ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k4_task2_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: 0.7931
- Qwk: 0.6237
- Mse: 0.7931
- Rmse: 0.8906
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 | 0.0870 | 2 | 4.7505 | 0.0163 | 4.7505 | 2.1796 |
| No log | 0.1739 | 4 | 3.3186 | -0.0085 | 3.3186 | 1.8217 |
| No log | 0.2609 | 6 | 1.7018 | 0.0959 | 1.7018 | 1.3045 |
| No log | 0.3478 | 8 | 1.2942 | 0.0990 | 1.2942 | 1.1376 |
| No log | 0.4348 | 10 | 1.1709 | 0.2072 | 1.1709 | 1.0821 |
| No log | 0.5217 | 12 | 1.1584 | 0.2246 | 1.1584 | 1.0763 |
| No log | 0.6087 | 14 | 1.5377 | 0.0099 | 1.5377 | 1.2400 |
| No log | 0.6957 | 16 | 1.5848 | 0.0749 | 1.5848 | 1.2589 |
| No log | 0.7826 | 18 | 1.2489 | 0.0408 | 1.2489 | 1.1176 |
| No log | 0.8696 | 20 | 1.0831 | 0.1875 | 1.0831 | 1.0407 |
| No log | 0.9565 | 22 | 1.1203 | 0.2733 | 1.1203 | 1.0585 |
| No log | 1.0435 | 24 | 1.3824 | 0.1371 | 1.3824 | 1.1758 |
| No log | 1.1304 | 26 | 1.4981 | 0.1109 | 1.4981 | 1.2240 |
| No log | 1.2174 | 28 | 1.2421 | 0.1875 | 1.2421 | 1.1145 |
| No log | 1.3043 | 30 | 0.9973 | 0.2200 | 0.9973 | 0.9987 |
| No log | 1.3913 | 32 | 1.0108 | 0.1871 | 1.0108 | 1.0054 |
| No log | 1.4783 | 34 | 1.0010 | 0.4789 | 1.0010 | 1.0005 |
| No log | 1.5652 | 36 | 1.1925 | 0.3898 | 1.1925 | 1.0920 |
| No log | 1.6522 | 38 | 1.4810 | 0.3793 | 1.4810 | 1.2170 |
| No log | 1.7391 | 40 | 1.3643 | 0.3394 | 1.3643 | 1.1680 |
| No log | 1.8261 | 42 | 1.0675 | 0.3496 | 1.0675 | 1.0332 |
| No log | 1.9130 | 44 | 0.9522 | 0.5126 | 0.9522 | 0.9758 |
| No log | 2.0 | 46 | 0.9210 | 0.5422 | 0.9210 | 0.9597 |
| No log | 2.0870 | 48 | 0.8996 | 0.5232 | 0.8996 | 0.9485 |
| No log | 2.1739 | 50 | 0.8889 | 0.5670 | 0.8889 | 0.9428 |
| No log | 2.2609 | 52 | 0.9344 | 0.5932 | 0.9344 | 0.9667 |
| No log | 2.3478 | 54 | 0.8127 | 0.6372 | 0.8127 | 0.9015 |
| No log | 2.4348 | 56 | 0.7652 | 0.6414 | 0.7652 | 0.8747 |
| No log | 2.5217 | 58 | 0.8463 | 0.5364 | 0.8463 | 0.9199 |
| No log | 2.6087 | 60 | 0.9528 | 0.5540 | 0.9528 | 0.9761 |
| No log | 2.6957 | 62 | 0.8316 | 0.5712 | 0.8316 | 0.9119 |
| No log | 2.7826 | 64 | 0.6796 | 0.6583 | 0.6796 | 0.8244 |
| No log | 2.8696 | 66 | 0.7282 | 0.6818 | 0.7282 | 0.8533 |
| No log | 2.9565 | 68 | 0.8472 | 0.5638 | 0.8472 | 0.9204 |
| No log | 3.0435 | 70 | 0.8337 | 0.5638 | 0.8337 | 0.9131 |
| No log | 3.1304 | 72 | 0.7496 | 0.6818 | 0.7496 | 0.8658 |
| No log | 3.2174 | 74 | 0.7303 | 0.6184 | 0.7303 | 0.8546 |
| No log | 3.3043 | 76 | 0.7948 | 0.6337 | 0.7948 | 0.8915 |
| No log | 3.3913 | 78 | 0.7656 | 0.6337 | 0.7656 | 0.8750 |
| No log | 3.4783 | 80 | 0.7020 | 0.6184 | 0.7020 | 0.8379 |
| No log | 3.5652 | 82 | 0.6955 | 0.6860 | 0.6955 | 0.8340 |
| No log | 3.6522 | 84 | 0.6820 | 0.6406 | 0.6820 | 0.8258 |
| No log | 3.7391 | 86 | 0.7807 | 0.5882 | 0.7807 | 0.8836 |
| No log | 3.8261 | 88 | 0.7730 | 0.5963 | 0.7730 | 0.8792 |
| No log | 3.9130 | 90 | 0.7437 | 0.6468 | 0.7437 | 0.8624 |
| No log | 4.0 | 92 | 0.7330 | 0.6363 | 0.7330 | 0.8562 |
| No log | 4.0870 | 94 | 0.7648 | 0.6363 | 0.7648 | 0.8745 |
| No log | 4.1739 | 96 | 0.7937 | 0.6347 | 0.7937 | 0.8909 |
| No log | 4.2609 | 98 | 0.7893 | 0.6377 | 0.7893 | 0.8884 |
| No log | 4.3478 | 100 | 0.8434 | 0.6695 | 0.8434 | 0.9184 |
| No log | 4.4348 | 102 | 0.8428 | 0.6833 | 0.8428 | 0.9181 |
| No log | 4.5217 | 104 | 0.7853 | 0.6975 | 0.7853 | 0.8862 |
| No log | 4.6087 | 106 | 0.7331 | 0.6363 | 0.7331 | 0.8562 |
| No log | 4.6957 | 108 | 0.7159 | 0.6257 | 0.7159 | 0.8461 |
| No log | 4.7826 | 110 | 0.7000 | 0.6275 | 0.7000 | 0.8366 |
| No log | 4.8696 | 112 | 0.6883 | 0.6921 | 0.6883 | 0.8297 |
| No log | 4.9565 | 114 | 0.6967 | 0.6035 | 0.6967 | 0.8347 |
| No log | 5.0435 | 116 | 0.7356 | 0.6549 | 0.7356 | 0.8576 |
| No log | 5.1304 | 118 | 0.7428 | 0.6479 | 0.7428 | 0.8618 |
| No log | 5.2174 | 120 | 0.7180 | 0.6711 | 0.7180 | 0.8473 |
| No log | 5.3043 | 122 | 0.7667 | 0.6633 | 0.7667 | 0.8756 |
| No log | 5.3913 | 124 | 0.8049 | 0.6243 | 0.8049 | 0.8972 |
| No log | 5.4783 | 126 | 0.7721 | 0.6159 | 0.7721 | 0.8787 |
| No log | 5.5652 | 128 | 0.7733 | 0.6578 | 0.7733 | 0.8794 |
| No log | 5.6522 | 130 | 0.7669 | 0.6517 | 0.7669 | 0.8757 |
| No log | 5.7391 | 132 | 0.7154 | 0.6601 | 0.7154 | 0.8458 |
| No log | 5.8261 | 134 | 0.7041 | 0.5843 | 0.7041 | 0.8391 |
| No log | 5.9130 | 136 | 0.7325 | 0.6718 | 0.7325 | 0.8559 |
| No log | 6.0 | 138 | 0.7485 | 0.6818 | 0.7485 | 0.8652 |
| No log | 6.0870 | 140 | 0.7782 | 0.6302 | 0.7782 | 0.8821 |
| No log | 6.1739 | 142 | 0.7327 | 0.6561 | 0.7327 | 0.8560 |
| No log | 6.2609 | 144 | 0.7267 | 0.6561 | 0.7267 | 0.8525 |
| No log | 6.3478 | 146 | 0.6885 | 0.6902 | 0.6885 | 0.8297 |
| No log | 6.4348 | 148 | 0.6768 | 0.6139 | 0.6768 | 0.8227 |
| No log | 6.5217 | 150 | 0.7636 | 0.5908 | 0.7636 | 0.8738 |
| No log | 6.6087 | 152 | 0.7715 | 0.6148 | 0.7715 | 0.8783 |
| No log | 6.6957 | 154 | 0.6635 | 0.6038 | 0.6635 | 0.8145 |
| No log | 6.7826 | 156 | 0.7054 | 0.6555 | 0.7054 | 0.8399 |
| No log | 6.8696 | 158 | 0.7389 | 0.6481 | 0.7389 | 0.8596 |
| No log | 6.9565 | 160 | 0.7301 | 0.6352 | 0.7301 | 0.8544 |
| No log | 7.0435 | 162 | 0.7008 | 0.6657 | 0.7008 | 0.8372 |
| No log | 7.1304 | 164 | 0.6688 | 0.6792 | 0.6688 | 0.8178 |
| No log | 7.2174 | 166 | 0.6699 | 0.6765 | 0.6699 | 0.8185 |
| No log | 7.3043 | 168 | 0.7110 | 0.6355 | 0.7110 | 0.8432 |
| No log | 7.3913 | 170 | 0.8161 | 0.54 | 0.8161 | 0.9034 |
| No log | 7.4783 | 172 | 0.8437 | 0.5576 | 0.8437 | 0.9185 |
| No log | 7.5652 | 174 | 0.9247 | 0.5286 | 0.9247 | 0.9616 |
| No log | 7.6522 | 176 | 0.8017 | 0.6043 | 0.8017 | 0.8954 |
| No log | 7.7391 | 178 | 0.6718 | 0.6377 | 0.6718 | 0.8197 |
| No log | 7.8261 | 180 | 0.7691 | 0.6288 | 0.7691 | 0.8770 |
| No log | 7.9130 | 182 | 0.8435 | 0.5958 | 0.8435 | 0.9184 |
| No log | 8.0 | 184 | 0.7817 | 0.6105 | 0.7817 | 0.8841 |
| No log | 8.0870 | 186 | 0.6762 | 0.7007 | 0.6762 | 0.8223 |
| No log | 8.1739 | 188 | 0.7289 | 0.6091 | 0.7289 | 0.8538 |
| No log | 8.2609 | 190 | 0.7566 | 0.6052 | 0.7566 | 0.8698 |
| No log | 8.3478 | 192 | 0.7096 | 0.6300 | 0.7096 | 0.8424 |
| No log | 8.4348 | 194 | 0.6563 | 0.6934 | 0.6563 | 0.8101 |
| No log | 8.5217 | 196 | 0.6663 | 0.6883 | 0.6663 | 0.8163 |
| No log | 8.6087 | 198 | 0.6667 | 0.6552 | 0.6667 | 0.8165 |
| No log | 8.6957 | 200 | 0.6913 | 0.6791 | 0.6913 | 0.8315 |
| No log | 8.7826 | 202 | 0.7471 | 0.6833 | 0.7471 | 0.8643 |
| No log | 8.8696 | 204 | 0.7269 | 0.6578 | 0.7269 | 0.8526 |
| No log | 8.9565 | 206 | 0.6943 | 0.6002 | 0.6943 | 0.8332 |
| No log | 9.0435 | 208 | 0.6944 | 0.6239 | 0.6944 | 0.8333 |
| No log | 9.1304 | 210 | 0.6981 | 0.7009 | 0.6981 | 0.8355 |
| No log | 9.2174 | 212 | 0.8152 | 0.5637 | 0.8152 | 0.9029 |
| No log | 9.3043 | 214 | 0.9462 | 0.5429 | 0.9462 | 0.9727 |
| No log | 9.3913 | 216 | 0.9425 | 0.5237 | 0.9425 | 0.9708 |
| No log | 9.4783 | 218 | 0.7993 | 0.5893 | 0.7993 | 0.8940 |
| No log | 9.5652 | 220 | 0.7057 | 0.6319 | 0.7057 | 0.8401 |
| No log | 9.6522 | 222 | 0.6820 | 0.6641 | 0.6820 | 0.8258 |
| No log | 9.7391 | 224 | 0.6997 | 0.6543 | 0.6997 | 0.8365 |
| No log | 9.8261 | 226 | 0.8198 | 0.5907 | 0.8198 | 0.9054 |
| No log | 9.9130 | 228 | 0.9402 | 0.5656 | 0.9402 | 0.9696 |
| No log | 10.0 | 230 | 0.8822 | 0.5677 | 0.8822 | 0.9393 |
| No log | 10.0870 | 232 | 0.7518 | 0.5913 | 0.7518 | 0.8671 |
| No log | 10.1739 | 234 | 0.6988 | 0.6641 | 0.6988 | 0.8360 |
| No log | 10.2609 | 236 | 0.7001 | 0.6833 | 0.7001 | 0.8367 |
| No log | 10.3478 | 238 | 0.6956 | 0.6343 | 0.6956 | 0.8340 |
| No log | 10.4348 | 240 | 0.6977 | 0.6343 | 0.6977 | 0.8353 |
| No log | 10.5217 | 242 | 0.7105 | 0.6573 | 0.7105 | 0.8429 |
| No log | 10.6087 | 244 | 0.8108 | 0.5823 | 0.8108 | 0.9004 |
| No log | 10.6957 | 246 | 0.9001 | 0.5648 | 0.9001 | 0.9488 |
| No log | 10.7826 | 248 | 0.8898 | 0.5648 | 0.8898 | 0.9433 |
| No log | 10.8696 | 250 | 0.7748 | 0.6091 | 0.7748 | 0.8802 |
| No log | 10.9565 | 252 | 0.7093 | 0.6526 | 0.7093 | 0.8422 |
| No log | 11.0435 | 254 | 0.7061 | 0.6545 | 0.7061 | 0.8403 |
| No log | 11.1304 | 256 | 0.7062 | 0.6535 | 0.7062 | 0.8404 |
| No log | 11.2174 | 258 | 0.7399 | 0.5919 | 0.7399 | 0.8602 |
| No log | 11.3043 | 260 | 0.7582 | 0.5919 | 0.7582 | 0.8708 |
| No log | 11.3913 | 262 | 0.7393 | 0.6049 | 0.7393 | 0.8598 |
| No log | 11.4783 | 264 | 0.7271 | 0.6400 | 0.7271 | 0.8527 |
| No log | 11.5652 | 266 | 0.7161 | 0.6353 | 0.7161 | 0.8463 |
| No log | 11.6522 | 268 | 0.7034 | 0.6563 | 0.7034 | 0.8387 |
| No log | 11.7391 | 270 | 0.7113 | 0.6312 | 0.7113 | 0.8434 |
| No log | 11.8261 | 272 | 0.7044 | 0.6107 | 0.7044 | 0.8393 |
| No log | 11.9130 | 274 | 0.7052 | 0.6669 | 0.7052 | 0.8398 |
| No log | 12.0 | 276 | 0.7841 | 0.6400 | 0.7841 | 0.8855 |
| No log | 12.0870 | 278 | 0.8216 | 0.6111 | 0.8216 | 0.9064 |
| No log | 12.1739 | 280 | 0.8499 | 0.6015 | 0.8499 | 0.9219 |
| No log | 12.2609 | 282 | 0.7832 | 0.5965 | 0.7832 | 0.8850 |
| No log | 12.3478 | 284 | 0.7371 | 0.6271 | 0.7371 | 0.8586 |
| No log | 12.4348 | 286 | 0.7172 | 0.6271 | 0.7172 | 0.8469 |
| No log | 12.5217 | 288 | 0.7091 | 0.6553 | 0.7091 | 0.8421 |
| No log | 12.6087 | 290 | 0.6852 | 0.6358 | 0.6852 | 0.8277 |
| No log | 12.6957 | 292 | 0.6898 | 0.6406 | 0.6898 | 0.8305 |
| No log | 12.7826 | 294 | 0.7014 | 0.6553 | 0.7014 | 0.8375 |
| No log | 12.8696 | 296 | 0.6809 | 0.6479 | 0.6809 | 0.8252 |
| No log | 12.9565 | 298 | 0.6654 | 0.6594 | 0.6654 | 0.8157 |
| No log | 13.0435 | 300 | 0.6649 | 0.6594 | 0.6649 | 0.8154 |
| No log | 13.1304 | 302 | 0.6684 | 0.6419 | 0.6684 | 0.8175 |
| No log | 13.2174 | 304 | 0.6685 | 0.6382 | 0.6685 | 0.8176 |
| No log | 13.3043 | 306 | 0.6683 | 0.6534 | 0.6683 | 0.8175 |
| No log | 13.3913 | 308 | 0.7140 | 0.6657 | 0.7140 | 0.8450 |
| No log | 13.4783 | 310 | 0.7886 | 0.6054 | 0.7886 | 0.8880 |
| No log | 13.5652 | 312 | 0.8229 | 0.6062 | 0.8229 | 0.9071 |
| No log | 13.6522 | 314 | 0.7589 | 0.6301 | 0.7589 | 0.8711 |
| No log | 13.7391 | 316 | 0.7366 | 0.6171 | 0.7366 | 0.8582 |
| No log | 13.8261 | 318 | 0.7352 | 0.6171 | 0.7352 | 0.8574 |
| No log | 13.9130 | 320 | 0.7686 | 0.6287 | 0.7686 | 0.8767 |
| No log | 14.0 | 322 | 0.8460 | 0.6303 | 0.8460 | 0.9198 |
| No log | 14.0870 | 324 | 0.8605 | 0.5956 | 0.8605 | 0.9276 |
| No log | 14.1739 | 326 | 0.7758 | 0.6333 | 0.7758 | 0.8808 |
| No log | 14.2609 | 328 | 0.6739 | 0.6833 | 0.6739 | 0.8209 |
| No log | 14.3478 | 330 | 0.6535 | 0.6833 | 0.6535 | 0.8084 |
| No log | 14.4348 | 332 | 0.6823 | 0.6718 | 0.6823 | 0.8260 |
| No log | 14.5217 | 334 | 0.7214 | 0.6350 | 0.7214 | 0.8494 |
| No log | 14.6087 | 336 | 0.7742 | 0.6330 | 0.7742 | 0.8799 |
| No log | 14.6957 | 338 | 0.7861 | 0.6645 | 0.7861 | 0.8866 |
| No log | 14.7826 | 340 | 0.6942 | 0.6553 | 0.6942 | 0.8332 |
| No log | 14.8696 | 342 | 0.6453 | 0.6641 | 0.6453 | 0.8033 |
| No log | 14.9565 | 344 | 0.6564 | 0.6580 | 0.6564 | 0.8102 |
| No log | 15.0435 | 346 | 0.6883 | 0.6489 | 0.6883 | 0.8296 |
| No log | 15.1304 | 348 | 0.7409 | 0.6794 | 0.7409 | 0.8608 |
| No log | 15.2174 | 350 | 0.7315 | 0.6435 | 0.7315 | 0.8553 |
| No log | 15.3043 | 352 | 0.6951 | 0.6460 | 0.6951 | 0.8337 |
| No log | 15.3913 | 354 | 0.7031 | 0.6163 | 0.7031 | 0.8385 |
| No log | 15.4783 | 356 | 0.7147 | 0.6285 | 0.7147 | 0.8454 |
| No log | 15.5652 | 358 | 0.7203 | 0.6287 | 0.7203 | 0.8487 |
| No log | 15.6522 | 360 | 0.6745 | 0.6545 | 0.6745 | 0.8213 |
| No log | 15.7391 | 362 | 0.6513 | 0.6979 | 0.6513 | 0.8070 |
| No log | 15.8261 | 364 | 0.6484 | 0.6877 | 0.6484 | 0.8052 |
| No log | 15.9130 | 366 | 0.6541 | 0.6575 | 0.6541 | 0.8087 |
| No log | 16.0 | 368 | 0.6735 | 0.6360 | 0.6735 | 0.8207 |
| No log | 16.0870 | 370 | 0.7239 | 0.6215 | 0.7239 | 0.8508 |
| No log | 16.1739 | 372 | 0.7629 | 0.6091 | 0.7629 | 0.8734 |
| No log | 16.2609 | 374 | 0.7330 | 0.6489 | 0.7330 | 0.8561 |
| No log | 16.3478 | 376 | 0.7113 | 0.6479 | 0.7113 | 0.8434 |
| No log | 16.4348 | 378 | 0.7020 | 0.6324 | 0.7020 | 0.8378 |
| No log | 16.5217 | 380 | 0.7173 | 0.6339 | 0.7173 | 0.8470 |
| No log | 16.6087 | 382 | 0.7268 | 0.6339 | 0.7268 | 0.8525 |
| No log | 16.6957 | 384 | 0.7450 | 0.6369 | 0.7450 | 0.8631 |
| No log | 16.7826 | 386 | 0.7519 | 0.6431 | 0.7519 | 0.8671 |
| No log | 16.8696 | 388 | 0.7196 | 0.6197 | 0.7196 | 0.8483 |
| No log | 16.9565 | 390 | 0.7039 | 0.6347 | 0.7039 | 0.8390 |
| No log | 17.0435 | 392 | 0.7033 | 0.6193 | 0.7033 | 0.8386 |
| No log | 17.1304 | 394 | 0.6927 | 0.5746 | 0.6927 | 0.8323 |
| No log | 17.2174 | 396 | 0.6724 | 0.6365 | 0.6724 | 0.8200 |
| No log | 17.3043 | 398 | 0.6701 | 0.6728 | 0.6701 | 0.8186 |
| No log | 17.3913 | 400 | 0.6701 | 0.6687 | 0.6701 | 0.8186 |
| No log | 17.4783 | 402 | 0.6747 | 0.6833 | 0.6747 | 0.8214 |
| No log | 17.5652 | 404 | 0.6718 | 0.6791 | 0.6718 | 0.8196 |
| No log | 17.6522 | 406 | 0.6625 | 0.6909 | 0.6625 | 0.8139 |
| No log | 17.7391 | 408 | 0.6718 | 0.6419 | 0.6718 | 0.8197 |
| No log | 17.8261 | 410 | 0.6692 | 0.6573 | 0.6692 | 0.8180 |
| No log | 17.9130 | 412 | 0.6849 | 0.6553 | 0.6849 | 0.8276 |
| No log | 18.0 | 414 | 0.7538 | 0.6280 | 0.7538 | 0.8682 |
| No log | 18.0870 | 416 | 0.7979 | 0.5849 | 0.7979 | 0.8933 |
| No log | 18.1739 | 418 | 0.7777 | 0.6246 | 0.7777 | 0.8819 |
| No log | 18.2609 | 420 | 0.7484 | 0.6385 | 0.7484 | 0.8651 |
| No log | 18.3478 | 422 | 0.7183 | 0.6535 | 0.7183 | 0.8475 |
| No log | 18.4348 | 424 | 0.7023 | 0.6971 | 0.7023 | 0.8381 |
| No log | 18.5217 | 426 | 0.7102 | 0.6971 | 0.7102 | 0.8427 |
| No log | 18.6087 | 428 | 0.7098 | 0.6421 | 0.7098 | 0.8425 |
| No log | 18.6957 | 430 | 0.6988 | 0.6489 | 0.6988 | 0.8359 |
| No log | 18.7826 | 432 | 0.6942 | 0.6445 | 0.6942 | 0.8332 |
| No log | 18.8696 | 434 | 0.6834 | 0.6157 | 0.6834 | 0.8267 |
| No log | 18.9565 | 436 | 0.6802 | 0.5884 | 0.6802 | 0.8248 |
| No log | 19.0435 | 438 | 0.6759 | 0.5953 | 0.6759 | 0.8221 |
| No log | 19.1304 | 440 | 0.6783 | 0.6304 | 0.6783 | 0.8236 |
| No log | 19.2174 | 442 | 0.6971 | 0.6388 | 0.6971 | 0.8349 |
| No log | 19.3043 | 444 | 0.7387 | 0.6400 | 0.7387 | 0.8595 |
| No log | 19.3913 | 446 | 0.7204 | 0.6400 | 0.7204 | 0.8487 |
| No log | 19.4783 | 448 | 0.6908 | 0.6109 | 0.6908 | 0.8311 |
| No log | 19.5652 | 450 | 0.6802 | 0.5830 | 0.6802 | 0.8247 |
| No log | 19.6522 | 452 | 0.6749 | 0.6319 | 0.6749 | 0.8215 |
| No log | 19.7391 | 454 | 0.6865 | 0.6388 | 0.6865 | 0.8285 |
| No log | 19.8261 | 456 | 0.6944 | 0.6535 | 0.6944 | 0.8333 |
| No log | 19.9130 | 458 | 0.7014 | 0.6535 | 0.7014 | 0.8375 |
| No log | 20.0 | 460 | 0.6924 | 0.6309 | 0.6924 | 0.8321 |
| No log | 20.0870 | 462 | 0.6991 | 0.6408 | 0.6991 | 0.8361 |
| No log | 20.1739 | 464 | 0.7124 | 0.6222 | 0.7124 | 0.8441 |
| No log | 20.2609 | 466 | 0.7122 | 0.6388 | 0.7122 | 0.8439 |
| No log | 20.3478 | 468 | 0.7151 | 0.6249 | 0.7151 | 0.8456 |
| No log | 20.4348 | 470 | 0.7463 | 0.6300 | 0.7463 | 0.8639 |
| No log | 20.5217 | 472 | 0.8198 | 0.5614 | 0.8198 | 0.9054 |
| No log | 20.6087 | 474 | 0.8150 | 0.5493 | 0.8150 | 0.9028 |
| No log | 20.6957 | 476 | 0.7766 | 0.5649 | 0.7766 | 0.8813 |
| No log | 20.7826 | 478 | 0.7320 | 0.5700 | 0.7320 | 0.8556 |
| No log | 20.8696 | 480 | 0.6982 | 0.6189 | 0.6982 | 0.8356 |
| No log | 20.9565 | 482 | 0.6982 | 0.6319 | 0.6982 | 0.8356 |
| No log | 21.0435 | 484 | 0.7202 | 0.6499 | 0.7202 | 0.8487 |
| No log | 21.1304 | 486 | 0.7064 | 0.6235 | 0.7064 | 0.8405 |
| No log | 21.2174 | 488 | 0.6892 | 0.6393 | 0.6892 | 0.8302 |
| No log | 21.3043 | 490 | 0.6733 | 0.6257 | 0.6733 | 0.8205 |
| No log | 21.3913 | 492 | 0.6796 | 0.6151 | 0.6796 | 0.8244 |
| No log | 21.4783 | 494 | 0.7017 | 0.6130 | 0.7017 | 0.8377 |
| No log | 21.5652 | 496 | 0.7555 | 0.6142 | 0.7555 | 0.8692 |
| No log | 21.6522 | 498 | 0.8100 | 0.5975 | 0.8100 | 0.9000 |
| 0.2805 | 21.7391 | 500 | 0.8261 | 0.5763 | 0.8261 | 0.9089 |
| 0.2805 | 21.8261 | 502 | 0.7921 | 0.5892 | 0.7921 | 0.8900 |
| 0.2805 | 21.9130 | 504 | 0.7381 | 0.5364 | 0.7381 | 0.8591 |
| 0.2805 | 22.0 | 506 | 0.7352 | 0.5701 | 0.7352 | 0.8574 |
| 0.2805 | 22.0870 | 508 | 0.7325 | 0.5632 | 0.7325 | 0.8558 |
| 0.2805 | 22.1739 | 510 | 0.7221 | 0.5632 | 0.7221 | 0.8497 |
| 0.2805 | 22.2609 | 512 | 0.7323 | 0.6442 | 0.7323 | 0.8558 |
| 0.2805 | 22.3478 | 514 | 0.7928 | 0.5913 | 0.7928 | 0.8904 |
| 0.2805 | 22.4348 | 516 | 0.8241 | 0.6412 | 0.8241 | 0.9078 |
| 0.2805 | 22.5217 | 518 | 0.8160 | 0.6269 | 0.8160 | 0.9034 |
| 0.2805 | 22.6087 | 520 | 0.8272 | 0.6207 | 0.8272 | 0.9095 |
| 0.2805 | 22.6957 | 522 | 0.8101 | 0.6207 | 0.8101 | 0.9001 |
| 0.2805 | 22.7826 | 524 | 0.7829 | 0.6474 | 0.7829 | 0.8848 |
| 0.2805 | 22.8696 | 526 | 0.7237 | 0.6231 | 0.7237 | 0.8507 |
| 0.2805 | 22.9565 | 528 | 0.6810 | 0.6361 | 0.6810 | 0.8252 |
| 0.2805 | 23.0435 | 530 | 0.6742 | 0.6554 | 0.6742 | 0.8211 |
| 0.2805 | 23.1304 | 532 | 0.6748 | 0.6399 | 0.6748 | 0.8214 |
| 0.2805 | 23.2174 | 534 | 0.6769 | 0.5988 | 0.6769 | 0.8228 |
| 0.2805 | 23.3043 | 536 | 0.6898 | 0.6289 | 0.6898 | 0.8306 |
| 0.2805 | 23.3913 | 538 | 0.7492 | 0.6400 | 0.7492 | 0.8655 |
| 0.2805 | 23.4783 | 540 | 0.8098 | 0.6474 | 0.8098 | 0.8999 |
| 0.2805 | 23.5652 | 542 | 0.7900 | 0.6302 | 0.7900 | 0.8888 |
| 0.2805 | 23.6522 | 544 | 0.7217 | 0.6737 | 0.7217 | 0.8495 |
| 0.2805 | 23.7391 | 546 | 0.6677 | 0.6751 | 0.6677 | 0.8171 |
| 0.2805 | 23.8261 | 548 | 0.6529 | 0.6741 | 0.6529 | 0.8080 |
| 0.2805 | 23.9130 | 550 | 0.6433 | 0.6840 | 0.6433 | 0.8020 |
| 0.2805 | 24.0 | 552 | 0.6389 | 0.6891 | 0.6389 | 0.7993 |
| 0.2805 | 24.0870 | 554 | 0.6815 | 0.6679 | 0.6815 | 0.8255 |
| 0.2805 | 24.1739 | 556 | 0.8124 | 0.6083 | 0.8124 | 0.9014 |
| 0.2805 | 24.2609 | 558 | 0.8879 | 0.5893 | 0.8879 | 0.9423 |
| 0.2805 | 24.3478 | 560 | 0.8885 | 0.5818 | 0.8885 | 0.9426 |
| 0.2805 | 24.4348 | 562 | 0.9144 | 0.5794 | 0.9144 | 0.9563 |
| 0.2805 | 24.5217 | 564 | 0.8881 | 0.5818 | 0.8881 | 0.9424 |
| 0.2805 | 24.6087 | 566 | 0.8156 | 0.6207 | 0.8156 | 0.9031 |
| 0.2805 | 24.6957 | 568 | 0.8252 | 0.5833 | 0.8252 | 0.9084 |
| 0.2805 | 24.7826 | 570 | 0.8501 | 0.6092 | 0.8501 | 0.9220 |
| 0.2805 | 24.8696 | 572 | 0.8466 | 0.5920 | 0.8466 | 0.9201 |
| 0.2805 | 24.9565 | 574 | 0.8583 | 0.5920 | 0.8583 | 0.9264 |
| 0.2805 | 25.0435 | 576 | 0.8604 | 0.5833 | 0.8604 | 0.9276 |
| 0.2805 | 25.1304 | 578 | 0.8532 | 0.5810 | 0.8532 | 0.9237 |
| 0.2805 | 25.2174 | 580 | 0.8296 | 0.6026 | 0.8296 | 0.9108 |
| 0.2805 | 25.3043 | 582 | 0.8297 | 0.6289 | 0.8297 | 0.9109 |
| 0.2805 | 25.3913 | 584 | 0.8594 | 0.5810 | 0.8594 | 0.9270 |
| 0.2805 | 25.4783 | 586 | 0.8737 | 0.5787 | 0.8737 | 0.9347 |
| 0.2805 | 25.5652 | 588 | 0.8231 | 0.6 | 0.8231 | 0.9072 |
| 0.2805 | 25.6522 | 590 | 0.7918 | 0.6441 | 0.7918 | 0.8899 |
| 0.2805 | 25.7391 | 592 | 0.7345 | 0.6914 | 0.7345 | 0.8570 |
| 0.2805 | 25.8261 | 594 | 0.7129 | 0.6914 | 0.7129 | 0.8443 |
| 0.2805 | 25.9130 | 596 | 0.7193 | 0.6956 | 0.7193 | 0.8481 |
| 0.2805 | 26.0 | 598 | 0.7183 | 0.6914 | 0.7183 | 0.8475 |
| 0.2805 | 26.0870 | 600 | 0.7138 | 0.6914 | 0.7138 | 0.8449 |
| 0.2805 | 26.1739 | 602 | 0.6677 | 0.6817 | 0.6677 | 0.8172 |
| 0.2805 | 26.2609 | 604 | 0.6401 | 0.6669 | 0.6401 | 0.8000 |
| 0.2805 | 26.3478 | 606 | 0.6471 | 0.6629 | 0.6471 | 0.8044 |
| 0.2805 | 26.4348 | 608 | 0.6940 | 0.6956 | 0.6940 | 0.8331 |
| 0.2805 | 26.5217 | 610 | 0.7802 | 0.6379 | 0.7802 | 0.8833 |
| 0.2805 | 26.6087 | 612 | 0.8143 | 0.6379 | 0.8143 | 0.9024 |
| 0.2805 | 26.6957 | 614 | 0.7863 | 0.6379 | 0.7863 | 0.8868 |
| 0.2805 | 26.7826 | 616 | 0.7323 | 0.6604 | 0.7323 | 0.8558 |
| 0.2805 | 26.8696 | 618 | 0.6822 | 0.6608 | 0.6822 | 0.8260 |
| 0.2805 | 26.9565 | 620 | 0.6724 | 0.6332 | 0.6724 | 0.8200 |
| 0.2805 | 27.0435 | 622 | 0.6750 | 0.6067 | 0.6750 | 0.8216 |
| 0.2805 | 27.1304 | 624 | 0.6741 | 0.6067 | 0.6741 | 0.8210 |
| 0.2805 | 27.2174 | 626 | 0.6709 | 0.6332 | 0.6709 | 0.8191 |
| 0.2805 | 27.3043 | 628 | 0.6886 | 0.6712 | 0.6886 | 0.8298 |
| 0.2805 | 27.3913 | 630 | 0.7085 | 0.7009 | 0.7085 | 0.8417 |
| 0.2805 | 27.4783 | 632 | 0.7142 | 0.6914 | 0.7142 | 0.8451 |
| 0.2805 | 27.5652 | 634 | 0.7244 | 0.6151 | 0.7244 | 0.8511 |
| 0.2805 | 27.6522 | 636 | 0.7477 | 0.6182 | 0.7477 | 0.8647 |
| 0.2805 | 27.7391 | 638 | 0.7702 | 0.6182 | 0.7702 | 0.8776 |
| 0.2805 | 27.8261 | 640 | 0.7876 | 0.5972 | 0.7876 | 0.8875 |
| 0.2805 | 27.9130 | 642 | 0.7386 | 0.6282 | 0.7386 | 0.8594 |
| 0.2805 | 28.0 | 644 | 0.6956 | 0.6842 | 0.6956 | 0.8340 |
| 0.2805 | 28.0870 | 646 | 0.6555 | 0.6775 | 0.6555 | 0.8096 |
| 0.2805 | 28.1739 | 648 | 0.6421 | 0.7198 | 0.6421 | 0.8013 |
| 0.2805 | 28.2609 | 650 | 0.6454 | 0.7090 | 0.6454 | 0.8034 |
| 0.2805 | 28.3478 | 652 | 0.6788 | 0.6800 | 0.6788 | 0.8239 |
| 0.2805 | 28.4348 | 654 | 0.7770 | 0.5972 | 0.7770 | 0.8815 |
| 0.2805 | 28.5217 | 656 | 0.8196 | 0.5972 | 0.8196 | 0.9053 |
| 0.2805 | 28.6087 | 658 | 0.7982 | 0.5972 | 0.7982 | 0.8934 |
| 0.2805 | 28.6957 | 660 | 0.7514 | 0.5972 | 0.7514 | 0.8668 |
| 0.2805 | 28.7826 | 662 | 0.7267 | 0.6679 | 0.7267 | 0.8525 |
| 0.2805 | 28.8696 | 664 | 0.7334 | 0.6580 | 0.7334 | 0.8564 |
| 0.2805 | 28.9565 | 666 | 0.7697 | 0.6062 | 0.7697 | 0.8773 |
| 0.2805 | 29.0435 | 668 | 0.8318 | 0.6026 | 0.8318 | 0.9120 |
| 0.2805 | 29.1304 | 670 | 0.8784 | 0.5697 | 0.8784 | 0.9372 |
| 0.2805 | 29.2174 | 672 | 0.9218 | 0.5697 | 0.9218 | 0.9601 |
| 0.2805 | 29.3043 | 674 | 0.9315 | 0.5718 | 0.9315 | 0.9651 |
| 0.2805 | 29.3913 | 676 | 0.8990 | 0.5718 | 0.8990 | 0.9481 |
| 0.2805 | 29.4783 | 678 | 0.8375 | 0.6170 | 0.8375 | 0.9152 |
| 0.2805 | 29.5652 | 680 | 0.8141 | 0.5731 | 0.8141 | 0.9023 |
| 0.2805 | 29.6522 | 682 | 0.7726 | 0.5836 | 0.7726 | 0.8790 |
| 0.2805 | 29.7391 | 684 | 0.7548 | 0.6151 | 0.7548 | 0.8688 |
| 0.2805 | 29.8261 | 686 | 0.7816 | 0.6121 | 0.7816 | 0.8841 |
| 0.2805 | 29.9130 | 688 | 0.8046 | 0.6395 | 0.8046 | 0.8970 |
| 0.2805 | 30.0 | 690 | 0.8161 | 0.6395 | 0.8161 | 0.9034 |
| 0.2805 | 30.0870 | 692 | 0.7988 | 0.6131 | 0.7988 | 0.8938 |
| 0.2805 | 30.1739 | 694 | 0.7702 | 0.6162 | 0.7702 | 0.8776 |
| 0.2805 | 30.2609 | 696 | 0.7164 | 0.5869 | 0.7164 | 0.8464 |
| 0.2805 | 30.3478 | 698 | 0.7019 | 0.5838 | 0.7019 | 0.8378 |
| 0.2805 | 30.4348 | 700 | 0.7134 | 0.5698 | 0.7134 | 0.8446 |
| 0.2805 | 30.5217 | 702 | 0.7531 | 0.6059 | 0.7531 | 0.8678 |
| 0.2805 | 30.6087 | 704 | 0.7982 | 0.6330 | 0.7982 | 0.8934 |
| 0.2805 | 30.6957 | 706 | 0.7798 | 0.6316 | 0.7798 | 0.8831 |
| 0.2805 | 30.7826 | 708 | 0.7298 | 0.6208 | 0.7298 | 0.8543 |
| 0.2805 | 30.8696 | 710 | 0.6850 | 0.7015 | 0.6850 | 0.8276 |
| 0.2805 | 30.9565 | 712 | 0.6877 | 0.6350 | 0.6877 | 0.8293 |
| 0.2805 | 31.0435 | 714 | 0.7074 | 0.5825 | 0.7074 | 0.8411 |
| 0.2805 | 31.1304 | 716 | 0.7149 | 0.5681 | 0.7149 | 0.8455 |
| 0.2805 | 31.2174 | 718 | 0.6993 | 0.5825 | 0.6993 | 0.8362 |
| 0.2805 | 31.3043 | 720 | 0.6778 | 0.6925 | 0.6778 | 0.8233 |
| 0.2805 | 31.3913 | 722 | 0.7038 | 0.6728 | 0.7038 | 0.8389 |
| 0.2805 | 31.4783 | 724 | 0.7922 | 0.6 | 0.7922 | 0.8900 |
| 0.2805 | 31.5652 | 726 | 0.8579 | 0.5913 | 0.8579 | 0.9262 |
| 0.2805 | 31.6522 | 728 | 0.8444 | 0.5919 | 0.8444 | 0.9189 |
| 0.2805 | 31.7391 | 730 | 0.7847 | 0.6121 | 0.7847 | 0.8858 |
| 0.2805 | 31.8261 | 732 | 0.7269 | 0.5759 | 0.7269 | 0.8526 |
| 0.2805 | 31.9130 | 734 | 0.6993 | 0.5766 | 0.6993 | 0.8363 |
| 0.2805 | 32.0 | 736 | 0.6983 | 0.5766 | 0.6983 | 0.8357 |
| 0.2805 | 32.0870 | 738 | 0.7068 | 0.6006 | 0.7068 | 0.8407 |
| 0.2805 | 32.1739 | 740 | 0.7063 | 0.6714 | 0.7063 | 0.8404 |
| 0.2805 | 32.2609 | 742 | 0.7265 | 0.6769 | 0.7265 | 0.8524 |
| 0.2805 | 32.3478 | 744 | 0.7292 | 0.7038 | 0.7292 | 0.8539 |
| 0.2805 | 32.4348 | 746 | 0.7191 | 0.6905 | 0.7191 | 0.8480 |
| 0.2805 | 32.5217 | 748 | 0.7262 | 0.7001 | 0.7262 | 0.8522 |
| 0.2805 | 32.6087 | 750 | 0.7250 | 0.6905 | 0.7250 | 0.8515 |
| 0.2805 | 32.6957 | 752 | 0.7151 | 0.6920 | 0.7151 | 0.8456 |
| 0.2805 | 32.7826 | 754 | 0.7154 | 0.6920 | 0.7154 | 0.8458 |
| 0.2805 | 32.8696 | 756 | 0.7265 | 0.6920 | 0.7265 | 0.8524 |
| 0.2805 | 32.9565 | 758 | 0.7406 | 0.6905 | 0.7406 | 0.8606 |
| 0.2805 | 33.0435 | 760 | 0.7529 | 0.6905 | 0.7529 | 0.8677 |
| 0.2805 | 33.1304 | 762 | 0.7572 | 0.6793 | 0.7572 | 0.8702 |
| 0.2805 | 33.2174 | 764 | 0.7457 | 0.7143 | 0.7457 | 0.8635 |
| 0.2805 | 33.3043 | 766 | 0.7362 | 0.7143 | 0.7362 | 0.8580 |
| 0.2805 | 33.3913 | 768 | 0.7294 | 0.6905 | 0.7294 | 0.8540 |
| 0.2805 | 33.4783 | 770 | 0.7279 | 0.6905 | 0.7279 | 0.8532 |
| 0.2805 | 33.5652 | 772 | 0.7272 | 0.6905 | 0.7272 | 0.8528 |
| 0.2805 | 33.6522 | 774 | 0.7241 | 0.7001 | 0.7241 | 0.8510 |
| 0.2805 | 33.7391 | 776 | 0.7367 | 0.6864 | 0.7367 | 0.8583 |
| 0.2805 | 33.8261 | 778 | 0.7560 | 0.6864 | 0.7560 | 0.8695 |
| 0.2805 | 33.9130 | 780 | 0.7516 | 0.7011 | 0.7516 | 0.8670 |
| 0.2805 | 34.0 | 782 | 0.7285 | 0.6870 | 0.7285 | 0.8535 |
| 0.2805 | 34.0870 | 784 | 0.7199 | 0.6349 | 0.7199 | 0.8485 |
| 0.2805 | 34.1739 | 786 | 0.7133 | 0.6157 | 0.7133 | 0.8446 |
| 0.2805 | 34.2609 | 788 | 0.7122 | 0.6035 | 0.7122 | 0.8439 |
| 0.2805 | 34.3478 | 790 | 0.7080 | 0.6035 | 0.7080 | 0.8414 |
| 0.2805 | 34.4348 | 792 | 0.6998 | 0.6087 | 0.6998 | 0.8366 |
| 0.2805 | 34.5217 | 794 | 0.7051 | 0.6396 | 0.7051 | 0.8397 |
| 0.2805 | 34.6087 | 796 | 0.7277 | 0.6888 | 0.7277 | 0.8530 |
| 0.2805 | 34.6957 | 798 | 0.7348 | 0.6620 | 0.7348 | 0.8572 |
| 0.2805 | 34.7826 | 800 | 0.7241 | 0.6580 | 0.7241 | 0.8509 |
| 0.2805 | 34.8696 | 802 | 0.7067 | 0.6163 | 0.7067 | 0.8406 |
| 0.2805 | 34.9565 | 804 | 0.6983 | 0.5951 | 0.6983 | 0.8357 |
| 0.2805 | 35.0435 | 806 | 0.6966 | 0.5951 | 0.6966 | 0.8346 |
| 0.2805 | 35.1304 | 808 | 0.6814 | 0.6064 | 0.6814 | 0.8255 |
| 0.2805 | 35.2174 | 810 | 0.6794 | 0.6565 | 0.6794 | 0.8242 |
| 0.2805 | 35.3043 | 812 | 0.6979 | 0.6674 | 0.6979 | 0.8354 |
| 0.2805 | 35.3913 | 814 | 0.7194 | 0.6777 | 0.7194 | 0.8482 |
| 0.2805 | 35.4783 | 816 | 0.7331 | 0.6777 | 0.7331 | 0.8562 |
| 0.2805 | 35.5652 | 818 | 0.7348 | 0.6777 | 0.7348 | 0.8572 |
| 0.2805 | 35.6522 | 820 | 0.6953 | 0.6635 | 0.6953 | 0.8339 |
| 0.2805 | 35.7391 | 822 | 0.6726 | 0.6674 | 0.6726 | 0.8201 |
| 0.2805 | 35.8261 | 824 | 0.6870 | 0.6674 | 0.6870 | 0.8289 |
| 0.2805 | 35.9130 | 826 | 0.6866 | 0.6388 | 0.6866 | 0.8286 |
| 0.2805 | 36.0 | 828 | 0.6834 | 0.6388 | 0.6834 | 0.8267 |
| 0.2805 | 36.0870 | 830 | 0.7049 | 0.6435 | 0.7049 | 0.8396 |
| 0.2805 | 36.1739 | 832 | 0.7156 | 0.6580 | 0.7156 | 0.8459 |
| 0.2805 | 36.2609 | 834 | 0.7302 | 0.6580 | 0.7302 | 0.8545 |
| 0.2805 | 36.3478 | 836 | 0.7361 | 0.6580 | 0.7361 | 0.8580 |
| 0.2805 | 36.4348 | 838 | 0.7477 | 0.6544 | 0.7477 | 0.8647 |
| 0.2805 | 36.5217 | 840 | 0.7605 | 0.6683 | 0.7605 | 0.8721 |
| 0.2805 | 36.6087 | 842 | 0.7513 | 0.6818 | 0.7513 | 0.8668 |
| 0.2805 | 36.6957 | 844 | 0.7433 | 0.6818 | 0.7433 | 0.8621 |
| 0.2805 | 36.7826 | 846 | 0.7455 | 0.6818 | 0.7455 | 0.8634 |
| 0.2805 | 36.8696 | 848 | 0.7607 | 0.6818 | 0.7607 | 0.8722 |
| 0.2805 | 36.9565 | 850 | 0.7659 | 0.6818 | 0.7659 | 0.8752 |
| 0.2805 | 37.0435 | 852 | 0.7829 | 0.6604 | 0.7829 | 0.8848 |
| 0.2805 | 37.1304 | 854 | 0.7645 | 0.6818 | 0.7645 | 0.8744 |
| 0.2805 | 37.2174 | 856 | 0.7578 | 0.6699 | 0.7578 | 0.8705 |
| 0.2805 | 37.3043 | 858 | 0.7543 | 0.6447 | 0.7543 | 0.8685 |
| 0.2805 | 37.3913 | 860 | 0.7475 | 0.6082 | 0.7475 | 0.8646 |
| 0.2805 | 37.4783 | 862 | 0.7162 | 0.6695 | 0.7162 | 0.8463 |
| 0.2805 | 37.5652 | 864 | 0.7000 | 0.6734 | 0.7000 | 0.8366 |
| 0.2805 | 37.6522 | 866 | 0.6967 | 0.6800 | 0.6967 | 0.8347 |
| 0.2805 | 37.7391 | 868 | 0.7241 | 0.6701 | 0.7241 | 0.8509 |
| 0.2805 | 37.8261 | 870 | 0.7495 | 0.6601 | 0.7495 | 0.8657 |
| 0.2805 | 37.9130 | 872 | 0.7840 | 0.6563 | 0.7840 | 0.8855 |
| 0.2805 | 38.0 | 874 | 0.7992 | 0.6491 | 0.7992 | 0.8940 |
| 0.2805 | 38.0870 | 876 | 0.7980 | 0.6491 | 0.7980 | 0.8933 |
| 0.2805 | 38.1739 | 878 | 0.8085 | 0.6259 | 0.8085 | 0.8992 |
| 0.2805 | 38.2609 | 880 | 0.7994 | 0.6289 | 0.7994 | 0.8941 |
| 0.2805 | 38.3478 | 882 | 0.7779 | 0.6231 | 0.7779 | 0.8820 |
| 0.2805 | 38.4348 | 884 | 0.7422 | 0.6825 | 0.7422 | 0.8615 |
| 0.2805 | 38.5217 | 886 | 0.7095 | 0.6690 | 0.7095 | 0.8423 |
| 0.2805 | 38.6087 | 888 | 0.7009 | 0.6690 | 0.7009 | 0.8372 |
| 0.2805 | 38.6957 | 890 | 0.7095 | 0.6690 | 0.7095 | 0.8423 |
| 0.2805 | 38.7826 | 892 | 0.7150 | 0.6690 | 0.7150 | 0.8456 |
| 0.2805 | 38.8696 | 894 | 0.7352 | 0.6690 | 0.7352 | 0.8574 |
| 0.2805 | 38.9565 | 896 | 0.7901 | 0.6715 | 0.7901 | 0.8888 |
| 0.2805 | 39.0435 | 898 | 0.7999 | 0.6491 | 0.7999 | 0.8943 |
| 0.2805 | 39.1304 | 900 | 0.7694 | 0.6544 | 0.7694 | 0.8771 |
| 0.2805 | 39.2174 | 902 | 0.7496 | 0.6417 | 0.7496 | 0.8658 |
| 0.2805 | 39.3043 | 904 | 0.7605 | 0.6563 | 0.7605 | 0.8721 |
| 0.2805 | 39.3913 | 906 | 0.7868 | 0.6563 | 0.7868 | 0.8870 |
| 0.2805 | 39.4783 | 908 | 0.7942 | 0.6563 | 0.7942 | 0.8912 |
| 0.2805 | 39.5652 | 910 | 0.7619 | 0.6641 | 0.7619 | 0.8729 |
| 0.2805 | 39.6522 | 912 | 0.7501 | 0.6447 | 0.7501 | 0.8661 |
| 0.2805 | 39.7391 | 914 | 0.7333 | 0.6982 | 0.7333 | 0.8563 |
| 0.2805 | 39.8261 | 916 | 0.7150 | 0.6762 | 0.7150 | 0.8456 |
| 0.2805 | 39.9130 | 918 | 0.7074 | 0.6907 | 0.7074 | 0.8411 |
| 0.2805 | 40.0 | 920 | 0.6969 | 0.6785 | 0.6969 | 0.8348 |
| 0.2805 | 40.0870 | 922 | 0.6966 | 0.6785 | 0.6966 | 0.8346 |
| 0.2805 | 40.1739 | 924 | 0.6991 | 0.6674 | 0.6991 | 0.8361 |
| 0.2805 | 40.2609 | 926 | 0.7093 | 0.6305 | 0.7093 | 0.8422 |
| 0.2805 | 40.3478 | 928 | 0.7223 | 0.6447 | 0.7223 | 0.8499 |
| 0.2805 | 40.4348 | 930 | 0.7511 | 0.6563 | 0.7511 | 0.8667 |
| 0.2805 | 40.5217 | 932 | 0.7773 | 0.6563 | 0.7773 | 0.8817 |
| 0.2805 | 40.6087 | 934 | 0.7717 | 0.6563 | 0.7717 | 0.8785 |
| 0.2805 | 40.6957 | 936 | 0.7650 | 0.6563 | 0.7650 | 0.8746 |
| 0.2805 | 40.7826 | 938 | 0.7850 | 0.6508 | 0.7850 | 0.8860 |
| 0.2805 | 40.8696 | 940 | 0.7774 | 0.6491 | 0.7774 | 0.8817 |
| 0.2805 | 40.9565 | 942 | 0.7644 | 0.6585 | 0.7644 | 0.8743 |
| 0.2805 | 41.0435 | 944 | 0.7649 | 0.6447 | 0.7649 | 0.8746 |
| 0.2805 | 41.1304 | 946 | 0.7869 | 0.6341 | 0.7869 | 0.8871 |
| 0.2805 | 41.2174 | 948 | 0.8127 | 0.6442 | 0.8127 | 0.9015 |
| 0.2805 | 41.3043 | 950 | 0.8045 | 0.6341 | 0.8045 | 0.8969 |
| 0.2805 | 41.3913 | 952 | 0.8063 | 0.6310 | 0.8063 | 0.8979 |
| 0.2805 | 41.4783 | 954 | 0.8058 | 0.6350 | 0.8058 | 0.8976 |
| 0.2805 | 41.5652 | 956 | 0.7723 | 0.6447 | 0.7723 | 0.8788 |
| 0.2805 | 41.6522 | 958 | 0.7425 | 0.6338 | 0.7425 | 0.8617 |
| 0.2805 | 41.7391 | 960 | 0.7093 | 0.6202 | 0.7093 | 0.8422 |
| 0.2805 | 41.8261 | 962 | 0.6958 | 0.6404 | 0.6958 | 0.8341 |
| 0.2805 | 41.9130 | 964 | 0.6866 | 0.6441 | 0.6866 | 0.8286 |
| 0.2805 | 42.0 | 966 | 0.6930 | 0.6404 | 0.6930 | 0.8325 |
| 0.2805 | 42.0870 | 968 | 0.7069 | 0.6404 | 0.7069 | 0.8408 |
| 0.2805 | 42.1739 | 970 | 0.7284 | 0.6662 | 0.7284 | 0.8535 |
| 0.2805 | 42.2609 | 972 | 0.7620 | 0.6563 | 0.7620 | 0.8729 |
| 0.2805 | 42.3478 | 974 | 0.7559 | 0.6464 | 0.7559 | 0.8694 |
| 0.2805 | 42.4348 | 976 | 0.7653 | 0.6447 | 0.7653 | 0.8748 |
| 0.2805 | 42.5217 | 978 | 0.7384 | 0.6481 | 0.7384 | 0.8593 |
| 0.2805 | 42.6087 | 980 | 0.7179 | 0.6481 | 0.7179 | 0.8473 |
| 0.2805 | 42.6957 | 982 | 0.7014 | 0.6614 | 0.7014 | 0.8375 |
| 0.2805 | 42.7826 | 984 | 0.6941 | 0.6471 | 0.6941 | 0.8331 |
| 0.2805 | 42.8696 | 986 | 0.6917 | 0.6526 | 0.6917 | 0.8317 |
| 0.2805 | 42.9565 | 988 | 0.7008 | 0.6489 | 0.7008 | 0.8371 |
| 0.2805 | 43.0435 | 990 | 0.7223 | 0.6202 | 0.7223 | 0.8499 |
| 0.2805 | 43.1304 | 992 | 0.7475 | 0.6353 | 0.7475 | 0.8646 |
| 0.2805 | 43.2174 | 994 | 0.7563 | 0.6353 | 0.7563 | 0.8697 |
| 0.2805 | 43.3043 | 996 | 0.7694 | 0.6320 | 0.7694 | 0.8772 |
| 0.2805 | 43.3913 | 998 | 0.7753 | 0.6320 | 0.7753 | 0.8805 |
| 0.0539 | 43.4783 | 1000 | 0.7679 | 0.6305 | 0.7679 | 0.8763 |
| 0.0539 | 43.5652 | 1002 | 0.7444 | 0.6800 | 0.7444 | 0.8628 |
| 0.0539 | 43.6522 | 1004 | 0.7384 | 0.6367 | 0.7384 | 0.8593 |
| 0.0539 | 43.7391 | 1006 | 0.7414 | 0.5820 | 0.7414 | 0.8611 |
| 0.0539 | 43.8261 | 1008 | 0.7257 | 0.6077 | 0.7257 | 0.8519 |
| 0.0539 | 43.9130 | 1010 | 0.7011 | 0.6534 | 0.7011 | 0.8373 |
| 0.0539 | 44.0 | 1012 | 0.7077 | 0.6489 | 0.7077 | 0.8413 |
| 0.0539 | 44.0870 | 1014 | 0.7462 | 0.6320 | 0.7462 | 0.8638 |
| 0.0539 | 44.1739 | 1016 | 0.7954 | 0.6367 | 0.7954 | 0.8919 |
| 0.0539 | 44.2609 | 1018 | 0.8263 | 0.6302 | 0.8263 | 0.9090 |
| 0.0539 | 44.3478 | 1020 | 0.8067 | 0.6508 | 0.8067 | 0.8982 |
| 0.0539 | 44.4348 | 1022 | 0.7541 | 0.6464 | 0.7541 | 0.8684 |
| 0.0539 | 44.5217 | 1024 | 0.7210 | 0.6320 | 0.7210 | 0.8491 |
| 0.0539 | 44.6087 | 1026 | 0.7165 | 0.6320 | 0.7165 | 0.8464 |
| 0.0539 | 44.6957 | 1028 | 0.7400 | 0.6320 | 0.7400 | 0.8602 |
| 0.0539 | 44.7826 | 1030 | 0.7631 | 0.6367 | 0.7631 | 0.8735 |
| 0.0539 | 44.8696 | 1032 | 0.7967 | 0.6237 | 0.7967 | 0.8926 |
| 0.0539 | 44.9565 | 1034 | 0.8051 | 0.6237 | 0.8051 | 0.8973 |
| 0.0539 | 45.0435 | 1036 | 0.8198 | 0.6237 | 0.8198 | 0.9054 |
| 0.0539 | 45.1304 | 1038 | 0.8215 | 0.6007 | 0.8215 | 0.9063 |
| 0.0539 | 45.2174 | 1040 | 0.7931 | 0.6237 | 0.7931 | 0.8906 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
- Downloads last month
- 1
Model tree for MayBashendy/ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k4_task2_organization
Base model
aubmindlab/bert-base-arabertv02