ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k11_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: 1.0872
- Qwk: 0.5834
- Mse: 1.0872
- Rmse: 1.0427
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 | 0.0377 | 2 | 5.6046 | -0.0110 | 5.6046 | 2.3674 |
| No log | 0.0755 | 4 | 3.2989 | 0.0724 | 3.2989 | 1.8163 |
| No log | 0.1132 | 6 | 2.3963 | -0.0373 | 2.3963 | 1.5480 |
| No log | 0.1509 | 8 | 1.7389 | 0.0881 | 1.7389 | 1.3187 |
| No log | 0.1887 | 10 | 1.9988 | -0.0887 | 1.9988 | 1.4138 |
| No log | 0.2264 | 12 | 2.2613 | -0.0438 | 2.2613 | 1.5038 |
| No log | 0.2642 | 14 | 2.4366 | -0.0424 | 2.4366 | 1.5609 |
| No log | 0.3019 | 16 | 2.1141 | 0.0232 | 2.1141 | 1.4540 |
| No log | 0.3396 | 18 | 1.6108 | 0.0680 | 1.6108 | 1.2692 |
| No log | 0.3774 | 20 | 1.3193 | 0.2147 | 1.3193 | 1.1486 |
| No log | 0.4151 | 22 | 1.1952 | 0.2718 | 1.1952 | 1.0933 |
| No log | 0.4528 | 24 | 1.0642 | 0.3577 | 1.0642 | 1.0316 |
| No log | 0.4906 | 26 | 1.0470 | 0.3565 | 1.0470 | 1.0232 |
| No log | 0.5283 | 28 | 1.5066 | 0.2255 | 1.5066 | 1.2274 |
| No log | 0.5660 | 30 | 1.8317 | 0.2414 | 1.8317 | 1.3534 |
| No log | 0.6038 | 32 | 1.3832 | 0.3140 | 1.3832 | 1.1761 |
| No log | 0.6415 | 34 | 0.9681 | 0.3790 | 0.9681 | 0.9839 |
| No log | 0.6792 | 36 | 0.9433 | 0.3934 | 0.9433 | 0.9712 |
| No log | 0.7170 | 38 | 0.9519 | 0.3603 | 0.9519 | 0.9756 |
| No log | 0.7547 | 40 | 0.9734 | 0.3978 | 0.9734 | 0.9866 |
| No log | 0.7925 | 42 | 1.1506 | 0.3247 | 1.1506 | 1.0727 |
| No log | 0.8302 | 44 | 1.5082 | 0.2424 | 1.5082 | 1.2281 |
| No log | 0.8679 | 46 | 1.6738 | 0.2469 | 1.6738 | 1.2938 |
| No log | 0.9057 | 48 | 1.4200 | 0.2460 | 1.4200 | 1.1917 |
| No log | 0.9434 | 50 | 1.1028 | 0.4292 | 1.1028 | 1.0502 |
| No log | 0.9811 | 52 | 0.9469 | 0.4354 | 0.9469 | 0.9731 |
| No log | 1.0189 | 54 | 0.9098 | 0.4582 | 0.9098 | 0.9538 |
| No log | 1.0566 | 56 | 0.9032 | 0.5175 | 0.9032 | 0.9504 |
| No log | 1.0943 | 58 | 0.9209 | 0.5556 | 0.9209 | 0.9596 |
| No log | 1.1321 | 60 | 0.9538 | 0.5360 | 0.9538 | 0.9766 |
| No log | 1.1698 | 62 | 1.1138 | 0.4911 | 1.1138 | 1.0554 |
| No log | 1.2075 | 64 | 0.9725 | 0.5180 | 0.9725 | 0.9862 |
| No log | 1.2453 | 66 | 0.8011 | 0.5413 | 0.8011 | 0.8951 |
| No log | 1.2830 | 68 | 0.8658 | 0.5493 | 0.8658 | 0.9305 |
| No log | 1.3208 | 70 | 0.8269 | 0.5303 | 0.8269 | 0.9093 |
| No log | 1.3585 | 72 | 0.9225 | 0.5412 | 0.9225 | 0.9605 |
| No log | 1.3962 | 74 | 0.9418 | 0.5393 | 0.9418 | 0.9704 |
| No log | 1.4340 | 76 | 0.8126 | 0.5232 | 0.8126 | 0.9014 |
| No log | 1.4717 | 78 | 0.9851 | 0.5410 | 0.9851 | 0.9925 |
| No log | 1.5094 | 80 | 1.0800 | 0.5161 | 1.0800 | 1.0392 |
| No log | 1.5472 | 82 | 0.8966 | 0.5653 | 0.8966 | 0.9469 |
| No log | 1.5849 | 84 | 0.8007 | 0.5537 | 0.8007 | 0.8948 |
| No log | 1.6226 | 86 | 0.8024 | 0.5533 | 0.8024 | 0.8958 |
| No log | 1.6604 | 88 | 0.8451 | 0.5259 | 0.8451 | 0.9193 |
| No log | 1.6981 | 90 | 1.0972 | 0.5149 | 1.0972 | 1.0475 |
| No log | 1.7358 | 92 | 1.0328 | 0.5287 | 1.0328 | 1.0163 |
| No log | 1.7736 | 94 | 0.8150 | 0.5037 | 0.8150 | 0.9028 |
| No log | 1.8113 | 96 | 0.8547 | 0.5181 | 0.8547 | 0.9245 |
| No log | 1.8491 | 98 | 0.9490 | 0.5169 | 0.9490 | 0.9742 |
| No log | 1.8868 | 100 | 0.9013 | 0.5554 | 0.9013 | 0.9493 |
| No log | 1.9245 | 102 | 0.8345 | 0.5450 | 0.8345 | 0.9135 |
| No log | 1.9623 | 104 | 0.8512 | 0.5517 | 0.8512 | 0.9226 |
| No log | 2.0 | 106 | 0.8430 | 0.6050 | 0.8430 | 0.9182 |
| No log | 2.0377 | 108 | 0.8745 | 0.5736 | 0.8745 | 0.9351 |
| No log | 2.0755 | 110 | 1.1371 | 0.4970 | 1.1371 | 1.0663 |
| No log | 2.1132 | 112 | 1.1429 | 0.5208 | 1.1429 | 1.0691 |
| No log | 2.1509 | 114 | 1.0154 | 0.5189 | 1.0154 | 1.0077 |
| No log | 2.1887 | 116 | 0.9599 | 0.5413 | 0.9599 | 0.9797 |
| No log | 2.2264 | 118 | 0.8757 | 0.5797 | 0.8757 | 0.9358 |
| No log | 2.2642 | 120 | 1.0267 | 0.6046 | 1.0267 | 1.0133 |
| No log | 2.3019 | 122 | 1.3751 | 0.4577 | 1.3751 | 1.1726 |
| No log | 2.3396 | 124 | 1.6978 | 0.3668 | 1.6978 | 1.3030 |
| No log | 2.3774 | 126 | 1.6747 | 0.3688 | 1.6747 | 1.2941 |
| No log | 2.4151 | 128 | 1.3443 | 0.4341 | 1.3443 | 1.1594 |
| No log | 2.4528 | 130 | 0.8731 | 0.6560 | 0.8731 | 0.9344 |
| No log | 2.4906 | 132 | 0.7797 | 0.6673 | 0.7797 | 0.8830 |
| No log | 2.5283 | 134 | 0.8381 | 0.6410 | 0.8381 | 0.9155 |
| No log | 2.5660 | 136 | 1.0898 | 0.5646 | 1.0898 | 1.0439 |
| No log | 2.6038 | 138 | 1.0897 | 0.5353 | 1.0897 | 1.0439 |
| No log | 2.6415 | 140 | 0.9421 | 0.6112 | 0.9421 | 0.9706 |
| No log | 2.6792 | 142 | 0.9606 | 0.5944 | 0.9606 | 0.9801 |
| No log | 2.7170 | 144 | 0.8372 | 0.6091 | 0.8372 | 0.9150 |
| No log | 2.7547 | 146 | 0.6921 | 0.6338 | 0.6921 | 0.8319 |
| No log | 2.7925 | 148 | 0.6818 | 0.6641 | 0.6818 | 0.8257 |
| No log | 2.8302 | 150 | 0.7056 | 0.6400 | 0.7056 | 0.8400 |
| No log | 2.8679 | 152 | 0.9736 | 0.5940 | 0.9736 | 0.9867 |
| No log | 2.9057 | 154 | 1.0714 | 0.5614 | 1.0714 | 1.0351 |
| No log | 2.9434 | 156 | 0.7666 | 0.6800 | 0.7666 | 0.8755 |
| No log | 2.9811 | 158 | 0.7090 | 0.6536 | 0.7090 | 0.8420 |
| No log | 3.0189 | 160 | 0.8810 | 0.6311 | 0.8810 | 0.9386 |
| No log | 3.0566 | 162 | 0.9888 | 0.5972 | 0.9888 | 0.9944 |
| No log | 3.0943 | 164 | 0.9696 | 0.5804 | 0.9696 | 0.9847 |
| No log | 3.1321 | 166 | 0.8926 | 0.6285 | 0.8926 | 0.9448 |
| No log | 3.1698 | 168 | 0.8875 | 0.6285 | 0.8875 | 0.9421 |
| No log | 3.2075 | 170 | 0.9874 | 0.5681 | 0.9874 | 0.9937 |
| No log | 3.2453 | 172 | 0.9173 | 0.6092 | 0.9173 | 0.9578 |
| No log | 3.2830 | 174 | 0.8232 | 0.6242 | 0.8232 | 0.9073 |
| No log | 3.3208 | 176 | 0.8247 | 0.6200 | 0.8247 | 0.9081 |
| No log | 3.3585 | 178 | 0.9623 | 0.5908 | 0.9623 | 0.9810 |
| No log | 3.3962 | 180 | 1.1183 | 0.5176 | 1.1183 | 1.0575 |
| No log | 3.4340 | 182 | 0.9659 | 0.5804 | 0.9659 | 0.9828 |
| No log | 3.4717 | 184 | 0.8555 | 0.6114 | 0.8555 | 0.9250 |
| No log | 3.5094 | 186 | 0.8864 | 0.6114 | 0.8864 | 0.9415 |
| No log | 3.5472 | 188 | 0.9923 | 0.5806 | 0.9923 | 0.9961 |
| No log | 3.5849 | 190 | 1.0819 | 0.5374 | 1.0819 | 1.0401 |
| No log | 3.6226 | 192 | 1.3805 | 0.4652 | 1.3805 | 1.1750 |
| No log | 3.6604 | 194 | 1.3464 | 0.4920 | 1.3464 | 1.1603 |
| No log | 3.6981 | 196 | 0.9067 | 0.6067 | 0.9067 | 0.9522 |
| No log | 3.7358 | 198 | 0.6967 | 0.6623 | 0.6967 | 0.8347 |
| No log | 3.7736 | 200 | 0.6799 | 0.6436 | 0.6799 | 0.8246 |
| No log | 3.8113 | 202 | 0.7718 | 0.6307 | 0.7718 | 0.8785 |
| No log | 3.8491 | 204 | 0.9432 | 0.5617 | 0.9432 | 0.9712 |
| No log | 3.8868 | 206 | 0.8182 | 0.6068 | 0.8182 | 0.9045 |
| No log | 3.9245 | 208 | 0.6991 | 0.6621 | 0.6991 | 0.8361 |
| No log | 3.9623 | 210 | 0.7149 | 0.6862 | 0.7149 | 0.8455 |
| No log | 4.0 | 212 | 0.8728 | 0.6230 | 0.8728 | 0.9343 |
| No log | 4.0377 | 214 | 1.1125 | 0.5607 | 1.1125 | 1.0548 |
| No log | 4.0755 | 216 | 1.0113 | 0.5922 | 1.0113 | 1.0056 |
| No log | 4.1132 | 218 | 0.8169 | 0.6739 | 0.8169 | 0.9038 |
| No log | 4.1509 | 220 | 0.7153 | 0.6804 | 0.7153 | 0.8458 |
| No log | 4.1887 | 222 | 0.7626 | 0.6538 | 0.7626 | 0.8733 |
| No log | 4.2264 | 224 | 0.8053 | 0.6411 | 0.8053 | 0.8974 |
| No log | 4.2642 | 226 | 0.8062 | 0.6234 | 0.8062 | 0.8979 |
| No log | 4.3019 | 228 | 0.7389 | 0.6596 | 0.7389 | 0.8596 |
| No log | 4.3396 | 230 | 0.7508 | 0.6646 | 0.7508 | 0.8665 |
| No log | 4.3774 | 232 | 0.7945 | 0.6461 | 0.7945 | 0.8914 |
| No log | 4.4151 | 234 | 0.7780 | 0.6561 | 0.7780 | 0.8820 |
| No log | 4.4528 | 236 | 0.6866 | 0.6504 | 0.6866 | 0.8286 |
| No log | 4.4906 | 238 | 0.6489 | 0.6777 | 0.6489 | 0.8056 |
| No log | 4.5283 | 240 | 0.7264 | 0.6817 | 0.7264 | 0.8523 |
| No log | 4.5660 | 242 | 0.7195 | 0.6928 | 0.7195 | 0.8482 |
| No log | 4.6038 | 244 | 0.6740 | 0.6569 | 0.6740 | 0.8210 |
| No log | 4.6415 | 246 | 0.7963 | 0.6343 | 0.7963 | 0.8924 |
| No log | 4.6792 | 248 | 0.7963 | 0.6236 | 0.7963 | 0.8923 |
| No log | 4.7170 | 250 | 0.7255 | 0.6516 | 0.7255 | 0.8518 |
| No log | 4.7547 | 252 | 0.6943 | 0.6177 | 0.6943 | 0.8332 |
| No log | 4.7925 | 254 | 0.6963 | 0.6493 | 0.6963 | 0.8344 |
| No log | 4.8302 | 256 | 0.7126 | 0.6474 | 0.7126 | 0.8441 |
| No log | 4.8679 | 258 | 0.7537 | 0.6371 | 0.7537 | 0.8681 |
| No log | 4.9057 | 260 | 0.7947 | 0.6270 | 0.7947 | 0.8915 |
| No log | 4.9434 | 262 | 0.7113 | 0.6523 | 0.7113 | 0.8434 |
| No log | 4.9811 | 264 | 0.7130 | 0.6605 | 0.7130 | 0.8444 |
| No log | 5.0189 | 266 | 0.6513 | 0.6621 | 0.6513 | 0.8070 |
| No log | 5.0566 | 268 | 0.6470 | 0.6539 | 0.6470 | 0.8043 |
| No log | 5.0943 | 270 | 0.7161 | 0.6558 | 0.7161 | 0.8462 |
| No log | 5.1321 | 272 | 0.7469 | 0.6528 | 0.7469 | 0.8642 |
| No log | 5.1698 | 274 | 0.7221 | 0.6375 | 0.7221 | 0.8497 |
| No log | 5.2075 | 276 | 0.7073 | 0.6470 | 0.7073 | 0.8410 |
| No log | 5.2453 | 278 | 0.7720 | 0.6565 | 0.7720 | 0.8787 |
| No log | 5.2830 | 280 | 0.8022 | 0.6707 | 0.8022 | 0.8957 |
| No log | 5.3208 | 282 | 0.8098 | 0.6707 | 0.8098 | 0.8999 |
| No log | 5.3585 | 284 | 0.9831 | 0.5683 | 0.9831 | 0.9915 |
| No log | 5.3962 | 286 | 0.9132 | 0.5985 | 0.9132 | 0.9556 |
| No log | 5.4340 | 288 | 0.7001 | 0.6400 | 0.7001 | 0.8367 |
| No log | 5.4717 | 290 | 0.6676 | 0.6242 | 0.6676 | 0.8170 |
| No log | 5.5094 | 292 | 0.7385 | 0.6287 | 0.7385 | 0.8594 |
| No log | 5.5472 | 294 | 0.9335 | 0.5850 | 0.9335 | 0.9662 |
| No log | 5.5849 | 296 | 0.9177 | 0.5876 | 0.9177 | 0.9579 |
| No log | 5.6226 | 298 | 0.9019 | 0.5667 | 0.9019 | 0.9497 |
| No log | 5.6604 | 300 | 0.7742 | 0.6279 | 0.7742 | 0.8799 |
| No log | 5.6981 | 302 | 0.6763 | 0.6398 | 0.6763 | 0.8224 |
| No log | 5.7358 | 304 | 0.6658 | 0.6471 | 0.6658 | 0.8159 |
| No log | 5.7736 | 306 | 0.7844 | 0.6515 | 0.7844 | 0.8857 |
| No log | 5.8113 | 308 | 0.9369 | 0.5787 | 0.9369 | 0.9680 |
| No log | 5.8491 | 310 | 0.9143 | 0.6053 | 0.9143 | 0.9562 |
| No log | 5.8868 | 312 | 0.7437 | 0.6674 | 0.7437 | 0.8624 |
| No log | 5.9245 | 314 | 0.6443 | 0.6838 | 0.6443 | 0.8027 |
| No log | 5.9623 | 316 | 0.6298 | 0.7036 | 0.6298 | 0.7936 |
| No log | 6.0 | 318 | 0.6219 | 0.6718 | 0.6219 | 0.7886 |
| No log | 6.0377 | 320 | 0.6377 | 0.6561 | 0.6377 | 0.7986 |
| No log | 6.0755 | 322 | 0.7567 | 0.6344 | 0.7567 | 0.8699 |
| No log | 6.1132 | 324 | 0.9014 | 0.5952 | 0.9014 | 0.9494 |
| No log | 6.1509 | 326 | 0.8295 | 0.6334 | 0.8295 | 0.9108 |
| No log | 6.1887 | 328 | 0.6789 | 0.6614 | 0.6789 | 0.8239 |
| No log | 6.2264 | 330 | 0.6483 | 0.6928 | 0.6483 | 0.8051 |
| No log | 6.2642 | 332 | 0.6599 | 0.7034 | 0.6599 | 0.8123 |
| No log | 6.3019 | 334 | 0.6871 | 0.6919 | 0.6871 | 0.8289 |
| No log | 6.3396 | 336 | 0.7008 | 0.6699 | 0.7008 | 0.8371 |
| No log | 6.3774 | 338 | 0.6847 | 0.6650 | 0.6847 | 0.8275 |
| No log | 6.4151 | 340 | 0.6909 | 0.6500 | 0.6909 | 0.8312 |
| No log | 6.4528 | 342 | 0.6947 | 0.6559 | 0.6947 | 0.8335 |
| No log | 6.4906 | 344 | 0.6956 | 0.6582 | 0.6956 | 0.8340 |
| No log | 6.5283 | 346 | 0.7860 | 0.6459 | 0.7860 | 0.8865 |
| No log | 6.5660 | 348 | 0.9119 | 0.6332 | 0.9119 | 0.9549 |
| No log | 6.6038 | 350 | 0.9195 | 0.6150 | 0.9195 | 0.9589 |
| No log | 6.6415 | 352 | 0.8500 | 0.6518 | 0.8500 | 0.9219 |
| No log | 6.6792 | 354 | 0.9019 | 0.6211 | 0.9019 | 0.9497 |
| No log | 6.7170 | 356 | 1.1283 | 0.5718 | 1.1283 | 1.0622 |
| No log | 6.7547 | 358 | 1.3980 | 0.5102 | 1.3980 | 1.1824 |
| No log | 6.7925 | 360 | 1.3680 | 0.4912 | 1.3680 | 1.1696 |
| No log | 6.8302 | 362 | 1.2814 | 0.5426 | 1.2814 | 1.1320 |
| No log | 6.8679 | 364 | 0.9983 | 0.6226 | 0.9983 | 0.9992 |
| No log | 6.9057 | 366 | 0.8882 | 0.6194 | 0.8882 | 0.9425 |
| No log | 6.9434 | 368 | 0.8470 | 0.5994 | 0.8470 | 0.9203 |
| No log | 6.9811 | 370 | 0.8734 | 0.5942 | 0.8734 | 0.9345 |
| No log | 7.0189 | 372 | 0.9341 | 0.5681 | 0.9341 | 0.9665 |
| No log | 7.0566 | 374 | 0.8607 | 0.6175 | 0.8607 | 0.9277 |
| No log | 7.0943 | 376 | 0.7437 | 0.6607 | 0.7437 | 0.8624 |
| No log | 7.1321 | 378 | 0.7623 | 0.6548 | 0.7623 | 0.8731 |
| No log | 7.1698 | 380 | 0.8393 | 0.6333 | 0.8393 | 0.9161 |
| No log | 7.2075 | 382 | 0.7814 | 0.6638 | 0.7814 | 0.8840 |
| No log | 7.2453 | 384 | 0.8430 | 0.6585 | 0.8430 | 0.9182 |
| No log | 7.2830 | 386 | 1.0358 | 0.5912 | 1.0358 | 1.0177 |
| No log | 7.3208 | 388 | 1.1637 | 0.5564 | 1.1637 | 1.0787 |
| No log | 7.3585 | 390 | 1.0149 | 0.5846 | 1.0149 | 1.0074 |
| No log | 7.3962 | 392 | 0.8376 | 0.6419 | 0.8376 | 0.9152 |
| No log | 7.4340 | 394 | 0.6909 | 0.6623 | 0.6909 | 0.8312 |
| No log | 7.4717 | 396 | 0.6648 | 0.6586 | 0.6648 | 0.8153 |
| No log | 7.5094 | 398 | 0.6696 | 0.6567 | 0.6696 | 0.8183 |
| No log | 7.5472 | 400 | 0.7107 | 0.6735 | 0.7107 | 0.8430 |
| No log | 7.5849 | 402 | 0.8841 | 0.6105 | 0.8841 | 0.9403 |
| No log | 7.6226 | 404 | 1.0941 | 0.5456 | 1.0941 | 1.0460 |
| No log | 7.6604 | 406 | 1.0229 | 0.5791 | 1.0229 | 1.0114 |
| No log | 7.6981 | 408 | 0.9080 | 0.6101 | 0.9080 | 0.9529 |
| No log | 7.7358 | 410 | 0.8039 | 0.6414 | 0.8039 | 0.8966 |
| No log | 7.7736 | 412 | 0.7675 | 0.6571 | 0.7675 | 0.8760 |
| No log | 7.8113 | 414 | 0.7920 | 0.6473 | 0.7920 | 0.8900 |
| No log | 7.8491 | 416 | 0.7703 | 0.6646 | 0.7703 | 0.8777 |
| No log | 7.8868 | 418 | 0.8418 | 0.6390 | 0.8418 | 0.9175 |
| No log | 7.9245 | 420 | 1.0176 | 0.5553 | 1.0176 | 1.0088 |
| No log | 7.9623 | 422 | 1.1153 | 0.5179 | 1.1153 | 1.0561 |
| No log | 8.0 | 424 | 1.1068 | 0.5188 | 1.1068 | 1.0520 |
| No log | 8.0377 | 426 | 0.9278 | 0.5804 | 0.9278 | 0.9632 |
| No log | 8.0755 | 428 | 0.8204 | 0.6390 | 0.8204 | 0.9058 |
| No log | 8.1132 | 430 | 0.7568 | 0.6584 | 0.7568 | 0.8699 |
| No log | 8.1509 | 432 | 0.7780 | 0.6514 | 0.7780 | 0.8820 |
| No log | 8.1887 | 434 | 0.8305 | 0.6301 | 0.8305 | 0.9113 |
| No log | 8.2264 | 436 | 0.9482 | 0.5517 | 0.9482 | 0.9738 |
| No log | 8.2642 | 438 | 1.0526 | 0.5124 | 1.0526 | 1.0260 |
| No log | 8.3019 | 440 | 1.0577 | 0.5124 | 1.0577 | 1.0284 |
| No log | 8.3396 | 442 | 0.8986 | 0.6014 | 0.8986 | 0.9480 |
| No log | 8.3774 | 444 | 0.8357 | 0.6271 | 0.8357 | 0.9142 |
| No log | 8.4151 | 446 | 0.7806 | 0.6647 | 0.7806 | 0.8835 |
| No log | 8.4528 | 448 | 0.8068 | 0.6458 | 0.8068 | 0.8982 |
| No log | 8.4906 | 450 | 0.9107 | 0.6077 | 0.9107 | 0.9543 |
| No log | 8.5283 | 452 | 1.0842 | 0.5334 | 1.0842 | 1.0412 |
| No log | 8.5660 | 454 | 1.0205 | 0.5499 | 1.0205 | 1.0102 |
| No log | 8.6038 | 456 | 0.7882 | 0.6449 | 0.7882 | 0.8878 |
| No log | 8.6415 | 458 | 0.6893 | 0.6403 | 0.6893 | 0.8302 |
| No log | 8.6792 | 460 | 0.6878 | 0.6620 | 0.6878 | 0.8293 |
| No log | 8.7170 | 462 | 0.7481 | 0.6614 | 0.7481 | 0.8649 |
| No log | 8.7547 | 464 | 0.8845 | 0.6225 | 0.8845 | 0.9405 |
| No log | 8.7925 | 466 | 0.9466 | 0.5890 | 0.9466 | 0.9729 |
| No log | 8.8302 | 468 | 0.8443 | 0.6601 | 0.8443 | 0.9189 |
| No log | 8.8679 | 470 | 0.7508 | 0.6566 | 0.7508 | 0.8665 |
| No log | 8.9057 | 472 | 0.7473 | 0.6512 | 0.7473 | 0.8645 |
| No log | 8.9434 | 474 | 0.7727 | 0.6472 | 0.7727 | 0.8790 |
| No log | 8.9811 | 476 | 0.8905 | 0.6189 | 0.8905 | 0.9437 |
| No log | 9.0189 | 478 | 0.9678 | 0.5514 | 0.9678 | 0.9838 |
| No log | 9.0566 | 480 | 0.8994 | 0.6047 | 0.8994 | 0.9484 |
| No log | 9.0943 | 482 | 0.7915 | 0.6503 | 0.7915 | 0.8897 |
| No log | 9.1321 | 484 | 0.8421 | 0.6403 | 0.8421 | 0.9176 |
| No log | 9.1698 | 486 | 1.0166 | 0.5810 | 1.0166 | 1.0083 |
| No log | 9.2075 | 488 | 1.0777 | 0.5719 | 1.0777 | 1.0381 |
| No log | 9.2453 | 490 | 1.0294 | 0.5683 | 1.0294 | 1.0146 |
| No log | 9.2830 | 492 | 0.8751 | 0.6273 | 0.8751 | 0.9354 |
| No log | 9.3208 | 494 | 0.7871 | 0.6363 | 0.7871 | 0.8872 |
| No log | 9.3585 | 496 | 0.8121 | 0.6395 | 0.8121 | 0.9012 |
| No log | 9.3962 | 498 | 0.8618 | 0.6309 | 0.8618 | 0.9284 |
| 0.4415 | 9.4340 | 500 | 0.9380 | 0.5718 | 0.9380 | 0.9685 |
| 0.4415 | 9.4717 | 502 | 0.9369 | 0.5930 | 0.9369 | 0.9679 |
| 0.4415 | 9.5094 | 504 | 0.8193 | 0.6588 | 0.8193 | 0.9051 |
| 0.4415 | 9.5472 | 506 | 0.7724 | 0.6598 | 0.7724 | 0.8788 |
| 0.4415 | 9.5849 | 508 | 0.7773 | 0.6532 | 0.7773 | 0.8817 |
| 0.4415 | 9.6226 | 510 | 0.7387 | 0.6548 | 0.7387 | 0.8595 |
| 0.4415 | 9.6604 | 512 | 0.7076 | 0.6655 | 0.7076 | 0.8412 |
| 0.4415 | 9.6981 | 514 | 0.6676 | 0.6654 | 0.6676 | 0.8170 |
| 0.4415 | 9.7358 | 516 | 0.6856 | 0.6582 | 0.6856 | 0.8280 |
| 0.4415 | 9.7736 | 518 | 0.7935 | 0.6435 | 0.7935 | 0.8908 |
| 0.4415 | 9.8113 | 520 | 0.8667 | 0.6384 | 0.8667 | 0.9310 |
| 0.4415 | 9.8491 | 522 | 0.8461 | 0.6384 | 0.8461 | 0.9198 |
| 0.4415 | 9.8868 | 524 | 0.7993 | 0.6518 | 0.7993 | 0.8940 |
| 0.4415 | 9.9245 | 526 | 0.7434 | 0.6527 | 0.7434 | 0.8622 |
| 0.4415 | 9.9623 | 528 | 0.7458 | 0.6687 | 0.7458 | 0.8636 |
| 0.4415 | 10.0 | 530 | 0.7407 | 0.6754 | 0.7407 | 0.8606 |
| 0.4415 | 10.0377 | 532 | 0.8183 | 0.6658 | 0.8183 | 0.9046 |
| 0.4415 | 10.0755 | 534 | 0.8663 | 0.6422 | 0.8663 | 0.9308 |
| 0.4415 | 10.1132 | 536 | 0.8511 | 0.6385 | 0.8511 | 0.9225 |
| 0.4415 | 10.1509 | 538 | 0.7843 | 0.6714 | 0.7843 | 0.8856 |
| 0.4415 | 10.1887 | 540 | 0.6612 | 0.6900 | 0.6612 | 0.8132 |
| 0.4415 | 10.2264 | 542 | 0.6638 | 0.6798 | 0.6638 | 0.8147 |
| 0.4415 | 10.2642 | 544 | 0.7195 | 0.6748 | 0.7195 | 0.8482 |
| 0.4415 | 10.3019 | 546 | 0.7617 | 0.6636 | 0.7617 | 0.8728 |
| 0.4415 | 10.3396 | 548 | 0.7518 | 0.6656 | 0.7518 | 0.8671 |
| 0.4415 | 10.3774 | 550 | 0.6987 | 0.6631 | 0.6987 | 0.8359 |
| 0.4415 | 10.4151 | 552 | 0.6655 | 0.6481 | 0.6655 | 0.8158 |
| 0.4415 | 10.4528 | 554 | 0.6758 | 0.6425 | 0.6758 | 0.8221 |
| 0.4415 | 10.4906 | 556 | 0.7309 | 0.6499 | 0.7309 | 0.8549 |
| 0.4415 | 10.5283 | 558 | 0.8045 | 0.6291 | 0.8045 | 0.8970 |
| 0.4415 | 10.5660 | 560 | 0.7862 | 0.6101 | 0.7862 | 0.8867 |
| 0.4415 | 10.6038 | 562 | 0.7599 | 0.6303 | 0.7599 | 0.8717 |
| 0.4415 | 10.6415 | 564 | 0.7541 | 0.6323 | 0.7541 | 0.8684 |
| 0.4415 | 10.6792 | 566 | 0.7672 | 0.6205 | 0.7672 | 0.8759 |
| 0.4415 | 10.7170 | 568 | 0.8121 | 0.6284 | 0.8121 | 0.9012 |
| 0.4415 | 10.7547 | 570 | 0.8897 | 0.6313 | 0.8897 | 0.9433 |
| 0.4415 | 10.7925 | 572 | 0.8638 | 0.6313 | 0.8638 | 0.9294 |
| 0.4415 | 10.8302 | 574 | 0.8468 | 0.6137 | 0.8468 | 0.9202 |
| 0.4415 | 10.8679 | 576 | 0.8547 | 0.6074 | 0.8547 | 0.9245 |
| 0.4415 | 10.9057 | 578 | 0.7874 | 0.6583 | 0.7874 | 0.8873 |
| 0.4415 | 10.9434 | 580 | 0.7611 | 0.6688 | 0.7611 | 0.8724 |
| 0.4415 | 10.9811 | 582 | 0.8197 | 0.6402 | 0.8197 | 0.9054 |
| 0.4415 | 11.0189 | 584 | 0.9422 | 0.6012 | 0.9422 | 0.9707 |
| 0.4415 | 11.0566 | 586 | 1.0496 | 0.5834 | 1.0496 | 1.0245 |
| 0.4415 | 11.0943 | 588 | 0.9876 | 0.5858 | 0.9876 | 0.9938 |
| 0.4415 | 11.1321 | 590 | 0.8455 | 0.6527 | 0.8455 | 0.9195 |
| 0.4415 | 11.1698 | 592 | 0.7614 | 0.6483 | 0.7614 | 0.8726 |
| 0.4415 | 11.2075 | 594 | 0.7422 | 0.6466 | 0.7422 | 0.8615 |
| 0.4415 | 11.2453 | 596 | 0.7531 | 0.6687 | 0.7531 | 0.8678 |
| 0.4415 | 11.2830 | 598 | 0.7845 | 0.6667 | 0.7845 | 0.8857 |
| 0.4415 | 11.3208 | 600 | 0.7473 | 0.6604 | 0.7473 | 0.8645 |
| 0.4415 | 11.3585 | 602 | 0.6865 | 0.6655 | 0.6865 | 0.8285 |
| 0.4415 | 11.3962 | 604 | 0.6447 | 0.6878 | 0.6447 | 0.8029 |
| 0.4415 | 11.4340 | 606 | 0.6686 | 0.6835 | 0.6686 | 0.8177 |
| 0.4415 | 11.4717 | 608 | 0.8654 | 0.6170 | 0.8654 | 0.9303 |
| 0.4415 | 11.5094 | 610 | 1.1801 | 0.5651 | 1.1801 | 1.0863 |
| 0.4415 | 11.5472 | 612 | 1.2702 | 0.5246 | 1.2702 | 1.1270 |
| 0.4415 | 11.5849 | 614 | 1.1279 | 0.5662 | 1.1279 | 1.0620 |
| 0.4415 | 11.6226 | 616 | 0.8817 | 0.6337 | 0.8817 | 0.9390 |
| 0.4415 | 11.6604 | 618 | 0.7239 | 0.6645 | 0.7239 | 0.8508 |
| 0.4415 | 11.6981 | 620 | 0.7003 | 0.7025 | 0.7003 | 0.8369 |
| 0.4415 | 11.7358 | 622 | 0.7365 | 0.6706 | 0.7365 | 0.8582 |
| 0.4415 | 11.7736 | 624 | 0.8213 | 0.6607 | 0.8213 | 0.9062 |
| 0.4415 | 11.8113 | 626 | 0.8815 | 0.6285 | 0.8815 | 0.9389 |
| 0.4415 | 11.8491 | 628 | 0.9744 | 0.6006 | 0.9744 | 0.9871 |
| 0.4415 | 11.8868 | 630 | 0.9456 | 0.6020 | 0.9456 | 0.9724 |
| 0.4415 | 11.9245 | 632 | 0.9283 | 0.6134 | 0.9283 | 0.9635 |
| 0.4415 | 11.9623 | 634 | 0.8577 | 0.6535 | 0.8577 | 0.9261 |
| 0.4415 | 12.0 | 636 | 0.6917 | 0.6938 | 0.6917 | 0.8317 |
| 0.4415 | 12.0377 | 638 | 0.6304 | 0.7061 | 0.6304 | 0.7940 |
| 0.4415 | 12.0755 | 640 | 0.6347 | 0.6713 | 0.6347 | 0.7967 |
| 0.4415 | 12.1132 | 642 | 0.6556 | 0.6613 | 0.6556 | 0.8097 |
| 0.4415 | 12.1509 | 644 | 0.6901 | 0.6468 | 0.6901 | 0.8307 |
| 0.4415 | 12.1887 | 646 | 0.6673 | 0.6477 | 0.6673 | 0.8169 |
| 0.4415 | 12.2264 | 648 | 0.6878 | 0.6351 | 0.6878 | 0.8293 |
| 0.4415 | 12.2642 | 650 | 0.7459 | 0.6379 | 0.7459 | 0.8636 |
| 0.4415 | 12.3019 | 652 | 0.8482 | 0.6409 | 0.8482 | 0.9210 |
| 0.4415 | 12.3396 | 654 | 0.8938 | 0.6497 | 0.8938 | 0.9454 |
| 0.4415 | 12.3774 | 656 | 0.7725 | 0.6667 | 0.7725 | 0.8789 |
| 0.4415 | 12.4151 | 658 | 0.7256 | 0.7046 | 0.7256 | 0.8518 |
| 0.4415 | 12.4528 | 660 | 0.7149 | 0.6893 | 0.7149 | 0.8455 |
| 0.4415 | 12.4906 | 662 | 0.7586 | 0.6647 | 0.7586 | 0.8710 |
| 0.4415 | 12.5283 | 664 | 0.8388 | 0.6074 | 0.8388 | 0.9158 |
| 0.4415 | 12.5660 | 666 | 0.8363 | 0.6279 | 0.8363 | 0.9145 |
| 0.4415 | 12.6038 | 668 | 0.8493 | 0.6088 | 0.8493 | 0.9216 |
| 0.4415 | 12.6415 | 670 | 0.8370 | 0.6359 | 0.8370 | 0.9149 |
| 0.4415 | 12.6792 | 672 | 0.7703 | 0.6947 | 0.7703 | 0.8777 |
| 0.4415 | 12.7170 | 674 | 0.6972 | 0.6791 | 0.6972 | 0.8350 |
| 0.4415 | 12.7547 | 676 | 0.7181 | 0.6859 | 0.7181 | 0.8474 |
| 0.4415 | 12.7925 | 678 | 0.7952 | 0.6914 | 0.7952 | 0.8917 |
| 0.4415 | 12.8302 | 680 | 0.8744 | 0.6477 | 0.8744 | 0.9351 |
| 0.4415 | 12.8679 | 682 | 0.8931 | 0.6241 | 0.8931 | 0.9451 |
| 0.4415 | 12.9057 | 684 | 0.8415 | 0.6245 | 0.8415 | 0.9174 |
| 0.4415 | 12.9434 | 686 | 0.7726 | 0.6977 | 0.7726 | 0.8790 |
| 0.4415 | 12.9811 | 688 | 0.7576 | 0.6901 | 0.7576 | 0.8704 |
| 0.4415 | 13.0189 | 690 | 0.7341 | 0.6803 | 0.7341 | 0.8568 |
| 0.4415 | 13.0566 | 692 | 0.6955 | 0.6824 | 0.6955 | 0.8339 |
| 0.4415 | 13.0943 | 694 | 0.6924 | 0.6673 | 0.6924 | 0.8321 |
| 0.4415 | 13.1321 | 696 | 0.7153 | 0.6814 | 0.7153 | 0.8457 |
| 0.4415 | 13.1698 | 698 | 0.7048 | 0.6757 | 0.7048 | 0.8395 |
| 0.4415 | 13.2075 | 700 | 0.7506 | 0.6726 | 0.7506 | 0.8664 |
| 0.4415 | 13.2453 | 702 | 0.8541 | 0.6803 | 0.8541 | 0.9242 |
| 0.4415 | 13.2830 | 704 | 0.8258 | 0.6698 | 0.8258 | 0.9087 |
| 0.4415 | 13.3208 | 706 | 0.7197 | 0.6695 | 0.7197 | 0.8483 |
| 0.4415 | 13.3585 | 708 | 0.6639 | 0.6774 | 0.6639 | 0.8148 |
| 0.4415 | 13.3962 | 710 | 0.6650 | 0.6643 | 0.6650 | 0.8155 |
| 0.4415 | 13.4340 | 712 | 0.6600 | 0.6564 | 0.6600 | 0.8124 |
| 0.4415 | 13.4717 | 714 | 0.7085 | 0.6870 | 0.7085 | 0.8417 |
| 0.4415 | 13.5094 | 716 | 0.8913 | 0.6688 | 0.8913 | 0.9441 |
| 0.4415 | 13.5472 | 718 | 0.9710 | 0.5998 | 0.9710 | 0.9854 |
| 0.4415 | 13.5849 | 720 | 0.8482 | 0.6464 | 0.8482 | 0.9210 |
| 0.4415 | 13.6226 | 722 | 0.7513 | 0.6503 | 0.7513 | 0.8668 |
| 0.4415 | 13.6604 | 724 | 0.6888 | 0.5869 | 0.6888 | 0.8299 |
| 0.4415 | 13.6981 | 726 | 0.6820 | 0.5583 | 0.6820 | 0.8258 |
| 0.4415 | 13.7358 | 728 | 0.7001 | 0.6332 | 0.7001 | 0.8367 |
| 0.4415 | 13.7736 | 730 | 0.8648 | 0.6291 | 0.8648 | 0.9299 |
| 0.4415 | 13.8113 | 732 | 1.0551 | 0.5838 | 1.0551 | 1.0272 |
| 0.4415 | 13.8491 | 734 | 0.9934 | 0.6098 | 0.9934 | 0.9967 |
| 0.4415 | 13.8868 | 736 | 0.8240 | 0.6494 | 0.8240 | 0.9078 |
| 0.4415 | 13.9245 | 738 | 0.7124 | 0.6625 | 0.7124 | 0.8440 |
| 0.4415 | 13.9623 | 740 | 0.6673 | 0.6528 | 0.6673 | 0.8169 |
| 0.4415 | 14.0 | 742 | 0.7282 | 0.6406 | 0.7282 | 0.8533 |
| 0.4415 | 14.0377 | 744 | 0.8767 | 0.6392 | 0.8767 | 0.9363 |
| 0.4415 | 14.0755 | 746 | 1.0797 | 0.5686 | 1.0797 | 1.0391 |
| 0.4415 | 14.1132 | 748 | 1.0279 | 0.5733 | 1.0279 | 1.0139 |
| 0.4415 | 14.1509 | 750 | 0.8351 | 0.6259 | 0.8351 | 0.9138 |
| 0.4415 | 14.1887 | 752 | 0.7038 | 0.6278 | 0.7038 | 0.8389 |
| 0.4415 | 14.2264 | 754 | 0.6594 | 0.6442 | 0.6594 | 0.8121 |
| 0.4415 | 14.2642 | 756 | 0.6841 | 0.6684 | 0.6841 | 0.8271 |
| 0.4415 | 14.3019 | 758 | 0.7372 | 0.6704 | 0.7372 | 0.8586 |
| 0.4415 | 14.3396 | 760 | 0.8192 | 0.6603 | 0.8192 | 0.9051 |
| 0.4415 | 14.3774 | 762 | 0.8527 | 0.6493 | 0.8527 | 0.9234 |
| 0.4415 | 14.4151 | 764 | 0.8645 | 0.6347 | 0.8645 | 0.9298 |
| 0.4415 | 14.4528 | 766 | 0.8165 | 0.6599 | 0.8165 | 0.9036 |
| 0.4415 | 14.4906 | 768 | 0.8166 | 0.6474 | 0.8166 | 0.9037 |
| 0.4415 | 14.5283 | 770 | 0.8243 | 0.6417 | 0.8243 | 0.9079 |
| 0.4415 | 14.5660 | 772 | 0.8041 | 0.6532 | 0.8041 | 0.8967 |
| 0.4415 | 14.6038 | 774 | 0.8099 | 0.6574 | 0.8099 | 0.9000 |
| 0.4415 | 14.6415 | 776 | 0.8189 | 0.6667 | 0.8189 | 0.9049 |
| 0.4415 | 14.6792 | 778 | 0.8476 | 0.6022 | 0.8476 | 0.9206 |
| 0.4415 | 14.7170 | 780 | 0.8622 | 0.6146 | 0.8622 | 0.9285 |
| 0.4415 | 14.7547 | 782 | 0.9214 | 0.6089 | 0.9214 | 0.9599 |
| 0.4415 | 14.7925 | 784 | 0.9027 | 0.6089 | 0.9027 | 0.9501 |
| 0.4415 | 14.8302 | 786 | 0.9273 | 0.6067 | 0.9273 | 0.9630 |
| 0.4415 | 14.8679 | 788 | 0.9300 | 0.5989 | 0.9300 | 0.9644 |
| 0.4415 | 14.9057 | 790 | 0.9598 | 0.5807 | 0.9598 | 0.9797 |
| 0.4415 | 14.9434 | 792 | 0.9662 | 0.5668 | 0.9662 | 0.9830 |
| 0.4415 | 14.9811 | 794 | 0.9221 | 0.6062 | 0.9221 | 0.9603 |
| 0.4415 | 15.0189 | 796 | 0.8327 | 0.6478 | 0.8327 | 0.9125 |
| 0.4415 | 15.0566 | 798 | 0.8481 | 0.6406 | 0.8481 | 0.9209 |
| 0.4415 | 15.0943 | 800 | 0.8900 | 0.6276 | 0.8900 | 0.9434 |
| 0.4415 | 15.1321 | 802 | 0.9747 | 0.5978 | 0.9747 | 0.9873 |
| 0.4415 | 15.1698 | 804 | 0.9274 | 0.6011 | 0.9274 | 0.9630 |
| 0.4415 | 15.2075 | 806 | 0.9575 | 0.5896 | 0.9575 | 0.9785 |
| 0.4415 | 15.2453 | 808 | 0.9665 | 0.5896 | 0.9665 | 0.9831 |
| 0.4415 | 15.2830 | 810 | 0.9215 | 0.5909 | 0.9215 | 0.9599 |
| 0.4415 | 15.3208 | 812 | 0.8839 | 0.6153 | 0.8839 | 0.9402 |
| 0.4415 | 15.3585 | 814 | 0.9269 | 0.5803 | 0.9269 | 0.9628 |
| 0.4415 | 15.3962 | 816 | 0.9511 | 0.5876 | 0.9511 | 0.9753 |
| 0.4415 | 15.4340 | 818 | 0.9822 | 0.5819 | 0.9822 | 0.9911 |
| 0.4415 | 15.4717 | 820 | 0.9749 | 0.5768 | 0.9749 | 0.9874 |
| 0.4415 | 15.5094 | 822 | 1.0195 | 0.5756 | 1.0195 | 1.0097 |
| 0.4415 | 15.5472 | 824 | 1.0019 | 0.5779 | 1.0019 | 1.0009 |
| 0.4415 | 15.5849 | 826 | 0.8673 | 0.6030 | 0.8673 | 0.9313 |
| 0.4415 | 15.6226 | 828 | 0.8280 | 0.6587 | 0.8280 | 0.9099 |
| 0.4415 | 15.6604 | 830 | 0.8538 | 0.6179 | 0.8538 | 0.9240 |
| 0.4415 | 15.6981 | 832 | 0.8972 | 0.6030 | 0.8972 | 0.9472 |
| 0.4415 | 15.7358 | 834 | 0.8814 | 0.6202 | 0.8814 | 0.9389 |
| 0.4415 | 15.7736 | 836 | 0.8515 | 0.6619 | 0.8515 | 0.9227 |
| 0.4415 | 15.8113 | 838 | 0.7869 | 0.6943 | 0.7869 | 0.8871 |
| 0.4415 | 15.8491 | 840 | 0.8243 | 0.6825 | 0.8243 | 0.9079 |
| 0.4415 | 15.8868 | 842 | 0.8964 | 0.6411 | 0.8964 | 0.9468 |
| 0.4415 | 15.9245 | 844 | 0.9300 | 0.6339 | 0.9300 | 0.9644 |
| 0.4415 | 15.9623 | 846 | 0.9979 | 0.6171 | 0.9979 | 0.9989 |
| 0.4415 | 16.0 | 848 | 1.0107 | 0.5831 | 1.0107 | 1.0053 |
| 0.4415 | 16.0377 | 850 | 0.9333 | 0.5844 | 0.9333 | 0.9661 |
| 0.4415 | 16.0755 | 852 | 0.8984 | 0.5978 | 0.8984 | 0.9478 |
| 0.4415 | 16.1132 | 854 | 0.8451 | 0.6333 | 0.8451 | 0.9193 |
| 0.4415 | 16.1509 | 856 | 0.7748 | 0.6475 | 0.7748 | 0.8802 |
| 0.4415 | 16.1887 | 858 | 0.7572 | 0.6551 | 0.7572 | 0.8702 |
| 0.4415 | 16.2264 | 860 | 0.7650 | 0.6706 | 0.7650 | 0.8746 |
| 0.4415 | 16.2642 | 862 | 0.8663 | 0.6311 | 0.8663 | 0.9308 |
| 0.4415 | 16.3019 | 864 | 0.9362 | 0.6011 | 0.9362 | 0.9676 |
| 0.4415 | 16.3396 | 866 | 0.9259 | 0.6241 | 0.9259 | 0.9622 |
| 0.4415 | 16.3774 | 868 | 0.9138 | 0.6241 | 0.9138 | 0.9560 |
| 0.4415 | 16.4151 | 870 | 0.8894 | 0.6160 | 0.8894 | 0.9431 |
| 0.4415 | 16.4528 | 872 | 0.8434 | 0.6318 | 0.8434 | 0.9184 |
| 0.4415 | 16.4906 | 874 | 0.7885 | 0.6657 | 0.7885 | 0.8880 |
| 0.4415 | 16.5283 | 876 | 0.7138 | 0.6665 | 0.7138 | 0.8448 |
| 0.4415 | 16.5660 | 878 | 0.7227 | 0.6746 | 0.7227 | 0.8501 |
| 0.4415 | 16.6038 | 880 | 0.7424 | 0.6735 | 0.7424 | 0.8616 |
| 0.4415 | 16.6415 | 882 | 0.7821 | 0.6686 | 0.7821 | 0.8843 |
| 0.4415 | 16.6792 | 884 | 0.8522 | 0.6450 | 0.8522 | 0.9231 |
| 0.4415 | 16.7170 | 886 | 0.8358 | 0.6490 | 0.8358 | 0.9142 |
| 0.4415 | 16.7547 | 888 | 0.7874 | 0.6637 | 0.7874 | 0.8874 |
| 0.4415 | 16.7925 | 890 | 0.8047 | 0.6597 | 0.8047 | 0.8971 |
| 0.4415 | 16.8302 | 892 | 0.8288 | 0.6517 | 0.8288 | 0.9104 |
| 0.4415 | 16.8679 | 894 | 0.9220 | 0.6280 | 0.9220 | 0.9602 |
| 0.4415 | 16.9057 | 896 | 0.8619 | 0.6648 | 0.8619 | 0.9284 |
| 0.4415 | 16.9434 | 898 | 0.8166 | 0.6597 | 0.8166 | 0.9037 |
| 0.4415 | 16.9811 | 900 | 0.7734 | 0.6576 | 0.7734 | 0.8794 |
| 0.4415 | 17.0189 | 902 | 0.7819 | 0.6576 | 0.7819 | 0.8843 |
| 0.4415 | 17.0566 | 904 | 0.7267 | 0.6707 | 0.7267 | 0.8524 |
| 0.4415 | 17.0943 | 906 | 0.6859 | 0.6538 | 0.6859 | 0.8282 |
| 0.4415 | 17.1321 | 908 | 0.7061 | 0.6716 | 0.7061 | 0.8403 |
| 0.4415 | 17.1698 | 910 | 0.7647 | 0.6555 | 0.7647 | 0.8745 |
| 0.4415 | 17.2075 | 912 | 0.8912 | 0.6296 | 0.8912 | 0.9440 |
| 0.4415 | 17.2453 | 914 | 1.0087 | 0.5671 | 1.0087 | 1.0044 |
| 0.4415 | 17.2830 | 916 | 0.9941 | 0.5560 | 0.9941 | 0.9971 |
| 0.4415 | 17.3208 | 918 | 0.9357 | 0.6180 | 0.9357 | 0.9673 |
| 0.4415 | 17.3585 | 920 | 0.8316 | 0.6607 | 0.8316 | 0.9119 |
| 0.4415 | 17.3962 | 922 | 0.8094 | 0.6586 | 0.8094 | 0.8997 |
| 0.4415 | 17.4340 | 924 | 0.8760 | 0.6488 | 0.8760 | 0.9359 |
| 0.4415 | 17.4717 | 926 | 0.9688 | 0.5706 | 0.9688 | 0.9843 |
| 0.4415 | 17.5094 | 928 | 1.0277 | 0.5224 | 1.0277 | 1.0137 |
| 0.4415 | 17.5472 | 930 | 0.9885 | 0.5411 | 0.9885 | 0.9943 |
| 0.4415 | 17.5849 | 932 | 0.8652 | 0.6417 | 0.8652 | 0.9301 |
| 0.4415 | 17.6226 | 934 | 0.8086 | 0.6646 | 0.8086 | 0.8992 |
| 0.4415 | 17.6604 | 936 | 0.8100 | 0.6757 | 0.8100 | 0.9000 |
| 0.4415 | 17.6981 | 938 | 0.8245 | 0.6618 | 0.8245 | 0.9080 |
| 0.4415 | 17.7358 | 940 | 0.8034 | 0.6637 | 0.8034 | 0.8963 |
| 0.4415 | 17.7736 | 942 | 0.7735 | 0.6787 | 0.7735 | 0.8795 |
| 0.4415 | 17.8113 | 944 | 0.7253 | 0.6482 | 0.7253 | 0.8516 |
| 0.4415 | 17.8491 | 946 | 0.7281 | 0.6534 | 0.7281 | 0.8533 |
| 0.4415 | 17.8868 | 948 | 0.7663 | 0.6449 | 0.7663 | 0.8754 |
| 0.4415 | 17.9245 | 950 | 0.8553 | 0.6556 | 0.8553 | 0.9248 |
| 0.4415 | 17.9623 | 952 | 0.8905 | 0.6438 | 0.8905 | 0.9436 |
| 0.4415 | 18.0 | 954 | 0.8441 | 0.6637 | 0.8441 | 0.9187 |
| 0.4415 | 18.0377 | 956 | 0.7907 | 0.6635 | 0.7907 | 0.8892 |
| 0.4415 | 18.0755 | 958 | 0.7819 | 0.6615 | 0.7819 | 0.8843 |
| 0.4415 | 18.1132 | 960 | 0.8009 | 0.6575 | 0.8009 | 0.8949 |
| 0.4415 | 18.1509 | 962 | 0.8413 | 0.6575 | 0.8413 | 0.9172 |
| 0.4415 | 18.1887 | 964 | 0.8874 | 0.6436 | 0.8874 | 0.9420 |
| 0.4415 | 18.2264 | 966 | 0.9738 | 0.5669 | 0.9738 | 0.9868 |
| 0.4415 | 18.2642 | 968 | 1.1575 | 0.5298 | 1.1575 | 1.0759 |
| 0.4415 | 18.3019 | 970 | 1.2162 | 0.5349 | 1.2162 | 1.1028 |
| 0.4415 | 18.3396 | 972 | 1.0788 | 0.5403 | 1.0788 | 1.0387 |
| 0.4415 | 18.3774 | 974 | 0.8832 | 0.6436 | 0.8832 | 0.9398 |
| 0.4415 | 18.4151 | 976 | 0.8209 | 0.6646 | 0.8209 | 0.9061 |
| 0.4415 | 18.4528 | 978 | 0.8553 | 0.6596 | 0.8553 | 0.9248 |
| 0.4415 | 18.4906 | 980 | 0.9649 | 0.5935 | 0.9649 | 0.9823 |
| 0.4415 | 18.5283 | 982 | 1.1601 | 0.5080 | 1.1601 | 1.0771 |
| 0.4415 | 18.5660 | 984 | 1.2425 | 0.4789 | 1.2425 | 1.1147 |
| 0.4415 | 18.6038 | 986 | 1.1471 | 0.5122 | 1.1471 | 1.0710 |
| 0.4415 | 18.6415 | 988 | 0.9657 | 0.6101 | 0.9657 | 0.9827 |
| 0.4415 | 18.6792 | 990 | 0.8548 | 0.6696 | 0.8548 | 0.9246 |
| 0.4415 | 18.7170 | 992 | 0.8240 | 0.6746 | 0.8240 | 0.9077 |
| 0.4415 | 18.7547 | 994 | 0.8492 | 0.6696 | 0.8492 | 0.9215 |
| 0.4415 | 18.7925 | 996 | 0.9261 | 0.6262 | 0.9261 | 0.9624 |
| 0.4415 | 18.8302 | 998 | 0.9999 | 0.5753 | 0.9999 | 0.9999 |
| 0.0796 | 18.8679 | 1000 | 0.9597 | 0.5923 | 0.9597 | 0.9796 |
| 0.0796 | 18.9057 | 1002 | 0.8864 | 0.6549 | 0.8864 | 0.9415 |
| 0.0796 | 18.9434 | 1004 | 0.8383 | 0.6515 | 0.8383 | 0.9156 |
| 0.0796 | 18.9811 | 1006 | 0.8172 | 0.6534 | 0.8172 | 0.9040 |
| 0.0796 | 19.0189 | 1008 | 0.7911 | 0.6665 | 0.7911 | 0.8895 |
| 0.0796 | 19.0566 | 1010 | 0.7594 | 0.6717 | 0.7594 | 0.8714 |
| 0.0796 | 19.0943 | 1012 | 0.7648 | 0.6789 | 0.7648 | 0.8745 |
| 0.0796 | 19.1321 | 1014 | 0.8297 | 0.6557 | 0.8297 | 0.9109 |
| 0.0796 | 19.1698 | 1016 | 0.8674 | 0.6496 | 0.8674 | 0.9314 |
| 0.0796 | 19.2075 | 1018 | 0.8425 | 0.6547 | 0.8425 | 0.9179 |
| 0.0796 | 19.2453 | 1020 | 0.8157 | 0.6586 | 0.8157 | 0.9032 |
| 0.0796 | 19.2830 | 1022 | 0.8316 | 0.6464 | 0.8316 | 0.9119 |
| 0.0796 | 19.3208 | 1024 | 0.8398 | 0.6464 | 0.8398 | 0.9164 |
| 0.0796 | 19.3585 | 1026 | 0.8918 | 0.6496 | 0.8918 | 0.9444 |
| 0.0796 | 19.3962 | 1028 | 0.8783 | 0.6628 | 0.8783 | 0.9372 |
| 0.0796 | 19.4340 | 1030 | 0.9383 | 0.6363 | 0.9383 | 0.9687 |
| 0.0796 | 19.4717 | 1032 | 1.0681 | 0.5657 | 1.0681 | 1.0335 |
| 0.0796 | 19.5094 | 1034 | 1.1747 | 0.5065 | 1.1747 | 1.0838 |
| 0.0796 | 19.5472 | 1036 | 1.1507 | 0.4943 | 1.1507 | 1.0727 |
| 0.0796 | 19.5849 | 1038 | 0.9935 | 0.5955 | 0.9935 | 0.9967 |
| 0.0796 | 19.6226 | 1040 | 0.8331 | 0.6480 | 0.8331 | 0.9127 |
| 0.0796 | 19.6604 | 1042 | 0.7756 | 0.6526 | 0.7756 | 0.8807 |
| 0.0796 | 19.6981 | 1044 | 0.7733 | 0.6506 | 0.7733 | 0.8794 |
| 0.0796 | 19.7358 | 1046 | 0.8162 | 0.6419 | 0.8162 | 0.9034 |
| 0.0796 | 19.7736 | 1048 | 0.9528 | 0.6090 | 0.9528 | 0.9761 |
| 0.0796 | 19.8113 | 1050 | 1.0756 | 0.5649 | 1.0756 | 1.0371 |
| 0.0796 | 19.8491 | 1052 | 0.9975 | 0.6137 | 0.9975 | 0.9988 |
| 0.0796 | 19.8868 | 1054 | 0.8590 | 0.6639 | 0.8590 | 0.9268 |
| 0.0796 | 19.9245 | 1056 | 0.7875 | 0.6792 | 0.7875 | 0.8874 |
| 0.0796 | 19.9623 | 1058 | 0.8311 | 0.6504 | 0.8311 | 0.9116 |
| 0.0796 | 20.0 | 1060 | 0.8941 | 0.6378 | 0.8941 | 0.9455 |
| 0.0796 | 20.0377 | 1062 | 0.9319 | 0.6415 | 0.9319 | 0.9653 |
| 0.0796 | 20.0755 | 1064 | 0.9485 | 0.6299 | 0.9485 | 0.9739 |
| 0.0796 | 20.1132 | 1066 | 1.0058 | 0.6118 | 1.0058 | 1.0029 |
| 0.0796 | 20.1509 | 1068 | 1.0068 | 0.6118 | 1.0068 | 1.0034 |
| 0.0796 | 20.1887 | 1070 | 1.0421 | 0.5881 | 1.0421 | 1.0208 |
| 0.0796 | 20.2264 | 1072 | 0.9939 | 0.6096 | 0.9939 | 0.9969 |
| 0.0796 | 20.2642 | 1074 | 0.9544 | 0.6355 | 0.9544 | 0.9769 |
| 0.0796 | 20.3019 | 1076 | 0.8571 | 0.6638 | 0.8571 | 0.9258 |
| 0.0796 | 20.3396 | 1078 | 0.7757 | 0.6685 | 0.7757 | 0.8807 |
| 0.0796 | 20.3774 | 1080 | 0.7644 | 0.6789 | 0.7644 | 0.8743 |
| 0.0796 | 20.4151 | 1082 | 0.7957 | 0.6647 | 0.7957 | 0.8920 |
| 0.0796 | 20.4528 | 1084 | 0.9512 | 0.6319 | 0.9512 | 0.9753 |
| 0.0796 | 20.4906 | 1086 | 1.0942 | 0.6007 | 1.0942 | 1.0461 |
| 0.0796 | 20.5283 | 1088 | 1.0728 | 0.5950 | 1.0728 | 1.0358 |
| 0.0796 | 20.5660 | 1090 | 0.9197 | 0.6442 | 0.9197 | 0.9590 |
| 0.0796 | 20.6038 | 1092 | 0.7183 | 0.6694 | 0.7183 | 0.8475 |
| 0.0796 | 20.6415 | 1094 | 0.6585 | 0.6624 | 0.6585 | 0.8115 |
| 0.0796 | 20.6792 | 1096 | 0.6628 | 0.6553 | 0.6628 | 0.8141 |
| 0.0796 | 20.7170 | 1098 | 0.7255 | 0.6587 | 0.7255 | 0.8518 |
| 0.0796 | 20.7547 | 1100 | 0.8188 | 0.6607 | 0.8188 | 0.9049 |
| 0.0796 | 20.7925 | 1102 | 0.8382 | 0.6628 | 0.8382 | 0.9155 |
| 0.0796 | 20.8302 | 1104 | 0.7471 | 0.6803 | 0.7471 | 0.8644 |
| 0.0796 | 20.8679 | 1106 | 0.6903 | 0.6515 | 0.6903 | 0.8308 |
| 0.0796 | 20.9057 | 1108 | 0.7208 | 0.6685 | 0.7208 | 0.8490 |
| 0.0796 | 20.9434 | 1110 | 0.8096 | 0.6677 | 0.8096 | 0.8998 |
| 0.0796 | 20.9811 | 1112 | 0.9103 | 0.6530 | 0.9103 | 0.9541 |
| 0.0796 | 21.0189 | 1114 | 1.0114 | 0.6102 | 1.0114 | 1.0057 |
| 0.0796 | 21.0566 | 1116 | 0.9714 | 0.6406 | 0.9714 | 0.9856 |
| 0.0796 | 21.0943 | 1118 | 0.8808 | 0.6716 | 0.8808 | 0.9385 |
| 0.0796 | 21.1321 | 1120 | 0.8206 | 0.6648 | 0.8206 | 0.9059 |
| 0.0796 | 21.1698 | 1122 | 0.7650 | 0.6421 | 0.7650 | 0.8746 |
| 0.0796 | 21.2075 | 1124 | 0.7870 | 0.6481 | 0.7870 | 0.8871 |
| 0.0796 | 21.2453 | 1126 | 0.8761 | 0.6332 | 0.8761 | 0.9360 |
| 0.0796 | 21.2830 | 1128 | 1.0319 | 0.5832 | 1.0319 | 1.0158 |
| 0.0796 | 21.3208 | 1130 | 1.1893 | 0.5220 | 1.1893 | 1.0906 |
| 0.0796 | 21.3585 | 1132 | 1.2519 | 0.5267 | 1.2519 | 1.1189 |
| 0.0796 | 21.3962 | 1134 | 1.2274 | 0.5454 | 1.2274 | 1.1079 |
| 0.0796 | 21.4340 | 1136 | 1.0872 | 0.5834 | 1.0872 | 1.0427 |
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/ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run3_AugV5_k11_task1_organization
Base model
aubmindlab/bert-base-arabertv02