423 | 0.7364 |
| 0.2411 | 62.0 | 930 | 0.5389 | 0.6947 | 0.5389 | 0.7341 |
| 0.2411 | 62.1333 | 932 | 0.5372 | 0.6947 | 0.5372 | 0.7330 |
| 0.2411 | 62.2667 | 934 | 0.5353 | 0.6627 | 0.5353 | 0.7317 |
| 0.2411 | 62.4 | 936 | 0.5366 | 0.6762 | 0.5366 | 0.7325 |
| 0.2411 | 62.5333 | 938 | 0.5438 | 0.6788 | 0.5438 | 0.7374 |
| 0.2411 | 62.6667 | 940 | 0.5487 | 0.6894 | 0.5487 | 0.7407 |
| 0.2411 | 62.8 | 942 | 0.5473 | 0.7009 | 0.5473 | 0.7398 |
| 0.2411 | 62.9333 | 944 | 0.5424 | 0.6796 | 0.5424 | 0.7364 |
| 0.2411 | 63.0667 | 946 | 0.5397 | 0.6762 | 0.5397 | 0.7347 |
| 0.2411 | 63.2 | 948 | 0.5370 | 0.6762 | 0.5370 | 0.7328 |
| 0.2411 | 63.3333 | 950 | 0.5370 | 0.6762 | 0.5370 | 0.7328 |
| 0.2411 | 63.4667 | 952 | 0.5383 | 0.6762 | 0.5383 | 0.7337 |
| 0.2411 | 63.6 | 954 | 0.5426 | 0.6762 | 0.5426 | 0.7366 |
| 0.2411 | 63.7333 | 956 | 0.5529 | 0.6903 | 0.5529 | 0.7436 |
| 0.2411 | 63.8667 | 958 | 0.5613 | 0.6894 | 0.5613 | 0.7492 |
| 0.2411 | 64.0 | 960 | 0.5681 | 0.6779 | 0.5681 | 0.7537 |
| 0.2411 | 64.1333 | 962 | 0.5788 | 0.6993 | 0.5788 | 0.7608 |
| 0.2411 | 64.2667 | 964 | 0.5917 | 0.6900 | 0.5917 | 0.7692 |
| 0.2411 | 64.4 | 966 | 0.6035 | 0.6647 | 0.6035 | 0.7769 |
| 0.2411 | 64.5333 | 968 | 0.6115 | 0.6815 | 0.6115 | 0.7820 |
| 0.2411 | 64.6667 | 970 | 0.5993 | 0.6647 | 0.5993 | 0.7741 |
| 0.2411 | 64.8 | 972 | 0.5762 | 0.6555 | 0.5762 | 0.7591 |
| 0.2411 | 64.9333 | 974 | 0.5612 | 0.6970 | 0.5612 | 0.7491 |
| 0.2411 | 65.0667 | 976 | 0.5561 | 0.6729 | 0.5561 | 0.7457 |
| 0.2411 | 65.2 | 978 | 0.5579 | 0.6627 | 0.5579 | 0.7469 |
| 0.2411 | 65.3333 | 980 | 0.5606 | 0.6627 | 0.5606 | 0.7487 |
| 0.2411 | 65.4667 | 982 | 0.5592 | 0.6729 | 0.5592 | 0.7478 |
| 0.2411 | 65.6 | 984 | 0.5610 | 0.6729 | 0.5610 | 0.7490 |
| 0.2411 | 65.7333 | 986 | 0.5649 | 0.6970 | 0.5649 | 0.7516 |
| 0.2411 | 65.8667 | 988 | 0.5690 | 0.6857 | 0.5690 | 0.7543 |
| 0.2411 | 66.0 | 990 | 0.5714 | 0.6704 | 0.5714 | 0.7559 |
| 0.2411 | 66.1333 | 992 | 0.5671 | 0.6814 | 0.5671 | 0.7531 |
| 0.2411 | 66.2667 | 994 | 0.5661 | 0.6772 | 0.5661 | 0.7524 |
| 0.2411 | 66.4 | 996 | 0.5632 | 0.6814 | 0.5632 | 0.7505 |
| 0.2411 | 66.5333 | 998 | 0.5645 | 0.6772 | 0.5645 | 0.7514 |
| 0.0493 | 66.6667 | 1000 | 0.5668 | 0.6695 | 0.5668 | 0.7529 |
| 0.0493 | 66.8 | 1002 | 0.5697 | 0.6695 | 0.5697 | 0.7548 |
| 0.0493 | 66.9333 | 1004 | 0.5638 | 0.6806 | 0.5638 | 0.7509 |
| 0.0493 | 67.0667 | 1006 | 0.5581 | 0.7009 | 0.5581 | 0.7471 |
| 0.0493 | 67.2 | 1008 | 0.5562 | 0.7009 | 0.5562 | 0.7458 |
| 0.0493 | 67.3333 | 1010 | 0.5546 | 0.6903 | 0.5546 | 0.7447 |
| 0.0493 | 67.4667 | 1012 | 0.5560 | 0.6903 | 0.5560 | 0.7457 |
| 0.0493 | 67.6 | 1014 | 0.5585 | 0.7009 | 0.5585 | 0.7473 |
| 0.0493 | 67.7333 | 1016 | 0.5615 | 0.6962 | 0.5615 | 0.7493 |
| 0.0493 | 67.8667 | 1018 | 0.5659 | 0.6916 | 0.5659 | 0.7522 |
| 0.0493 | 68.0 | 1020 | 0.5723 | 0.6446 | 0.5723 | 0.7565 |
| 0.0493 | 68.1333 | 1022 | 0.5817 | 0.6446 | 0.5817 | 0.7627 |
| 0.0493 | 68.2667 | 1024 | 0.5918 | 0.6647 | 0.5918 | 0.7693 |
| 0.0493 | 68.4 | 1026 | 0.5931 | 0.6464 | 0.5931 | 0.7701 |
| 0.0493 | 68.5333 | 1028 | 0.5875 | 0.6687 | 0.5875 | 0.7665 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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Model tree for MayBashendy/ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k4_task5_organization
Base model
aubmindlab/bert-base-arabertv02