ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k9_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: 0.7544
- Qwk: 0.5455
- Mse: 0.7544
- Rmse: 0.8686
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 | 0.0392 | 2 | 4.6273 | 0.0042 | 4.6273 | 2.1511 |
| No log | 0.0784 | 4 | 3.7214 | -0.0158 | 3.7214 | 1.9291 |
| No log | 0.1176 | 6 | 2.0054 | 0.0879 | 2.0054 | 1.4161 |
| No log | 0.1569 | 8 | 1.2379 | 0.1016 | 1.2379 | 1.1126 |
| No log | 0.1961 | 10 | 1.3718 | 0.0070 | 1.3718 | 1.1713 |
| No log | 0.2353 | 12 | 1.2778 | 0.1237 | 1.2778 | 1.1304 |
| No log | 0.2745 | 14 | 1.2455 | 0.0300 | 1.2455 | 1.1160 |
| No log | 0.3137 | 16 | 1.3428 | 0.0488 | 1.3428 | 1.1588 |
| No log | 0.3529 | 18 | 1.3256 | 0.0403 | 1.3256 | 1.1513 |
| No log | 0.3922 | 20 | 1.3227 | 0.0723 | 1.3227 | 1.1501 |
| No log | 0.4314 | 22 | 1.3402 | 0.0723 | 1.3402 | 1.1577 |
| No log | 0.4706 | 24 | 1.2904 | 0.0723 | 1.2904 | 1.1360 |
| No log | 0.5098 | 26 | 1.2133 | 0.1224 | 1.2133 | 1.1015 |
| No log | 0.5490 | 28 | 1.1425 | 0.2532 | 1.1425 | 1.0689 |
| No log | 0.5882 | 30 | 1.0704 | 0.2993 | 1.0704 | 1.0346 |
| No log | 0.6275 | 32 | 1.0549 | 0.2993 | 1.0549 | 1.0271 |
| No log | 0.6667 | 34 | 1.0927 | 0.2478 | 1.0927 | 1.0453 |
| No log | 0.7059 | 36 | 1.1908 | 0.1388 | 1.1908 | 1.0912 |
| No log | 0.7451 | 38 | 1.3249 | 0.0334 | 1.3249 | 1.1510 |
| No log | 0.7843 | 40 | 1.2848 | 0.1347 | 1.2848 | 1.1335 |
| No log | 0.8235 | 42 | 1.3085 | 0.1501 | 1.3085 | 1.1439 |
| No log | 0.8627 | 44 | 1.2691 | 0.2043 | 1.2691 | 1.1265 |
| No log | 0.9020 | 46 | 1.1930 | 0.2229 | 1.1930 | 1.0922 |
| No log | 0.9412 | 48 | 1.2641 | 0.1500 | 1.2641 | 1.1243 |
| No log | 0.9804 | 50 | 1.3553 | 0.2229 | 1.3553 | 1.1642 |
| No log | 1.0196 | 52 | 1.4122 | 0.1751 | 1.4122 | 1.1883 |
| No log | 1.0588 | 54 | 1.2523 | 0.1796 | 1.2523 | 1.1191 |
| No log | 1.0980 | 56 | 1.2192 | 0.2550 | 1.2192 | 1.1042 |
| No log | 1.1373 | 58 | 1.0369 | 0.3924 | 1.0369 | 1.0183 |
| No log | 1.1765 | 60 | 0.9830 | 0.4107 | 0.9830 | 0.9914 |
| No log | 1.2157 | 62 | 0.9671 | 0.4144 | 0.9671 | 0.9834 |
| No log | 1.2549 | 64 | 0.9620 | 0.4415 | 0.9620 | 0.9808 |
| No log | 1.2941 | 66 | 1.0521 | 0.4402 | 1.0521 | 1.0257 |
| No log | 1.3333 | 68 | 1.0824 | 0.3877 | 1.0824 | 1.0404 |
| No log | 1.3725 | 70 | 0.9260 | 0.5387 | 0.9260 | 0.9623 |
| No log | 1.4118 | 72 | 0.9103 | 0.5125 | 0.9103 | 0.9541 |
| No log | 1.4510 | 74 | 0.9245 | 0.5418 | 0.9245 | 0.9615 |
| No log | 1.4902 | 76 | 0.9071 | 0.5750 | 0.9071 | 0.9524 |
| No log | 1.5294 | 78 | 0.8963 | 0.5094 | 0.8963 | 0.9467 |
| No log | 1.5686 | 80 | 0.9113 | 0.5164 | 0.9113 | 0.9546 |
| No log | 1.6078 | 82 | 0.9576 | 0.4873 | 0.9576 | 0.9786 |
| No log | 1.6471 | 84 | 0.9700 | 0.5349 | 0.9700 | 0.9849 |
| No log | 1.6863 | 86 | 0.9291 | 0.5301 | 0.9291 | 0.9639 |
| No log | 1.7255 | 88 | 0.9332 | 0.5053 | 0.9332 | 0.9660 |
| No log | 1.7647 | 90 | 0.9086 | 0.5260 | 0.9086 | 0.9532 |
| No log | 1.8039 | 92 | 0.9240 | 0.4825 | 0.9240 | 0.9612 |
| No log | 1.8431 | 94 | 0.9175 | 0.4735 | 0.9175 | 0.9579 |
| No log | 1.8824 | 96 | 0.8516 | 0.5718 | 0.8516 | 0.9228 |
| No log | 1.9216 | 98 | 0.8591 | 0.5946 | 0.8591 | 0.9269 |
| No log | 1.9608 | 100 | 1.0957 | 0.4444 | 1.0957 | 1.0467 |
| No log | 2.0 | 102 | 1.1229 | 0.4674 | 1.1229 | 1.0597 |
| No log | 2.0392 | 104 | 1.0226 | 0.5348 | 1.0226 | 1.0112 |
| No log | 2.0784 | 106 | 1.1766 | 0.5491 | 1.1766 | 1.0847 |
| No log | 2.1176 | 108 | 1.4736 | 0.4411 | 1.4736 | 1.2139 |
| No log | 2.1569 | 110 | 1.3788 | 0.5244 | 1.3788 | 1.1742 |
| No log | 2.1961 | 112 | 0.9772 | 0.4706 | 0.9772 | 0.9885 |
| No log | 2.2353 | 114 | 0.8534 | 0.4699 | 0.8534 | 0.9238 |
| No log | 2.2745 | 116 | 0.8320 | 0.5395 | 0.8320 | 0.9121 |
| No log | 2.3137 | 118 | 0.9489 | 0.4826 | 0.9489 | 0.9741 |
| No log | 2.3529 | 120 | 0.9019 | 0.4534 | 0.9019 | 0.9497 |
| No log | 2.3922 | 122 | 0.9004 | 0.5091 | 0.9004 | 0.9489 |
| No log | 2.4314 | 124 | 0.8197 | 0.5824 | 0.8197 | 0.9054 |
| No log | 2.4706 | 126 | 0.8419 | 0.6074 | 0.8419 | 0.9176 |
| No log | 2.5098 | 128 | 0.9231 | 0.5211 | 0.9231 | 0.9608 |
| No log | 2.5490 | 130 | 0.8862 | 0.5989 | 0.8862 | 0.9414 |
| No log | 2.5882 | 132 | 0.8615 | 0.5735 | 0.8615 | 0.9282 |
| No log | 2.6275 | 134 | 1.0102 | 0.4871 | 1.0102 | 1.0051 |
| No log | 2.6667 | 136 | 1.4670 | 0.4516 | 1.4670 | 1.2112 |
| No log | 2.7059 | 138 | 1.5382 | 0.4741 | 1.5382 | 1.2403 |
| No log | 2.7451 | 140 | 1.1321 | 0.5039 | 1.1321 | 1.0640 |
| No log | 2.7843 | 142 | 0.8088 | 0.5573 | 0.8088 | 0.8994 |
| No log | 2.8235 | 144 | 0.8087 | 0.6094 | 0.8087 | 0.8993 |
| No log | 2.8627 | 146 | 0.7915 | 0.5777 | 0.7915 | 0.8897 |
| No log | 2.9020 | 148 | 0.7739 | 0.5821 | 0.7739 | 0.8797 |
| No log | 2.9412 | 150 | 0.8451 | 0.5352 | 0.8451 | 0.9193 |
| No log | 2.9804 | 152 | 0.8602 | 0.5028 | 0.8602 | 0.9275 |
| No log | 3.0196 | 154 | 0.7779 | 0.4559 | 0.7779 | 0.8820 |
| No log | 3.0588 | 156 | 0.7533 | 0.5777 | 0.7533 | 0.8679 |
| No log | 3.0980 | 158 | 0.8030 | 0.5784 | 0.8030 | 0.8961 |
| No log | 3.1373 | 160 | 0.7796 | 0.6284 | 0.7796 | 0.8829 |
| No log | 3.1765 | 162 | 0.7555 | 0.6612 | 0.7555 | 0.8692 |
| No log | 3.2157 | 164 | 0.7897 | 0.5819 | 0.7897 | 0.8887 |
| No log | 3.2549 | 166 | 0.8167 | 0.5562 | 0.8167 | 0.9037 |
| No log | 3.2941 | 168 | 0.9486 | 0.5458 | 0.9486 | 0.9740 |
| No log | 3.3333 | 170 | 0.9781 | 0.5433 | 0.9781 | 0.9890 |
| No log | 3.3725 | 172 | 0.8944 | 0.4717 | 0.8944 | 0.9457 |
| No log | 3.4118 | 174 | 0.8521 | 0.5109 | 0.8521 | 0.9231 |
| No log | 3.4510 | 176 | 0.8031 | 0.6044 | 0.8031 | 0.8962 |
| No log | 3.4902 | 178 | 0.8115 | 0.5695 | 0.8115 | 0.9008 |
| No log | 3.5294 | 180 | 0.8152 | 0.5793 | 0.8152 | 0.9029 |
| No log | 3.5686 | 182 | 0.9446 | 0.4419 | 0.9446 | 0.9719 |
| No log | 3.6078 | 184 | 1.0875 | 0.4700 | 1.0875 | 1.0428 |
| No log | 3.6471 | 186 | 1.0663 | 0.4505 | 1.0663 | 1.0326 |
| No log | 3.6863 | 188 | 0.9638 | 0.4790 | 0.9638 | 0.9817 |
| No log | 3.7255 | 190 | 0.9022 | 0.4527 | 0.9022 | 0.9498 |
| No log | 3.7647 | 192 | 0.9088 | 0.4527 | 0.9088 | 0.9533 |
| No log | 3.8039 | 194 | 0.9902 | 0.5056 | 0.9902 | 0.9951 |
| No log | 3.8431 | 196 | 1.0924 | 0.4783 | 1.0924 | 1.0452 |
| No log | 3.8824 | 198 | 1.0447 | 0.4966 | 1.0447 | 1.0221 |
| No log | 3.9216 | 200 | 0.8435 | 0.5495 | 0.8435 | 0.9184 |
| No log | 3.9608 | 202 | 0.7559 | 0.6129 | 0.7559 | 0.8694 |
| No log | 4.0 | 204 | 0.7766 | 0.6284 | 0.7766 | 0.8812 |
| No log | 4.0392 | 206 | 0.7636 | 0.6591 | 0.7636 | 0.8739 |
| No log | 4.0784 | 208 | 0.8514 | 0.6019 | 0.8514 | 0.9227 |
| No log | 4.1176 | 210 | 1.0622 | 0.5372 | 1.0622 | 1.0306 |
| No log | 4.1569 | 212 | 1.0835 | 0.5026 | 1.0835 | 1.0409 |
| No log | 4.1961 | 214 | 0.9217 | 0.5743 | 0.9217 | 0.9600 |
| No log | 4.2353 | 216 | 0.7879 | 0.6178 | 0.7879 | 0.8877 |
| No log | 4.2745 | 218 | 0.7393 | 0.6524 | 0.7393 | 0.8598 |
| No log | 4.3137 | 220 | 0.7416 | 0.6414 | 0.7416 | 0.8612 |
| No log | 4.3529 | 222 | 0.7818 | 0.6222 | 0.7818 | 0.8842 |
| No log | 4.3922 | 224 | 0.9269 | 0.5384 | 0.9269 | 0.9627 |
| No log | 4.4314 | 226 | 0.9718 | 0.5367 | 0.9718 | 0.9858 |
| No log | 4.4706 | 228 | 0.8707 | 0.5362 | 0.8707 | 0.9331 |
| No log | 4.5098 | 230 | 0.7799 | 0.5718 | 0.7799 | 0.8831 |
| No log | 4.5490 | 232 | 0.7759 | 0.5743 | 0.7759 | 0.8809 |
| No log | 4.5882 | 234 | 0.7847 | 0.6324 | 0.7847 | 0.8858 |
| No log | 4.6275 | 236 | 0.8718 | 0.5537 | 0.8718 | 0.9337 |
| No log | 4.6667 | 238 | 1.1229 | 0.5294 | 1.1229 | 1.0597 |
| No log | 4.7059 | 240 | 1.2429 | 0.5154 | 1.2429 | 1.1149 |
| No log | 4.7451 | 242 | 1.1677 | 0.5167 | 1.1677 | 1.0806 |
| No log | 4.7843 | 244 | 0.9936 | 0.5516 | 0.9936 | 0.9968 |
| No log | 4.8235 | 246 | 0.8912 | 0.5877 | 0.8912 | 0.9440 |
| No log | 4.8627 | 248 | 0.8132 | 0.6159 | 0.8132 | 0.9018 |
| No log | 4.9020 | 250 | 0.7950 | 0.6198 | 0.7950 | 0.8917 |
| No log | 4.9412 | 252 | 0.8030 | 0.5889 | 0.8030 | 0.8961 |
| No log | 4.9804 | 254 | 0.7836 | 0.5958 | 0.7836 | 0.8852 |
| No log | 5.0196 | 256 | 0.8534 | 0.5844 | 0.8534 | 0.9238 |
| No log | 5.0588 | 258 | 1.0169 | 0.4523 | 1.0169 | 1.0084 |
| No log | 5.0980 | 260 | 1.2062 | 0.4813 | 1.2062 | 1.0983 |
| No log | 5.1373 | 262 | 1.2246 | 0.4969 | 1.2246 | 1.1066 |
| No log | 5.1765 | 264 | 1.1389 | 0.4851 | 1.1389 | 1.0672 |
| No log | 5.2157 | 266 | 1.0203 | 0.5246 | 1.0203 | 1.0101 |
| No log | 5.2549 | 268 | 0.8907 | 0.5249 | 0.8907 | 0.9438 |
| No log | 5.2941 | 270 | 0.8482 | 0.5375 | 0.8482 | 0.9210 |
| No log | 5.3333 | 272 | 0.8653 | 0.6213 | 0.8653 | 0.9302 |
| No log | 5.3725 | 274 | 0.9627 | 0.5743 | 0.9627 | 0.9812 |
| No log | 5.4118 | 276 | 1.1062 | 0.5509 | 1.1062 | 1.0517 |
| No log | 5.4510 | 278 | 1.2196 | 0.5206 | 1.2196 | 1.1044 |
| No log | 5.4902 | 280 | 1.1244 | 0.5164 | 1.1244 | 1.0604 |
| No log | 5.5294 | 282 | 0.9121 | 0.5270 | 0.9121 | 0.9550 |
| No log | 5.5686 | 284 | 0.8543 | 0.4790 | 0.8543 | 0.9243 |
| No log | 5.6078 | 286 | 0.9085 | 0.4921 | 0.9085 | 0.9532 |
| No log | 5.6471 | 288 | 1.0555 | 0.5504 | 1.0555 | 1.0274 |
| No log | 5.6863 | 290 | 1.1008 | 0.5296 | 1.1008 | 1.0492 |
| No log | 5.7255 | 292 | 1.1235 | 0.5264 | 1.1235 | 1.0600 |
| No log | 5.7647 | 294 | 1.0059 | 0.5245 | 1.0059 | 1.0029 |
| No log | 5.8039 | 296 | 0.8694 | 0.5757 | 0.8694 | 0.9324 |
| No log | 5.8431 | 298 | 0.7980 | 0.5982 | 0.7980 | 0.8933 |
| No log | 5.8824 | 300 | 0.7748 | 0.6557 | 0.7748 | 0.8803 |
| No log | 5.9216 | 302 | 0.7762 | 0.6816 | 0.7762 | 0.8810 |
| No log | 5.9608 | 304 | 0.7984 | 0.6073 | 0.7984 | 0.8935 |
| No log | 6.0 | 306 | 0.8756 | 0.5594 | 0.8756 | 0.9357 |
| No log | 6.0392 | 308 | 0.9967 | 0.5335 | 0.9967 | 0.9984 |
| No log | 6.0784 | 310 | 1.0017 | 0.5346 | 1.0017 | 1.0008 |
| No log | 6.1176 | 312 | 0.8679 | 0.5170 | 0.8679 | 0.9316 |
| No log | 6.1569 | 314 | 0.8162 | 0.5201 | 0.8162 | 0.9034 |
| No log | 6.1961 | 316 | 0.8270 | 0.5201 | 0.8270 | 0.9094 |
| No log | 6.2353 | 318 | 0.8053 | 0.4846 | 0.8053 | 0.8974 |
| No log | 6.2745 | 320 | 0.7824 | 0.4794 | 0.7824 | 0.8845 |
| No log | 6.3137 | 322 | 0.7853 | 0.5168 | 0.7853 | 0.8862 |
| No log | 6.3529 | 324 | 0.7902 | 0.5601 | 0.7902 | 0.8890 |
| No log | 6.3922 | 326 | 0.7747 | 0.5523 | 0.7747 | 0.8802 |
| No log | 6.4314 | 328 | 0.7720 | 0.5548 | 0.7720 | 0.8786 |
| No log | 6.4706 | 330 | 0.7711 | 0.5961 | 0.7711 | 0.8781 |
| No log | 6.5098 | 332 | 0.7731 | 0.5621 | 0.7731 | 0.8793 |
| No log | 6.5490 | 334 | 0.8483 | 0.4842 | 0.8483 | 0.9210 |
| No log | 6.5882 | 336 | 0.9628 | 0.5398 | 0.9628 | 0.9812 |
| No log | 6.6275 | 338 | 0.9592 | 0.5052 | 0.9592 | 0.9794 |
| No log | 6.6667 | 340 | 0.9983 | 0.4733 | 0.9983 | 0.9991 |
| No log | 6.7059 | 342 | 0.9913 | 0.4436 | 0.9913 | 0.9956 |
| No log | 6.7451 | 344 | 0.9334 | 0.4479 | 0.9334 | 0.9661 |
| No log | 6.7843 | 346 | 0.8926 | 0.4400 | 0.8926 | 0.9448 |
| No log | 6.8235 | 348 | 0.8496 | 0.4673 | 0.8496 | 0.9217 |
| No log | 6.8627 | 350 | 0.7975 | 0.5177 | 0.7975 | 0.8930 |
| No log | 6.9020 | 352 | 0.8264 | 0.5332 | 0.8264 | 0.9091 |
| No log | 6.9412 | 354 | 0.8413 | 0.5709 | 0.8413 | 0.9172 |
| No log | 6.9804 | 356 | 0.8258 | 0.5709 | 0.8258 | 0.9087 |
| No log | 7.0196 | 358 | 0.8788 | 0.6 | 0.8788 | 0.9374 |
| No log | 7.0588 | 360 | 0.8834 | 0.6139 | 0.8834 | 0.9399 |
| No log | 7.0980 | 362 | 0.7964 | 0.6178 | 0.7964 | 0.8924 |
| No log | 7.1373 | 364 | 0.7500 | 0.5833 | 0.7500 | 0.8660 |
| No log | 7.1765 | 366 | 0.7678 | 0.6388 | 0.7678 | 0.8762 |
| No log | 7.2157 | 368 | 0.7642 | 0.6128 | 0.7642 | 0.8742 |
| No log | 7.2549 | 370 | 0.7892 | 0.5949 | 0.7892 | 0.8883 |
| No log | 7.2941 | 372 | 0.9632 | 0.5765 | 0.9632 | 0.9814 |
| No log | 7.3333 | 374 | 1.1287 | 0.5271 | 1.1287 | 1.0624 |
| No log | 7.3725 | 376 | 1.0714 | 0.5363 | 1.0714 | 1.0351 |
| No log | 7.4118 | 378 | 0.9238 | 0.5276 | 0.9238 | 0.9611 |
| No log | 7.4510 | 380 | 0.8365 | 0.5515 | 0.8365 | 0.9146 |
| No log | 7.4902 | 382 | 0.8457 | 0.5149 | 0.8457 | 0.9196 |
| No log | 7.5294 | 384 | 0.9361 | 0.5626 | 0.9361 | 0.9675 |
| No log | 7.5686 | 386 | 1.1156 | 0.5617 | 1.1156 | 1.0562 |
| No log | 7.6078 | 388 | 1.2095 | 0.5862 | 1.2095 | 1.0998 |
| No log | 7.6471 | 390 | 1.1635 | 0.5862 | 1.1635 | 1.0787 |
| No log | 7.6863 | 392 | 1.0264 | 0.5978 | 1.0264 | 1.0131 |
| No log | 7.7255 | 394 | 0.9012 | 0.5864 | 0.9012 | 0.9493 |
| No log | 7.7647 | 396 | 0.8866 | 0.5458 | 0.8866 | 0.9416 |
| No log | 7.8039 | 398 | 0.9110 | 0.4951 | 0.9110 | 0.9545 |
| No log | 7.8431 | 400 | 0.9342 | 0.5436 | 0.9342 | 0.9666 |
| No log | 7.8824 | 402 | 0.9201 | 0.5931 | 0.9201 | 0.9592 |
| No log | 7.9216 | 404 | 0.8467 | 0.5985 | 0.8467 | 0.9202 |
| No log | 7.9608 | 406 | 0.7841 | 0.5922 | 0.7841 | 0.8855 |
| No log | 8.0 | 408 | 0.7872 | 0.5790 | 0.7872 | 0.8872 |
| No log | 8.0392 | 410 | 0.7940 | 0.5790 | 0.7940 | 0.8911 |
| No log | 8.0784 | 412 | 0.8007 | 0.5790 | 0.8007 | 0.8948 |
| No log | 8.1176 | 414 | 0.8269 | 0.6001 | 0.8269 | 0.9093 |
| No log | 8.1569 | 416 | 0.7830 | 0.5844 | 0.7830 | 0.8849 |
| No log | 8.1961 | 418 | 0.7706 | 0.6313 | 0.7706 | 0.8778 |
| No log | 8.2353 | 420 | 0.7689 | 0.5993 | 0.7689 | 0.8769 |
| No log | 8.2745 | 422 | 0.7723 | 0.6461 | 0.7723 | 0.8788 |
| No log | 8.3137 | 424 | 0.7986 | 0.5942 | 0.7986 | 0.8937 |
| No log | 8.3529 | 426 | 0.7844 | 0.6179 | 0.7844 | 0.8856 |
| No log | 8.3922 | 428 | 0.7748 | 0.5993 | 0.7748 | 0.8803 |
| No log | 8.4314 | 430 | 0.7717 | 0.5719 | 0.7717 | 0.8784 |
| No log | 8.4706 | 432 | 0.7600 | 0.5885 | 0.7600 | 0.8718 |
| No log | 8.5098 | 434 | 0.7997 | 0.5671 | 0.7997 | 0.8943 |
| No log | 8.5490 | 436 | 0.8416 | 0.5478 | 0.8416 | 0.9174 |
| No log | 8.5882 | 438 | 0.8665 | 0.5691 | 0.8665 | 0.9308 |
| No log | 8.6275 | 440 | 0.8329 | 0.5536 | 0.8329 | 0.9127 |
| No log | 8.6667 | 442 | 0.8335 | 0.5636 | 0.8335 | 0.9130 |
| No log | 8.7059 | 444 | 0.8287 | 0.5736 | 0.8287 | 0.9104 |
| No log | 8.7451 | 446 | 0.8856 | 0.5572 | 0.8856 | 0.9410 |
| No log | 8.7843 | 448 | 0.9924 | 0.5414 | 0.9924 | 0.9962 |
| No log | 8.8235 | 450 | 1.0408 | 0.5260 | 1.0408 | 1.0202 |
| No log | 8.8627 | 452 | 0.9752 | 0.5358 | 0.9752 | 0.9875 |
| No log | 8.9020 | 454 | 0.8405 | 0.4868 | 0.8405 | 0.9168 |
| No log | 8.9412 | 456 | 0.7845 | 0.5635 | 0.7845 | 0.8857 |
| No log | 8.9804 | 458 | 0.7784 | 0.5695 | 0.7784 | 0.8822 |
| No log | 9.0196 | 460 | 0.8117 | 0.5155 | 0.8117 | 0.9009 |
| No log | 9.0588 | 462 | 0.8818 | 0.5515 | 0.8818 | 0.9390 |
| No log | 9.0980 | 464 | 0.8346 | 0.5601 | 0.8346 | 0.9136 |
| No log | 9.1373 | 466 | 0.7776 | 0.6098 | 0.7776 | 0.8818 |
| No log | 9.1765 | 468 | 0.7702 | 0.6237 | 0.7702 | 0.8776 |
| No log | 9.2157 | 470 | 0.7708 | 0.6237 | 0.7708 | 0.8779 |
| No log | 9.2549 | 472 | 0.8094 | 0.5704 | 0.8094 | 0.8997 |
| No log | 9.2941 | 474 | 0.8871 | 0.5050 | 0.8871 | 0.9419 |
| No log | 9.3333 | 476 | 0.9262 | 0.5232 | 0.9262 | 0.9624 |
| No log | 9.3725 | 478 | 0.8666 | 0.5420 | 0.8666 | 0.9309 |
| No log | 9.4118 | 480 | 0.8133 | 0.5827 | 0.8133 | 0.9018 |
| No log | 9.4510 | 482 | 0.8051 | 0.5451 | 0.8051 | 0.8973 |
| No log | 9.4902 | 484 | 0.8353 | 0.5621 | 0.8353 | 0.9139 |
| No log | 9.5294 | 486 | 0.8750 | 0.5589 | 0.8750 | 0.9354 |
| No log | 9.5686 | 488 | 0.9348 | 0.5872 | 0.9348 | 0.9668 |
| No log | 9.6078 | 490 | 1.0278 | 0.5625 | 1.0278 | 1.0138 |
| No log | 9.6471 | 492 | 1.0859 | 0.5351 | 1.0859 | 1.0420 |
| No log | 9.6863 | 494 | 1.0584 | 0.5025 | 1.0584 | 1.0288 |
| No log | 9.7255 | 496 | 0.9856 | 0.4372 | 0.9856 | 0.9928 |
| No log | 9.7647 | 498 | 0.9620 | 0.4607 | 0.9620 | 0.9808 |
| 0.3453 | 9.8039 | 500 | 0.9764 | 0.4583 | 0.9764 | 0.9881 |
| 0.3453 | 9.8431 | 502 | 1.0435 | 0.3982 | 1.0435 | 1.0215 |
| 0.3453 | 9.8824 | 504 | 1.0632 | 0.3863 | 1.0632 | 1.0311 |
| 0.3453 | 9.9216 | 506 | 0.9970 | 0.4304 | 0.9970 | 0.9985 |
| 0.3453 | 9.9608 | 508 | 0.9121 | 0.4479 | 0.9121 | 0.9550 |
| 0.3453 | 10.0 | 510 | 0.8738 | 0.5094 | 0.8738 | 0.9348 |
| 0.3453 | 10.0392 | 512 | 0.8266 | 0.5287 | 0.8266 | 0.9092 |
| 0.3453 | 10.0784 | 514 | 0.7808 | 0.5548 | 0.7808 | 0.8836 |
| 0.3453 | 10.1176 | 516 | 0.7634 | 0.5596 | 0.7634 | 0.8737 |
| 0.3453 | 10.1569 | 518 | 0.7610 | 0.5386 | 0.7610 | 0.8724 |
| 0.3453 | 10.1961 | 520 | 0.7999 | 0.4774 | 0.7999 | 0.8944 |
| 0.3453 | 10.2353 | 522 | 0.8540 | 0.4833 | 0.8540 | 0.9241 |
| 0.3453 | 10.2745 | 524 | 0.8961 | 0.4771 | 0.8961 | 0.9466 |
| 0.3453 | 10.3137 | 526 | 0.8749 | 0.4501 | 0.8749 | 0.9354 |
| 0.3453 | 10.3529 | 528 | 0.8327 | 0.4775 | 0.8327 | 0.9125 |
| 0.3453 | 10.3922 | 530 | 0.8204 | 0.5042 | 0.8204 | 0.9057 |
| 0.3453 | 10.4314 | 532 | 0.7997 | 0.5269 | 0.7997 | 0.8942 |
| 0.3453 | 10.4706 | 534 | 0.7552 | 0.6119 | 0.7552 | 0.8690 |
| 0.3453 | 10.5098 | 536 | 0.7356 | 0.6348 | 0.7356 | 0.8577 |
| 0.3453 | 10.5490 | 538 | 0.7328 | 0.6348 | 0.7328 | 0.8561 |
| 0.3453 | 10.5882 | 540 | 0.7453 | 0.5937 | 0.7453 | 0.8633 |
| 0.3453 | 10.6275 | 542 | 0.8345 | 0.5557 | 0.8345 | 0.9135 |
| 0.3453 | 10.6667 | 544 | 0.9253 | 0.4846 | 0.9253 | 0.9620 |
| 0.3453 | 10.7059 | 546 | 0.9436 | 0.4645 | 0.9436 | 0.9714 |
| 0.3453 | 10.7451 | 548 | 0.9708 | 0.4898 | 0.9708 | 0.9853 |
| 0.3453 | 10.7843 | 550 | 0.9742 | 0.4724 | 0.9742 | 0.9870 |
| 0.3453 | 10.8235 | 552 | 0.9476 | 0.5233 | 0.9476 | 0.9734 |
| 0.3453 | 10.8627 | 554 | 0.9065 | 0.5250 | 0.9065 | 0.9521 |
| 0.3453 | 10.9020 | 556 | 0.9127 | 0.5250 | 0.9127 | 0.9554 |
| 0.3453 | 10.9412 | 558 | 0.9496 | 0.4841 | 0.9496 | 0.9745 |
| 0.3453 | 10.9804 | 560 | 1.0208 | 0.5002 | 1.0208 | 1.0104 |
| 0.3453 | 11.0196 | 562 | 1.0931 | 0.5015 | 1.0931 | 1.0455 |
| 0.3453 | 11.0588 | 564 | 1.0155 | 0.5306 | 1.0155 | 1.0077 |
| 0.3453 | 11.0980 | 566 | 0.8798 | 0.5315 | 0.8798 | 0.9380 |
| 0.3453 | 11.1373 | 568 | 0.8234 | 0.5218 | 0.8234 | 0.9074 |
| 0.3453 | 11.1765 | 570 | 0.8145 | 0.54 | 0.8145 | 0.9025 |
| 0.3453 | 11.2157 | 572 | 0.8259 | 0.5160 | 0.8259 | 0.9088 |
| 0.3453 | 11.2549 | 574 | 0.8196 | 0.5266 | 0.8196 | 0.9053 |
| 0.3453 | 11.2941 | 576 | 0.8415 | 0.5232 | 0.8415 | 0.9173 |
| 0.3453 | 11.3333 | 578 | 0.8606 | 0.5216 | 0.8606 | 0.9277 |
| 0.3453 | 11.3725 | 580 | 0.8818 | 0.5495 | 0.8818 | 0.9391 |
| 0.3453 | 11.4118 | 582 | 0.8719 | 0.5263 | 0.8719 | 0.9337 |
| 0.3453 | 11.4510 | 584 | 0.8466 | 0.5682 | 0.8466 | 0.9201 |
| 0.3453 | 11.4902 | 586 | 0.8256 | 0.5887 | 0.8256 | 0.9086 |
| 0.3453 | 11.5294 | 588 | 0.8027 | 0.6120 | 0.8027 | 0.8959 |
| 0.3453 | 11.5686 | 590 | 0.8071 | 0.5914 | 0.8071 | 0.8984 |
| 0.3453 | 11.6078 | 592 | 0.8244 | 0.5125 | 0.8244 | 0.9080 |
| 0.3453 | 11.6471 | 594 | 0.8441 | 0.5028 | 0.8441 | 0.9187 |
| 0.3453 | 11.6863 | 596 | 0.8965 | 0.5322 | 0.8965 | 0.9468 |
| 0.3453 | 11.7255 | 598 | 0.8832 | 0.5322 | 0.8832 | 0.9398 |
| 0.3453 | 11.7647 | 600 | 0.8790 | 0.5241 | 0.8790 | 0.9375 |
| 0.3453 | 11.8039 | 602 | 0.8776 | 0.5328 | 0.8776 | 0.9368 |
| 0.3453 | 11.8431 | 604 | 0.8408 | 0.5431 | 0.8408 | 0.9170 |
| 0.3453 | 11.8824 | 606 | 0.7827 | 0.6481 | 0.7827 | 0.8847 |
| 0.3453 | 11.9216 | 608 | 0.7630 | 0.6605 | 0.7630 | 0.8735 |
| 0.3453 | 11.9608 | 610 | 0.7762 | 0.6681 | 0.7762 | 0.8810 |
| 0.3453 | 12.0 | 612 | 0.7904 | 0.6681 | 0.7904 | 0.8891 |
| 0.3453 | 12.0392 | 614 | 0.8046 | 0.6438 | 0.8046 | 0.8970 |
| 0.3453 | 12.0784 | 616 | 0.8283 | 0.5846 | 0.8283 | 0.9101 |
| 0.3453 | 12.1176 | 618 | 0.8560 | 0.5614 | 0.8560 | 0.9252 |
| 0.3453 | 12.1569 | 620 | 0.9130 | 0.5014 | 0.9130 | 0.9555 |
| 0.3453 | 12.1961 | 622 | 0.9450 | 0.4866 | 0.9450 | 0.9721 |
| 0.3453 | 12.2353 | 624 | 0.9133 | 0.4830 | 0.9133 | 0.9557 |
| 0.3453 | 12.2745 | 626 | 0.8853 | 0.4444 | 0.8853 | 0.9409 |
| 0.3453 | 12.3137 | 628 | 0.8415 | 0.5294 | 0.8415 | 0.9173 |
| 0.3453 | 12.3529 | 630 | 0.8028 | 0.5227 | 0.8028 | 0.8960 |
| 0.3453 | 12.3922 | 632 | 0.8058 | 0.5135 | 0.8058 | 0.8976 |
| 0.3453 | 12.4314 | 634 | 0.8572 | 0.4975 | 0.8572 | 0.9259 |
| 0.3453 | 12.4706 | 636 | 0.9629 | 0.5260 | 0.9629 | 0.9813 |
| 0.3453 | 12.5098 | 638 | 0.9730 | 0.5026 | 0.9730 | 0.9864 |
| 0.3453 | 12.5490 | 640 | 0.9065 | 0.5224 | 0.9065 | 0.9521 |
| 0.3453 | 12.5882 | 642 | 0.8490 | 0.5414 | 0.8490 | 0.9214 |
| 0.3453 | 12.6275 | 644 | 0.8192 | 0.5026 | 0.8192 | 0.9051 |
| 0.3453 | 12.6667 | 646 | 0.8322 | 0.5028 | 0.8322 | 0.9122 |
| 0.3453 | 12.7059 | 648 | 0.8474 | 0.5028 | 0.8474 | 0.9205 |
| 0.3453 | 12.7451 | 650 | 0.8960 | 0.4552 | 0.8960 | 0.9466 |
| 0.3453 | 12.7843 | 652 | 0.9784 | 0.4414 | 0.9784 | 0.9892 |
| 0.3453 | 12.8235 | 654 | 0.9915 | 0.4784 | 0.9915 | 0.9958 |
| 0.3453 | 12.8627 | 656 | 0.9167 | 0.5052 | 0.9167 | 0.9574 |
| 0.3453 | 12.9020 | 658 | 0.8814 | 0.5240 | 0.8814 | 0.9388 |
| 0.3453 | 12.9412 | 660 | 0.8685 | 0.5240 | 0.8685 | 0.9320 |
| 0.3453 | 12.9804 | 662 | 0.8243 | 0.5614 | 0.8243 | 0.9079 |
| 0.3453 | 13.0196 | 664 | 0.7992 | 0.5458 | 0.7992 | 0.8940 |
| 0.3453 | 13.0588 | 666 | 0.7775 | 0.5708 | 0.7775 | 0.8818 |
| 0.3453 | 13.0980 | 668 | 0.7608 | 0.5562 | 0.7608 | 0.8722 |
| 0.3453 | 13.1373 | 670 | 0.7640 | 0.5562 | 0.7640 | 0.8741 |
| 0.3453 | 13.1765 | 672 | 0.7682 | 0.5185 | 0.7682 | 0.8765 |
| 0.3453 | 13.2157 | 674 | 0.7475 | 0.5411 | 0.7475 | 0.8646 |
| 0.3453 | 13.2549 | 676 | 0.7622 | 0.5731 | 0.7622 | 0.8730 |
| 0.3453 | 13.2941 | 678 | 0.8187 | 0.5390 | 0.8187 | 0.9048 |
| 0.3453 | 13.3333 | 680 | 0.9012 | 0.5145 | 0.9012 | 0.9493 |
| 0.3453 | 13.3725 | 682 | 0.9713 | 0.5347 | 0.9713 | 0.9855 |
| 0.3453 | 13.4118 | 684 | 0.9633 | 0.5347 | 0.9633 | 0.9815 |
| 0.3453 | 13.4510 | 686 | 1.0276 | 0.5230 | 1.0276 | 1.0137 |
| 0.3453 | 13.4902 | 688 | 1.0332 | 0.5230 | 1.0332 | 1.0164 |
| 0.3453 | 13.5294 | 690 | 0.9520 | 0.5347 | 0.9520 | 0.9757 |
| 0.3453 | 13.5686 | 692 | 0.8507 | 0.5614 | 0.8507 | 0.9224 |
| 0.3453 | 13.6078 | 694 | 0.8102 | 0.5682 | 0.8102 | 0.9001 |
| 0.3453 | 13.6471 | 696 | 0.7829 | 0.6020 | 0.7829 | 0.8848 |
| 0.3453 | 13.6863 | 698 | 0.7564 | 0.5988 | 0.7564 | 0.8697 |
| 0.3453 | 13.7255 | 700 | 0.7333 | 0.5880 | 0.7333 | 0.8563 |
| 0.3453 | 13.7647 | 702 | 0.7385 | 0.6159 | 0.7385 | 0.8594 |
| 0.3453 | 13.8039 | 704 | 0.7568 | 0.6324 | 0.7568 | 0.8699 |
| 0.3453 | 13.8431 | 706 | 0.7812 | 0.6430 | 0.7812 | 0.8838 |
| 0.3453 | 13.8824 | 708 | 0.8345 | 0.5893 | 0.8345 | 0.9135 |
| 0.3453 | 13.9216 | 710 | 0.8679 | 0.5427 | 0.8679 | 0.9316 |
| 0.3453 | 13.9608 | 712 | 0.8526 | 0.5427 | 0.8526 | 0.9233 |
| 0.3453 | 14.0 | 714 | 0.8169 | 0.5577 | 0.8169 | 0.9038 |
| 0.3453 | 14.0392 | 716 | 0.7791 | 0.5876 | 0.7791 | 0.8827 |
| 0.3453 | 14.0784 | 718 | 0.7351 | 0.6208 | 0.7351 | 0.8574 |
| 0.3453 | 14.1176 | 720 | 0.7375 | 0.6142 | 0.7375 | 0.8588 |
| 0.3453 | 14.1569 | 722 | 0.7272 | 0.5983 | 0.7272 | 0.8527 |
| 0.3453 | 14.1961 | 724 | 0.6986 | 0.5847 | 0.6986 | 0.8358 |
| 0.3453 | 14.2353 | 726 | 0.6975 | 0.5847 | 0.6975 | 0.8351 |
| 0.3453 | 14.2745 | 728 | 0.6960 | 0.5983 | 0.6960 | 0.8343 |
| 0.3453 | 14.3137 | 730 | 0.7044 | 0.5975 | 0.7044 | 0.8393 |
| 0.3453 | 14.3529 | 732 | 0.7344 | 0.5578 | 0.7344 | 0.8570 |
| 0.3453 | 14.3922 | 734 | 0.8148 | 0.6052 | 0.8148 | 0.9026 |
| 0.3453 | 14.4314 | 736 | 0.8441 | 0.5996 | 0.8441 | 0.9187 |
| 0.3453 | 14.4706 | 738 | 0.7903 | 0.6052 | 0.7903 | 0.8890 |
| 0.3453 | 14.5098 | 740 | 0.7533 | 0.5763 | 0.7533 | 0.8679 |
| 0.3453 | 14.5490 | 742 | 0.7180 | 0.6385 | 0.7180 | 0.8473 |
| 0.3453 | 14.5882 | 744 | 0.7390 | 0.5876 | 0.7390 | 0.8597 |
| 0.3453 | 14.6275 | 746 | 0.7979 | 0.5592 | 0.7979 | 0.8932 |
| 0.3453 | 14.6667 | 748 | 0.8103 | 0.5592 | 0.8103 | 0.9002 |
| 0.3453 | 14.7059 | 750 | 0.7522 | 0.6481 | 0.7522 | 0.8673 |
| 0.3453 | 14.7451 | 752 | 0.7044 | 0.6098 | 0.7044 | 0.8393 |
| 0.3453 | 14.7843 | 754 | 0.7209 | 0.6110 | 0.7209 | 0.8490 |
| 0.3453 | 14.8235 | 756 | 0.7383 | 0.6208 | 0.7383 | 0.8592 |
| 0.3453 | 14.8627 | 758 | 0.8224 | 0.6277 | 0.8224 | 0.9069 |
| 0.3453 | 14.9020 | 760 | 0.8771 | 0.6274 | 0.8771 | 0.9365 |
| 0.3453 | 14.9412 | 762 | 0.8539 | 0.6474 | 0.8539 | 0.9241 |
| 0.3453 | 14.9804 | 764 | 0.7700 | 0.6049 | 0.7700 | 0.8775 |
| 0.3453 | 15.0196 | 766 | 0.7230 | 0.5370 | 0.7230 | 0.8503 |
| 0.3453 | 15.0588 | 768 | 0.7276 | 0.5706 | 0.7276 | 0.8530 |
| 0.3453 | 15.0980 | 770 | 0.7664 | 0.6020 | 0.7664 | 0.8754 |
| 0.3453 | 15.1373 | 772 | 0.8463 | 0.6330 | 0.8463 | 0.9199 |
| 0.3453 | 15.1765 | 774 | 0.9049 | 0.5798 | 0.9049 | 0.9513 |
| 0.3453 | 15.2157 | 776 | 0.8915 | 0.5801 | 0.8915 | 0.9442 |
| 0.3453 | 15.2549 | 778 | 0.8330 | 0.6174 | 0.8330 | 0.9127 |
| 0.3453 | 15.2941 | 780 | 0.8017 | 0.5962 | 0.8017 | 0.8954 |
| 0.3453 | 15.3333 | 782 | 0.8012 | 0.5962 | 0.8012 | 0.8951 |
| 0.3453 | 15.3725 | 784 | 0.8341 | 0.5827 | 0.8341 | 0.9133 |
| 0.3453 | 15.4118 | 786 | 0.9156 | 0.6083 | 0.9156 | 0.9569 |
| 0.3453 | 15.4510 | 788 | 0.9203 | 0.5703 | 0.9203 | 0.9593 |
| 0.3453 | 15.4902 | 790 | 0.8446 | 0.6061 | 0.8446 | 0.9190 |
| 0.3453 | 15.5294 | 792 | 0.7406 | 0.6162 | 0.7406 | 0.8606 |
| 0.3453 | 15.5686 | 794 | 0.6856 | 0.5862 | 0.6856 | 0.8280 |
| 0.3453 | 15.6078 | 796 | 0.6818 | 0.5892 | 0.6818 | 0.8257 |
| 0.3453 | 15.6471 | 798 | 0.6901 | 0.5862 | 0.6901 | 0.8307 |
| 0.3453 | 15.6863 | 800 | 0.7281 | 0.5920 | 0.7281 | 0.8533 |
| 0.3453 | 15.7255 | 802 | 0.7905 | 0.6282 | 0.7905 | 0.8891 |
| 0.3453 | 15.7647 | 804 | 0.8886 | 0.6219 | 0.8886 | 0.9427 |
| 0.3453 | 15.8039 | 806 | 0.9150 | 0.5988 | 0.9150 | 0.9565 |
| 0.3453 | 15.8431 | 808 | 0.8859 | 0.6151 | 0.8859 | 0.9412 |
| 0.3453 | 15.8824 | 810 | 0.8521 | 0.6008 | 0.8521 | 0.9231 |
| 0.3453 | 15.9216 | 812 | 0.8247 | 0.5493 | 0.8247 | 0.9082 |
| 0.3453 | 15.9608 | 814 | 0.8011 | 0.5339 | 0.8011 | 0.8950 |
| 0.3453 | 16.0 | 816 | 0.7855 | 0.5359 | 0.7855 | 0.8863 |
| 0.3453 | 16.0392 | 818 | 0.7679 | 0.5359 | 0.7679 | 0.8763 |
| 0.3453 | 16.0784 | 820 | 0.7833 | 0.5871 | 0.7833 | 0.8850 |
| 0.3453 | 16.1176 | 822 | 0.8699 | 0.6092 | 0.8699 | 0.9327 |
| 0.3453 | 16.1569 | 824 | 0.9277 | 0.5722 | 0.9277 | 0.9632 |
| 0.3453 | 16.1961 | 826 | 0.8892 | 0.5888 | 0.8892 | 0.9430 |
| 0.3453 | 16.2353 | 828 | 0.7899 | 0.6269 | 0.7899 | 0.8888 |
| 0.3453 | 16.2745 | 830 | 0.7194 | 0.6833 | 0.7194 | 0.8482 |
| 0.3453 | 16.3137 | 832 | 0.7076 | 0.6257 | 0.7076 | 0.8412 |
| 0.3453 | 16.3529 | 834 | 0.7192 | 0.6507 | 0.7192 | 0.8481 |
| 0.3453 | 16.3922 | 836 | 0.7982 | 0.5580 | 0.7982 | 0.8934 |
| 0.3453 | 16.4314 | 838 | 0.8579 | 0.6034 | 0.8579 | 0.9262 |
| 0.3453 | 16.4706 | 840 | 0.8476 | 0.6269 | 0.8476 | 0.9206 |
| 0.3453 | 16.5098 | 842 | 0.8242 | 0.6121 | 0.8242 | 0.9079 |
| 0.3453 | 16.5490 | 844 | 0.8042 | 0.5996 | 0.8042 | 0.8968 |
| 0.3453 | 16.5882 | 846 | 0.8083 | 0.5996 | 0.8083 | 0.8990 |
| 0.3453 | 16.6275 | 848 | 0.8189 | 0.6049 | 0.8189 | 0.9049 |
| 0.3453 | 16.6667 | 850 | 0.8434 | 0.6170 | 0.8434 | 0.9184 |
| 0.3453 | 16.7059 | 852 | 0.8452 | 0.6091 | 0.8452 | 0.9193 |
| 0.3453 | 16.7451 | 854 | 0.8334 | 0.6091 | 0.8334 | 0.9129 |
| 0.3453 | 16.7843 | 856 | 0.8186 | 0.6282 | 0.8186 | 0.9048 |
| 0.3453 | 16.8235 | 858 | 0.7830 | 0.6162 | 0.7830 | 0.8849 |
| 0.3453 | 16.8627 | 860 | 0.7801 | 0.5660 | 0.7801 | 0.8832 |
| 0.3453 | 16.9020 | 862 | 0.7709 | 0.5876 | 0.7709 | 0.8780 |
| 0.3453 | 16.9412 | 864 | 0.7589 | 0.5954 | 0.7589 | 0.8711 |
| 0.3453 | 16.9804 | 866 | 0.7548 | 0.5954 | 0.7548 | 0.8688 |
| 0.3453 | 17.0196 | 868 | 0.7717 | 0.6111 | 0.7717 | 0.8785 |
| 0.3453 | 17.0588 | 870 | 0.7747 | 0.5789 | 0.7747 | 0.8802 |
| 0.3453 | 17.0980 | 872 | 0.7421 | 0.6390 | 0.7421 | 0.8615 |
| 0.3453 | 17.1373 | 874 | 0.7357 | 0.6197 | 0.7357 | 0.8577 |
| 0.3453 | 17.1765 | 876 | 0.7312 | 0.6471 | 0.7312 | 0.8551 |
| 0.3453 | 17.2157 | 878 | 0.7406 | 0.6455 | 0.7406 | 0.8606 |
| 0.3453 | 17.2549 | 880 | 0.7653 | 0.6269 | 0.7653 | 0.8748 |
| 0.3453 | 17.2941 | 882 | 0.8004 | 0.6053 | 0.8004 | 0.8946 |
| 0.3453 | 17.3333 | 884 | 0.8408 | 0.6001 | 0.8408 | 0.9170 |
| 0.3453 | 17.3725 | 886 | 0.8967 | 0.5957 | 0.8967 | 0.9469 |
| 0.3453 | 17.4118 | 888 | 0.8948 | 0.6042 | 0.8948 | 0.9459 |
| 0.3453 | 17.4510 | 890 | 0.8654 | 0.6067 | 0.8654 | 0.9303 |
| 0.3453 | 17.4902 | 892 | 0.8319 | 0.6120 | 0.8319 | 0.9121 |
| 0.3453 | 17.5294 | 894 | 0.7890 | 0.6040 | 0.7890 | 0.8883 |
| 0.3453 | 17.5686 | 896 | 0.7787 | 0.5779 | 0.7787 | 0.8824 |
| 0.3453 | 17.6078 | 898 | 0.7910 | 0.5541 | 0.7910 | 0.8894 |
| 0.3453 | 17.6471 | 900 | 0.8014 | 0.6049 | 0.8014 | 0.8952 |
| 0.3453 | 17.6863 | 902 | 0.8096 | 0.5965 | 0.8096 | 0.8998 |
| 0.3453 | 17.7255 | 904 | 0.8127 | 0.6111 | 0.8127 | 0.9015 |
| 0.3453 | 17.7647 | 906 | 0.7840 | 0.6062 | 0.7840 | 0.8854 |
| 0.3453 | 17.8039 | 908 | 0.7832 | 0.6091 | 0.7832 | 0.8850 |
| 0.3453 | 17.8431 | 910 | 0.7738 | 0.5940 | 0.7738 | 0.8797 |
| 0.3453 | 17.8824 | 912 | 0.7618 | 0.5784 | 0.7618 | 0.8728 |
| 0.3453 | 17.9216 | 914 | 0.7648 | 0.5940 | 0.7648 | 0.8745 |
| 0.3453 | 17.9608 | 916 | 0.7528 | 0.6069 | 0.7528 | 0.8676 |
| 0.3453 | 18.0 | 918 | 0.7323 | 0.5942 | 0.7323 | 0.8558 |
| 0.3453 | 18.0392 | 920 | 0.7316 | 0.6171 | 0.7316 | 0.8553 |
| 0.3453 | 18.0784 | 922 | 0.7418 | 0.6171 | 0.7418 | 0.8613 |
| 0.3453 | 18.1176 | 924 | 0.8019 | 0.6062 | 0.8019 | 0.8955 |
| 0.3453 | 18.1569 | 926 | 0.8768 | 0.5913 | 0.8768 | 0.9364 |
| 0.3453 | 18.1961 | 928 | 0.9298 | 0.6195 | 0.9298 | 0.9643 |
| 0.3453 | 18.2353 | 930 | 0.9116 | 0.5899 | 0.9116 | 0.9548 |
| 0.3453 | 18.2745 | 932 | 0.8606 | 0.5258 | 0.8606 | 0.9277 |
| 0.3453 | 18.3137 | 934 | 0.8220 | 0.4954 | 0.8220 | 0.9066 |
| 0.3453 | 18.3529 | 936 | 0.8267 | 0.5060 | 0.8267 | 0.9092 |
| 0.3453 | 18.3922 | 938 | 0.8491 | 0.4783 | 0.8491 | 0.9215 |
| 0.3453 | 18.4314 | 940 | 0.8758 | 0.4761 | 0.8758 | 0.9359 |
| 0.3453 | 18.4706 | 942 | 0.9245 | 0.5809 | 0.9245 | 0.9615 |
| 0.3453 | 18.5098 | 944 | 0.9585 | 0.6035 | 0.9585 | 0.9790 |
| 0.3453 | 18.5490 | 946 | 0.9293 | 0.5681 | 0.9293 | 0.9640 |
| 0.3453 | 18.5882 | 948 | 0.8305 | 0.6064 | 0.8305 | 0.9113 |
| 0.3453 | 18.6275 | 950 | 0.7421 | 0.6121 | 0.7421 | 0.8615 |
| 0.3453 | 18.6667 | 952 | 0.6927 | 0.6573 | 0.6927 | 0.8323 |
| 0.3453 | 18.7059 | 954 | 0.6776 | 0.6054 | 0.6776 | 0.8231 |
| 0.3453 | 18.7451 | 956 | 0.6877 | 0.6142 | 0.6877 | 0.8293 |
| 0.3453 | 18.7843 | 958 | 0.7326 | 0.6079 | 0.7326 | 0.8559 |
| 0.3453 | 18.8235 | 960 | 0.7822 | 0.6047 | 0.7822 | 0.8844 |
| 0.3453 | 18.8627 | 962 | 0.7831 | 0.5353 | 0.7831 | 0.8850 |
| 0.3453 | 18.9020 | 964 | 0.7764 | 0.5077 | 0.7764 | 0.8812 |
| 0.3453 | 18.9412 | 966 | 0.7925 | 0.5094 | 0.7925 | 0.8902 |
| 0.3453 | 18.9804 | 968 | 0.8262 | 0.5171 | 0.8262 | 0.9090 |
| 0.3453 | 19.0196 | 970 | 0.8689 | 0.4772 | 0.8689 | 0.9322 |
| 0.3453 | 19.0588 | 972 | 0.8806 | 0.4772 | 0.8806 | 0.9384 |
| 0.3453 | 19.0980 | 974 | 0.8963 | 0.4545 | 0.8963 | 0.9468 |
| 0.3453 | 19.1373 | 976 | 0.8453 | 0.4986 | 0.8453 | 0.9194 |
| 0.3453 | 19.1765 | 978 | 0.7785 | 0.5211 | 0.7785 | 0.8823 |
| 0.3453 | 19.2157 | 980 | 0.7492 | 0.5432 | 0.7492 | 0.8656 |
| 0.3453 | 19.2549 | 982 | 0.7300 | 0.5432 | 0.7300 | 0.8544 |
| 0.3453 | 19.2941 | 984 | 0.7206 | 0.5432 | 0.7206 | 0.8489 |
| 0.3453 | 19.3333 | 986 | 0.7308 | 0.5411 | 0.7308 | 0.8549 |
| 0.3453 | 19.3725 | 988 | 0.7619 | 0.5865 | 0.7619 | 0.8728 |
| 0.3453 | 19.4118 | 990 | 0.7603 | 0.6301 | 0.7603 | 0.8720 |
| 0.3453 | 19.4510 | 992 | 0.7298 | 0.5988 | 0.7298 | 0.8543 |
| 0.3453 | 19.4902 | 994 | 0.7064 | 0.6151 | 0.7064 | 0.8405 |
| 0.3453 | 19.5294 | 996 | 0.7070 | 0.6257 | 0.7070 | 0.8408 |
| 0.3453 | 19.5686 | 998 | 0.7133 | 0.6184 | 0.7133 | 0.8446 |
| 0.0643 | 19.6078 | 1000 | 0.7284 | 0.6009 | 0.7284 | 0.8535 |
| 0.0643 | 19.6471 | 1002 | 0.7501 | 0.6447 | 0.7501 | 0.8661 |
| 0.0643 | 19.6863 | 1004 | 0.8048 | 0.6352 | 0.8048 | 0.8971 |
| 0.0643 | 19.7255 | 1006 | 0.8434 | 0.6430 | 0.8434 | 0.9184 |
| 0.0643 | 19.7647 | 1008 | 0.8439 | 0.6269 | 0.8439 | 0.9187 |
| 0.0643 | 19.8039 | 1010 | 0.8479 | 0.6237 | 0.8479 | 0.9208 |
| 0.0643 | 19.8431 | 1012 | 0.8709 | 0.6379 | 0.8709 | 0.9332 |
| 0.0643 | 19.8824 | 1014 | 0.8819 | 0.6111 | 0.8819 | 0.9391 |
| 0.0643 | 19.9216 | 1016 | 0.8696 | 0.6111 | 0.8696 | 0.9325 |
| 0.0643 | 19.9608 | 1018 | 0.8423 | 0.5789 | 0.8423 | 0.9178 |
| 0.0643 | 20.0 | 1020 | 0.8412 | 0.5992 | 0.8412 | 0.9172 |
| 0.0643 | 20.0392 | 1022 | 0.8136 | 0.5992 | 0.8136 | 0.9020 |
| 0.0643 | 20.0784 | 1024 | 0.7745 | 0.5370 | 0.7745 | 0.8800 |
| 0.0643 | 20.1176 | 1026 | 0.7544 | 0.5455 | 0.7544 | 0.8686 |
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_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k9_task2_organization
Base model
aubmindlab/bert-base-arabertv02