ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k7_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: 0.7721
- Qwk: 0.7206
- Mse: 0.7721
- Rmse: 0.8787
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 | 0.0625 | 2 | 6.9192 | 0.0242 | 6.9192 | 2.6304 |
| No log | 0.125 | 4 | 4.6409 | 0.0692 | 4.6409 | 2.1543 |
| No log | 0.1875 | 6 | 3.2464 | 0.0575 | 3.2464 | 1.8018 |
| No log | 0.25 | 8 | 2.4719 | 0.1067 | 2.4719 | 1.5722 |
| No log | 0.3125 | 10 | 1.8191 | 0.2459 | 1.8191 | 1.3487 |
| No log | 0.375 | 12 | 1.5921 | 0.2545 | 1.5921 | 1.2618 |
| No log | 0.4375 | 14 | 1.5606 | 0.1869 | 1.5606 | 1.2492 |
| No log | 0.5 | 16 | 1.8529 | 0.1468 | 1.8529 | 1.3612 |
| No log | 0.5625 | 18 | 2.8177 | 0.0 | 2.8177 | 1.6786 |
| No log | 0.625 | 20 | 3.2352 | 0.0385 | 3.2352 | 1.7987 |
| No log | 0.6875 | 22 | 2.7698 | 0.0 | 2.7698 | 1.6643 |
| No log | 0.75 | 24 | 2.1185 | 0.2258 | 2.1185 | 1.4555 |
| No log | 0.8125 | 26 | 1.7940 | 0.1698 | 1.7940 | 1.3394 |
| No log | 0.875 | 28 | 1.6601 | 0.1538 | 1.6601 | 1.2885 |
| No log | 0.9375 | 30 | 1.5251 | 0.1346 | 1.5251 | 1.2350 |
| No log | 1.0 | 32 | 1.4785 | 0.1714 | 1.4785 | 1.2159 |
| No log | 1.0625 | 34 | 1.4527 | 0.1714 | 1.4527 | 1.2053 |
| No log | 1.125 | 36 | 1.5167 | 0.1887 | 1.5167 | 1.2316 |
| No log | 1.1875 | 38 | 1.7899 | 0.3721 | 1.7899 | 1.3379 |
| No log | 1.25 | 40 | 2.0429 | 0.2319 | 2.0429 | 1.4293 |
| No log | 1.3125 | 42 | 2.3727 | 0.0972 | 2.3727 | 1.5404 |
| No log | 1.375 | 44 | 2.3031 | 0.0979 | 2.3031 | 1.5176 |
| No log | 1.4375 | 46 | 2.0301 | 0.1857 | 2.0301 | 1.4248 |
| No log | 1.5 | 48 | 1.6823 | 0.4 | 1.6823 | 1.2970 |
| No log | 1.5625 | 50 | 1.5180 | 0.4194 | 1.5180 | 1.2321 |
| No log | 1.625 | 52 | 1.5058 | 0.4320 | 1.5058 | 1.2271 |
| No log | 1.6875 | 54 | 1.6477 | 0.4444 | 1.6477 | 1.2836 |
| No log | 1.75 | 56 | 1.7616 | 0.4496 | 1.7616 | 1.3272 |
| No log | 1.8125 | 58 | 1.8419 | 0.2628 | 1.8419 | 1.3571 |
| No log | 1.875 | 60 | 1.5885 | 0.4160 | 1.5885 | 1.2604 |
| No log | 1.9375 | 62 | 1.5078 | 0.3902 | 1.5078 | 1.2279 |
| No log | 2.0 | 64 | 1.5301 | 0.4252 | 1.5301 | 1.2370 |
| No log | 2.0625 | 66 | 1.6444 | 0.3664 | 1.6444 | 1.2824 |
| No log | 2.125 | 68 | 1.9543 | 0.2685 | 1.9543 | 1.3980 |
| No log | 2.1875 | 70 | 1.9687 | 0.2981 | 1.9687 | 1.4031 |
| No log | 2.25 | 72 | 1.7999 | 0.4294 | 1.7999 | 1.3416 |
| No log | 2.3125 | 74 | 1.5263 | 0.4805 | 1.5263 | 1.2354 |
| No log | 2.375 | 76 | 1.1385 | 0.5571 | 1.1385 | 1.0670 |
| No log | 2.4375 | 78 | 1.0224 | 0.5758 | 1.0224 | 1.0111 |
| No log | 2.5 | 80 | 1.0306 | 0.5846 | 1.0306 | 1.0152 |
| No log | 2.5625 | 82 | 1.1449 | 0.5816 | 1.1449 | 1.0700 |
| No log | 2.625 | 84 | 1.3188 | 0.5417 | 1.3188 | 1.1484 |
| No log | 2.6875 | 86 | 1.3351 | 0.5324 | 1.3351 | 1.1555 |
| No log | 2.75 | 88 | 1.3887 | 0.4706 | 1.3887 | 1.1784 |
| No log | 2.8125 | 90 | 1.1889 | 0.5496 | 1.1889 | 1.0904 |
| No log | 2.875 | 92 | 1.0042 | 0.5669 | 1.0042 | 1.0021 |
| No log | 2.9375 | 94 | 0.9805 | 0.5669 | 0.9805 | 0.9902 |
| No log | 3.0 | 96 | 1.1061 | 0.5323 | 1.1061 | 1.0517 |
| No log | 3.0625 | 98 | 1.0194 | 0.5645 | 1.0194 | 1.0097 |
| No log | 3.125 | 100 | 0.9271 | 0.5938 | 0.9271 | 0.9629 |
| No log | 3.1875 | 102 | 0.9359 | 0.5968 | 0.9359 | 0.9674 |
| No log | 3.25 | 104 | 0.9843 | 0.5289 | 0.9843 | 0.9921 |
| No log | 3.3125 | 106 | 0.9489 | 0.6154 | 0.9489 | 0.9741 |
| No log | 3.375 | 108 | 1.1085 | 0.6389 | 1.1085 | 1.0529 |
| No log | 3.4375 | 110 | 1.4426 | 0.48 | 1.4426 | 1.2011 |
| No log | 3.5 | 112 | 1.9263 | 0.4235 | 1.9263 | 1.3879 |
| No log | 3.5625 | 114 | 1.5484 | 0.4387 | 1.5484 | 1.2444 |
| No log | 3.625 | 116 | 1.0653 | 0.6621 | 1.0653 | 1.0321 |
| No log | 3.6875 | 118 | 0.9143 | 0.6667 | 0.9143 | 0.9562 |
| No log | 3.75 | 120 | 0.9935 | 0.6423 | 0.9935 | 0.9967 |
| No log | 3.8125 | 122 | 1.1904 | 0.5594 | 1.1904 | 1.0910 |
| No log | 3.875 | 124 | 1.2157 | 0.5714 | 1.2157 | 1.1026 |
| No log | 3.9375 | 126 | 1.0270 | 0.5926 | 1.0270 | 1.0134 |
| No log | 4.0 | 128 | 0.8886 | 0.6107 | 0.8886 | 0.9427 |
| No log | 4.0625 | 130 | 0.9057 | 0.6 | 0.9057 | 0.9517 |
| No log | 4.125 | 132 | 1.0180 | 0.5802 | 1.0180 | 1.0089 |
| No log | 4.1875 | 134 | 1.0889 | 0.5758 | 1.0889 | 1.0435 |
| No log | 4.25 | 136 | 0.9783 | 0.6187 | 0.9783 | 0.9891 |
| No log | 4.3125 | 138 | 0.7992 | 0.6761 | 0.7992 | 0.8940 |
| No log | 4.375 | 140 | 0.7580 | 0.6950 | 0.7580 | 0.8706 |
| No log | 4.4375 | 142 | 0.7956 | 0.6944 | 0.7956 | 0.8920 |
| No log | 4.5 | 144 | 0.8452 | 0.6571 | 0.8452 | 0.9193 |
| No log | 4.5625 | 146 | 0.8847 | 0.6324 | 0.8847 | 0.9406 |
| No log | 4.625 | 148 | 0.9073 | 0.6418 | 0.9073 | 0.9525 |
| No log | 4.6875 | 150 | 0.9559 | 0.6383 | 0.9559 | 0.9777 |
| No log | 4.75 | 152 | 1.1683 | 0.6309 | 1.1683 | 1.0809 |
| No log | 4.8125 | 154 | 1.2041 | 0.6174 | 1.2041 | 1.0973 |
| No log | 4.875 | 156 | 1.0483 | 0.6241 | 1.0483 | 1.0239 |
| No log | 4.9375 | 158 | 0.9914 | 0.6383 | 0.9914 | 0.9957 |
| No log | 5.0 | 160 | 0.9999 | 0.5954 | 0.9999 | 0.9999 |
| No log | 5.0625 | 162 | 1.0940 | 0.5692 | 1.0940 | 1.0460 |
| No log | 5.125 | 164 | 1.1144 | 0.544 | 1.1144 | 1.0557 |
| No log | 5.1875 | 166 | 1.0017 | 0.5938 | 1.0017 | 1.0009 |
| No log | 5.25 | 168 | 0.8924 | 0.6418 | 0.8924 | 0.9447 |
| No log | 5.3125 | 170 | 0.8719 | 0.6418 | 0.8719 | 0.9338 |
| No log | 5.375 | 172 | 0.8370 | 0.6308 | 0.8370 | 0.9149 |
| No log | 5.4375 | 174 | 0.8350 | 0.6308 | 0.8350 | 0.9138 |
| No log | 5.5 | 176 | 0.8667 | 0.6047 | 0.8667 | 0.9310 |
| No log | 5.5625 | 178 | 0.9055 | 0.6515 | 0.9055 | 0.9516 |
| No log | 5.625 | 180 | 0.9329 | 0.5625 | 0.9329 | 0.9659 |
| No log | 5.6875 | 182 | 0.9487 | 0.5625 | 0.9487 | 0.9740 |
| No log | 5.75 | 184 | 0.8811 | 0.5692 | 0.8811 | 0.9387 |
| No log | 5.8125 | 186 | 0.9533 | 0.5874 | 0.9533 | 0.9764 |
| No log | 5.875 | 188 | 1.0430 | 0.6225 | 1.0430 | 1.0213 |
| No log | 5.9375 | 190 | 0.9592 | 0.5775 | 0.9592 | 0.9794 |
| No log | 6.0 | 192 | 0.8800 | 0.5538 | 0.8800 | 0.9381 |
| No log | 6.0625 | 194 | 0.9049 | 0.5538 | 0.9049 | 0.9513 |
| No log | 6.125 | 196 | 1.0440 | 0.5039 | 1.0440 | 1.0218 |
| No log | 6.1875 | 198 | 1.1899 | 0.5547 | 1.1899 | 1.0908 |
| No log | 6.25 | 200 | 1.2118 | 0.5116 | 1.2118 | 1.1008 |
| No log | 6.3125 | 202 | 1.1522 | 0.5 | 1.1522 | 1.0734 |
| No log | 6.375 | 204 | 0.9733 | 0.5 | 0.9733 | 0.9866 |
| No log | 6.4375 | 206 | 0.8615 | 0.6462 | 0.8615 | 0.9281 |
| No log | 6.5 | 208 | 0.8268 | 0.6767 | 0.8268 | 0.9093 |
| No log | 6.5625 | 210 | 0.8322 | 0.6767 | 0.8322 | 0.9123 |
| No log | 6.625 | 212 | 0.8403 | 0.6667 | 0.8403 | 0.9167 |
| No log | 6.6875 | 214 | 0.9893 | 0.5401 | 0.9893 | 0.9946 |
| No log | 6.75 | 216 | 1.1526 | 0.5401 | 1.1526 | 1.0736 |
| No log | 6.8125 | 218 | 1.1298 | 0.512 | 1.1298 | 1.0629 |
| No log | 6.875 | 220 | 0.8525 | 0.6565 | 0.8525 | 0.9233 |
| No log | 6.9375 | 222 | 0.7897 | 0.6970 | 0.7897 | 0.8887 |
| No log | 7.0 | 224 | 0.8807 | 0.5630 | 0.8807 | 0.9385 |
| No log | 7.0625 | 226 | 0.9766 | 0.5735 | 0.9766 | 0.9883 |
| No log | 7.125 | 228 | 0.8992 | 0.5882 | 0.8992 | 0.9482 |
| No log | 7.1875 | 230 | 0.7506 | 0.6866 | 0.7506 | 0.8664 |
| No log | 7.25 | 232 | 0.8184 | 0.7068 | 0.8184 | 0.9047 |
| No log | 7.3125 | 234 | 0.8613 | 0.6522 | 0.8613 | 0.9280 |
| No log | 7.375 | 236 | 0.7860 | 0.7338 | 0.7860 | 0.8866 |
| No log | 7.4375 | 238 | 0.7690 | 0.7286 | 0.7690 | 0.8769 |
| No log | 7.5 | 240 | 0.8017 | 0.6957 | 0.8017 | 0.8954 |
| No log | 7.5625 | 242 | 0.8136 | 0.6957 | 0.8136 | 0.9020 |
| No log | 7.625 | 244 | 0.8169 | 0.7206 | 0.8169 | 0.9038 |
| No log | 7.6875 | 246 | 0.8447 | 0.7153 | 0.8447 | 0.9191 |
| No log | 7.75 | 248 | 0.8583 | 0.7015 | 0.8583 | 0.9264 |
| No log | 7.8125 | 250 | 0.8579 | 0.7246 | 0.8579 | 0.9262 |
| No log | 7.875 | 252 | 0.8653 | 0.7059 | 0.8653 | 0.9302 |
| No log | 7.9375 | 254 | 0.8686 | 0.6165 | 0.8686 | 0.9320 |
| No log | 8.0 | 256 | 0.8528 | 0.6418 | 0.8528 | 0.9235 |
| No log | 8.0625 | 258 | 0.8255 | 0.6765 | 0.8255 | 0.9086 |
| No log | 8.125 | 260 | 0.8314 | 0.6667 | 0.8314 | 0.9118 |
| No log | 8.1875 | 262 | 0.8538 | 0.6565 | 0.8538 | 0.9240 |
| No log | 8.25 | 264 | 0.8655 | 0.6212 | 0.8655 | 0.9303 |
| No log | 8.3125 | 266 | 0.8253 | 0.6316 | 0.8253 | 0.9085 |
| No log | 8.375 | 268 | 0.8035 | 0.6619 | 0.8035 | 0.8964 |
| No log | 8.4375 | 270 | 0.7852 | 0.7083 | 0.7852 | 0.8861 |
| No log | 8.5 | 272 | 0.7258 | 0.6812 | 0.7258 | 0.8519 |
| No log | 8.5625 | 274 | 0.7294 | 0.7571 | 0.7294 | 0.8540 |
| No log | 8.625 | 276 | 0.7465 | 0.7391 | 0.7465 | 0.8640 |
| No log | 8.6875 | 278 | 0.8097 | 0.6617 | 0.8097 | 0.8999 |
| No log | 8.75 | 280 | 0.9711 | 0.5693 | 0.9711 | 0.9854 |
| No log | 8.8125 | 282 | 1.0774 | 0.5401 | 1.0774 | 1.0380 |
| No log | 8.875 | 284 | 1.0126 | 0.5224 | 1.0126 | 1.0063 |
| No log | 8.9375 | 286 | 0.8832 | 0.5736 | 0.8832 | 0.9398 |
| No log | 9.0 | 288 | 0.7949 | 0.7218 | 0.7949 | 0.8916 |
| No log | 9.0625 | 290 | 0.7641 | 0.7463 | 0.7641 | 0.8741 |
| No log | 9.125 | 292 | 0.7182 | 0.7218 | 0.7182 | 0.8475 |
| No log | 9.1875 | 294 | 0.7593 | 0.6993 | 0.7593 | 0.8714 |
| No log | 9.25 | 296 | 0.8730 | 0.6923 | 0.8730 | 0.9343 |
| No log | 9.3125 | 298 | 0.8433 | 0.7134 | 0.8433 | 0.9183 |
| No log | 9.375 | 300 | 0.7022 | 0.7172 | 0.7022 | 0.8380 |
| No log | 9.4375 | 302 | 0.6753 | 0.7429 | 0.6753 | 0.8218 |
| No log | 9.5 | 304 | 0.6552 | 0.7299 | 0.6552 | 0.8094 |
| No log | 9.5625 | 306 | 0.6669 | 0.7299 | 0.6669 | 0.8166 |
| No log | 9.625 | 308 | 0.7298 | 0.7111 | 0.7298 | 0.8543 |
| No log | 9.6875 | 310 | 0.8700 | 0.6389 | 0.8700 | 0.9327 |
| No log | 9.75 | 312 | 0.9134 | 0.6395 | 0.9134 | 0.9557 |
| No log | 9.8125 | 314 | 0.8091 | 0.6571 | 0.8091 | 0.8995 |
| No log | 9.875 | 316 | 0.7115 | 0.7259 | 0.7115 | 0.8435 |
| No log | 9.9375 | 318 | 0.6819 | 0.7164 | 0.6819 | 0.8258 |
| No log | 10.0 | 320 | 0.6756 | 0.7164 | 0.6756 | 0.8220 |
| No log | 10.0625 | 322 | 0.7023 | 0.7206 | 0.7023 | 0.8381 |
| No log | 10.125 | 324 | 0.8614 | 0.6974 | 0.8614 | 0.9281 |
| No log | 10.1875 | 326 | 0.9540 | 0.7134 | 0.9540 | 0.9767 |
| No log | 10.25 | 328 | 0.8308 | 0.7097 | 0.8308 | 0.9115 |
| No log | 10.3125 | 330 | 0.7284 | 0.6986 | 0.7284 | 0.8534 |
| No log | 10.375 | 332 | 0.6400 | 0.7153 | 0.6400 | 0.8000 |
| No log | 10.4375 | 334 | 0.6279 | 0.7153 | 0.6279 | 0.7924 |
| No log | 10.5 | 336 | 0.6472 | 0.7338 | 0.6472 | 0.8045 |
| No log | 10.5625 | 338 | 0.6768 | 0.7101 | 0.6768 | 0.8227 |
| No log | 10.625 | 340 | 0.6916 | 0.7007 | 0.6916 | 0.8316 |
| No log | 10.6875 | 342 | 0.6637 | 0.6963 | 0.6637 | 0.8147 |
| No log | 10.75 | 344 | 0.6373 | 0.7353 | 0.6373 | 0.7983 |
| No log | 10.8125 | 346 | 0.6091 | 0.7536 | 0.6091 | 0.7805 |
| No log | 10.875 | 348 | 0.5934 | 0.7518 | 0.5934 | 0.7703 |
| No log | 10.9375 | 350 | 0.5763 | 0.7465 | 0.5763 | 0.7591 |
| No log | 11.0 | 352 | 0.6494 | 0.75 | 0.6494 | 0.8059 |
| No log | 11.0625 | 354 | 0.8180 | 0.6980 | 0.8180 | 0.9045 |
| No log | 11.125 | 356 | 0.9221 | 0.6788 | 0.9221 | 0.9602 |
| No log | 11.1875 | 358 | 0.7735 | 0.6897 | 0.7735 | 0.8795 |
| No log | 11.25 | 360 | 0.6607 | 0.7413 | 0.6607 | 0.8128 |
| No log | 11.3125 | 362 | 0.6284 | 0.7391 | 0.6284 | 0.7927 |
| No log | 11.375 | 364 | 0.6378 | 0.7606 | 0.6378 | 0.7986 |
| No log | 11.4375 | 366 | 0.7358 | 0.6950 | 0.7358 | 0.8578 |
| No log | 11.5 | 368 | 0.9422 | 0.6194 | 0.9422 | 0.9707 |
| No log | 11.5625 | 370 | 0.9884 | 0.5974 | 0.9884 | 0.9942 |
| No log | 11.625 | 372 | 0.8667 | 0.6577 | 0.8667 | 0.9309 |
| No log | 11.6875 | 374 | 0.7296 | 0.7164 | 0.7296 | 0.8542 |
| No log | 11.75 | 376 | 0.7038 | 0.7068 | 0.7038 | 0.8389 |
| No log | 11.8125 | 378 | 0.6963 | 0.7068 | 0.6963 | 0.8345 |
| No log | 11.875 | 380 | 0.7669 | 0.7133 | 0.7669 | 0.8757 |
| No log | 11.9375 | 382 | 0.9708 | 0.6788 | 0.9708 | 0.9853 |
| No log | 12.0 | 384 | 1.0401 | 0.6786 | 1.0401 | 1.0199 |
| No log | 12.0625 | 386 | 0.9090 | 0.6792 | 0.9090 | 0.9534 |
| No log | 12.125 | 388 | 0.7221 | 0.7101 | 0.7221 | 0.8498 |
| No log | 12.1875 | 390 | 0.6809 | 0.7164 | 0.6809 | 0.8251 |
| No log | 12.25 | 392 | 0.7494 | 0.7101 | 0.7494 | 0.8657 |
| No log | 12.3125 | 394 | 0.8503 | 0.6897 | 0.8503 | 0.9221 |
| No log | 12.375 | 396 | 0.8302 | 0.6857 | 0.8302 | 0.9112 |
| No log | 12.4375 | 398 | 0.7235 | 0.7164 | 0.7235 | 0.8506 |
| No log | 12.5 | 400 | 0.7192 | 0.7259 | 0.7192 | 0.8481 |
| No log | 12.5625 | 402 | 0.6993 | 0.7259 | 0.6993 | 0.8363 |
| No log | 12.625 | 404 | 0.6992 | 0.7606 | 0.6992 | 0.8362 |
| No log | 12.6875 | 406 | 0.7124 | 0.7724 | 0.7124 | 0.8440 |
| No log | 12.75 | 408 | 0.7429 | 0.75 | 0.7429 | 0.8619 |
| No log | 12.8125 | 410 | 0.7811 | 0.7020 | 0.7811 | 0.8838 |
| No log | 12.875 | 412 | 0.7138 | 0.7619 | 0.7138 | 0.8449 |
| No log | 12.9375 | 414 | 0.7060 | 0.7712 | 0.7060 | 0.8402 |
| No log | 13.0 | 416 | 0.7386 | 0.7516 | 0.7386 | 0.8594 |
| No log | 13.0625 | 418 | 0.7823 | 0.7320 | 0.7823 | 0.8845 |
| No log | 13.125 | 420 | 0.7267 | 0.6818 | 0.7267 | 0.8524 |
| No log | 13.1875 | 422 | 0.7427 | 0.7068 | 0.7427 | 0.8618 |
| No log | 13.25 | 424 | 0.7776 | 0.6462 | 0.7776 | 0.8818 |
| No log | 13.3125 | 426 | 0.7975 | 0.6462 | 0.7975 | 0.8930 |
| No log | 13.375 | 428 | 0.7373 | 0.7218 | 0.7373 | 0.8587 |
| No log | 13.4375 | 430 | 0.6959 | 0.7407 | 0.6959 | 0.8342 |
| No log | 13.5 | 432 | 0.6697 | 0.7556 | 0.6697 | 0.8183 |
| No log | 13.5625 | 434 | 0.6600 | 0.7647 | 0.6600 | 0.8124 |
| No log | 13.625 | 436 | 0.6505 | 0.7313 | 0.6505 | 0.8065 |
| No log | 13.6875 | 438 | 0.6945 | 0.7068 | 0.6945 | 0.8334 |
| No log | 13.75 | 440 | 0.7107 | 0.7059 | 0.7107 | 0.8430 |
| No log | 13.8125 | 442 | 0.6593 | 0.7059 | 0.6593 | 0.8119 |
| No log | 13.875 | 444 | 0.6496 | 0.7194 | 0.6496 | 0.8060 |
| No log | 13.9375 | 446 | 0.6605 | 0.7206 | 0.6605 | 0.8127 |
| No log | 14.0 | 448 | 0.6938 | 0.7206 | 0.6938 | 0.8329 |
| No log | 14.0625 | 450 | 0.6943 | 0.7206 | 0.6943 | 0.8333 |
| No log | 14.125 | 452 | 0.7273 | 0.7153 | 0.7273 | 0.8528 |
| No log | 14.1875 | 454 | 0.7922 | 0.7083 | 0.7922 | 0.8900 |
| No log | 14.25 | 456 | 0.8536 | 0.6622 | 0.8536 | 0.9239 |
| No log | 14.3125 | 458 | 0.7844 | 0.6853 | 0.7844 | 0.8857 |
| No log | 14.375 | 460 | 0.7050 | 0.7465 | 0.7050 | 0.8396 |
| No log | 14.4375 | 462 | 0.6820 | 0.7313 | 0.6820 | 0.8258 |
| No log | 14.5 | 464 | 0.7032 | 0.7313 | 0.7032 | 0.8386 |
| No log | 14.5625 | 466 | 0.7166 | 0.7391 | 0.7166 | 0.8465 |
| No log | 14.625 | 468 | 0.7103 | 0.7246 | 0.7103 | 0.8428 |
| No log | 14.6875 | 470 | 0.7338 | 0.6944 | 0.7338 | 0.8566 |
| No log | 14.75 | 472 | 0.7784 | 0.7027 | 0.7784 | 0.8822 |
| No log | 14.8125 | 474 | 0.7787 | 0.6980 | 0.7787 | 0.8824 |
| No log | 14.875 | 476 | 0.6895 | 0.7286 | 0.6895 | 0.8303 |
| No log | 14.9375 | 478 | 0.6553 | 0.7445 | 0.6553 | 0.8095 |
| No log | 15.0 | 480 | 0.6640 | 0.7445 | 0.6640 | 0.8149 |
| No log | 15.0625 | 482 | 0.6874 | 0.7571 | 0.6874 | 0.8291 |
| No log | 15.125 | 484 | 0.7241 | 0.7413 | 0.7241 | 0.8510 |
| No log | 15.1875 | 486 | 0.7388 | 0.7234 | 0.7388 | 0.8595 |
| No log | 15.25 | 488 | 0.7324 | 0.7391 | 0.7324 | 0.8558 |
| No log | 15.3125 | 490 | 0.7514 | 0.7234 | 0.7514 | 0.8668 |
| No log | 15.375 | 492 | 0.8066 | 0.7034 | 0.8066 | 0.8981 |
| No log | 15.4375 | 494 | 0.8597 | 0.6933 | 0.8597 | 0.9272 |
| No log | 15.5 | 496 | 0.8245 | 0.6667 | 0.8245 | 0.9080 |
| No log | 15.5625 | 498 | 0.8281 | 0.6269 | 0.8281 | 0.9100 |
| 0.4117 | 15.625 | 500 | 0.8766 | 0.6 | 0.8766 | 0.9362 |
| 0.4117 | 15.6875 | 502 | 0.9268 | 0.4921 | 0.9268 | 0.9627 |
| 0.4117 | 15.75 | 504 | 0.9078 | 0.5397 | 0.9078 | 0.9528 |
| 0.4117 | 15.8125 | 506 | 0.8651 | 0.6142 | 0.8651 | 0.9301 |
| 0.4117 | 15.875 | 508 | 0.8331 | 0.7023 | 0.8331 | 0.9128 |
| 0.4117 | 15.9375 | 510 | 0.8277 | 0.6769 | 0.8277 | 0.9098 |
| 0.4117 | 16.0 | 512 | 0.8087 | 0.625 | 0.8087 | 0.8993 |
| 0.4117 | 16.0625 | 514 | 0.7609 | 0.7121 | 0.7609 | 0.8723 |
| 0.4117 | 16.125 | 516 | 0.7511 | 0.7121 | 0.7511 | 0.8667 |
| 0.4117 | 16.1875 | 518 | 0.7600 | 0.7121 | 0.7600 | 0.8718 |
| 0.4117 | 16.25 | 520 | 0.7603 | 0.7068 | 0.7603 | 0.8719 |
| 0.4117 | 16.3125 | 522 | 0.8083 | 0.6615 | 0.8083 | 0.8990 |
| 0.4117 | 16.375 | 524 | 0.8592 | 0.6316 | 0.8592 | 0.9269 |
| 0.4117 | 16.4375 | 526 | 0.8606 | 0.6621 | 0.8606 | 0.9277 |
| 0.4117 | 16.5 | 528 | 0.7439 | 0.7843 | 0.7439 | 0.8625 |
| 0.4117 | 16.5625 | 530 | 0.6694 | 0.8052 | 0.6694 | 0.8182 |
| 0.4117 | 16.625 | 532 | 0.6036 | 0.7838 | 0.6036 | 0.7769 |
| 0.4117 | 16.6875 | 534 | 0.5960 | 0.7606 | 0.5960 | 0.7720 |
| 0.4117 | 16.75 | 536 | 0.6129 | 0.7299 | 0.6129 | 0.7829 |
| 0.4117 | 16.8125 | 538 | 0.6269 | 0.7259 | 0.6269 | 0.7917 |
| 0.4117 | 16.875 | 540 | 0.6795 | 0.7639 | 0.6795 | 0.8243 |
| 0.4117 | 16.9375 | 542 | 0.8120 | 0.7355 | 0.8120 | 0.9011 |
| 0.4117 | 17.0 | 544 | 0.8412 | 0.7152 | 0.8412 | 0.9172 |
| 0.4117 | 17.0625 | 546 | 0.7590 | 0.7183 | 0.7590 | 0.8712 |
| 0.4117 | 17.125 | 548 | 0.6774 | 0.7259 | 0.6774 | 0.8230 |
| 0.4117 | 17.1875 | 550 | 0.6840 | 0.7111 | 0.6840 | 0.8271 |
| 0.4117 | 17.25 | 552 | 0.6942 | 0.7111 | 0.6942 | 0.8332 |
| 0.4117 | 17.3125 | 554 | 0.6922 | 0.7313 | 0.6922 | 0.8320 |
| 0.4117 | 17.375 | 556 | 0.6945 | 0.7482 | 0.6945 | 0.8334 |
| 0.4117 | 17.4375 | 558 | 0.7303 | 0.7234 | 0.7303 | 0.8546 |
| 0.4117 | 17.5 | 560 | 0.7545 | 0.7092 | 0.7545 | 0.8686 |
| 0.4117 | 17.5625 | 562 | 0.7322 | 0.7234 | 0.7322 | 0.8557 |
| 0.4117 | 17.625 | 564 | 0.6947 | 0.7153 | 0.6947 | 0.8335 |
| 0.4117 | 17.6875 | 566 | 0.7079 | 0.7407 | 0.7079 | 0.8414 |
| 0.4117 | 17.75 | 568 | 0.7358 | 0.75 | 0.7358 | 0.8578 |
| 0.4117 | 17.8125 | 570 | 0.7327 | 0.7407 | 0.7327 | 0.8560 |
| 0.4117 | 17.875 | 572 | 0.7146 | 0.7353 | 0.7146 | 0.8453 |
| 0.4117 | 17.9375 | 574 | 0.6904 | 0.7445 | 0.6904 | 0.8309 |
| 0.4117 | 18.0 | 576 | 0.6941 | 0.7391 | 0.6941 | 0.8331 |
| 0.4117 | 18.0625 | 578 | 0.7342 | 0.6957 | 0.7342 | 0.8569 |
| 0.4117 | 18.125 | 580 | 0.7732 | 0.6569 | 0.7732 | 0.8793 |
| 0.4117 | 18.1875 | 582 | 0.7745 | 0.6466 | 0.7745 | 0.8801 |
| 0.4117 | 18.25 | 584 | 0.7562 | 0.7068 | 0.7562 | 0.8696 |
| 0.4117 | 18.3125 | 586 | 0.7719 | 0.7313 | 0.7719 | 0.8786 |
| 0.4117 | 18.375 | 588 | 0.7931 | 0.6970 | 0.7931 | 0.8906 |
| 0.4117 | 18.4375 | 590 | 0.8025 | 0.6870 | 0.8025 | 0.8958 |
| 0.4117 | 18.5 | 592 | 0.7952 | 0.6615 | 0.7952 | 0.8917 |
| 0.4117 | 18.5625 | 594 | 0.7464 | 0.7015 | 0.7464 | 0.8640 |
| 0.4117 | 18.625 | 596 | 0.6949 | 0.7259 | 0.6949 | 0.8336 |
| 0.4117 | 18.6875 | 598 | 0.6810 | 0.7206 | 0.6810 | 0.8252 |
| 0.4117 | 18.75 | 600 | 0.6700 | 0.7299 | 0.6700 | 0.8185 |
| 0.4117 | 18.8125 | 602 | 0.7025 | 0.7111 | 0.7025 | 0.8382 |
| 0.4117 | 18.875 | 604 | 0.7508 | 0.6818 | 0.7508 | 0.8665 |
| 0.4117 | 18.9375 | 606 | 0.7513 | 0.6818 | 0.7513 | 0.8668 |
| 0.4117 | 19.0 | 608 | 0.7434 | 0.6818 | 0.7434 | 0.8622 |
| 0.4117 | 19.0625 | 610 | 0.7297 | 0.6866 | 0.7297 | 0.8542 |
| 0.4117 | 19.125 | 612 | 0.7346 | 0.6767 | 0.7346 | 0.8571 |
| 0.4117 | 19.1875 | 614 | 0.7475 | 0.6861 | 0.7475 | 0.8646 |
| 0.4117 | 19.25 | 616 | 0.7442 | 0.6861 | 0.7442 | 0.8627 |
| 0.4117 | 19.3125 | 618 | 0.7180 | 0.6963 | 0.7180 | 0.8474 |
| 0.4117 | 19.375 | 620 | 0.6841 | 0.7153 | 0.6841 | 0.8271 |
| 0.4117 | 19.4375 | 622 | 0.6574 | 0.7153 | 0.6574 | 0.8108 |
| 0.4117 | 19.5 | 624 | 0.6572 | 0.7153 | 0.6572 | 0.8107 |
| 0.4117 | 19.5625 | 626 | 0.6750 | 0.7286 | 0.6750 | 0.8216 |
| 0.4117 | 19.625 | 628 | 0.7097 | 0.7050 | 0.7097 | 0.8424 |
| 0.4117 | 19.6875 | 630 | 0.7104 | 0.7050 | 0.7104 | 0.8428 |
| 0.4117 | 19.75 | 632 | 0.6814 | 0.6912 | 0.6814 | 0.8255 |
| 0.4117 | 19.8125 | 634 | 0.6499 | 0.7206 | 0.6499 | 0.8062 |
| 0.4117 | 19.875 | 636 | 0.6396 | 0.7059 | 0.6396 | 0.7998 |
| 0.4117 | 19.9375 | 638 | 0.6497 | 0.7007 | 0.6497 | 0.8060 |
| 0.4117 | 20.0 | 640 | 0.6893 | 0.6866 | 0.6893 | 0.8302 |
| 0.4117 | 20.0625 | 642 | 0.8322 | 0.6015 | 0.8322 | 0.9123 |
| 0.4117 | 20.125 | 644 | 0.9396 | 0.5970 | 0.9396 | 0.9693 |
| 0.4117 | 20.1875 | 646 | 0.8891 | 0.5865 | 0.8891 | 0.9429 |
| 0.4117 | 20.25 | 648 | 0.7624 | 0.6519 | 0.7624 | 0.8732 |
| 0.4117 | 20.3125 | 650 | 0.6807 | 0.6963 | 0.6807 | 0.8250 |
| 0.4117 | 20.375 | 652 | 0.6535 | 0.7407 | 0.6535 | 0.8084 |
| 0.4117 | 20.4375 | 654 | 0.6694 | 0.7407 | 0.6694 | 0.8182 |
| 0.4117 | 20.5 | 656 | 0.7092 | 0.6815 | 0.7092 | 0.8422 |
| 0.4117 | 20.5625 | 658 | 0.7791 | 0.6212 | 0.7791 | 0.8827 |
| 0.4117 | 20.625 | 660 | 0.8063 | 0.6466 | 0.8063 | 0.8979 |
| 0.4117 | 20.6875 | 662 | 0.7990 | 0.6412 | 0.7990 | 0.8939 |
| 0.4117 | 20.75 | 664 | 0.7790 | 0.6767 | 0.7790 | 0.8826 |
| 0.4117 | 20.8125 | 666 | 0.7576 | 0.6716 | 0.7576 | 0.8704 |
| 0.4117 | 20.875 | 668 | 0.7094 | 0.6815 | 0.7094 | 0.8423 |
| 0.4117 | 20.9375 | 670 | 0.6471 | 0.7007 | 0.6471 | 0.8044 |
| 0.4117 | 21.0 | 672 | 0.6331 | 0.7059 | 0.6331 | 0.7956 |
| 0.4117 | 21.0625 | 674 | 0.6294 | 0.7059 | 0.6294 | 0.7934 |
| 0.4117 | 21.125 | 676 | 0.6319 | 0.7353 | 0.6319 | 0.7949 |
| 0.4117 | 21.1875 | 678 | 0.6583 | 0.7353 | 0.6583 | 0.8113 |
| 0.4117 | 21.25 | 680 | 0.6875 | 0.7059 | 0.6875 | 0.8291 |
| 0.4117 | 21.3125 | 682 | 0.7396 | 0.6765 | 0.7396 | 0.8600 |
| 0.4117 | 21.375 | 684 | 0.8210 | 0.6763 | 0.8210 | 0.9061 |
| 0.4117 | 21.4375 | 686 | 0.8104 | 0.6861 | 0.8104 | 0.9002 |
| 0.4117 | 21.5 | 688 | 0.7395 | 0.6767 | 0.7395 | 0.8600 |
| 0.4117 | 21.5625 | 690 | 0.6919 | 0.7259 | 0.6919 | 0.8318 |
| 0.4117 | 21.625 | 692 | 0.6881 | 0.7353 | 0.6881 | 0.8295 |
| 0.4117 | 21.6875 | 694 | 0.6903 | 0.7482 | 0.6903 | 0.8309 |
| 0.4117 | 21.75 | 696 | 0.6866 | 0.7536 | 0.6866 | 0.8286 |
| 0.4117 | 21.8125 | 698 | 0.7087 | 0.7445 | 0.7087 | 0.8418 |
| 0.4117 | 21.875 | 700 | 0.7271 | 0.7338 | 0.7271 | 0.8527 |
| 0.4117 | 21.9375 | 702 | 0.7490 | 0.7206 | 0.7490 | 0.8654 |
| 0.4117 | 22.0 | 704 | 0.7521 | 0.75 | 0.7521 | 0.8672 |
| 0.4117 | 22.0625 | 706 | 0.7486 | 0.7259 | 0.7486 | 0.8652 |
| 0.4117 | 22.125 | 708 | 0.7420 | 0.7111 | 0.7420 | 0.8614 |
| 0.4117 | 22.1875 | 710 | 0.7487 | 0.7273 | 0.7487 | 0.8653 |
| 0.4117 | 22.25 | 712 | 0.8094 | 0.6713 | 0.8094 | 0.8997 |
| 0.4117 | 22.3125 | 714 | 0.8524 | 0.7075 | 0.8524 | 0.9233 |
| 0.4117 | 22.375 | 716 | 0.8650 | 0.7162 | 0.8650 | 0.9301 |
| 0.4117 | 22.4375 | 718 | 0.8454 | 0.6849 | 0.8454 | 0.9195 |
| 0.4117 | 22.5 | 720 | 0.8031 | 0.6809 | 0.8031 | 0.8962 |
| 0.4117 | 22.5625 | 722 | 0.7595 | 0.6618 | 0.7595 | 0.8715 |
| 0.4117 | 22.625 | 724 | 0.7374 | 0.6715 | 0.7374 | 0.8587 |
| 0.4117 | 22.6875 | 726 | 0.7432 | 0.6618 | 0.7432 | 0.8621 |
| 0.4117 | 22.75 | 728 | 0.7689 | 0.6809 | 0.7689 | 0.8769 |
| 0.4117 | 22.8125 | 730 | 0.8191 | 0.6667 | 0.8191 | 0.9051 |
| 0.4117 | 22.875 | 732 | 0.7918 | 0.6667 | 0.7918 | 0.8898 |
| 0.4117 | 22.9375 | 734 | 0.7243 | 0.6906 | 0.7243 | 0.8511 |
| 0.4117 | 23.0 | 736 | 0.6692 | 0.7164 | 0.6692 | 0.8180 |
| 0.4117 | 23.0625 | 738 | 0.6676 | 0.7259 | 0.6676 | 0.8171 |
| 0.4117 | 23.125 | 740 | 0.6785 | 0.7259 | 0.6785 | 0.8237 |
| 0.4117 | 23.1875 | 742 | 0.7107 | 0.7259 | 0.7107 | 0.8431 |
| 0.4117 | 23.25 | 744 | 0.7412 | 0.7259 | 0.7412 | 0.8609 |
| 0.4117 | 23.3125 | 746 | 0.7523 | 0.7259 | 0.7523 | 0.8674 |
| 0.4117 | 23.375 | 748 | 0.7481 | 0.7111 | 0.7481 | 0.8649 |
| 0.4117 | 23.4375 | 750 | 0.7360 | 0.7111 | 0.7360 | 0.8579 |
| 0.4117 | 23.5 | 752 | 0.7003 | 0.7338 | 0.7003 | 0.8369 |
| 0.4117 | 23.5625 | 754 | 0.6772 | 0.7586 | 0.6772 | 0.8229 |
| 0.4117 | 23.625 | 756 | 0.6657 | 0.7586 | 0.6657 | 0.8159 |
| 0.4117 | 23.6875 | 758 | 0.6753 | 0.7361 | 0.6753 | 0.8218 |
| 0.4117 | 23.75 | 760 | 0.7097 | 0.7361 | 0.7097 | 0.8424 |
| 0.4117 | 23.8125 | 762 | 0.7363 | 0.7273 | 0.7363 | 0.8581 |
| 0.4117 | 23.875 | 764 | 0.7523 | 0.7273 | 0.7523 | 0.8673 |
| 0.4117 | 23.9375 | 766 | 0.7596 | 0.7273 | 0.7596 | 0.8716 |
| 0.4117 | 24.0 | 768 | 0.7634 | 0.7059 | 0.7634 | 0.8737 |
| 0.4117 | 24.0625 | 770 | 0.7475 | 0.7059 | 0.7475 | 0.8646 |
| 0.4117 | 24.125 | 772 | 0.7340 | 0.7059 | 0.7340 | 0.8567 |
| 0.4117 | 24.1875 | 774 | 0.7197 | 0.7194 | 0.7197 | 0.8483 |
| 0.4117 | 24.25 | 776 | 0.7050 | 0.7183 | 0.7050 | 0.8396 |
| 0.4117 | 24.3125 | 778 | 0.6974 | 0.7273 | 0.6974 | 0.8351 |
| 0.4117 | 24.375 | 780 | 0.6820 | 0.7194 | 0.6820 | 0.8259 |
| 0.4117 | 24.4375 | 782 | 0.7045 | 0.7194 | 0.7045 | 0.8394 |
| 0.4117 | 24.5 | 784 | 0.7667 | 0.6861 | 0.7667 | 0.8756 |
| 0.4117 | 24.5625 | 786 | 0.8549 | 0.6324 | 0.8549 | 0.9246 |
| 0.4117 | 24.625 | 788 | 0.8739 | 0.6370 | 0.8739 | 0.9348 |
| 0.4117 | 24.6875 | 790 | 0.8519 | 0.6202 | 0.8519 | 0.9230 |
| 0.4117 | 24.75 | 792 | 0.8326 | 0.6615 | 0.8326 | 0.9125 |
| 0.4117 | 24.8125 | 794 | 0.7938 | 0.7023 | 0.7938 | 0.8910 |
| 0.4117 | 24.875 | 796 | 0.7567 | 0.7023 | 0.7567 | 0.8699 |
| 0.4117 | 24.9375 | 798 | 0.7215 | 0.7111 | 0.7215 | 0.8494 |
| 0.4117 | 25.0 | 800 | 0.7021 | 0.7246 | 0.7021 | 0.8379 |
| 0.4117 | 25.0625 | 802 | 0.6948 | 0.7101 | 0.6948 | 0.8336 |
| 0.4117 | 25.125 | 804 | 0.7092 | 0.6861 | 0.7092 | 0.8422 |
| 0.4117 | 25.1875 | 806 | 0.7425 | 0.6861 | 0.7425 | 0.8617 |
| 0.4117 | 25.25 | 808 | 0.7587 | 0.6861 | 0.7587 | 0.8710 |
| 0.4117 | 25.3125 | 810 | 0.7723 | 0.6767 | 0.7723 | 0.8788 |
| 0.4117 | 25.375 | 812 | 0.7683 | 0.6667 | 0.7683 | 0.8765 |
| 0.4117 | 25.4375 | 814 | 0.7682 | 0.6923 | 0.7682 | 0.8765 |
| 0.4117 | 25.5 | 816 | 0.7629 | 0.6923 | 0.7629 | 0.8735 |
| 0.4117 | 25.5625 | 818 | 0.7661 | 0.6923 | 0.7661 | 0.8753 |
| 0.4117 | 25.625 | 820 | 0.7765 | 0.6667 | 0.7765 | 0.8812 |
| 0.4117 | 25.6875 | 822 | 0.7601 | 0.6769 | 0.7601 | 0.8719 |
| 0.4117 | 25.75 | 824 | 0.7448 | 0.7121 | 0.7448 | 0.8630 |
| 0.4117 | 25.8125 | 826 | 0.7429 | 0.7121 | 0.7429 | 0.8619 |
| 0.4117 | 25.875 | 828 | 0.7428 | 0.7023 | 0.7428 | 0.8619 |
| 0.4117 | 25.9375 | 830 | 0.7610 | 0.6565 | 0.7610 | 0.8723 |
| 0.4117 | 26.0 | 832 | 0.7960 | 0.6308 | 0.7960 | 0.8922 |
| 0.4117 | 26.0625 | 834 | 0.7822 | 0.6462 | 0.7822 | 0.8844 |
| 0.4117 | 26.125 | 836 | 0.7638 | 0.7121 | 0.7638 | 0.8740 |
| 0.4117 | 26.1875 | 838 | 0.7615 | 0.6917 | 0.7615 | 0.8727 |
| 0.4117 | 26.25 | 840 | 0.7426 | 0.6917 | 0.7426 | 0.8617 |
| 0.4117 | 26.3125 | 842 | 0.7327 | 0.6718 | 0.7327 | 0.8560 |
| 0.4117 | 26.375 | 844 | 0.7581 | 0.6812 | 0.7581 | 0.8707 |
| 0.4117 | 26.4375 | 846 | 0.7769 | 0.6815 | 0.7769 | 0.8814 |
| 0.4117 | 26.5 | 848 | 0.7883 | 0.6667 | 0.7883 | 0.8878 |
| 0.4117 | 26.5625 | 850 | 0.8058 | 0.6667 | 0.8058 | 0.8977 |
| 0.4117 | 26.625 | 852 | 0.7786 | 0.6667 | 0.7786 | 0.8824 |
| 0.4117 | 26.6875 | 854 | 0.7452 | 0.6718 | 0.7452 | 0.8633 |
| 0.4117 | 26.75 | 856 | 0.7248 | 0.6917 | 0.7248 | 0.8513 |
| 0.4117 | 26.8125 | 858 | 0.7213 | 0.6917 | 0.7213 | 0.8493 |
| 0.4117 | 26.875 | 860 | 0.7414 | 0.6917 | 0.7414 | 0.8611 |
| 0.4117 | 26.9375 | 862 | 0.7876 | 0.6866 | 0.7876 | 0.8874 |
| 0.4117 | 27.0 | 864 | 0.8282 | 0.6767 | 0.8282 | 0.9100 |
| 0.4117 | 27.0625 | 866 | 0.8424 | 0.6615 | 0.8424 | 0.9178 |
| 0.4117 | 27.125 | 868 | 0.8186 | 0.6462 | 0.8186 | 0.9047 |
| 0.4117 | 27.1875 | 870 | 0.8190 | 0.6462 | 0.8190 | 0.9050 |
| 0.4117 | 27.25 | 872 | 0.8028 | 0.6462 | 0.8028 | 0.8960 |
| 0.4117 | 27.3125 | 874 | 0.7521 | 0.6718 | 0.7521 | 0.8672 |
| 0.4117 | 27.375 | 876 | 0.7132 | 0.6718 | 0.7132 | 0.8445 |
| 0.4117 | 27.4375 | 878 | 0.7077 | 0.6718 | 0.7077 | 0.8412 |
| 0.4117 | 27.5 | 880 | 0.7263 | 0.6308 | 0.7263 | 0.8523 |
| 0.4117 | 27.5625 | 882 | 0.7553 | 0.6308 | 0.7553 | 0.8691 |
| 0.4117 | 27.625 | 884 | 0.7887 | 0.6308 | 0.7887 | 0.8881 |
| 0.4117 | 27.6875 | 886 | 0.8138 | 0.6667 | 0.8138 | 0.9021 |
| 0.4117 | 27.75 | 888 | 0.7696 | 0.6308 | 0.7696 | 0.8773 |
| 0.4117 | 27.8125 | 890 | 0.7109 | 0.6515 | 0.7109 | 0.8432 |
| 0.4117 | 27.875 | 892 | 0.6976 | 0.7023 | 0.6976 | 0.8352 |
| 0.4117 | 27.9375 | 894 | 0.7248 | 0.7023 | 0.7248 | 0.8513 |
| 0.4117 | 28.0 | 896 | 0.7633 | 0.6769 | 0.7633 | 0.8737 |
| 0.4117 | 28.0625 | 898 | 0.7956 | 0.6718 | 0.7956 | 0.8920 |
| 0.4117 | 28.125 | 900 | 0.8582 | 0.6 | 0.8582 | 0.9264 |
| 0.4117 | 28.1875 | 902 | 0.9013 | 0.5556 | 0.9013 | 0.9494 |
| 0.4117 | 28.25 | 904 | 0.8604 | 0.5827 | 0.8604 | 0.9276 |
| 0.4117 | 28.3125 | 906 | 0.8433 | 0.6142 | 0.8433 | 0.9183 |
| 0.4117 | 28.375 | 908 | 0.7951 | 0.6769 | 0.7951 | 0.8917 |
| 0.4117 | 28.4375 | 910 | 0.7543 | 0.7023 | 0.7543 | 0.8685 |
| 0.4117 | 28.5 | 912 | 0.7359 | 0.7313 | 0.7359 | 0.8579 |
| 0.4117 | 28.5625 | 914 | 0.7066 | 0.7206 | 0.7066 | 0.8406 |
| 0.4117 | 28.625 | 916 | 0.6495 | 0.75 | 0.6495 | 0.8059 |
| 0.4117 | 28.6875 | 918 | 0.6380 | 0.7429 | 0.6380 | 0.7988 |
| 0.4117 | 28.75 | 920 | 0.6642 | 0.7194 | 0.6642 | 0.8150 |
| 0.4117 | 28.8125 | 922 | 0.6873 | 0.7194 | 0.6873 | 0.8290 |
| 0.4117 | 28.875 | 924 | 0.7023 | 0.7164 | 0.7023 | 0.8381 |
| 0.4117 | 28.9375 | 926 | 0.7098 | 0.7164 | 0.7098 | 0.8425 |
| 0.4117 | 29.0 | 928 | 0.7233 | 0.6818 | 0.7233 | 0.8505 |
| 0.4117 | 29.0625 | 930 | 0.7345 | 0.6818 | 0.7345 | 0.8570 |
| 0.4117 | 29.125 | 932 | 0.7391 | 0.6462 | 0.7391 | 0.8597 |
| 0.4117 | 29.1875 | 934 | 0.7227 | 0.6718 | 0.7227 | 0.8501 |
| 0.4117 | 29.25 | 936 | 0.6746 | 0.7059 | 0.6746 | 0.8213 |
| 0.4117 | 29.3125 | 938 | 0.6475 | 0.7368 | 0.6475 | 0.8047 |
| 0.4117 | 29.375 | 940 | 0.6549 | 0.7368 | 0.6549 | 0.8093 |
| 0.4117 | 29.4375 | 942 | 0.6755 | 0.7023 | 0.6755 | 0.8219 |
| 0.4117 | 29.5 | 944 | 0.7137 | 0.6970 | 0.7137 | 0.8448 |
| 0.4117 | 29.5625 | 946 | 0.7608 | 0.6818 | 0.7608 | 0.8722 |
| 0.4117 | 29.625 | 948 | 0.7962 | 0.6769 | 0.7962 | 0.8923 |
| 0.4117 | 29.6875 | 950 | 0.8117 | 0.6769 | 0.8117 | 0.9010 |
| 0.4117 | 29.75 | 952 | 0.7965 | 0.6512 | 0.7965 | 0.8924 |
| 0.4117 | 29.8125 | 954 | 0.7724 | 0.6718 | 0.7724 | 0.8789 |
| 0.4117 | 29.875 | 956 | 0.7491 | 0.6667 | 0.7491 | 0.8655 |
| 0.4117 | 29.9375 | 958 | 0.7661 | 0.6765 | 0.7661 | 0.8753 |
| 0.4117 | 30.0 | 960 | 0.7742 | 0.6765 | 0.7742 | 0.8799 |
| 0.4117 | 30.0625 | 962 | 0.7778 | 0.6715 | 0.7778 | 0.8820 |
| 0.4117 | 30.125 | 964 | 0.7503 | 0.6567 | 0.7503 | 0.8662 |
| 0.4117 | 30.1875 | 966 | 0.7386 | 0.6567 | 0.7386 | 0.8594 |
| 0.4117 | 30.25 | 968 | 0.7748 | 0.6714 | 0.7748 | 0.8802 |
| 0.4117 | 30.3125 | 970 | 0.8005 | 0.6515 | 0.8005 | 0.8947 |
| 0.4117 | 30.375 | 972 | 0.7942 | 0.6515 | 0.7942 | 0.8912 |
| 0.4117 | 30.4375 | 974 | 0.7887 | 0.6515 | 0.7887 | 0.8881 |
| 0.4117 | 30.5 | 976 | 0.7762 | 0.6812 | 0.7762 | 0.8810 |
| 0.4117 | 30.5625 | 978 | 0.7899 | 0.6901 | 0.7899 | 0.8888 |
| 0.4117 | 30.625 | 980 | 0.7653 | 0.6853 | 0.7653 | 0.8748 |
| 0.4117 | 30.6875 | 982 | 0.7238 | 0.7273 | 0.7238 | 0.8508 |
| 0.4117 | 30.75 | 984 | 0.7323 | 0.7143 | 0.7323 | 0.8557 |
| 0.4117 | 30.8125 | 986 | 0.7449 | 0.7143 | 0.7449 | 0.8631 |
| 0.4117 | 30.875 | 988 | 0.7907 | 0.6993 | 0.7907 | 0.8892 |
| 0.4117 | 30.9375 | 990 | 0.8156 | 0.6950 | 0.8156 | 0.9031 |
| 0.4117 | 31.0 | 992 | 0.8074 | 0.7143 | 0.8074 | 0.8985 |
| 0.4117 | 31.0625 | 994 | 0.7608 | 0.6963 | 0.7608 | 0.8722 |
| 0.4117 | 31.125 | 996 | 0.7369 | 0.7407 | 0.7369 | 0.8584 |
| 0.4117 | 31.1875 | 998 | 0.7452 | 0.7164 | 0.7452 | 0.8632 |
| 0.0661 | 31.25 | 1000 | 0.7474 | 0.7407 | 0.7474 | 0.8645 |
| 0.0661 | 31.3125 | 1002 | 0.7702 | 0.7391 | 0.7702 | 0.8776 |
| 0.0661 | 31.375 | 1004 | 0.7906 | 0.7153 | 0.7906 | 0.8892 |
| 0.0661 | 31.4375 | 1006 | 0.8033 | 0.7153 | 0.8033 | 0.8962 |
| 0.0661 | 31.5 | 1008 | 0.7923 | 0.7391 | 0.7923 | 0.8901 |
| 0.0661 | 31.5625 | 1010 | 0.7721 | 0.7206 | 0.7721 | 0.8787 |
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_k7_task1_organization
Base model
aubmindlab/bert-base-arabertv02