ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task1_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: 0.5861
- Qwk: 0.7329
- Mse: 0.5861
- Rmse: 0.7656
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 | 0.0163 | 2 | 5.3154 | -0.0235 | 5.3154 | 2.3055 |
| No log | 0.0325 | 4 | 3.2322 | 0.0718 | 3.2322 | 1.7978 |
| No log | 0.0488 | 6 | 1.9728 | 0.1162 | 1.9728 | 1.4046 |
| No log | 0.0650 | 8 | 1.5347 | 0.0981 | 1.5347 | 1.2388 |
| No log | 0.0813 | 10 | 1.3139 | 0.1922 | 1.3139 | 1.1462 |
| No log | 0.0976 | 12 | 1.1477 | 0.2919 | 1.1477 | 1.0713 |
| No log | 0.1138 | 14 | 1.1217 | 0.2899 | 1.1217 | 1.0591 |
| No log | 0.1301 | 16 | 1.3309 | 0.1168 | 1.3309 | 1.1536 |
| No log | 0.1463 | 18 | 2.2433 | 0.0064 | 2.2433 | 1.4978 |
| No log | 0.1626 | 20 | 2.2013 | 0.0188 | 2.2013 | 1.4837 |
| No log | 0.1789 | 22 | 1.5633 | 0.0402 | 1.5633 | 1.2503 |
| No log | 0.1951 | 24 | 1.2947 | 0.1149 | 1.2947 | 1.1379 |
| No log | 0.2114 | 26 | 1.1279 | 0.3802 | 1.1279 | 1.0620 |
| No log | 0.2276 | 28 | 1.0574 | 0.3535 | 1.0574 | 1.0283 |
| No log | 0.2439 | 30 | 1.0485 | 0.3912 | 1.0485 | 1.0240 |
| No log | 0.2602 | 32 | 1.1231 | 0.2839 | 1.1231 | 1.0598 |
| No log | 0.2764 | 34 | 1.3663 | 0.1031 | 1.3663 | 1.1689 |
| No log | 0.2927 | 36 | 1.8536 | 0.1095 | 1.8536 | 1.3615 |
| No log | 0.3089 | 38 | 2.1459 | 0.2361 | 2.1459 | 1.4649 |
| No log | 0.3252 | 40 | 2.1449 | 0.2257 | 2.1449 | 1.4646 |
| No log | 0.3415 | 42 | 1.9316 | 0.2278 | 1.9316 | 1.3898 |
| No log | 0.3577 | 44 | 1.6474 | 0.1694 | 1.6474 | 1.2835 |
| No log | 0.3740 | 46 | 1.5407 | 0.1625 | 1.5407 | 1.2413 |
| No log | 0.3902 | 48 | 1.6441 | 0.1538 | 1.6441 | 1.2822 |
| No log | 0.4065 | 50 | 1.5616 | 0.1523 | 1.5616 | 1.2497 |
| No log | 0.4228 | 52 | 1.4223 | 0.1686 | 1.4223 | 1.1926 |
| No log | 0.4390 | 54 | 1.4911 | 0.1681 | 1.4911 | 1.2211 |
| No log | 0.4553 | 56 | 1.6743 | 0.2209 | 1.6743 | 1.2939 |
| No log | 0.4715 | 58 | 1.8491 | 0.2557 | 1.8491 | 1.3598 |
| No log | 0.4878 | 60 | 2.3389 | 0.2273 | 2.3389 | 1.5293 |
| No log | 0.5041 | 62 | 2.4523 | 0.1954 | 2.4523 | 1.5660 |
| No log | 0.5203 | 64 | 2.0513 | 0.2855 | 2.0513 | 1.4322 |
| No log | 0.5366 | 66 | 1.4857 | 0.2486 | 1.4857 | 1.2189 |
| No log | 0.5528 | 68 | 0.9729 | 0.4218 | 0.9729 | 0.9864 |
| No log | 0.5691 | 70 | 0.8030 | 0.4680 | 0.8030 | 0.8961 |
| No log | 0.5854 | 72 | 0.7659 | 0.5480 | 0.7659 | 0.8752 |
| No log | 0.6016 | 74 | 0.7666 | 0.5290 | 0.7666 | 0.8755 |
| No log | 0.6179 | 76 | 0.7455 | 0.5854 | 0.7455 | 0.8634 |
| No log | 0.6341 | 78 | 0.7954 | 0.5449 | 0.7954 | 0.8918 |
| No log | 0.6504 | 80 | 0.8371 | 0.5658 | 0.8371 | 0.9150 |
| No log | 0.6667 | 82 | 0.8805 | 0.5593 | 0.8805 | 0.9383 |
| No log | 0.6829 | 84 | 1.0179 | 0.5140 | 1.0179 | 1.0089 |
| No log | 0.6992 | 86 | 1.4725 | 0.4972 | 1.4725 | 1.2135 |
| No log | 0.7154 | 88 | 1.5792 | 0.4800 | 1.5792 | 1.2566 |
| No log | 0.7317 | 90 | 1.5286 | 0.4775 | 1.5286 | 1.2363 |
| No log | 0.7480 | 92 | 1.1714 | 0.5344 | 1.1714 | 1.0823 |
| No log | 0.7642 | 94 | 0.8718 | 0.5764 | 0.8718 | 0.9337 |
| No log | 0.7805 | 96 | 0.8285 | 0.5846 | 0.8285 | 0.9102 |
| No log | 0.7967 | 98 | 0.7833 | 0.6288 | 0.7833 | 0.8850 |
| No log | 0.8130 | 100 | 0.7530 | 0.6477 | 0.7530 | 0.8677 |
| No log | 0.8293 | 102 | 0.7402 | 0.6650 | 0.7402 | 0.8604 |
| No log | 0.8455 | 104 | 0.7242 | 0.6890 | 0.7242 | 0.8510 |
| No log | 0.8618 | 106 | 0.7083 | 0.6644 | 0.7083 | 0.8416 |
| No log | 0.8780 | 108 | 0.6599 | 0.6833 | 0.6599 | 0.8124 |
| No log | 0.8943 | 110 | 0.6242 | 0.6994 | 0.6242 | 0.7901 |
| No log | 0.9106 | 112 | 0.6372 | 0.7132 | 0.6372 | 0.7983 |
| No log | 0.9268 | 114 | 0.5780 | 0.7207 | 0.5780 | 0.7602 |
| No log | 0.9431 | 116 | 0.6276 | 0.6971 | 0.6276 | 0.7922 |
| No log | 0.9593 | 118 | 0.6585 | 0.6671 | 0.6585 | 0.8115 |
| No log | 0.9756 | 120 | 0.6562 | 0.6828 | 0.6562 | 0.8101 |
| No log | 0.9919 | 122 | 0.6785 | 0.7133 | 0.6785 | 0.8237 |
| No log | 1.0081 | 124 | 0.7136 | 0.6587 | 0.7136 | 0.8448 |
| No log | 1.0244 | 126 | 0.7001 | 0.6820 | 0.7001 | 0.8367 |
| No log | 1.0407 | 128 | 0.6791 | 0.6765 | 0.6791 | 0.8241 |
| No log | 1.0569 | 130 | 0.7297 | 0.6754 | 0.7297 | 0.8542 |
| No log | 1.0732 | 132 | 0.7849 | 0.6415 | 0.7849 | 0.8860 |
| No log | 1.0894 | 134 | 0.7645 | 0.6439 | 0.7645 | 0.8743 |
| No log | 1.1057 | 136 | 0.6769 | 0.6998 | 0.6769 | 0.8228 |
| No log | 1.1220 | 138 | 0.6100 | 0.7197 | 0.6100 | 0.7811 |
| No log | 1.1382 | 140 | 0.6178 | 0.7512 | 0.6178 | 0.7860 |
| No log | 1.1545 | 142 | 0.6268 | 0.7273 | 0.6268 | 0.7917 |
| No log | 1.1707 | 144 | 0.6446 | 0.7134 | 0.6446 | 0.8029 |
| No log | 1.1870 | 146 | 0.6449 | 0.7203 | 0.6449 | 0.8031 |
| No log | 1.2033 | 148 | 0.6732 | 0.6866 | 0.6732 | 0.8205 |
| No log | 1.2195 | 150 | 0.7015 | 0.6476 | 0.7015 | 0.8376 |
| No log | 1.2358 | 152 | 0.6727 | 0.6681 | 0.6727 | 0.8202 |
| No log | 1.2520 | 154 | 0.6721 | 0.6635 | 0.6721 | 0.8198 |
| No log | 1.2683 | 156 | 0.6574 | 0.6919 | 0.6574 | 0.8108 |
| No log | 1.2846 | 158 | 0.6348 | 0.7037 | 0.6348 | 0.7967 |
| No log | 1.3008 | 160 | 0.6469 | 0.7387 | 0.6469 | 0.8043 |
| No log | 1.3171 | 162 | 0.6417 | 0.7006 | 0.6417 | 0.8011 |
| No log | 1.3333 | 164 | 0.6796 | 0.7326 | 0.6796 | 0.8244 |
| No log | 1.3496 | 166 | 0.8440 | 0.6471 | 0.8440 | 0.9187 |
| No log | 1.3659 | 168 | 0.9401 | 0.6055 | 0.9401 | 0.9696 |
| No log | 1.3821 | 170 | 0.8551 | 0.6253 | 0.8551 | 0.9247 |
| No log | 1.3984 | 172 | 0.7079 | 0.7079 | 0.7079 | 0.8413 |
| No log | 1.4146 | 174 | 0.6338 | 0.7292 | 0.6338 | 0.7961 |
| No log | 1.4309 | 176 | 0.7138 | 0.6976 | 0.7138 | 0.8448 |
| No log | 1.4472 | 178 | 0.7645 | 0.6633 | 0.7645 | 0.8744 |
| No log | 1.4634 | 180 | 0.6505 | 0.7251 | 0.6505 | 0.8066 |
| No log | 1.4797 | 182 | 0.6278 | 0.7196 | 0.6278 | 0.7923 |
| No log | 1.4959 | 184 | 0.8452 | 0.6055 | 0.8452 | 0.9193 |
| No log | 1.5122 | 186 | 0.9443 | 0.5787 | 0.9443 | 0.9718 |
| No log | 1.5285 | 188 | 0.8692 | 0.6073 | 0.8692 | 0.9323 |
| No log | 1.5447 | 190 | 0.7313 | 0.6329 | 0.7313 | 0.8552 |
| No log | 1.5610 | 192 | 0.6719 | 0.6199 | 0.6719 | 0.8197 |
| No log | 1.5772 | 194 | 0.6739 | 0.5998 | 0.6739 | 0.8209 |
| No log | 1.5935 | 196 | 0.6747 | 0.6558 | 0.6747 | 0.8214 |
| No log | 1.6098 | 198 | 0.6809 | 0.6712 | 0.6809 | 0.8252 |
| No log | 1.6260 | 200 | 0.8209 | 0.6047 | 0.8209 | 0.9060 |
| No log | 1.6423 | 202 | 0.8597 | 0.6043 | 0.8597 | 0.9272 |
| No log | 1.6585 | 204 | 0.7596 | 0.6516 | 0.7596 | 0.8716 |
| No log | 1.6748 | 206 | 0.6680 | 0.6689 | 0.6680 | 0.8173 |
| No log | 1.6911 | 208 | 0.7110 | 0.6426 | 0.7110 | 0.8432 |
| No log | 1.7073 | 210 | 0.7425 | 0.6393 | 0.7425 | 0.8617 |
| No log | 1.7236 | 212 | 0.6866 | 0.6972 | 0.6866 | 0.8286 |
| No log | 1.7398 | 214 | 0.6597 | 0.6959 | 0.6597 | 0.8122 |
| No log | 1.7561 | 216 | 0.7021 | 0.6568 | 0.7021 | 0.8379 |
| No log | 1.7724 | 218 | 0.7113 | 0.6590 | 0.7113 | 0.8434 |
| No log | 1.7886 | 220 | 0.7262 | 0.6485 | 0.7262 | 0.8522 |
| No log | 1.8049 | 222 | 0.7668 | 0.6076 | 0.7668 | 0.8757 |
| No log | 1.8211 | 224 | 0.7731 | 0.6224 | 0.7731 | 0.8793 |
| No log | 1.8374 | 226 | 0.7966 | 0.6284 | 0.7966 | 0.8925 |
| No log | 1.8537 | 228 | 0.7097 | 0.6399 | 0.7097 | 0.8425 |
| No log | 1.8699 | 230 | 0.6548 | 0.6624 | 0.6548 | 0.8092 |
| No log | 1.8862 | 232 | 0.6614 | 0.6383 | 0.6614 | 0.8133 |
| No log | 1.9024 | 234 | 0.6321 | 0.6875 | 0.6321 | 0.7951 |
| No log | 1.9187 | 236 | 0.6010 | 0.7325 | 0.6010 | 0.7753 |
| No log | 1.9350 | 238 | 0.6074 | 0.7407 | 0.6074 | 0.7793 |
| No log | 1.9512 | 240 | 0.6527 | 0.7323 | 0.6527 | 0.8079 |
| No log | 1.9675 | 242 | 0.6523 | 0.7334 | 0.6523 | 0.8077 |
| No log | 1.9837 | 244 | 0.6682 | 0.6968 | 0.6682 | 0.8174 |
| No log | 2.0 | 246 | 0.6617 | 0.6676 | 0.6617 | 0.8135 |
| No log | 2.0163 | 248 | 0.6345 | 0.7088 | 0.6345 | 0.7966 |
| No log | 2.0325 | 250 | 0.6162 | 0.6974 | 0.6162 | 0.7850 |
| No log | 2.0488 | 252 | 0.6126 | 0.7014 | 0.6126 | 0.7827 |
| No log | 2.0650 | 254 | 0.5966 | 0.7157 | 0.5966 | 0.7724 |
| No log | 2.0813 | 256 | 0.6025 | 0.7275 | 0.6025 | 0.7762 |
| No log | 2.0976 | 258 | 0.6294 | 0.7227 | 0.6294 | 0.7933 |
| No log | 2.1138 | 260 | 0.6001 | 0.7483 | 0.6001 | 0.7746 |
| No log | 2.1301 | 262 | 0.5708 | 0.7412 | 0.5708 | 0.7555 |
| No log | 2.1463 | 264 | 0.5728 | 0.7391 | 0.5728 | 0.7568 |
| No log | 2.1626 | 266 | 0.5949 | 0.7369 | 0.5949 | 0.7713 |
| No log | 2.1789 | 268 | 0.6093 | 0.7238 | 0.6093 | 0.7806 |
| No log | 2.1951 | 270 | 0.5842 | 0.7324 | 0.5842 | 0.7643 |
| No log | 2.2114 | 272 | 0.5646 | 0.7324 | 0.5646 | 0.7514 |
| No log | 2.2276 | 274 | 0.5650 | 0.7289 | 0.5650 | 0.7516 |
| No log | 2.2439 | 276 | 0.5619 | 0.7146 | 0.5619 | 0.7496 |
| No log | 2.2602 | 278 | 0.5801 | 0.7361 | 0.5801 | 0.7616 |
| No log | 2.2764 | 280 | 0.5535 | 0.7453 | 0.5535 | 0.7440 |
| No log | 2.2927 | 282 | 0.5336 | 0.7461 | 0.5336 | 0.7305 |
| No log | 2.3089 | 284 | 0.5787 | 0.7527 | 0.5787 | 0.7608 |
| No log | 2.3252 | 286 | 0.6681 | 0.6897 | 0.6681 | 0.8174 |
| No log | 2.3415 | 288 | 0.7810 | 0.6437 | 0.7810 | 0.8838 |
| No log | 2.3577 | 290 | 0.7269 | 0.6482 | 0.7269 | 0.8526 |
| No log | 2.3740 | 292 | 0.6480 | 0.7041 | 0.6480 | 0.8050 |
| No log | 2.3902 | 294 | 0.6657 | 0.6594 | 0.6657 | 0.8159 |
| No log | 2.4065 | 296 | 0.7100 | 0.6525 | 0.7100 | 0.8426 |
| No log | 2.4228 | 298 | 0.7913 | 0.5884 | 0.7913 | 0.8895 |
| No log | 2.4390 | 300 | 0.8066 | 0.5884 | 0.8066 | 0.8981 |
| No log | 2.4553 | 302 | 0.7068 | 0.6726 | 0.7068 | 0.8407 |
| No log | 2.4715 | 304 | 0.5932 | 0.7642 | 0.5932 | 0.7702 |
| No log | 2.4878 | 306 | 0.6042 | 0.7143 | 0.6042 | 0.7773 |
| No log | 2.5041 | 308 | 0.6390 | 0.6826 | 0.6390 | 0.7994 |
| No log | 2.5203 | 310 | 0.6022 | 0.7103 | 0.6022 | 0.7760 |
| No log | 2.5366 | 312 | 0.5836 | 0.7476 | 0.5836 | 0.7639 |
| No log | 2.5528 | 314 | 0.6880 | 0.6962 | 0.6880 | 0.8294 |
| No log | 2.5691 | 316 | 0.7229 | 0.6637 | 0.7229 | 0.8503 |
| No log | 2.5854 | 318 | 0.6719 | 0.6834 | 0.6719 | 0.8197 |
| No log | 2.6016 | 320 | 0.6285 | 0.6815 | 0.6285 | 0.7928 |
| No log | 2.6179 | 322 | 0.6202 | 0.7016 | 0.6202 | 0.7875 |
| No log | 2.6341 | 324 | 0.5908 | 0.7176 | 0.5908 | 0.7687 |
| No log | 2.6504 | 326 | 0.5966 | 0.7299 | 0.5966 | 0.7724 |
| No log | 2.6667 | 328 | 0.7114 | 0.6688 | 0.7114 | 0.8435 |
| No log | 2.6829 | 330 | 0.8413 | 0.6284 | 0.8413 | 0.9172 |
| No log | 2.6992 | 332 | 0.8707 | 0.6336 | 0.8707 | 0.9331 |
| No log | 2.7154 | 334 | 0.7578 | 0.6422 | 0.7578 | 0.8705 |
| No log | 2.7317 | 336 | 0.6904 | 0.7067 | 0.6904 | 0.8309 |
| No log | 2.7480 | 338 | 0.6202 | 0.7102 | 0.6202 | 0.7875 |
| No log | 2.7642 | 340 | 0.5539 | 0.7609 | 0.5539 | 0.7442 |
| No log | 2.7805 | 342 | 0.5448 | 0.7766 | 0.5448 | 0.7381 |
| No log | 2.7967 | 344 | 0.5449 | 0.7784 | 0.5449 | 0.7382 |
| No log | 2.8130 | 346 | 0.5574 | 0.7394 | 0.5574 | 0.7466 |
| No log | 2.8293 | 348 | 0.6731 | 0.7170 | 0.6731 | 0.8205 |
| No log | 2.8455 | 350 | 0.8005 | 0.6476 | 0.8005 | 0.8947 |
| No log | 2.8618 | 352 | 0.8020 | 0.6592 | 0.8020 | 0.8955 |
| No log | 2.8780 | 354 | 0.6716 | 0.7045 | 0.6716 | 0.8195 |
| No log | 2.8943 | 356 | 0.5600 | 0.7461 | 0.5600 | 0.7483 |
| No log | 2.9106 | 358 | 0.5368 | 0.7555 | 0.5368 | 0.7327 |
| No log | 2.9268 | 360 | 0.5254 | 0.7462 | 0.5254 | 0.7248 |
| No log | 2.9431 | 362 | 0.5315 | 0.7549 | 0.5315 | 0.7291 |
| No log | 2.9593 | 364 | 0.5276 | 0.7397 | 0.5276 | 0.7263 |
| No log | 2.9756 | 366 | 0.5380 | 0.7372 | 0.5380 | 0.7335 |
| No log | 2.9919 | 368 | 0.5523 | 0.7359 | 0.5523 | 0.7431 |
| No log | 3.0081 | 370 | 0.5604 | 0.7470 | 0.5604 | 0.7486 |
| No log | 3.0244 | 372 | 0.5692 | 0.7404 | 0.5692 | 0.7545 |
| No log | 3.0407 | 374 | 0.5746 | 0.7377 | 0.5746 | 0.7580 |
| No log | 3.0569 | 376 | 0.5661 | 0.7273 | 0.5661 | 0.7524 |
| No log | 3.0732 | 378 | 0.5693 | 0.7226 | 0.5693 | 0.7545 |
| No log | 3.0894 | 380 | 0.5816 | 0.7348 | 0.5816 | 0.7626 |
| No log | 3.1057 | 382 | 0.5549 | 0.7698 | 0.5549 | 0.7449 |
| No log | 3.1220 | 384 | 0.5384 | 0.7766 | 0.5384 | 0.7338 |
| No log | 3.1382 | 386 | 0.5411 | 0.7534 | 0.5411 | 0.7356 |
| No log | 3.1545 | 388 | 0.5649 | 0.7267 | 0.5649 | 0.7516 |
| No log | 3.1707 | 390 | 0.6396 | 0.7034 | 0.6396 | 0.7997 |
| No log | 3.1870 | 392 | 0.7041 | 0.6920 | 0.7041 | 0.8391 |
| No log | 3.2033 | 394 | 0.6787 | 0.6903 | 0.6787 | 0.8238 |
| No log | 3.2195 | 396 | 0.6498 | 0.7080 | 0.6498 | 0.8061 |
| No log | 3.2358 | 398 | 0.6188 | 0.7330 | 0.6188 | 0.7866 |
| No log | 3.2520 | 400 | 0.6393 | 0.7193 | 0.6393 | 0.7995 |
| No log | 3.2683 | 402 | 0.6464 | 0.7133 | 0.6464 | 0.8040 |
| No log | 3.2846 | 404 | 0.6076 | 0.7371 | 0.6076 | 0.7795 |
| No log | 3.3008 | 406 | 0.6052 | 0.7361 | 0.6052 | 0.7779 |
| No log | 3.3171 | 408 | 0.6344 | 0.7097 | 0.6344 | 0.7965 |
| No log | 3.3333 | 410 | 0.6709 | 0.7009 | 0.6709 | 0.8191 |
| No log | 3.3496 | 412 | 0.6265 | 0.7117 | 0.6265 | 0.7915 |
| No log | 3.3659 | 414 | 0.5933 | 0.7382 | 0.5933 | 0.7702 |
| No log | 3.3821 | 416 | 0.5525 | 0.7494 | 0.5525 | 0.7433 |
| No log | 3.3984 | 418 | 0.5403 | 0.7654 | 0.5403 | 0.7350 |
| No log | 3.4146 | 420 | 0.5446 | 0.7692 | 0.5446 | 0.7379 |
| No log | 3.4309 | 422 | 0.5549 | 0.7587 | 0.5549 | 0.7449 |
| No log | 3.4472 | 424 | 0.5771 | 0.7511 | 0.5771 | 0.7597 |
| No log | 3.4634 | 426 | 0.6115 | 0.7447 | 0.6115 | 0.7820 |
| No log | 3.4797 | 428 | 0.6503 | 0.7300 | 0.6503 | 0.8064 |
| No log | 3.4959 | 430 | 0.6161 | 0.7365 | 0.6161 | 0.7849 |
| No log | 3.5122 | 432 | 0.5727 | 0.7502 | 0.5727 | 0.7568 |
| No log | 3.5285 | 434 | 0.5791 | 0.7439 | 0.5791 | 0.7610 |
| No log | 3.5447 | 436 | 0.6159 | 0.7219 | 0.6159 | 0.7848 |
| No log | 3.5610 | 438 | 0.6138 | 0.7234 | 0.6138 | 0.7834 |
| No log | 3.5772 | 440 | 0.6110 | 0.7077 | 0.6110 | 0.7816 |
| No log | 3.5935 | 442 | 0.6189 | 0.6742 | 0.6189 | 0.7867 |
| No log | 3.6098 | 444 | 0.6118 | 0.6814 | 0.6118 | 0.7821 |
| No log | 3.6260 | 446 | 0.6258 | 0.6926 | 0.6258 | 0.7911 |
| No log | 3.6423 | 448 | 0.6291 | 0.6926 | 0.6291 | 0.7932 |
| No log | 3.6585 | 450 | 0.6144 | 0.7019 | 0.6144 | 0.7839 |
| No log | 3.6748 | 452 | 0.6041 | 0.7218 | 0.6041 | 0.7773 |
| No log | 3.6911 | 454 | 0.6127 | 0.7106 | 0.6127 | 0.7828 |
| No log | 3.7073 | 456 | 0.6488 | 0.7188 | 0.6488 | 0.8055 |
| No log | 3.7236 | 458 | 0.6758 | 0.7063 | 0.6758 | 0.8221 |
| No log | 3.7398 | 460 | 0.7033 | 0.6808 | 0.7033 | 0.8387 |
| No log | 3.7561 | 462 | 0.7442 | 0.6595 | 0.7442 | 0.8627 |
| No log | 3.7724 | 464 | 0.7794 | 0.6625 | 0.7794 | 0.8829 |
| No log | 3.7886 | 466 | 0.7842 | 0.6533 | 0.7842 | 0.8856 |
| No log | 3.8049 | 468 | 0.7261 | 0.6638 | 0.7261 | 0.8521 |
| No log | 3.8211 | 470 | 0.6909 | 0.6782 | 0.6909 | 0.8312 |
| No log | 3.8374 | 472 | 0.7024 | 0.6725 | 0.7024 | 0.8381 |
| No log | 3.8537 | 474 | 0.7048 | 0.6654 | 0.7048 | 0.8395 |
| No log | 3.8699 | 476 | 0.7595 | 0.6381 | 0.7595 | 0.8715 |
| No log | 3.8862 | 478 | 0.8440 | 0.5959 | 0.8440 | 0.9187 |
| No log | 3.9024 | 480 | 0.8539 | 0.5959 | 0.8539 | 0.9241 |
| No log | 3.9187 | 482 | 0.7587 | 0.6170 | 0.7587 | 0.8710 |
| No log | 3.9350 | 484 | 0.6311 | 0.6956 | 0.6311 | 0.7944 |
| No log | 3.9512 | 486 | 0.5615 | 0.7355 | 0.5615 | 0.7493 |
| No log | 3.9675 | 488 | 0.5559 | 0.7740 | 0.5559 | 0.7456 |
| No log | 3.9837 | 490 | 0.5525 | 0.7586 | 0.5525 | 0.7433 |
| No log | 4.0 | 492 | 0.5590 | 0.7517 | 0.5590 | 0.7476 |
| No log | 4.0163 | 494 | 0.6181 | 0.7243 | 0.6181 | 0.7862 |
| No log | 4.0325 | 496 | 0.7374 | 0.6712 | 0.7374 | 0.8587 |
| No log | 4.0488 | 498 | 0.7573 | 0.6881 | 0.7573 | 0.8703 |
| 0.4358 | 4.0650 | 500 | 0.7281 | 0.6922 | 0.7281 | 0.8533 |
| 0.4358 | 4.0813 | 502 | 0.6802 | 0.7250 | 0.6802 | 0.8248 |
| 0.4358 | 4.0976 | 504 | 0.6497 | 0.7319 | 0.6497 | 0.8061 |
| 0.4358 | 4.1138 | 506 | 0.6082 | 0.7281 | 0.6082 | 0.7799 |
| 0.4358 | 4.1301 | 508 | 0.5895 | 0.7287 | 0.5895 | 0.7678 |
| 0.4358 | 4.1463 | 510 | 0.5900 | 0.7221 | 0.5900 | 0.7681 |
| 0.4358 | 4.1626 | 512 | 0.5862 | 0.7175 | 0.5862 | 0.7657 |
| 0.4358 | 4.1789 | 514 | 0.6126 | 0.7124 | 0.6126 | 0.7827 |
| 0.4358 | 4.1951 | 516 | 0.6607 | 0.7008 | 0.6607 | 0.8128 |
| 0.4358 | 4.2114 | 518 | 0.6735 | 0.6936 | 0.6735 | 0.8207 |
| 0.4358 | 4.2276 | 520 | 0.6102 | 0.6977 | 0.6102 | 0.7811 |
| 0.4358 | 4.2439 | 522 | 0.5436 | 0.7241 | 0.5436 | 0.7373 |
| 0.4358 | 4.2602 | 524 | 0.5400 | 0.7167 | 0.5400 | 0.7348 |
| 0.4358 | 4.2764 | 526 | 0.5454 | 0.7275 | 0.5454 | 0.7385 |
| 0.4358 | 4.2927 | 528 | 0.5861 | 0.7071 | 0.5861 | 0.7656 |
| 0.4358 | 4.3089 | 530 | 0.6202 | 0.6957 | 0.6202 | 0.7875 |
| 0.4358 | 4.3252 | 532 | 0.5975 | 0.6991 | 0.5975 | 0.7730 |
| 0.4358 | 4.3415 | 534 | 0.5682 | 0.7054 | 0.5682 | 0.7538 |
| 0.4358 | 4.3577 | 536 | 0.6069 | 0.7093 | 0.6069 | 0.7790 |
| 0.4358 | 4.3740 | 538 | 0.6922 | 0.6971 | 0.6922 | 0.8320 |
| 0.4358 | 4.3902 | 540 | 0.6969 | 0.6873 | 0.6969 | 0.8348 |
| 0.4358 | 4.4065 | 542 | 0.6624 | 0.6990 | 0.6624 | 0.8139 |
| 0.4358 | 4.4228 | 544 | 0.6371 | 0.7077 | 0.6371 | 0.7982 |
| 0.4358 | 4.4390 | 546 | 0.5986 | 0.7329 | 0.5986 | 0.7737 |
| 0.4358 | 4.4553 | 548 | 0.5626 | 0.7426 | 0.5626 | 0.7500 |
| 0.4358 | 4.4715 | 550 | 0.5671 | 0.7521 | 0.5671 | 0.7531 |
| 0.4358 | 4.4878 | 552 | 0.6144 | 0.7036 | 0.6144 | 0.7838 |
| 0.4358 | 4.5041 | 554 | 0.6754 | 0.6871 | 0.6754 | 0.8218 |
| 0.4358 | 4.5203 | 556 | 0.7119 | 0.6667 | 0.7119 | 0.8437 |
| 0.4358 | 4.5366 | 558 | 0.7198 | 0.6301 | 0.7198 | 0.8484 |
| 0.4358 | 4.5528 | 560 | 0.6838 | 0.6805 | 0.6838 | 0.8269 |
| 0.4358 | 4.5691 | 562 | 0.7020 | 0.6776 | 0.7020 | 0.8378 |
| 0.4358 | 4.5854 | 564 | 0.7430 | 0.6494 | 0.7430 | 0.8620 |
| 0.4358 | 4.6016 | 566 | 0.7745 | 0.6555 | 0.7745 | 0.8800 |
| 0.4358 | 4.6179 | 568 | 0.7251 | 0.6671 | 0.7251 | 0.8515 |
| 0.4358 | 4.6341 | 570 | 0.6861 | 0.6904 | 0.6861 | 0.8283 |
| 0.4358 | 4.6504 | 572 | 0.6254 | 0.7227 | 0.6254 | 0.7908 |
| 0.4358 | 4.6667 | 574 | 0.5860 | 0.7313 | 0.5860 | 0.7655 |
| 0.4358 | 4.6829 | 576 | 0.5743 | 0.7251 | 0.5743 | 0.7579 |
| 0.4358 | 4.6992 | 578 | 0.5818 | 0.7267 | 0.5818 | 0.7628 |
| 0.4358 | 4.7154 | 580 | 0.6187 | 0.6889 | 0.6187 | 0.7866 |
| 0.4358 | 4.7317 | 582 | 0.6965 | 0.6553 | 0.6965 | 0.8346 |
| 0.4358 | 4.7480 | 584 | 0.7480 | 0.6482 | 0.7480 | 0.8649 |
| 0.4358 | 4.7642 | 586 | 0.7355 | 0.6528 | 0.7355 | 0.8576 |
| 0.4358 | 4.7805 | 588 | 0.6724 | 0.6626 | 0.6724 | 0.8200 |
| 0.4358 | 4.7967 | 590 | 0.5812 | 0.7247 | 0.5812 | 0.7623 |
| 0.4358 | 4.8130 | 592 | 0.5411 | 0.7512 | 0.5411 | 0.7356 |
| 0.4358 | 4.8293 | 594 | 0.5389 | 0.7406 | 0.5389 | 0.7341 |
| 0.4358 | 4.8455 | 596 | 0.5687 | 0.7185 | 0.5687 | 0.7541 |
| 0.4358 | 4.8618 | 598 | 0.6113 | 0.7196 | 0.6113 | 0.7818 |
| 0.4358 | 4.8780 | 600 | 0.6188 | 0.7334 | 0.6188 | 0.7867 |
| 0.4358 | 4.8943 | 602 | 0.5906 | 0.7275 | 0.5906 | 0.7685 |
| 0.4358 | 4.9106 | 604 | 0.5902 | 0.7215 | 0.5902 | 0.7683 |
| 0.4358 | 4.9268 | 606 | 0.5972 | 0.7071 | 0.5972 | 0.7728 |
| 0.4358 | 4.9431 | 608 | 0.5816 | 0.7262 | 0.5816 | 0.7626 |
| 0.4358 | 4.9593 | 610 | 0.5832 | 0.7177 | 0.5832 | 0.7637 |
| 0.4358 | 4.9756 | 612 | 0.5764 | 0.7177 | 0.5764 | 0.7592 |
| 0.4358 | 4.9919 | 614 | 0.5874 | 0.7070 | 0.5874 | 0.7664 |
| 0.4358 | 5.0081 | 616 | 0.5951 | 0.7196 | 0.5951 | 0.7714 |
| 0.4358 | 5.0244 | 618 | 0.5823 | 0.7185 | 0.5823 | 0.7631 |
| 0.4358 | 5.0407 | 620 | 0.5674 | 0.7343 | 0.5674 | 0.7533 |
| 0.4358 | 5.0569 | 622 | 0.5758 | 0.7122 | 0.5758 | 0.7588 |
| 0.4358 | 5.0732 | 624 | 0.6019 | 0.7224 | 0.6019 | 0.7758 |
| 0.4358 | 5.0894 | 626 | 0.6042 | 0.7099 | 0.6042 | 0.7773 |
| 0.4358 | 5.1057 | 628 | 0.5916 | 0.6995 | 0.5916 | 0.7692 |
| 0.4358 | 5.1220 | 630 | 0.5762 | 0.6856 | 0.5762 | 0.7591 |
| 0.4358 | 5.1382 | 632 | 0.5624 | 0.6878 | 0.5624 | 0.7500 |
| 0.4358 | 5.1545 | 634 | 0.5509 | 0.7486 | 0.5509 | 0.7422 |
| 0.4358 | 5.1707 | 636 | 0.5526 | 0.7539 | 0.5526 | 0.7434 |
| 0.4358 | 5.1870 | 638 | 0.5696 | 0.7157 | 0.5696 | 0.7547 |
| 0.4358 | 5.2033 | 640 | 0.5987 | 0.7179 | 0.5987 | 0.7738 |
| 0.4358 | 5.2195 | 642 | 0.6249 | 0.7274 | 0.6249 | 0.7905 |
| 0.4358 | 5.2358 | 644 | 0.6528 | 0.7051 | 0.6528 | 0.8079 |
| 0.4358 | 5.2520 | 646 | 0.6417 | 0.7120 | 0.6417 | 0.8010 |
| 0.4358 | 5.2683 | 648 | 0.6294 | 0.7150 | 0.6294 | 0.7933 |
| 0.4358 | 5.2846 | 650 | 0.6027 | 0.7281 | 0.6027 | 0.7764 |
| 0.4358 | 5.3008 | 652 | 0.5855 | 0.7451 | 0.5855 | 0.7652 |
| 0.4358 | 5.3171 | 654 | 0.5702 | 0.7521 | 0.5702 | 0.7551 |
| 0.4358 | 5.3333 | 656 | 0.5762 | 0.7468 | 0.5762 | 0.7591 |
| 0.4358 | 5.3496 | 658 | 0.5816 | 0.7515 | 0.5816 | 0.7626 |
| 0.4358 | 5.3659 | 660 | 0.5865 | 0.7533 | 0.5865 | 0.7658 |
| 0.4358 | 5.3821 | 662 | 0.5899 | 0.7341 | 0.5899 | 0.7680 |
| 0.4358 | 5.3984 | 664 | 0.6285 | 0.7132 | 0.6285 | 0.7928 |
| 0.4358 | 5.4146 | 666 | 0.6998 | 0.7067 | 0.6998 | 0.8365 |
| 0.4358 | 5.4309 | 668 | 0.7088 | 0.7067 | 0.7088 | 0.8419 |
| 0.4358 | 5.4472 | 670 | 0.6531 | 0.7171 | 0.6531 | 0.8081 |
| 0.4358 | 5.4634 | 672 | 0.5800 | 0.7313 | 0.5800 | 0.7616 |
| 0.4358 | 5.4797 | 674 | 0.5392 | 0.7240 | 0.5392 | 0.7343 |
| 0.4358 | 5.4959 | 676 | 0.5238 | 0.7338 | 0.5238 | 0.7237 |
| 0.4358 | 5.5122 | 678 | 0.5271 | 0.7338 | 0.5271 | 0.7260 |
| 0.4358 | 5.5285 | 680 | 0.5579 | 0.7114 | 0.5579 | 0.7469 |
| 0.4358 | 5.5447 | 682 | 0.6517 | 0.7098 | 0.6517 | 0.8073 |
| 0.4358 | 5.5610 | 684 | 0.7895 | 0.6290 | 0.7895 | 0.8885 |
| 0.4358 | 5.5772 | 686 | 0.9401 | 0.6216 | 0.9401 | 0.9696 |
| 0.4358 | 5.5935 | 688 | 0.9902 | 0.6086 | 0.9902 | 0.9951 |
| 0.4358 | 5.6098 | 690 | 0.9533 | 0.6224 | 0.9533 | 0.9764 |
| 0.4358 | 5.6260 | 692 | 0.8574 | 0.6298 | 0.8574 | 0.9259 |
| 0.4358 | 5.6423 | 694 | 0.7269 | 0.6353 | 0.7269 | 0.8526 |
| 0.4358 | 5.6585 | 696 | 0.6481 | 0.7196 | 0.6481 | 0.8050 |
| 0.4358 | 5.6748 | 698 | 0.5982 | 0.7172 | 0.5982 | 0.7734 |
| 0.4358 | 5.6911 | 700 | 0.5775 | 0.7140 | 0.5775 | 0.7600 |
| 0.4358 | 5.7073 | 702 | 0.5780 | 0.7116 | 0.5780 | 0.7603 |
| 0.4358 | 5.7236 | 704 | 0.5905 | 0.7151 | 0.5905 | 0.7684 |
| 0.4358 | 5.7398 | 706 | 0.6137 | 0.7351 | 0.6137 | 0.7834 |
| 0.4358 | 5.7561 | 708 | 0.6403 | 0.6845 | 0.6403 | 0.8002 |
| 0.4358 | 5.7724 | 710 | 0.6684 | 0.6819 | 0.6684 | 0.8176 |
| 0.4358 | 5.7886 | 712 | 0.6470 | 0.6705 | 0.6470 | 0.8044 |
| 0.4358 | 5.8049 | 714 | 0.6075 | 0.6620 | 0.6075 | 0.7794 |
| 0.4358 | 5.8211 | 716 | 0.5694 | 0.7053 | 0.5694 | 0.7546 |
| 0.4358 | 5.8374 | 718 | 0.5533 | 0.7579 | 0.5533 | 0.7438 |
| 0.4358 | 5.8537 | 720 | 0.5487 | 0.7515 | 0.5487 | 0.7407 |
| 0.4358 | 5.8699 | 722 | 0.5473 | 0.7565 | 0.5473 | 0.7398 |
| 0.4358 | 5.8862 | 724 | 0.5493 | 0.7316 | 0.5493 | 0.7412 |
| 0.4358 | 5.9024 | 726 | 0.5542 | 0.7310 | 0.5542 | 0.7444 |
| 0.4358 | 5.9187 | 728 | 0.5529 | 0.7310 | 0.5529 | 0.7435 |
| 0.4358 | 5.9350 | 730 | 0.5460 | 0.7277 | 0.5460 | 0.7389 |
| 0.4358 | 5.9512 | 732 | 0.5409 | 0.7562 | 0.5409 | 0.7355 |
| 0.4358 | 5.9675 | 734 | 0.5408 | 0.7316 | 0.5408 | 0.7354 |
| 0.4358 | 5.9837 | 736 | 0.5447 | 0.7083 | 0.5447 | 0.7380 |
| 0.4358 | 6.0 | 738 | 0.5659 | 0.7221 | 0.5659 | 0.7523 |
| 0.4358 | 6.0163 | 740 | 0.5828 | 0.7084 | 0.5828 | 0.7634 |
| 0.4358 | 6.0325 | 742 | 0.5965 | 0.7052 | 0.5965 | 0.7723 |
| 0.4358 | 6.0488 | 744 | 0.5835 | 0.7192 | 0.5835 | 0.7639 |
| 0.4358 | 6.0650 | 746 | 0.5578 | 0.7002 | 0.5578 | 0.7469 |
| 0.4358 | 6.0813 | 748 | 0.5587 | 0.7346 | 0.5587 | 0.7474 |
| 0.4358 | 6.0976 | 750 | 0.5590 | 0.7305 | 0.5590 | 0.7476 |
| 0.4358 | 6.1138 | 752 | 0.5476 | 0.7300 | 0.5476 | 0.7400 |
| 0.4358 | 6.1301 | 754 | 0.5449 | 0.7133 | 0.5449 | 0.7382 |
| 0.4358 | 6.1463 | 756 | 0.5476 | 0.7246 | 0.5476 | 0.7400 |
| 0.4358 | 6.1626 | 758 | 0.5584 | 0.7200 | 0.5584 | 0.7472 |
| 0.4358 | 6.1789 | 760 | 0.5704 | 0.7253 | 0.5704 | 0.7553 |
| 0.4358 | 6.1951 | 762 | 0.6189 | 0.7388 | 0.6189 | 0.7867 |
| 0.4358 | 6.2114 | 764 | 0.6450 | 0.7112 | 0.6450 | 0.8031 |
| 0.4358 | 6.2276 | 766 | 0.6400 | 0.7112 | 0.6400 | 0.8000 |
| 0.4358 | 6.2439 | 768 | 0.6106 | 0.7194 | 0.6106 | 0.7814 |
| 0.4358 | 6.2602 | 770 | 0.5827 | 0.7099 | 0.5827 | 0.7634 |
| 0.4358 | 6.2764 | 772 | 0.5652 | 0.7102 | 0.5652 | 0.7518 |
| 0.4358 | 6.2927 | 774 | 0.5735 | 0.7146 | 0.5735 | 0.7573 |
| 0.4358 | 6.3089 | 776 | 0.5982 | 0.6931 | 0.5982 | 0.7734 |
| 0.4358 | 6.3252 | 778 | 0.6185 | 0.7065 | 0.6185 | 0.7864 |
| 0.4358 | 6.3415 | 780 | 0.6280 | 0.7134 | 0.6280 | 0.7924 |
| 0.4358 | 6.3577 | 782 | 0.6153 | 0.7291 | 0.6153 | 0.7844 |
| 0.4358 | 6.3740 | 784 | 0.5873 | 0.7222 | 0.5873 | 0.7664 |
| 0.4358 | 6.3902 | 786 | 0.5791 | 0.7266 | 0.5791 | 0.7610 |
| 0.4358 | 6.4065 | 788 | 0.5759 | 0.7228 | 0.5759 | 0.7589 |
| 0.4358 | 6.4228 | 790 | 0.5784 | 0.7243 | 0.5784 | 0.7605 |
| 0.4358 | 6.4390 | 792 | 0.5998 | 0.7260 | 0.5998 | 0.7745 |
| 0.4358 | 6.4553 | 794 | 0.6230 | 0.7372 | 0.6230 | 0.7893 |
| 0.4358 | 6.4715 | 796 | 0.6412 | 0.7383 | 0.6412 | 0.8008 |
| 0.4358 | 6.4878 | 798 | 0.6364 | 0.7188 | 0.6364 | 0.7977 |
| 0.4358 | 6.5041 | 800 | 0.6083 | 0.7118 | 0.6083 | 0.7799 |
| 0.4358 | 6.5203 | 802 | 0.5924 | 0.7104 | 0.5924 | 0.7697 |
| 0.4358 | 6.5366 | 804 | 0.5970 | 0.6849 | 0.5970 | 0.7726 |
| 0.4358 | 6.5528 | 806 | 0.6054 | 0.6849 | 0.6054 | 0.7781 |
| 0.4358 | 6.5691 | 808 | 0.6094 | 0.6916 | 0.6094 | 0.7806 |
| 0.4358 | 6.5854 | 810 | 0.6007 | 0.6924 | 0.6007 | 0.7751 |
| 0.4358 | 6.6016 | 812 | 0.5866 | 0.7127 | 0.5866 | 0.7659 |
| 0.4358 | 6.6179 | 814 | 0.5950 | 0.7291 | 0.5950 | 0.7713 |
| 0.4358 | 6.6341 | 816 | 0.6123 | 0.7351 | 0.6123 | 0.7825 |
| 0.4358 | 6.6504 | 818 | 0.6030 | 0.7291 | 0.6030 | 0.7765 |
| 0.4358 | 6.6667 | 820 | 0.5848 | 0.7237 | 0.5848 | 0.7647 |
| 0.4358 | 6.6829 | 822 | 0.5856 | 0.7162 | 0.5856 | 0.7652 |
| 0.4358 | 6.6992 | 824 | 0.5754 | 0.7256 | 0.5754 | 0.7586 |
| 0.4358 | 6.7154 | 826 | 0.5760 | 0.7256 | 0.5760 | 0.7590 |
| 0.4358 | 6.7317 | 828 | 0.5824 | 0.7266 | 0.5824 | 0.7631 |
| 0.4358 | 6.7480 | 830 | 0.5798 | 0.7266 | 0.5798 | 0.7615 |
| 0.4358 | 6.7642 | 832 | 0.5806 | 0.7281 | 0.5806 | 0.7619 |
| 0.4358 | 6.7805 | 834 | 0.5873 | 0.7253 | 0.5873 | 0.7664 |
| 0.4358 | 6.7967 | 836 | 0.5778 | 0.7253 | 0.5778 | 0.7601 |
| 0.4358 | 6.8130 | 838 | 0.5667 | 0.7240 | 0.5667 | 0.7528 |
| 0.4358 | 6.8293 | 840 | 0.5692 | 0.7216 | 0.5692 | 0.7545 |
| 0.4358 | 6.8455 | 842 | 0.5722 | 0.7152 | 0.5722 | 0.7564 |
| 0.4358 | 6.8618 | 844 | 0.5898 | 0.7010 | 0.5898 | 0.7680 |
| 0.4358 | 6.8780 | 846 | 0.6217 | 0.6810 | 0.6217 | 0.7885 |
| 0.4358 | 6.8943 | 848 | 0.6594 | 0.6908 | 0.6594 | 0.8120 |
| 0.4358 | 6.9106 | 850 | 0.6788 | 0.6908 | 0.6788 | 0.8239 |
| 0.4358 | 6.9268 | 852 | 0.7004 | 0.6876 | 0.7004 | 0.8369 |
| 0.4358 | 6.9431 | 854 | 0.7051 | 0.6928 | 0.7051 | 0.8397 |
| 0.4358 | 6.9593 | 856 | 0.7006 | 0.7066 | 0.7006 | 0.8370 |
| 0.4358 | 6.9756 | 858 | 0.6608 | 0.7285 | 0.6608 | 0.8129 |
| 0.4358 | 6.9919 | 860 | 0.5995 | 0.7297 | 0.5995 | 0.7743 |
| 0.4358 | 7.0081 | 862 | 0.5766 | 0.7198 | 0.5766 | 0.7594 |
| 0.4358 | 7.0244 | 864 | 0.5752 | 0.7198 | 0.5752 | 0.7584 |
| 0.4358 | 7.0407 | 866 | 0.5807 | 0.7259 | 0.5807 | 0.7620 |
| 0.4358 | 7.0569 | 868 | 0.5851 | 0.7259 | 0.5851 | 0.7649 |
| 0.4358 | 7.0732 | 870 | 0.5781 | 0.7088 | 0.5781 | 0.7603 |
| 0.4358 | 7.0894 | 872 | 0.5693 | 0.7183 | 0.5693 | 0.7545 |
| 0.4358 | 7.1057 | 874 | 0.5701 | 0.7183 | 0.5701 | 0.7550 |
| 0.4358 | 7.1220 | 876 | 0.5601 | 0.7206 | 0.5601 | 0.7484 |
| 0.4358 | 7.1382 | 878 | 0.5473 | 0.7236 | 0.5473 | 0.7398 |
| 0.4358 | 7.1545 | 880 | 0.5408 | 0.7361 | 0.5408 | 0.7354 |
| 0.4358 | 7.1707 | 882 | 0.5416 | 0.7361 | 0.5416 | 0.7359 |
| 0.4358 | 7.1870 | 884 | 0.5537 | 0.7419 | 0.5537 | 0.7441 |
| 0.4358 | 7.2033 | 886 | 0.5742 | 0.7213 | 0.5742 | 0.7578 |
| 0.4358 | 7.2195 | 888 | 0.5961 | 0.7058 | 0.5961 | 0.7721 |
| 0.4358 | 7.2358 | 890 | 0.6195 | 0.7120 | 0.6195 | 0.7871 |
| 0.4358 | 7.2520 | 892 | 0.6254 | 0.7188 | 0.6254 | 0.7908 |
| 0.4358 | 7.2683 | 894 | 0.6076 | 0.7188 | 0.6076 | 0.7795 |
| 0.4358 | 7.2846 | 896 | 0.5810 | 0.7098 | 0.5810 | 0.7623 |
| 0.4358 | 7.3008 | 898 | 0.5575 | 0.7388 | 0.5575 | 0.7467 |
| 0.4358 | 7.3171 | 900 | 0.5503 | 0.7333 | 0.5503 | 0.7418 |
| 0.4358 | 7.3333 | 902 | 0.5507 | 0.7263 | 0.5507 | 0.7421 |
| 0.4358 | 7.3496 | 904 | 0.5559 | 0.7338 | 0.5559 | 0.7456 |
| 0.4358 | 7.3659 | 906 | 0.5621 | 0.7106 | 0.5621 | 0.7498 |
| 0.4358 | 7.3821 | 908 | 0.5616 | 0.7244 | 0.5616 | 0.7494 |
| 0.4358 | 7.3984 | 910 | 0.5638 | 0.7371 | 0.5638 | 0.7509 |
| 0.4358 | 7.4146 | 912 | 0.5700 | 0.7151 | 0.5700 | 0.7550 |
| 0.4358 | 7.4309 | 914 | 0.5784 | 0.7259 | 0.5784 | 0.7605 |
| 0.4358 | 7.4472 | 916 | 0.5819 | 0.7297 | 0.5819 | 0.7628 |
| 0.4358 | 7.4634 | 918 | 0.5829 | 0.7297 | 0.5829 | 0.7635 |
| 0.4358 | 7.4797 | 920 | 0.5972 | 0.7297 | 0.5972 | 0.7728 |
| 0.4358 | 7.4959 | 922 | 0.6133 | 0.7356 | 0.6133 | 0.7832 |
| 0.4358 | 7.5122 | 924 | 0.6198 | 0.7393 | 0.6198 | 0.7873 |
| 0.4358 | 7.5285 | 926 | 0.6201 | 0.7410 | 0.6201 | 0.7875 |
| 0.4358 | 7.5447 | 928 | 0.6147 | 0.7351 | 0.6147 | 0.7840 |
| 0.4358 | 7.5610 | 930 | 0.6172 | 0.7351 | 0.6172 | 0.7856 |
| 0.4358 | 7.5772 | 932 | 0.6239 | 0.7279 | 0.6239 | 0.7899 |
| 0.4358 | 7.5935 | 934 | 0.6425 | 0.7317 | 0.6425 | 0.8015 |
| 0.4358 | 7.6098 | 936 | 0.6576 | 0.7228 | 0.6576 | 0.8109 |
| 0.4358 | 7.6260 | 938 | 0.6560 | 0.7295 | 0.6560 | 0.8099 |
| 0.4358 | 7.6423 | 940 | 0.6610 | 0.7295 | 0.6610 | 0.8130 |
| 0.4358 | 7.6585 | 942 | 0.6843 | 0.7207 | 0.6843 | 0.8272 |
| 0.4358 | 7.6748 | 944 | 0.6812 | 0.7207 | 0.6812 | 0.8254 |
| 0.4358 | 7.6911 | 946 | 0.6583 | 0.7295 | 0.6583 | 0.8113 |
| 0.4358 | 7.7073 | 948 | 0.6276 | 0.7317 | 0.6276 | 0.7922 |
| 0.4358 | 7.7236 | 950 | 0.6089 | 0.7317 | 0.6089 | 0.7803 |
| 0.4358 | 7.7398 | 952 | 0.6118 | 0.7317 | 0.6118 | 0.7822 |
| 0.4358 | 7.7561 | 954 | 0.6021 | 0.7279 | 0.6021 | 0.7760 |
| 0.4358 | 7.7724 | 956 | 0.5972 | 0.7279 | 0.5972 | 0.7728 |
| 0.4358 | 7.7886 | 958 | 0.6116 | 0.7211 | 0.6116 | 0.7820 |
| 0.4358 | 7.8049 | 960 | 0.6267 | 0.7211 | 0.6267 | 0.7916 |
| 0.4358 | 7.8211 | 962 | 0.6244 | 0.7211 | 0.6244 | 0.7902 |
| 0.4358 | 7.8374 | 964 | 0.6158 | 0.7279 | 0.6158 | 0.7847 |
| 0.4358 | 7.8537 | 966 | 0.6255 | 0.7279 | 0.6255 | 0.7909 |
| 0.4358 | 7.8699 | 968 | 0.6431 | 0.7250 | 0.6431 | 0.8019 |
| 0.4358 | 7.8862 | 970 | 0.6331 | 0.7211 | 0.6331 | 0.7957 |
| 0.4358 | 7.9024 | 972 | 0.6244 | 0.7211 | 0.6244 | 0.7902 |
| 0.4358 | 7.9187 | 974 | 0.6233 | 0.7211 | 0.6233 | 0.7895 |
| 0.4358 | 7.9350 | 976 | 0.6033 | 0.7345 | 0.6033 | 0.7767 |
| 0.4358 | 7.9512 | 978 | 0.5976 | 0.7218 | 0.5976 | 0.7731 |
| 0.4358 | 7.9675 | 980 | 0.5844 | 0.7285 | 0.5844 | 0.7644 |
| 0.4358 | 7.9837 | 982 | 0.5576 | 0.7267 | 0.5576 | 0.7467 |
| 0.4358 | 8.0 | 984 | 0.5396 | 0.7179 | 0.5396 | 0.7345 |
| 0.4358 | 8.0163 | 986 | 0.5337 | 0.7246 | 0.5337 | 0.7306 |
| 0.4358 | 8.0325 | 988 | 0.5349 | 0.7201 | 0.5349 | 0.7314 |
| 0.4358 | 8.0488 | 990 | 0.5371 | 0.7263 | 0.5371 | 0.7329 |
| 0.4358 | 8.0650 | 992 | 0.5455 | 0.7236 | 0.5455 | 0.7386 |
| 0.4358 | 8.0813 | 994 | 0.5596 | 0.7269 | 0.5596 | 0.7481 |
| 0.4358 | 8.0976 | 996 | 0.5906 | 0.7366 | 0.5906 | 0.7685 |
| 0.4358 | 8.1138 | 998 | 0.6287 | 0.7317 | 0.6287 | 0.7929 |
| 0.0698 | 8.1301 | 1000 | 0.6703 | 0.7207 | 0.6703 | 0.8187 |
| 0.0698 | 8.1463 | 1002 | 0.7135 | 0.7029 | 0.7135 | 0.8447 |
| 0.0698 | 8.1626 | 1004 | 0.7306 | 0.6612 | 0.7306 | 0.8548 |
| 0.0698 | 8.1789 | 1006 | 0.7267 | 0.6701 | 0.7267 | 0.8525 |
| 0.0698 | 8.1951 | 1008 | 0.7011 | 0.7084 | 0.7011 | 0.8373 |
| 0.0698 | 8.2114 | 1010 | 0.6652 | 0.7273 | 0.6652 | 0.8156 |
| 0.0698 | 8.2276 | 1012 | 0.6354 | 0.7383 | 0.6354 | 0.7971 |
| 0.0698 | 8.2439 | 1014 | 0.6067 | 0.7366 | 0.6067 | 0.7789 |
| 0.0698 | 8.2602 | 1016 | 0.5875 | 0.7329 | 0.5875 | 0.7665 |
| 0.0698 | 8.2764 | 1018 | 0.5802 | 0.7351 | 0.5802 | 0.7617 |
| 0.0698 | 8.2927 | 1020 | 0.5631 | 0.7230 | 0.5631 | 0.7504 |
| 0.0698 | 8.3089 | 1022 | 0.5487 | 0.7325 | 0.5487 | 0.7408 |
| 0.0698 | 8.3252 | 1024 | 0.5329 | 0.7506 | 0.5329 | 0.7300 |
| 0.0698 | 8.3415 | 1026 | 0.5273 | 0.7469 | 0.5273 | 0.7261 |
| 0.0698 | 8.3577 | 1028 | 0.5293 | 0.7530 | 0.5293 | 0.7276 |
| 0.0698 | 8.3740 | 1030 | 0.5381 | 0.7398 | 0.5381 | 0.7336 |
| 0.0698 | 8.3902 | 1032 | 0.5476 | 0.7264 | 0.5476 | 0.7400 |
| 0.0698 | 8.4065 | 1034 | 0.5602 | 0.7341 | 0.5602 | 0.7485 |
| 0.0698 | 8.4228 | 1036 | 0.5867 | 0.7345 | 0.5867 | 0.7660 |
| 0.0698 | 8.4390 | 1038 | 0.6202 | 0.7250 | 0.6202 | 0.7875 |
| 0.0698 | 8.4553 | 1040 | 0.6383 | 0.7250 | 0.6383 | 0.7990 |
| 0.0698 | 8.4715 | 1042 | 0.6470 | 0.7250 | 0.6470 | 0.8044 |
| 0.0698 | 8.4878 | 1044 | 0.6566 | 0.7250 | 0.6566 | 0.8103 |
| 0.0698 | 8.5041 | 1046 | 0.6520 | 0.7250 | 0.6520 | 0.8075 |
| 0.0698 | 8.5203 | 1048 | 0.6372 | 0.7250 | 0.6372 | 0.7982 |
| 0.0698 | 8.5366 | 1050 | 0.6258 | 0.7250 | 0.6258 | 0.7911 |
| 0.0698 | 8.5528 | 1052 | 0.6011 | 0.7250 | 0.6011 | 0.7753 |
| 0.0698 | 8.5691 | 1054 | 0.5764 | 0.7211 | 0.5764 | 0.7592 |
| 0.0698 | 8.5854 | 1056 | 0.5574 | 0.7229 | 0.5574 | 0.7466 |
| 0.0698 | 8.6016 | 1058 | 0.5512 | 0.7181 | 0.5512 | 0.7424 |
| 0.0698 | 8.6179 | 1060 | 0.5541 | 0.7089 | 0.5541 | 0.7444 |
| 0.0698 | 8.6341 | 1062 | 0.5609 | 0.7107 | 0.5609 | 0.7489 |
| 0.0698 | 8.6504 | 1064 | 0.5720 | 0.7143 | 0.5720 | 0.7563 |
| 0.0698 | 8.6667 | 1066 | 0.5742 | 0.7211 | 0.5742 | 0.7578 |
| 0.0698 | 8.6829 | 1068 | 0.5677 | 0.7211 | 0.5677 | 0.7535 |
| 0.0698 | 8.6992 | 1070 | 0.5677 | 0.7211 | 0.5677 | 0.7535 |
| 0.0698 | 8.7154 | 1072 | 0.5674 | 0.7211 | 0.5674 | 0.7533 |
| 0.0698 | 8.7317 | 1074 | 0.5776 | 0.7211 | 0.5776 | 0.7600 |
| 0.0698 | 8.7480 | 1076 | 0.5822 | 0.7279 | 0.5822 | 0.7630 |
| 0.0698 | 8.7642 | 1078 | 0.5742 | 0.7279 | 0.5742 | 0.7578 |
| 0.0698 | 8.7805 | 1080 | 0.5668 | 0.7323 | 0.5668 | 0.7529 |
| 0.0698 | 8.7967 | 1082 | 0.5584 | 0.7345 | 0.5584 | 0.7473 |
| 0.0698 | 8.8130 | 1084 | 0.5484 | 0.7345 | 0.5484 | 0.7405 |
| 0.0698 | 8.8293 | 1086 | 0.5444 | 0.7120 | 0.5444 | 0.7378 |
| 0.0698 | 8.8455 | 1088 | 0.5459 | 0.7222 | 0.5459 | 0.7389 |
| 0.0698 | 8.8618 | 1090 | 0.5549 | 0.7345 | 0.5549 | 0.7449 |
| 0.0698 | 8.8780 | 1092 | 0.5602 | 0.7323 | 0.5602 | 0.7485 |
| 0.0698 | 8.8943 | 1094 | 0.5576 | 0.7345 | 0.5576 | 0.7467 |
| 0.0698 | 8.9106 | 1096 | 0.5576 | 0.7345 | 0.5576 | 0.7467 |
| 0.0698 | 8.9268 | 1098 | 0.5541 | 0.7345 | 0.5541 | 0.7444 |
| 0.0698 | 8.9431 | 1100 | 0.5556 | 0.7345 | 0.5556 | 0.7454 |
| 0.0698 | 8.9593 | 1102 | 0.5638 | 0.7211 | 0.5638 | 0.7509 |
| 0.0698 | 8.9756 | 1104 | 0.5662 | 0.7211 | 0.5662 | 0.7525 |
| 0.0698 | 8.9919 | 1106 | 0.5595 | 0.7279 | 0.5595 | 0.7480 |
| 0.0698 | 9.0081 | 1108 | 0.5515 | 0.7351 | 0.5515 | 0.7426 |
| 0.0698 | 9.0244 | 1110 | 0.5419 | 0.7235 | 0.5419 | 0.7361 |
| 0.0698 | 9.0407 | 1112 | 0.5338 | 0.7264 | 0.5338 | 0.7306 |
| 0.0698 | 9.0569 | 1114 | 0.5287 | 0.7370 | 0.5287 | 0.7271 |
| 0.0698 | 9.0732 | 1116 | 0.5292 | 0.7264 | 0.5292 | 0.7275 |
| 0.0698 | 9.0894 | 1118 | 0.5272 | 0.7370 | 0.5272 | 0.7261 |
| 0.0698 | 9.1057 | 1120 | 0.5282 | 0.7370 | 0.5282 | 0.7268 |
| 0.0698 | 9.1220 | 1122 | 0.5257 | 0.7370 | 0.5257 | 0.7251 |
| 0.0698 | 9.1382 | 1124 | 0.5281 | 0.7264 | 0.5281 | 0.7267 |
| 0.0698 | 9.1545 | 1126 | 0.5322 | 0.7264 | 0.5322 | 0.7295 |
| 0.0698 | 9.1707 | 1128 | 0.5408 | 0.7274 | 0.5408 | 0.7354 |
| 0.0698 | 9.1870 | 1130 | 0.5512 | 0.7329 | 0.5512 | 0.7424 |
| 0.0698 | 9.2033 | 1132 | 0.5603 | 0.7263 | 0.5603 | 0.7485 |
| 0.0698 | 9.2195 | 1134 | 0.5625 | 0.7263 | 0.5625 | 0.7500 |
| 0.0698 | 9.2358 | 1136 | 0.5616 | 0.7329 | 0.5616 | 0.7494 |
| 0.0698 | 9.2520 | 1138 | 0.5574 | 0.7329 | 0.5574 | 0.7466 |
| 0.0698 | 9.2683 | 1140 | 0.5563 | 0.7329 | 0.5563 | 0.7459 |
| 0.0698 | 9.2846 | 1142 | 0.5548 | 0.7372 | 0.5548 | 0.7448 |
| 0.0698 | 9.3008 | 1144 | 0.5498 | 0.7372 | 0.5498 | 0.7415 |
| 0.0698 | 9.3171 | 1146 | 0.5447 | 0.7399 | 0.5447 | 0.7381 |
| 0.0698 | 9.3333 | 1148 | 0.5431 | 0.7399 | 0.5431 | 0.7369 |
| 0.0698 | 9.3496 | 1150 | 0.5449 | 0.7334 | 0.5449 | 0.7382 |
| 0.0698 | 9.3659 | 1152 | 0.5479 | 0.7334 | 0.5479 | 0.7402 |
| 0.0698 | 9.3821 | 1154 | 0.5503 | 0.7372 | 0.5503 | 0.7418 |
| 0.0698 | 9.3984 | 1156 | 0.5547 | 0.7329 | 0.5547 | 0.7448 |
| 0.0698 | 9.4146 | 1158 | 0.5573 | 0.7329 | 0.5573 | 0.7465 |
| 0.0698 | 9.4309 | 1160 | 0.5575 | 0.7329 | 0.5575 | 0.7467 |
| 0.0698 | 9.4472 | 1162 | 0.5600 | 0.7329 | 0.5600 | 0.7484 |
| 0.0698 | 9.4634 | 1164 | 0.5649 | 0.7329 | 0.5649 | 0.7516 |
| 0.0698 | 9.4797 | 1166 | 0.5664 | 0.7329 | 0.5664 | 0.7526 |
| 0.0698 | 9.4959 | 1168 | 0.5660 | 0.7329 | 0.5660 | 0.7523 |
| 0.0698 | 9.5122 | 1170 | 0.5642 | 0.7329 | 0.5642 | 0.7511 |
| 0.0698 | 9.5285 | 1172 | 0.5607 | 0.7329 | 0.5607 | 0.7488 |
| 0.0698 | 9.5447 | 1174 | 0.5574 | 0.7329 | 0.5574 | 0.7466 |
| 0.0698 | 9.5610 | 1176 | 0.5579 | 0.7329 | 0.5579 | 0.7469 |
| 0.0698 | 9.5772 | 1178 | 0.5605 | 0.7329 | 0.5605 | 0.7487 |
| 0.0698 | 9.5935 | 1180 | 0.5622 | 0.7329 | 0.5622 | 0.7498 |
| 0.0698 | 9.6098 | 1182 | 0.5623 | 0.7329 | 0.5623 | 0.7498 |
| 0.0698 | 9.6260 | 1184 | 0.5603 | 0.7329 | 0.5603 | 0.7485 |
| 0.0698 | 9.6423 | 1186 | 0.5596 | 0.7329 | 0.5596 | 0.7481 |
| 0.0698 | 9.6585 | 1188 | 0.5609 | 0.7329 | 0.5609 | 0.7489 |
| 0.0698 | 9.6748 | 1190 | 0.5612 | 0.7329 | 0.5612 | 0.7492 |
| 0.0698 | 9.6911 | 1192 | 0.5640 | 0.7329 | 0.5640 | 0.7510 |
| 0.0698 | 9.7073 | 1194 | 0.5686 | 0.7329 | 0.5686 | 0.7540 |
| 0.0698 | 9.7236 | 1196 | 0.5717 | 0.7329 | 0.5717 | 0.7561 |
| 0.0698 | 9.7398 | 1198 | 0.5745 | 0.7329 | 0.5745 | 0.7579 |
| 0.0698 | 9.7561 | 1200 | 0.5768 | 0.7329 | 0.5768 | 0.7595 |
| 0.0698 | 9.7724 | 1202 | 0.5791 | 0.7329 | 0.5791 | 0.7610 |
| 0.0698 | 9.7886 | 1204 | 0.5796 | 0.7329 | 0.5796 | 0.7613 |
| 0.0698 | 9.8049 | 1206 | 0.5796 | 0.7329 | 0.5796 | 0.7613 |
| 0.0698 | 9.8211 | 1208 | 0.5798 | 0.7329 | 0.5798 | 0.7615 |
| 0.0698 | 9.8374 | 1210 | 0.5806 | 0.7329 | 0.5806 | 0.7620 |
| 0.0698 | 9.8537 | 1212 | 0.5808 | 0.7329 | 0.5808 | 0.7621 |
| 0.0698 | 9.8699 | 1214 | 0.5817 | 0.7329 | 0.5817 | 0.7627 |
| 0.0698 | 9.8862 | 1216 | 0.5821 | 0.7329 | 0.5821 | 0.7630 |
| 0.0698 | 9.9024 | 1218 | 0.5832 | 0.7329 | 0.5832 | 0.7637 |
| 0.0698 | 9.9187 | 1220 | 0.5840 | 0.7329 | 0.5840 | 0.7642 |
| 0.0698 | 9.9350 | 1222 | 0.5848 | 0.7329 | 0.5848 | 0.7647 |
| 0.0698 | 9.9512 | 1224 | 0.5853 | 0.7329 | 0.5853 | 0.7650 |
| 0.0698 | 9.9675 | 1226 | 0.5856 | 0.7329 | 0.5856 | 0.7653 |
| 0.0698 | 9.9837 | 1228 | 0.5860 | 0.7329 | 0.5860 | 0.7655 |
| 0.0698 | 10.0 | 1230 | 0.5861 | 0.7329 | 0.5861 | 0.7656 |
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/ArabicNewSplits5_FineTuningAraBERT_run1_AugV5_k20_task1_organization
Base model
aubmindlab/bert-base-arabertv02