ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k15_task7_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: 0.5291
- Qwk: 0.5286
- Mse: 0.5291
- Rmse: 0.7274
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 | 0.0263 | 2 | 2.6596 | -0.0702 | 2.6596 | 1.6308 |
| No log | 0.0526 | 4 | 1.2866 | 0.0750 | 1.2866 | 1.1343 |
| No log | 0.0789 | 6 | 1.1797 | -0.1255 | 1.1797 | 1.0862 |
| No log | 0.1053 | 8 | 1.0784 | -0.0128 | 1.0784 | 1.0384 |
| No log | 0.1316 | 10 | 1.1796 | -0.0079 | 1.1796 | 1.0861 |
| No log | 0.1579 | 12 | 1.2098 | -0.0145 | 1.2098 | 1.0999 |
| No log | 0.1842 | 14 | 1.1388 | 0.0548 | 1.1388 | 1.0672 |
| No log | 0.2105 | 16 | 1.0736 | 0.0272 | 1.0736 | 1.0361 |
| No log | 0.2368 | 18 | 1.1777 | -0.0316 | 1.1777 | 1.0852 |
| No log | 0.2632 | 20 | 0.9871 | 0.0501 | 0.9871 | 0.9935 |
| No log | 0.2895 | 22 | 0.8113 | 0.0679 | 0.8113 | 0.9007 |
| No log | 0.3158 | 24 | 0.8461 | 0.1103 | 0.8461 | 0.9199 |
| No log | 0.3421 | 26 | 0.8401 | 0.1416 | 0.8401 | 0.9166 |
| No log | 0.3684 | 28 | 0.7880 | 0.2085 | 0.7880 | 0.8877 |
| No log | 0.3947 | 30 | 0.7496 | 0.2218 | 0.7496 | 0.8658 |
| No log | 0.4211 | 32 | 0.7679 | 0.1904 | 0.7679 | 0.8763 |
| No log | 0.4474 | 34 | 0.8196 | 0.1660 | 0.8196 | 0.9053 |
| No log | 0.4737 | 36 | 0.8115 | 0.1558 | 0.8115 | 0.9008 |
| No log | 0.5 | 38 | 0.7934 | 0.1884 | 0.7934 | 0.8907 |
| No log | 0.5263 | 40 | 0.7981 | 0.1498 | 0.7981 | 0.8933 |
| No log | 0.5526 | 42 | 0.8023 | 0.2270 | 0.8023 | 0.8957 |
| No log | 0.5789 | 44 | 0.7981 | 0.0717 | 0.7981 | 0.8934 |
| No log | 0.6053 | 46 | 0.8091 | 0.0410 | 0.8091 | 0.8995 |
| No log | 0.6316 | 48 | 0.8223 | 0.0026 | 0.8223 | 0.9068 |
| No log | 0.6579 | 50 | 0.7925 | -0.0054 | 0.7925 | 0.8902 |
| No log | 0.6842 | 52 | 0.7808 | -0.0079 | 0.7808 | 0.8836 |
| No log | 0.7105 | 54 | 0.7728 | 0.1139 | 0.7728 | 0.8791 |
| No log | 0.7368 | 56 | 0.8067 | 0.0426 | 0.8067 | 0.8981 |
| No log | 0.7632 | 58 | 0.8310 | 0.0940 | 0.8310 | 0.9116 |
| No log | 0.7895 | 60 | 0.7810 | 0.0026 | 0.7810 | 0.8837 |
| No log | 0.8158 | 62 | 0.7313 | -0.0054 | 0.7313 | 0.8552 |
| No log | 0.8421 | 64 | 0.7445 | 0.0 | 0.7445 | 0.8629 |
| No log | 0.8684 | 66 | 0.7357 | 0.0428 | 0.7357 | 0.8577 |
| No log | 0.8947 | 68 | 0.7241 | 0.0717 | 0.7241 | 0.8510 |
| No log | 0.9211 | 70 | 0.7449 | 0.1508 | 0.7449 | 0.8631 |
| No log | 0.9474 | 72 | 0.7842 | 0.1133 | 0.7842 | 0.8855 |
| No log | 0.9737 | 74 | 0.8988 | 0.2073 | 0.8988 | 0.9480 |
| No log | 1.0 | 76 | 1.0440 | 0.1288 | 1.0440 | 1.0218 |
| No log | 1.0263 | 78 | 1.0546 | 0.1288 | 1.0546 | 1.0269 |
| No log | 1.0526 | 80 | 0.9880 | 0.1309 | 0.9880 | 0.9940 |
| No log | 1.0789 | 82 | 0.8346 | 0.1315 | 0.8346 | 0.9136 |
| No log | 1.1053 | 84 | 0.8545 | 0.1660 | 0.8545 | 0.9244 |
| No log | 1.1316 | 86 | 0.8467 | 0.1218 | 0.8467 | 0.9201 |
| No log | 1.1579 | 88 | 0.7709 | 0.2607 | 0.7709 | 0.8780 |
| No log | 1.1842 | 90 | 0.7736 | 0.1918 | 0.7736 | 0.8796 |
| No log | 1.2105 | 92 | 0.7494 | 0.1752 | 0.7494 | 0.8657 |
| No log | 1.2368 | 94 | 0.7328 | 0.2537 | 0.7328 | 0.8561 |
| No log | 1.2632 | 96 | 0.7659 | 0.1365 | 0.7659 | 0.8751 |
| No log | 1.2895 | 98 | 0.9897 | 0.1304 | 0.9897 | 0.9948 |
| No log | 1.3158 | 100 | 1.1389 | 0.1262 | 1.1389 | 1.0672 |
| No log | 1.3421 | 102 | 1.0108 | 0.2559 | 1.0108 | 1.0054 |
| No log | 1.3684 | 104 | 0.8821 | 0.2066 | 0.8821 | 0.9392 |
| No log | 1.3947 | 106 | 0.7479 | 0.1580 | 0.7479 | 0.8648 |
| No log | 1.4211 | 108 | 0.7148 | 0.2407 | 0.7148 | 0.8455 |
| No log | 1.4474 | 110 | 0.7123 | 0.1972 | 0.7123 | 0.8440 |
| No log | 1.4737 | 112 | 0.7047 | 0.1050 | 0.7047 | 0.8395 |
| No log | 1.5 | 114 | 0.7470 | 0.1327 | 0.7470 | 0.8643 |
| No log | 1.5263 | 116 | 0.8195 | 0.2526 | 0.8195 | 0.9053 |
| No log | 1.5526 | 118 | 0.8473 | 0.2181 | 0.8473 | 0.9205 |
| No log | 1.5789 | 120 | 0.8381 | 0.1786 | 0.8381 | 0.9155 |
| No log | 1.6053 | 122 | 0.7718 | 0.1633 | 0.7718 | 0.8785 |
| No log | 1.6316 | 124 | 0.7430 | 0.0717 | 0.7430 | 0.8620 |
| No log | 1.6579 | 126 | 0.7353 | 0.0717 | 0.7353 | 0.8575 |
| No log | 1.6842 | 128 | 0.7645 | 0.1660 | 0.7645 | 0.8744 |
| No log | 1.7105 | 130 | 1.0054 | 0.1599 | 1.0054 | 1.0027 |
| No log | 1.7368 | 132 | 1.0916 | 0.1843 | 1.0916 | 1.0448 |
| No log | 1.7632 | 134 | 0.8417 | 0.2408 | 0.8417 | 0.9174 |
| No log | 1.7895 | 136 | 0.7070 | 0.1489 | 0.7070 | 0.8408 |
| No log | 1.8158 | 138 | 0.7141 | 0.2027 | 0.7141 | 0.8450 |
| No log | 1.8421 | 140 | 0.7069 | 0.2345 | 0.7069 | 0.8408 |
| No log | 1.8684 | 142 | 0.7067 | 0.1723 | 0.7067 | 0.8407 |
| No log | 1.8947 | 144 | 0.7732 | 0.1500 | 0.7732 | 0.8793 |
| No log | 1.9211 | 146 | 0.9506 | 0.2787 | 0.9506 | 0.9750 |
| No log | 1.9474 | 148 | 1.0118 | 0.2784 | 1.0118 | 1.0059 |
| No log | 1.9737 | 150 | 0.9190 | 0.3129 | 0.9190 | 0.9586 |
| No log | 2.0 | 152 | 0.7862 | 0.1889 | 0.7862 | 0.8867 |
| No log | 2.0263 | 154 | 0.6956 | 0.2386 | 0.6956 | 0.8340 |
| No log | 2.0526 | 156 | 0.7184 | 0.3369 | 0.7184 | 0.8476 |
| No log | 2.0789 | 158 | 0.6798 | 0.3352 | 0.6798 | 0.8245 |
| No log | 2.1053 | 160 | 0.6649 | 0.3158 | 0.6649 | 0.8154 |
| No log | 2.1316 | 162 | 0.7954 | 0.3827 | 0.7954 | 0.8918 |
| No log | 2.1579 | 164 | 0.9292 | 0.2164 | 0.9292 | 0.9640 |
| No log | 2.1842 | 166 | 0.7883 | 0.2612 | 0.7883 | 0.8878 |
| No log | 2.2105 | 168 | 0.6477 | 0.2509 | 0.6477 | 0.8048 |
| No log | 2.2368 | 170 | 0.6576 | 0.3123 | 0.6576 | 0.8109 |
| No log | 2.2632 | 172 | 0.6539 | 0.2890 | 0.6539 | 0.8086 |
| No log | 2.2895 | 174 | 0.6397 | 0.2572 | 0.6397 | 0.7998 |
| No log | 2.3158 | 176 | 0.6378 | 0.2353 | 0.6378 | 0.7986 |
| No log | 2.3421 | 178 | 0.6089 | 0.2916 | 0.6089 | 0.7803 |
| No log | 2.3684 | 180 | 0.5893 | 0.3502 | 0.5893 | 0.7676 |
| No log | 2.3947 | 182 | 0.5963 | 0.4384 | 0.5963 | 0.7722 |
| No log | 2.4211 | 184 | 0.6262 | 0.3860 | 0.6262 | 0.7913 |
| No log | 2.4474 | 186 | 0.6849 | 0.3961 | 0.6849 | 0.8276 |
| No log | 2.4737 | 188 | 0.6326 | 0.3417 | 0.6326 | 0.7953 |
| No log | 2.5 | 190 | 0.6027 | 0.3863 | 0.6027 | 0.7764 |
| No log | 2.5263 | 192 | 0.6151 | 0.2751 | 0.6151 | 0.7843 |
| No log | 2.5526 | 194 | 0.6337 | 0.4020 | 0.6337 | 0.7961 |
| No log | 2.5789 | 196 | 0.6398 | 0.3141 | 0.6398 | 0.7999 |
| No log | 2.6053 | 198 | 0.6787 | 0.2842 | 0.6787 | 0.8238 |
| No log | 2.6316 | 200 | 0.7640 | 0.3174 | 0.7640 | 0.8741 |
| No log | 2.6579 | 202 | 0.7362 | 0.3302 | 0.7362 | 0.8580 |
| No log | 2.6842 | 204 | 0.6665 | 0.2815 | 0.6665 | 0.8164 |
| No log | 2.7105 | 206 | 0.6739 | 0.2950 | 0.6739 | 0.8209 |
| No log | 2.7368 | 208 | 0.7079 | 0.4664 | 0.7079 | 0.8414 |
| No log | 2.7632 | 210 | 0.7059 | 0.4576 | 0.7059 | 0.8402 |
| No log | 2.7895 | 212 | 0.6273 | 0.4076 | 0.6273 | 0.7921 |
| No log | 2.8158 | 214 | 0.5964 | 0.4001 | 0.5964 | 0.7723 |
| No log | 2.8421 | 216 | 0.5862 | 0.4027 | 0.5862 | 0.7656 |
| No log | 2.8684 | 218 | 0.5924 | 0.4547 | 0.5924 | 0.7697 |
| No log | 2.8947 | 220 | 0.6203 | 0.4112 | 0.6203 | 0.7876 |
| No log | 2.9211 | 222 | 0.6391 | 0.4512 | 0.6391 | 0.7994 |
| No log | 2.9474 | 224 | 0.6087 | 0.5107 | 0.6087 | 0.7802 |
| No log | 2.9737 | 226 | 0.5644 | 0.3811 | 0.5644 | 0.7513 |
| No log | 3.0 | 228 | 0.6311 | 0.4997 | 0.6311 | 0.7944 |
| No log | 3.0263 | 230 | 0.6919 | 0.4747 | 0.6919 | 0.8318 |
| No log | 3.0526 | 232 | 0.6554 | 0.4789 | 0.6554 | 0.8096 |
| No log | 3.0789 | 234 | 0.6350 | 0.3982 | 0.6350 | 0.7969 |
| No log | 3.1053 | 236 | 0.5959 | 0.4036 | 0.5959 | 0.7720 |
| No log | 3.1316 | 238 | 0.6183 | 0.4100 | 0.6183 | 0.7863 |
| No log | 3.1579 | 240 | 0.6320 | 0.3688 | 0.6320 | 0.7950 |
| No log | 3.1842 | 242 | 0.5884 | 0.3701 | 0.5884 | 0.7671 |
| No log | 3.2105 | 244 | 0.5744 | 0.4052 | 0.5744 | 0.7579 |
| No log | 3.2368 | 246 | 0.5667 | 0.3651 | 0.5667 | 0.7528 |
| No log | 3.2632 | 248 | 0.5741 | 0.3883 | 0.5741 | 0.7577 |
| No log | 3.2895 | 250 | 0.5615 | 0.3859 | 0.5615 | 0.7493 |
| No log | 3.3158 | 252 | 0.5531 | 0.3906 | 0.5531 | 0.7437 |
| No log | 3.3421 | 254 | 0.5521 | 0.4091 | 0.5521 | 0.7430 |
| No log | 3.3684 | 256 | 0.6118 | 0.4409 | 0.6118 | 0.7822 |
| No log | 3.3947 | 258 | 0.7186 | 0.4450 | 0.7186 | 0.8477 |
| No log | 3.4211 | 260 | 0.6888 | 0.4592 | 0.6888 | 0.8300 |
| No log | 3.4474 | 262 | 0.5801 | 0.4872 | 0.5801 | 0.7617 |
| No log | 3.4737 | 264 | 0.5637 | 0.4638 | 0.5637 | 0.7508 |
| No log | 3.5 | 266 | 0.5849 | 0.4824 | 0.5849 | 0.7648 |
| No log | 3.5263 | 268 | 0.6431 | 0.5175 | 0.6431 | 0.8020 |
| No log | 3.5526 | 270 | 0.6170 | 0.5152 | 0.6170 | 0.7855 |
| No log | 3.5789 | 272 | 0.5735 | 0.4806 | 0.5735 | 0.7573 |
| No log | 3.6053 | 274 | 0.5746 | 0.4118 | 0.5746 | 0.7580 |
| No log | 3.6316 | 276 | 0.5708 | 0.4098 | 0.5708 | 0.7555 |
| No log | 3.6579 | 278 | 0.5705 | 0.4514 | 0.5705 | 0.7553 |
| No log | 3.6842 | 280 | 0.5723 | 0.4639 | 0.5723 | 0.7565 |
| No log | 3.7105 | 282 | 0.6009 | 0.4524 | 0.6009 | 0.7752 |
| No log | 3.7368 | 284 | 0.5794 | 0.4354 | 0.5794 | 0.7612 |
| No log | 3.7632 | 286 | 0.5934 | 0.5061 | 0.5934 | 0.7703 |
| No log | 3.7895 | 288 | 0.6117 | 0.4678 | 0.6117 | 0.7821 |
| No log | 3.8158 | 290 | 0.5749 | 0.4575 | 0.5749 | 0.7583 |
| No log | 3.8421 | 292 | 0.5818 | 0.4801 | 0.5818 | 0.7628 |
| No log | 3.8684 | 294 | 0.6385 | 0.5243 | 0.6385 | 0.7991 |
| No log | 3.8947 | 296 | 0.6015 | 0.4703 | 0.6015 | 0.7756 |
| No log | 3.9211 | 298 | 0.5472 | 0.4441 | 0.5472 | 0.7397 |
| No log | 3.9474 | 300 | 0.5733 | 0.4635 | 0.5733 | 0.7572 |
| No log | 3.9737 | 302 | 0.5595 | 0.4262 | 0.5595 | 0.7480 |
| No log | 4.0 | 304 | 0.5426 | 0.4077 | 0.5426 | 0.7366 |
| No log | 4.0263 | 306 | 0.5317 | 0.4929 | 0.5317 | 0.7292 |
| No log | 4.0526 | 308 | 0.5289 | 0.4929 | 0.5289 | 0.7273 |
| No log | 4.0789 | 310 | 0.5316 | 0.4681 | 0.5316 | 0.7291 |
| No log | 4.1053 | 312 | 0.5608 | 0.5171 | 0.5608 | 0.7489 |
| No log | 4.1316 | 314 | 0.5532 | 0.4697 | 0.5532 | 0.7438 |
| No log | 4.1579 | 316 | 0.5334 | 0.5457 | 0.5334 | 0.7303 |
| No log | 4.1842 | 318 | 0.5762 | 0.4933 | 0.5762 | 0.7591 |
| No log | 4.2105 | 320 | 0.5844 | 0.5206 | 0.5844 | 0.7645 |
| No log | 4.2368 | 322 | 0.5651 | 0.5632 | 0.5651 | 0.7517 |
| No log | 4.2632 | 324 | 0.5571 | 0.5061 | 0.5571 | 0.7464 |
| No log | 4.2895 | 326 | 0.5638 | 0.4613 | 0.5638 | 0.7509 |
| No log | 4.3158 | 328 | 0.5939 | 0.5291 | 0.5939 | 0.7707 |
| No log | 4.3421 | 330 | 0.5763 | 0.5254 | 0.5763 | 0.7591 |
| No log | 4.3684 | 332 | 0.5709 | 0.4864 | 0.5709 | 0.7556 |
| No log | 4.3947 | 334 | 0.5627 | 0.4642 | 0.5627 | 0.7502 |
| No log | 4.4211 | 336 | 0.6075 | 0.4703 | 0.6075 | 0.7794 |
| No log | 4.4474 | 338 | 0.6597 | 0.4531 | 0.6597 | 0.8122 |
| No log | 4.4737 | 340 | 0.5938 | 0.4864 | 0.5938 | 0.7706 |
| No log | 4.5 | 342 | 0.5288 | 0.5831 | 0.5288 | 0.7272 |
| No log | 4.5263 | 344 | 0.5753 | 0.5471 | 0.5753 | 0.7585 |
| No log | 4.5526 | 346 | 0.5720 | 0.5656 | 0.5720 | 0.7563 |
| No log | 4.5789 | 348 | 0.5294 | 0.5323 | 0.5294 | 0.7276 |
| No log | 4.6053 | 350 | 0.6163 | 0.4550 | 0.6163 | 0.7850 |
| No log | 4.6316 | 352 | 0.6763 | 0.4457 | 0.6763 | 0.8223 |
| No log | 4.6579 | 354 | 0.5963 | 0.4929 | 0.5963 | 0.7722 |
| No log | 4.6842 | 356 | 0.5216 | 0.5488 | 0.5216 | 0.7222 |
| No log | 4.7105 | 358 | 0.6052 | 0.5013 | 0.6052 | 0.7779 |
| No log | 4.7368 | 360 | 0.6323 | 0.5298 | 0.6323 | 0.7952 |
| No log | 4.7632 | 362 | 0.5491 | 0.4945 | 0.5491 | 0.7410 |
| No log | 4.7895 | 364 | 0.5474 | 0.5708 | 0.5474 | 0.7398 |
| No log | 4.8158 | 366 | 0.6906 | 0.5508 | 0.6906 | 0.8310 |
| No log | 4.8421 | 368 | 0.6885 | 0.4943 | 0.6885 | 0.8298 |
| No log | 4.8684 | 370 | 0.5664 | 0.5271 | 0.5664 | 0.7526 |
| No log | 4.8947 | 372 | 0.5119 | 0.5488 | 0.5119 | 0.7155 |
| No log | 4.9211 | 374 | 0.5611 | 0.5028 | 0.5611 | 0.7491 |
| No log | 4.9474 | 376 | 0.6685 | 0.4868 | 0.6685 | 0.8176 |
| No log | 4.9737 | 378 | 0.6732 | 0.4811 | 0.6732 | 0.8205 |
| No log | 5.0 | 380 | 0.6171 | 0.4851 | 0.6171 | 0.7855 |
| No log | 5.0263 | 382 | 0.5364 | 0.4973 | 0.5364 | 0.7324 |
| No log | 5.0526 | 384 | 0.5374 | 0.5218 | 0.5374 | 0.7331 |
| No log | 5.0789 | 386 | 0.5551 | 0.5655 | 0.5551 | 0.7451 |
| No log | 5.1053 | 388 | 0.5562 | 0.5289 | 0.5562 | 0.7458 |
| No log | 5.1316 | 390 | 0.5705 | 0.5373 | 0.5705 | 0.7553 |
| No log | 5.1579 | 392 | 0.5811 | 0.4379 | 0.5811 | 0.7623 |
| No log | 5.1842 | 394 | 0.5997 | 0.5093 | 0.5997 | 0.7744 |
| No log | 5.2105 | 396 | 0.6357 | 0.5357 | 0.6357 | 0.7973 |
| No log | 5.2368 | 398 | 0.6219 | 0.5357 | 0.6219 | 0.7886 |
| No log | 5.2632 | 400 | 0.5847 | 0.5093 | 0.5847 | 0.7647 |
| No log | 5.2895 | 402 | 0.5734 | 0.5093 | 0.5734 | 0.7572 |
| No log | 5.3158 | 404 | 0.5538 | 0.5373 | 0.5538 | 0.7442 |
| No log | 5.3421 | 406 | 0.5661 | 0.4274 | 0.5661 | 0.7524 |
| No log | 5.3684 | 408 | 0.5556 | 0.5152 | 0.5556 | 0.7454 |
| No log | 5.3947 | 410 | 0.5527 | 0.5460 | 0.5527 | 0.7434 |
| No log | 5.4211 | 412 | 0.5679 | 0.5226 | 0.5679 | 0.7536 |
| No log | 5.4474 | 414 | 0.5810 | 0.5357 | 0.5810 | 0.7623 |
| No log | 5.4737 | 416 | 0.5580 | 0.5965 | 0.5580 | 0.7470 |
| No log | 5.5 | 418 | 0.5430 | 0.5440 | 0.5430 | 0.7369 |
| No log | 5.5263 | 420 | 0.5584 | 0.5246 | 0.5584 | 0.7473 |
| No log | 5.5526 | 422 | 0.5726 | 0.4466 | 0.5726 | 0.7567 |
| No log | 5.5789 | 424 | 0.5767 | 0.4406 | 0.5767 | 0.7594 |
| No log | 5.6053 | 426 | 0.5546 | 0.5782 | 0.5546 | 0.7447 |
| No log | 5.6316 | 428 | 0.5575 | 0.5883 | 0.5575 | 0.7467 |
| No log | 5.6579 | 430 | 0.5579 | 0.5042 | 0.5579 | 0.7469 |
| No log | 5.6842 | 432 | 0.5661 | 0.4762 | 0.5661 | 0.7524 |
| No log | 5.7105 | 434 | 0.5638 | 0.5304 | 0.5638 | 0.7508 |
| No log | 5.7368 | 436 | 0.5629 | 0.5289 | 0.5629 | 0.7503 |
| No log | 5.7632 | 438 | 0.5538 | 0.5732 | 0.5538 | 0.7442 |
| No log | 5.7895 | 440 | 0.5488 | 0.5361 | 0.5488 | 0.7408 |
| No log | 5.8158 | 442 | 0.5537 | 0.5092 | 0.5537 | 0.7441 |
| No log | 5.8421 | 444 | 0.5537 | 0.5483 | 0.5537 | 0.7441 |
| No log | 5.8684 | 446 | 0.5344 | 0.5399 | 0.5344 | 0.7310 |
| No log | 5.8947 | 448 | 0.5464 | 0.5283 | 0.5464 | 0.7392 |
| No log | 5.9211 | 450 | 0.5456 | 0.5283 | 0.5456 | 0.7386 |
| No log | 5.9474 | 452 | 0.5588 | 0.5498 | 0.5588 | 0.7475 |
| No log | 5.9737 | 454 | 0.5205 | 0.5702 | 0.5205 | 0.7214 |
| No log | 6.0 | 456 | 0.5025 | 0.4914 | 0.5025 | 0.7089 |
| No log | 6.0263 | 458 | 0.5054 | 0.5053 | 0.5054 | 0.7109 |
| No log | 6.0526 | 460 | 0.4804 | 0.5831 | 0.4804 | 0.6931 |
| No log | 6.0789 | 462 | 0.4749 | 0.6060 | 0.4749 | 0.6892 |
| No log | 6.1053 | 464 | 0.4709 | 0.5565 | 0.4709 | 0.6862 |
| No log | 6.1316 | 466 | 0.4716 | 0.5577 | 0.4716 | 0.6867 |
| No log | 6.1579 | 468 | 0.4724 | 0.5965 | 0.4724 | 0.6873 |
| No log | 6.1842 | 470 | 0.4645 | 0.5379 | 0.4645 | 0.6815 |
| No log | 6.2105 | 472 | 0.4708 | 0.5965 | 0.4708 | 0.6862 |
| No log | 6.2368 | 474 | 0.4985 | 0.6317 | 0.4985 | 0.7060 |
| No log | 6.2632 | 476 | 0.5671 | 0.5751 | 0.5671 | 0.7530 |
| No log | 6.2895 | 478 | 0.5447 | 0.5553 | 0.5447 | 0.7381 |
| No log | 6.3158 | 480 | 0.5050 | 0.6114 | 0.5050 | 0.7107 |
| No log | 6.3421 | 482 | 0.5142 | 0.5895 | 0.5142 | 0.7171 |
| No log | 6.3684 | 484 | 0.5653 | 0.5567 | 0.5653 | 0.7519 |
| No log | 6.3947 | 486 | 0.5612 | 0.5751 | 0.5612 | 0.7491 |
| No log | 6.4211 | 488 | 0.4926 | 0.6032 | 0.4926 | 0.7019 |
| No log | 6.4474 | 490 | 0.5064 | 0.4875 | 0.5064 | 0.7116 |
| No log | 6.4737 | 492 | 0.5784 | 0.4753 | 0.5784 | 0.7605 |
| No log | 6.5 | 494 | 0.5604 | 0.5111 | 0.5604 | 0.7486 |
| No log | 6.5263 | 496 | 0.5321 | 0.4634 | 0.5321 | 0.7295 |
| No log | 6.5526 | 498 | 0.5722 | 0.4346 | 0.5722 | 0.7564 |
| 0.424 | 6.5789 | 500 | 0.5912 | 0.3124 | 0.5912 | 0.7689 |
| 0.424 | 6.6053 | 502 | 0.5443 | 0.5442 | 0.5443 | 0.7378 |
| 0.424 | 6.6316 | 504 | 0.5015 | 0.5470 | 0.5015 | 0.7081 |
| 0.424 | 6.6579 | 506 | 0.4899 | 0.5927 | 0.4899 | 0.6999 |
| 0.424 | 6.6842 | 508 | 0.5000 | 0.5367 | 0.5000 | 0.7071 |
| 0.424 | 6.7105 | 510 | 0.5013 | 0.5367 | 0.5013 | 0.7080 |
| 0.424 | 6.7368 | 512 | 0.5287 | 0.5403 | 0.5287 | 0.7271 |
| 0.424 | 6.7632 | 514 | 0.5307 | 0.5403 | 0.5307 | 0.7285 |
| 0.424 | 6.7895 | 516 | 0.5846 | 0.5219 | 0.5846 | 0.7646 |
| 0.424 | 6.8158 | 518 | 0.6297 | 0.5190 | 0.6297 | 0.7935 |
| 0.424 | 6.8421 | 520 | 0.6005 | 0.5133 | 0.6005 | 0.7749 |
| 0.424 | 6.8684 | 522 | 0.5220 | 0.5583 | 0.5220 | 0.7225 |
| 0.424 | 6.8947 | 524 | 0.4881 | 0.6132 | 0.4881 | 0.6987 |
| 0.424 | 6.9211 | 526 | 0.4700 | 0.6129 | 0.4700 | 0.6856 |
| 0.424 | 6.9474 | 528 | 0.4706 | 0.6156 | 0.4706 | 0.6860 |
| 0.424 | 6.9737 | 530 | 0.4782 | 0.6255 | 0.4782 | 0.6915 |
| 0.424 | 7.0 | 532 | 0.5038 | 0.6183 | 0.5038 | 0.7098 |
| 0.424 | 7.0263 | 534 | 0.4966 | 0.6448 | 0.4966 | 0.7047 |
| 0.424 | 7.0526 | 536 | 0.4999 | 0.6001 | 0.4999 | 0.7071 |
| 0.424 | 7.0789 | 538 | 0.5133 | 0.6001 | 0.5133 | 0.7165 |
| 0.424 | 7.1053 | 540 | 0.5256 | 0.5782 | 0.5256 | 0.7250 |
| 0.424 | 7.1316 | 542 | 0.5266 | 0.6001 | 0.5266 | 0.7257 |
| 0.424 | 7.1579 | 544 | 0.5152 | 0.5422 | 0.5152 | 0.7178 |
| 0.424 | 7.1842 | 546 | 0.5456 | 0.4795 | 0.5456 | 0.7387 |
| 0.424 | 7.2105 | 548 | 0.5634 | 0.5111 | 0.5634 | 0.7506 |
| 0.424 | 7.2368 | 550 | 0.5240 | 0.5307 | 0.5240 | 0.7239 |
| 0.424 | 7.2632 | 552 | 0.5244 | 0.5970 | 0.5244 | 0.7242 |
| 0.424 | 7.2895 | 554 | 0.6016 | 0.5152 | 0.6016 | 0.7757 |
| 0.424 | 7.3158 | 556 | 0.7057 | 0.4768 | 0.7057 | 0.8400 |
| 0.424 | 7.3421 | 558 | 0.6769 | 0.5131 | 0.6769 | 0.8227 |
| 0.424 | 7.3684 | 560 | 0.5704 | 0.5428 | 0.5704 | 0.7553 |
| 0.424 | 7.3947 | 562 | 0.5766 | 0.5601 | 0.5766 | 0.7593 |
| 0.424 | 7.4211 | 564 | 0.6356 | 0.5448 | 0.6356 | 0.7972 |
| 0.424 | 7.4474 | 566 | 0.6033 | 0.5265 | 0.6033 | 0.7767 |
| 0.424 | 7.4737 | 568 | 0.5238 | 0.5473 | 0.5238 | 0.7237 |
| 0.424 | 7.5 | 570 | 0.5197 | 0.5904 | 0.5197 | 0.7209 |
| 0.424 | 7.5263 | 572 | 0.5803 | 0.4672 | 0.5803 | 0.7618 |
| 0.424 | 7.5526 | 574 | 0.5850 | 0.4892 | 0.5850 | 0.7649 |
| 0.424 | 7.5789 | 576 | 0.5175 | 0.5796 | 0.5175 | 0.7194 |
| 0.424 | 7.6053 | 578 | 0.4846 | 0.5836 | 0.4846 | 0.6961 |
| 0.424 | 7.6316 | 580 | 0.5544 | 0.5597 | 0.5544 | 0.7446 |
| 0.424 | 7.6579 | 582 | 0.6168 | 0.4409 | 0.6168 | 0.7853 |
| 0.424 | 7.6842 | 584 | 0.5754 | 0.4835 | 0.5754 | 0.7585 |
| 0.424 | 7.7105 | 586 | 0.4881 | 0.6067 | 0.4881 | 0.6987 |
| 0.424 | 7.7368 | 588 | 0.4668 | 0.6370 | 0.4668 | 0.6832 |
| 0.424 | 7.7632 | 590 | 0.5589 | 0.5168 | 0.5589 | 0.7476 |
| 0.424 | 7.7895 | 592 | 0.6040 | 0.5073 | 0.6040 | 0.7772 |
| 0.424 | 7.8158 | 594 | 0.6018 | 0.5450 | 0.6018 | 0.7757 |
| 0.424 | 7.8421 | 596 | 0.5487 | 0.5212 | 0.5487 | 0.7407 |
| 0.424 | 7.8684 | 598 | 0.4978 | 0.5747 | 0.4978 | 0.7056 |
| 0.424 | 7.8947 | 600 | 0.4732 | 0.6125 | 0.4732 | 0.6879 |
| 0.424 | 7.9211 | 602 | 0.5094 | 0.5254 | 0.5094 | 0.7137 |
| 0.424 | 7.9474 | 604 | 0.5161 | 0.5166 | 0.5161 | 0.7184 |
| 0.424 | 7.9737 | 606 | 0.4921 | 0.5455 | 0.4921 | 0.7015 |
| 0.424 | 8.0 | 608 | 0.4766 | 0.5800 | 0.4766 | 0.6904 |
| 0.424 | 8.0263 | 610 | 0.4911 | 0.5617 | 0.4911 | 0.7008 |
| 0.424 | 8.0526 | 612 | 0.4919 | 0.5617 | 0.4919 | 0.7013 |
| 0.424 | 8.0789 | 614 | 0.4795 | 0.5703 | 0.4795 | 0.6924 |
| 0.424 | 8.1053 | 616 | 0.5102 | 0.5184 | 0.5102 | 0.7143 |
| 0.424 | 8.1316 | 618 | 0.5413 | 0.4929 | 0.5413 | 0.7357 |
| 0.424 | 8.1579 | 620 | 0.5215 | 0.4929 | 0.5215 | 0.7222 |
| 0.424 | 8.1842 | 622 | 0.4829 | 0.5396 | 0.4829 | 0.6949 |
| 0.424 | 8.2105 | 624 | 0.5287 | 0.6114 | 0.5287 | 0.7271 |
| 0.424 | 8.2368 | 626 | 0.5784 | 0.5706 | 0.5784 | 0.7605 |
| 0.424 | 8.2632 | 628 | 0.5998 | 0.5650 | 0.5998 | 0.7745 |
| 0.424 | 8.2895 | 630 | 0.5656 | 0.5970 | 0.5656 | 0.7521 |
| 0.424 | 8.3158 | 632 | 0.5532 | 0.5970 | 0.5532 | 0.7437 |
| 0.424 | 8.3421 | 634 | 0.5298 | 0.5915 | 0.5298 | 0.7279 |
| 0.424 | 8.3684 | 636 | 0.5327 | 0.5672 | 0.5327 | 0.7299 |
| 0.424 | 8.3947 | 638 | 0.5359 | 0.4742 | 0.5359 | 0.7320 |
| 0.424 | 8.4211 | 640 | 0.5399 | 0.4724 | 0.5399 | 0.7348 |
| 0.424 | 8.4474 | 642 | 0.5508 | 0.4724 | 0.5508 | 0.7421 |
| 0.424 | 8.4737 | 644 | 0.5377 | 0.4515 | 0.5377 | 0.7333 |
| 0.424 | 8.5 | 646 | 0.5327 | 0.4970 | 0.5327 | 0.7299 |
| 0.424 | 8.5263 | 648 | 0.5169 | 0.4613 | 0.5169 | 0.7190 |
| 0.424 | 8.5526 | 650 | 0.5109 | 0.5114 | 0.5109 | 0.7148 |
| 0.424 | 8.5789 | 652 | 0.5101 | 0.5379 | 0.5101 | 0.7142 |
| 0.424 | 8.6053 | 654 | 0.5076 | 0.5522 | 0.5076 | 0.7125 |
| 0.424 | 8.6316 | 656 | 0.5059 | 0.5596 | 0.5059 | 0.7113 |
| 0.424 | 8.6579 | 658 | 0.4990 | 0.5522 | 0.4990 | 0.7064 |
| 0.424 | 8.6842 | 660 | 0.4972 | 0.5042 | 0.4972 | 0.7051 |
| 0.424 | 8.7105 | 662 | 0.5012 | 0.5042 | 0.5012 | 0.7080 |
| 0.424 | 8.7368 | 664 | 0.5046 | 0.5042 | 0.5046 | 0.7103 |
| 0.424 | 8.7632 | 666 | 0.5083 | 0.5133 | 0.5083 | 0.7129 |
| 0.424 | 8.7895 | 668 | 0.5058 | 0.4526 | 0.5058 | 0.7112 |
| 0.424 | 8.8158 | 670 | 0.5082 | 0.4526 | 0.5082 | 0.7129 |
| 0.424 | 8.8421 | 672 | 0.5131 | 0.4898 | 0.5131 | 0.7163 |
| 0.424 | 8.8684 | 674 | 0.5326 | 0.5098 | 0.5326 | 0.7298 |
| 0.424 | 8.8947 | 676 | 0.5205 | 0.5397 | 0.5205 | 0.7215 |
| 0.424 | 8.9211 | 678 | 0.5120 | 0.5286 | 0.5120 | 0.7155 |
| 0.424 | 8.9474 | 680 | 0.5144 | 0.5505 | 0.5144 | 0.7172 |
| 0.424 | 8.9737 | 682 | 0.5248 | 0.5341 | 0.5248 | 0.7244 |
| 0.424 | 9.0 | 684 | 0.5326 | 0.4889 | 0.5326 | 0.7298 |
| 0.424 | 9.0263 | 686 | 0.5333 | 0.5109 | 0.5333 | 0.7302 |
| 0.424 | 9.0526 | 688 | 0.5340 | 0.5782 | 0.5340 | 0.7307 |
| 0.424 | 9.0789 | 690 | 0.5659 | 0.4997 | 0.5659 | 0.7523 |
| 0.424 | 9.1053 | 692 | 0.6086 | 0.4952 | 0.6086 | 0.7802 |
| 0.424 | 9.1316 | 694 | 0.6222 | 0.4463 | 0.6222 | 0.7888 |
| 0.424 | 9.1579 | 696 | 0.6097 | 0.4087 | 0.6097 | 0.7808 |
| 0.424 | 9.1842 | 698 | 0.5717 | 0.3603 | 0.5717 | 0.7561 |
| 0.424 | 9.2105 | 700 | 0.5907 | 0.4396 | 0.5907 | 0.7686 |
| 0.424 | 9.2368 | 702 | 0.6190 | 0.4247 | 0.6190 | 0.7868 |
| 0.424 | 9.2632 | 704 | 0.6291 | 0.4218 | 0.6291 | 0.7931 |
| 0.424 | 9.2895 | 706 | 0.6150 | 0.4428 | 0.6150 | 0.7842 |
| 0.424 | 9.3158 | 708 | 0.5859 | 0.4681 | 0.5859 | 0.7654 |
| 0.424 | 9.3421 | 710 | 0.5572 | 0.5003 | 0.5572 | 0.7464 |
| 0.424 | 9.3684 | 712 | 0.5782 | 0.4036 | 0.5782 | 0.7604 |
| 0.424 | 9.3947 | 714 | 0.6551 | 0.3590 | 0.6551 | 0.8094 |
| 0.424 | 9.4211 | 716 | 0.6762 | 0.3264 | 0.6762 | 0.8223 |
| 0.424 | 9.4474 | 718 | 0.6169 | 0.3357 | 0.6169 | 0.7854 |
| 0.424 | 9.4737 | 720 | 0.5645 | 0.3780 | 0.5645 | 0.7513 |
| 0.424 | 9.5 | 722 | 0.5434 | 0.4299 | 0.5434 | 0.7372 |
| 0.424 | 9.5263 | 724 | 0.5318 | 0.4829 | 0.5318 | 0.7292 |
| 0.424 | 9.5526 | 726 | 0.5232 | 0.5061 | 0.5232 | 0.7233 |
| 0.424 | 9.5789 | 728 | 0.5160 | 0.5522 | 0.5160 | 0.7184 |
| 0.424 | 9.6053 | 730 | 0.5164 | 0.5522 | 0.5164 | 0.7186 |
| 0.424 | 9.6316 | 732 | 0.5163 | 0.5538 | 0.5163 | 0.7185 |
| 0.424 | 9.6579 | 734 | 0.5129 | 0.5538 | 0.5129 | 0.7162 |
| 0.424 | 9.6842 | 736 | 0.5062 | 0.5600 | 0.5062 | 0.7115 |
| 0.424 | 9.7105 | 738 | 0.5173 | 0.5414 | 0.5173 | 0.7192 |
| 0.424 | 9.7368 | 740 | 0.5265 | 0.5414 | 0.5265 | 0.7256 |
| 0.424 | 9.7632 | 742 | 0.5252 | 0.5414 | 0.5252 | 0.7247 |
| 0.424 | 9.7895 | 744 | 0.5194 | 0.5065 | 0.5194 | 0.7207 |
| 0.424 | 9.8158 | 746 | 0.5172 | 0.5044 | 0.5172 | 0.7191 |
| 0.424 | 9.8421 | 748 | 0.5196 | 0.4591 | 0.5196 | 0.7208 |
| 0.424 | 9.8684 | 750 | 0.5223 | 0.4419 | 0.5223 | 0.7227 |
| 0.424 | 9.8947 | 752 | 0.5211 | 0.4591 | 0.5211 | 0.7219 |
| 0.424 | 9.9211 | 754 | 0.5257 | 0.4829 | 0.5257 | 0.7251 |
| 0.424 | 9.9474 | 756 | 0.5255 | 0.5195 | 0.5255 | 0.7249 |
| 0.424 | 9.9737 | 758 | 0.5354 | 0.5765 | 0.5354 | 0.7317 |
| 0.424 | 10.0 | 760 | 0.5382 | 0.6020 | 0.5382 | 0.7336 |
| 0.424 | 10.0263 | 762 | 0.5260 | 0.5656 | 0.5260 | 0.7253 |
| 0.424 | 10.0526 | 764 | 0.5237 | 0.5640 | 0.5237 | 0.7237 |
| 0.424 | 10.0789 | 766 | 0.5337 | 0.5341 | 0.5337 | 0.7306 |
| 0.424 | 10.1053 | 768 | 0.5480 | 0.5115 | 0.5480 | 0.7403 |
| 0.424 | 10.1316 | 770 | 0.5370 | 0.4808 | 0.5370 | 0.7328 |
| 0.424 | 10.1579 | 772 | 0.5277 | 0.4808 | 0.5277 | 0.7264 |
| 0.424 | 10.1842 | 774 | 0.5276 | 0.4660 | 0.5276 | 0.7263 |
| 0.424 | 10.2105 | 776 | 0.5205 | 0.5326 | 0.5205 | 0.7215 |
| 0.424 | 10.2368 | 778 | 0.5135 | 0.5326 | 0.5135 | 0.7166 |
| 0.424 | 10.2632 | 780 | 0.5085 | 0.4953 | 0.5085 | 0.7131 |
| 0.424 | 10.2895 | 782 | 0.5014 | 0.5177 | 0.5014 | 0.7081 |
| 0.424 | 10.3158 | 784 | 0.5031 | 0.5703 | 0.5031 | 0.7093 |
| 0.424 | 10.3421 | 786 | 0.4965 | 0.5640 | 0.4965 | 0.7047 |
| 0.424 | 10.3684 | 788 | 0.5006 | 0.5522 | 0.5006 | 0.7075 |
| 0.424 | 10.3947 | 790 | 0.5022 | 0.5734 | 0.5022 | 0.7087 |
| 0.424 | 10.4211 | 792 | 0.5062 | 0.5677 | 0.5062 | 0.7114 |
| 0.424 | 10.4474 | 794 | 0.5137 | 0.6007 | 0.5137 | 0.7167 |
| 0.424 | 10.4737 | 796 | 0.5199 | 0.5812 | 0.5199 | 0.7210 |
| 0.424 | 10.5 | 798 | 0.5177 | 0.5750 | 0.5177 | 0.7195 |
| 0.424 | 10.5263 | 800 | 0.5154 | 0.5677 | 0.5154 | 0.7179 |
| 0.424 | 10.5526 | 802 | 0.5267 | 0.5886 | 0.5267 | 0.7257 |
| 0.424 | 10.5789 | 804 | 0.5229 | 0.5574 | 0.5229 | 0.7231 |
| 0.424 | 10.6053 | 806 | 0.5185 | 0.5488 | 0.5185 | 0.7201 |
| 0.424 | 10.6316 | 808 | 0.5231 | 0.5326 | 0.5231 | 0.7233 |
| 0.424 | 10.6579 | 810 | 0.5242 | 0.5631 | 0.5242 | 0.7240 |
| 0.424 | 10.6842 | 812 | 0.5236 | 0.4837 | 0.5236 | 0.7236 |
| 0.424 | 10.7105 | 814 | 0.5342 | 0.4538 | 0.5342 | 0.7309 |
| 0.424 | 10.7368 | 816 | 0.5489 | 0.4817 | 0.5489 | 0.7409 |
| 0.424 | 10.7632 | 818 | 0.5501 | 0.5343 | 0.5501 | 0.7417 |
| 0.424 | 10.7895 | 820 | 0.5325 | 0.5065 | 0.5325 | 0.7297 |
| 0.424 | 10.8158 | 822 | 0.5155 | 0.4837 | 0.5155 | 0.7180 |
| 0.424 | 10.8421 | 824 | 0.5114 | 0.5671 | 0.5114 | 0.7151 |
| 0.424 | 10.8684 | 826 | 0.5032 | 0.5883 | 0.5032 | 0.7093 |
| 0.424 | 10.8947 | 828 | 0.5034 | 0.5815 | 0.5034 | 0.7095 |
| 0.424 | 10.9211 | 830 | 0.5006 | 0.5815 | 0.5006 | 0.7076 |
| 0.424 | 10.9474 | 832 | 0.4934 | 0.5883 | 0.4934 | 0.7024 |
| 0.424 | 10.9737 | 834 | 0.4923 | 0.5883 | 0.4923 | 0.7017 |
| 0.424 | 11.0 | 836 | 0.4925 | 0.5883 | 0.4925 | 0.7018 |
| 0.424 | 11.0263 | 838 | 0.5006 | 0.5404 | 0.5006 | 0.7075 |
| 0.424 | 11.0526 | 840 | 0.5029 | 0.5151 | 0.5029 | 0.7092 |
| 0.424 | 11.0789 | 842 | 0.5082 | 0.4857 | 0.5082 | 0.7129 |
| 0.424 | 11.1053 | 844 | 0.5201 | 0.4448 | 0.5201 | 0.7212 |
| 0.424 | 11.1316 | 846 | 0.5234 | 0.4111 | 0.5234 | 0.7235 |
| 0.424 | 11.1579 | 848 | 0.5366 | 0.5131 | 0.5366 | 0.7325 |
| 0.424 | 11.1842 | 850 | 0.5501 | 0.4684 | 0.5501 | 0.7417 |
| 0.424 | 11.2105 | 852 | 0.5337 | 0.5131 | 0.5337 | 0.7305 |
| 0.424 | 11.2368 | 854 | 0.5080 | 0.5648 | 0.5080 | 0.7128 |
| 0.424 | 11.2632 | 856 | 0.5132 | 0.5765 | 0.5132 | 0.7164 |
| 0.424 | 11.2895 | 858 | 0.5380 | 0.5607 | 0.5380 | 0.7335 |
| 0.424 | 11.3158 | 860 | 0.5292 | 0.5467 | 0.5292 | 0.7275 |
| 0.424 | 11.3421 | 862 | 0.5049 | 0.5970 | 0.5049 | 0.7106 |
| 0.424 | 11.3684 | 864 | 0.4961 | 0.6317 | 0.4961 | 0.7043 |
| 0.424 | 11.3947 | 866 | 0.4973 | 0.6317 | 0.4973 | 0.7052 |
| 0.424 | 11.4211 | 868 | 0.4994 | 0.5800 | 0.4994 | 0.7067 |
| 0.424 | 11.4474 | 870 | 0.5020 | 0.5899 | 0.5020 | 0.7085 |
| 0.424 | 11.4737 | 872 | 0.5033 | 0.6125 | 0.5033 | 0.7095 |
| 0.424 | 11.5 | 874 | 0.5011 | 0.6024 | 0.5011 | 0.7079 |
| 0.424 | 11.5263 | 876 | 0.5083 | 0.5868 | 0.5083 | 0.7129 |
| 0.424 | 11.5526 | 878 | 0.5508 | 0.4542 | 0.5508 | 0.7421 |
| 0.424 | 11.5789 | 880 | 0.5916 | 0.4423 | 0.5916 | 0.7691 |
| 0.424 | 11.6053 | 882 | 0.6159 | 0.4353 | 0.6159 | 0.7848 |
| 0.424 | 11.6316 | 884 | 0.5630 | 0.4862 | 0.5630 | 0.7503 |
| 0.424 | 11.6579 | 886 | 0.5164 | 0.6129 | 0.5164 | 0.7186 |
| 0.424 | 11.6842 | 888 | 0.5187 | 0.6242 | 0.5187 | 0.7202 |
| 0.424 | 11.7105 | 890 | 0.5245 | 0.6364 | 0.5245 | 0.7242 |
| 0.424 | 11.7368 | 892 | 0.5168 | 0.6242 | 0.5168 | 0.7189 |
| 0.424 | 11.7632 | 894 | 0.5291 | 0.4660 | 0.5291 | 0.7274 |
| 0.424 | 11.7895 | 896 | 0.5737 | 0.4451 | 0.5737 | 0.7575 |
| 0.424 | 11.8158 | 898 | 0.5978 | 0.4451 | 0.5978 | 0.7731 |
| 0.424 | 11.8421 | 900 | 0.5760 | 0.4451 | 0.5760 | 0.7589 |
| 0.424 | 11.8684 | 902 | 0.5318 | 0.3865 | 0.5318 | 0.7292 |
| 0.424 | 11.8947 | 904 | 0.5303 | 0.5600 | 0.5303 | 0.7282 |
| 0.424 | 11.9211 | 906 | 0.5690 | 0.5554 | 0.5690 | 0.7543 |
| 0.424 | 11.9474 | 908 | 0.5946 | 0.5106 | 0.5946 | 0.7711 |
| 0.424 | 11.9737 | 910 | 0.5787 | 0.5217 | 0.5787 | 0.7607 |
| 0.424 | 12.0 | 912 | 0.5438 | 0.5319 | 0.5438 | 0.7375 |
| 0.424 | 12.0263 | 914 | 0.5209 | 0.5815 | 0.5209 | 0.7217 |
| 0.424 | 12.0526 | 916 | 0.5205 | 0.5326 | 0.5205 | 0.7215 |
| 0.424 | 12.0789 | 918 | 0.5182 | 0.5567 | 0.5182 | 0.7199 |
| 0.424 | 12.1053 | 920 | 0.5165 | 0.6125 | 0.5165 | 0.7187 |
| 0.424 | 12.1316 | 922 | 0.5283 | 0.6183 | 0.5283 | 0.7268 |
| 0.424 | 12.1579 | 924 | 0.5217 | 0.6183 | 0.5217 | 0.7223 |
| 0.424 | 12.1842 | 926 | 0.5114 | 0.6255 | 0.5114 | 0.7151 |
| 0.424 | 12.2105 | 928 | 0.5123 | 0.6377 | 0.5123 | 0.7157 |
| 0.424 | 12.2368 | 930 | 0.5253 | 0.6292 | 0.5253 | 0.7248 |
| 0.424 | 12.2632 | 932 | 0.5253 | 0.6210 | 0.5253 | 0.7248 |
| 0.424 | 12.2895 | 934 | 0.5223 | 0.5899 | 0.5223 | 0.7227 |
| 0.424 | 12.3158 | 936 | 0.5226 | 0.5923 | 0.5226 | 0.7229 |
| 0.424 | 12.3421 | 938 | 0.5130 | 0.5697 | 0.5130 | 0.7162 |
| 0.424 | 12.3684 | 940 | 0.5047 | 0.6267 | 0.5047 | 0.7104 |
| 0.424 | 12.3947 | 942 | 0.5251 | 0.5781 | 0.5251 | 0.7246 |
| 0.424 | 12.4211 | 944 | 0.5332 | 0.5571 | 0.5332 | 0.7302 |
| 0.424 | 12.4474 | 946 | 0.5110 | 0.5765 | 0.5110 | 0.7148 |
| 0.424 | 12.4737 | 948 | 0.4923 | 0.6142 | 0.4923 | 0.7016 |
| 0.424 | 12.5 | 950 | 0.5096 | 0.5488 | 0.5096 | 0.7139 |
| 0.424 | 12.5263 | 952 | 0.5224 | 0.5682 | 0.5224 | 0.7228 |
| 0.424 | 12.5526 | 954 | 0.5104 | 0.5488 | 0.5104 | 0.7144 |
| 0.424 | 12.5789 | 956 | 0.5059 | 0.5860 | 0.5059 | 0.7113 |
| 0.424 | 12.6053 | 958 | 0.4933 | 0.6142 | 0.4933 | 0.7023 |
| 0.424 | 12.6316 | 960 | 0.4895 | 0.5860 | 0.4895 | 0.6997 |
| 0.424 | 12.6579 | 962 | 0.4935 | 0.5413 | 0.4935 | 0.7025 |
| 0.424 | 12.6842 | 964 | 0.5254 | 0.5455 | 0.5254 | 0.7249 |
| 0.424 | 12.7105 | 966 | 0.5401 | 0.5455 | 0.5401 | 0.7349 |
| 0.424 | 12.7368 | 968 | 0.5636 | 0.5271 | 0.5636 | 0.7507 |
| 0.424 | 12.7632 | 970 | 0.5504 | 0.5036 | 0.5504 | 0.7419 |
| 0.424 | 12.7895 | 972 | 0.5235 | 0.5003 | 0.5235 | 0.7235 |
| 0.424 | 12.8158 | 974 | 0.5070 | 0.5413 | 0.5070 | 0.7120 |
| 0.424 | 12.8421 | 976 | 0.5040 | 0.5640 | 0.5040 | 0.7099 |
| 0.424 | 12.8684 | 978 | 0.5023 | 0.5640 | 0.5023 | 0.7087 |
| 0.424 | 12.8947 | 980 | 0.5052 | 0.5860 | 0.5052 | 0.7108 |
| 0.424 | 12.9211 | 982 | 0.5129 | 0.6073 | 0.5129 | 0.7162 |
| 0.424 | 12.9474 | 984 | 0.5207 | 0.6443 | 0.5207 | 0.7216 |
| 0.424 | 12.9737 | 986 | 0.5427 | 0.6160 | 0.5427 | 0.7367 |
| 0.424 | 13.0 | 988 | 0.5499 | 0.5741 | 0.5499 | 0.7415 |
| 0.424 | 13.0263 | 990 | 0.5302 | 0.5687 | 0.5302 | 0.7281 |
| 0.424 | 13.0526 | 992 | 0.5330 | 0.5768 | 0.5330 | 0.7301 |
| 0.424 | 13.0789 | 994 | 0.5284 | 0.5687 | 0.5284 | 0.7269 |
| 0.424 | 13.1053 | 996 | 0.5213 | 0.6129 | 0.5213 | 0.7220 |
| 0.424 | 13.1316 | 998 | 0.5225 | 0.5738 | 0.5225 | 0.7229 |
| 0.0891 | 13.1579 | 1000 | 0.5395 | 0.5617 | 0.5395 | 0.7345 |
| 0.0891 | 13.1842 | 1002 | 0.5667 | 0.5758 | 0.5667 | 0.7528 |
| 0.0891 | 13.2105 | 1004 | 0.5559 | 0.5758 | 0.5559 | 0.7456 |
| 0.0891 | 13.2368 | 1006 | 0.5327 | 0.5701 | 0.5327 | 0.7299 |
| 0.0891 | 13.2632 | 1008 | 0.5110 | 0.6158 | 0.5110 | 0.7148 |
| 0.0891 | 13.2895 | 1010 | 0.5052 | 0.5677 | 0.5052 | 0.7108 |
| 0.0891 | 13.3158 | 1012 | 0.5060 | 0.6010 | 0.5060 | 0.7113 |
| 0.0891 | 13.3421 | 1014 | 0.5169 | 0.5801 | 0.5169 | 0.7189 |
| 0.0891 | 13.3684 | 1016 | 0.5057 | 0.6096 | 0.5057 | 0.7111 |
| 0.0891 | 13.3947 | 1018 | 0.4942 | 0.6010 | 0.4942 | 0.7030 |
| 0.0891 | 13.4211 | 1020 | 0.4896 | 0.5815 | 0.4896 | 0.6997 |
| 0.0891 | 13.4474 | 1022 | 0.4799 | 0.5734 | 0.4799 | 0.6928 |
| 0.0891 | 13.4737 | 1024 | 0.4769 | 0.6158 | 0.4769 | 0.6906 |
| 0.0891 | 13.5 | 1026 | 0.4798 | 0.6446 | 0.4798 | 0.6927 |
| 0.0891 | 13.5263 | 1028 | 0.4753 | 0.6254 | 0.4753 | 0.6894 |
| 0.0891 | 13.5526 | 1030 | 0.4760 | 0.5734 | 0.4760 | 0.6899 |
| 0.0891 | 13.5789 | 1032 | 0.4844 | 0.5600 | 0.4844 | 0.6960 |
| 0.0891 | 13.6053 | 1034 | 0.4871 | 0.5361 | 0.4871 | 0.6979 |
| 0.0891 | 13.6316 | 1036 | 0.4934 | 0.5170 | 0.4934 | 0.7024 |
| 0.0891 | 13.6579 | 1038 | 0.5052 | 0.6171 | 0.5052 | 0.7108 |
| 0.0891 | 13.6842 | 1040 | 0.5410 | 0.5712 | 0.5410 | 0.7355 |
| 0.0891 | 13.7105 | 1042 | 0.5448 | 0.5677 | 0.5448 | 0.7381 |
| 0.0891 | 13.7368 | 1044 | 0.5084 | 0.5897 | 0.5084 | 0.7130 |
| 0.0891 | 13.7632 | 1046 | 0.4840 | 0.5522 | 0.4840 | 0.6957 |
| 0.0891 | 13.7895 | 1048 | 0.4889 | 0.5522 | 0.4889 | 0.6992 |
| 0.0891 | 13.8158 | 1050 | 0.4835 | 0.5522 | 0.4835 | 0.6953 |
| 0.0891 | 13.8421 | 1052 | 0.4759 | 0.6142 | 0.4759 | 0.6898 |
| 0.0891 | 13.8684 | 1054 | 0.5032 | 0.5897 | 0.5032 | 0.7093 |
| 0.0891 | 13.8947 | 1056 | 0.5617 | 0.5544 | 0.5617 | 0.7495 |
| 0.0891 | 13.9211 | 1058 | 0.5593 | 0.5544 | 0.5593 | 0.7479 |
| 0.0891 | 13.9474 | 1060 | 0.5061 | 0.5897 | 0.5061 | 0.7114 |
| 0.0891 | 13.9737 | 1062 | 0.4822 | 0.6142 | 0.4822 | 0.6944 |
| 0.0891 | 14.0 | 1064 | 0.4991 | 0.5538 | 0.4991 | 0.7065 |
| 0.0891 | 14.0263 | 1066 | 0.5008 | 0.5321 | 0.5008 | 0.7077 |
| 0.0891 | 14.0526 | 1068 | 0.4932 | 0.5304 | 0.4932 | 0.7023 |
| 0.0891 | 14.0789 | 1070 | 0.4856 | 0.6039 | 0.4856 | 0.6968 |
| 0.0891 | 14.1053 | 1072 | 0.4969 | 0.6010 | 0.4969 | 0.7049 |
| 0.0891 | 14.1316 | 1074 | 0.5081 | 0.6096 | 0.5081 | 0.7128 |
| 0.0891 | 14.1579 | 1076 | 0.5074 | 0.6032 | 0.5074 | 0.7123 |
| 0.0891 | 14.1842 | 1078 | 0.4862 | 0.5951 | 0.4862 | 0.6973 |
| 0.0891 | 14.2105 | 1080 | 0.4851 | 0.6464 | 0.4851 | 0.6965 |
| 0.0891 | 14.2368 | 1082 | 0.4874 | 0.6667 | 0.4874 | 0.6982 |
| 0.0891 | 14.2632 | 1084 | 0.4847 | 0.6254 | 0.4847 | 0.6962 |
| 0.0891 | 14.2895 | 1086 | 0.4900 | 0.6046 | 0.4900 | 0.7000 |
| 0.0891 | 14.3158 | 1088 | 0.5015 | 0.5815 | 0.5015 | 0.7081 |
| 0.0891 | 14.3421 | 1090 | 0.5076 | 0.5899 | 0.5076 | 0.7125 |
| 0.0891 | 14.3684 | 1092 | 0.5093 | 0.5815 | 0.5093 | 0.7136 |
| 0.0891 | 14.3947 | 1094 | 0.5219 | 0.5304 | 0.5219 | 0.7224 |
| 0.0891 | 14.4211 | 1096 | 0.5271 | 0.5098 | 0.5271 | 0.7260 |
| 0.0891 | 14.4474 | 1098 | 0.5312 | 0.5432 | 0.5312 | 0.7288 |
| 0.0891 | 14.4737 | 1100 | 0.5274 | 0.5649 | 0.5274 | 0.7262 |
| 0.0891 | 14.5 | 1102 | 0.5257 | 0.5339 | 0.5257 | 0.7251 |
| 0.0891 | 14.5263 | 1104 | 0.5104 | 0.5463 | 0.5104 | 0.7144 |
| 0.0891 | 14.5526 | 1106 | 0.4999 | 0.5213 | 0.4999 | 0.7071 |
| 0.0891 | 14.5789 | 1108 | 0.4962 | 0.5430 | 0.4962 | 0.7044 |
| 0.0891 | 14.6053 | 1110 | 0.4974 | 0.5875 | 0.4974 | 0.7053 |
| 0.0891 | 14.6316 | 1112 | 0.4905 | 0.5941 | 0.4905 | 0.7004 |
| 0.0891 | 14.6579 | 1114 | 0.4975 | 0.5288 | 0.4975 | 0.7053 |
| 0.0891 | 14.6842 | 1116 | 0.5141 | 0.5732 | 0.5141 | 0.7170 |
| 0.0891 | 14.7105 | 1118 | 0.5189 | 0.5801 | 0.5189 | 0.7204 |
| 0.0891 | 14.7368 | 1120 | 0.4952 | 0.5800 | 0.4952 | 0.7037 |
| 0.0891 | 14.7632 | 1122 | 0.4895 | 0.5734 | 0.4895 | 0.6997 |
| 0.0891 | 14.7895 | 1124 | 0.5049 | 0.5672 | 0.5049 | 0.7106 |
| 0.0891 | 14.8158 | 1126 | 0.5083 | 0.5446 | 0.5083 | 0.7130 |
| 0.0891 | 14.8421 | 1128 | 0.5074 | 0.5042 | 0.5074 | 0.7123 |
| 0.0891 | 14.8684 | 1130 | 0.5332 | 0.6135 | 0.5332 | 0.7302 |
| 0.0891 | 14.8947 | 1132 | 0.5655 | 0.5403 | 0.5655 | 0.7520 |
| 0.0891 | 14.9211 | 1134 | 0.5592 | 0.5605 | 0.5592 | 0.7478 |
| 0.0891 | 14.9474 | 1136 | 0.5356 | 0.5250 | 0.5356 | 0.7319 |
| 0.0891 | 14.9737 | 1138 | 0.5306 | 0.5213 | 0.5306 | 0.7285 |
| 0.0891 | 15.0 | 1140 | 0.5291 | 0.5286 | 0.5291 | 0.7274 |
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_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k15_task7_organization
Base model
aubmindlab/bert-base-arabertv02