ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k8_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: 0.8371
- Qwk: 0.7143
- Mse: 0.8371
- Rmse: 0.9150
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 | 0.0526 | 2 | 7.1383 | 0.0 | 7.1383 | 2.6718 |
| No log | 0.1053 | 4 | 4.2412 | 0.0833 | 4.2412 | 2.0594 |
| No log | 0.1579 | 6 | 3.1522 | 0.0366 | 3.1522 | 1.7754 |
| No log | 0.2105 | 8 | 3.0771 | 0.0130 | 3.0771 | 1.7542 |
| No log | 0.2632 | 10 | 2.3890 | 0.0752 | 2.3890 | 1.5457 |
| No log | 0.3158 | 12 | 2.2691 | 0.1374 | 2.2691 | 1.5064 |
| No log | 0.3684 | 14 | 2.0773 | 0.1575 | 2.0773 | 1.4413 |
| No log | 0.4211 | 16 | 2.1317 | 0.2105 | 2.1317 | 1.4600 |
| No log | 0.4737 | 18 | 2.1894 | 0.2647 | 2.1894 | 1.4796 |
| No log | 0.5263 | 20 | 1.8559 | 0.3008 | 1.8559 | 1.3623 |
| No log | 0.5789 | 22 | 1.6213 | 0.2906 | 1.6213 | 1.2733 |
| No log | 0.6316 | 24 | 1.5317 | 0.2321 | 1.5317 | 1.2376 |
| No log | 0.6842 | 26 | 1.4381 | 0.3333 | 1.4381 | 1.1992 |
| No log | 0.7368 | 28 | 1.6584 | 0.3803 | 1.6584 | 1.2878 |
| No log | 0.7895 | 30 | 2.5823 | 0.3317 | 2.5823 | 1.6070 |
| No log | 0.8421 | 32 | 3.4343 | 0.2458 | 3.4343 | 1.8532 |
| No log | 0.8947 | 34 | 2.8819 | 0.3077 | 2.8819 | 1.6976 |
| No log | 0.9474 | 36 | 1.6616 | 0.4099 | 1.6616 | 1.2890 |
| No log | 1.0 | 38 | 1.4378 | 0.4029 | 1.4378 | 1.1991 |
| No log | 1.0526 | 40 | 1.3611 | 0.3538 | 1.3611 | 1.1667 |
| No log | 1.1053 | 42 | 1.5124 | 0.4203 | 1.5124 | 1.2298 |
| No log | 1.1579 | 44 | 1.8881 | 0.4268 | 1.8881 | 1.3741 |
| No log | 1.2105 | 46 | 2.3165 | 0.3617 | 2.3165 | 1.5220 |
| No log | 1.2632 | 48 | 2.8328 | 0.3056 | 2.8328 | 1.6831 |
| No log | 1.3158 | 50 | 2.4806 | 0.3564 | 2.4806 | 1.5750 |
| No log | 1.3684 | 52 | 1.8326 | 0.4910 | 1.8326 | 1.3537 |
| No log | 1.4211 | 54 | 1.4296 | 0.4762 | 1.4296 | 1.1956 |
| No log | 1.4737 | 56 | 1.2476 | 0.4062 | 1.2476 | 1.1170 |
| No log | 1.5263 | 58 | 1.2480 | 0.3740 | 1.2480 | 1.1171 |
| No log | 1.5789 | 60 | 1.2469 | 0.4032 | 1.2469 | 1.1166 |
| No log | 1.6316 | 62 | 1.4090 | 0.4521 | 1.4090 | 1.1870 |
| No log | 1.6842 | 64 | 1.8098 | 0.4561 | 1.8098 | 1.3453 |
| No log | 1.7368 | 66 | 1.8526 | 0.4483 | 1.8526 | 1.3611 |
| No log | 1.7895 | 68 | 1.6513 | 0.4756 | 1.6513 | 1.2850 |
| No log | 1.8421 | 70 | 1.7095 | 0.4706 | 1.7096 | 1.3075 |
| No log | 1.8947 | 72 | 1.5388 | 0.5244 | 1.5388 | 1.2405 |
| No log | 1.9474 | 74 | 1.3275 | 0.5949 | 1.3275 | 1.1522 |
| No log | 2.0 | 76 | 1.3311 | 0.5882 | 1.3311 | 1.1537 |
| No log | 2.0526 | 78 | 1.1575 | 0.6628 | 1.1575 | 1.0759 |
| No log | 2.1053 | 80 | 1.0092 | 0.6994 | 1.0092 | 1.0046 |
| No log | 2.1579 | 82 | 1.0503 | 0.6415 | 1.0503 | 1.0248 |
| No log | 2.2105 | 84 | 1.1329 | 0.5455 | 1.1329 | 1.0644 |
| No log | 2.2632 | 86 | 1.3565 | 0.4852 | 1.3565 | 1.1647 |
| No log | 2.3158 | 88 | 1.9414 | 0.4870 | 1.9414 | 1.3933 |
| No log | 2.3684 | 90 | 2.7886 | 0.3636 | 2.7886 | 1.6699 |
| No log | 2.4211 | 92 | 3.0531 | 0.2979 | 3.0531 | 1.7473 |
| No log | 2.4737 | 94 | 2.5663 | 0.3818 | 2.5663 | 1.6020 |
| No log | 2.5263 | 96 | 1.7400 | 0.4787 | 1.7400 | 1.3191 |
| No log | 2.5789 | 98 | 1.1819 | 0.5974 | 1.1819 | 1.0872 |
| No log | 2.6316 | 100 | 1.1873 | 0.6115 | 1.1873 | 1.0896 |
| No log | 2.6842 | 102 | 1.7913 | 0.4327 | 1.7913 | 1.3384 |
| No log | 2.7368 | 104 | 1.9093 | 0.3975 | 1.9093 | 1.3818 |
| No log | 2.7895 | 106 | 1.7051 | 0.3974 | 1.7051 | 1.3058 |
| No log | 2.8421 | 108 | 1.5213 | 0.4636 | 1.5213 | 1.2334 |
| No log | 2.8947 | 110 | 1.4629 | 0.4967 | 1.4629 | 1.2095 |
| No log | 2.9474 | 112 | 1.2903 | 0.5235 | 1.2903 | 1.1359 |
| No log | 3.0 | 114 | 1.2169 | 0.5106 | 1.2169 | 1.1031 |
| No log | 3.0526 | 116 | 1.2926 | 0.4336 | 1.2926 | 1.1369 |
| No log | 3.1053 | 118 | 1.3292 | 0.5132 | 1.3292 | 1.1529 |
| No log | 3.1579 | 120 | 1.2731 | 0.5419 | 1.2731 | 1.1283 |
| No log | 3.2105 | 122 | 1.2346 | 0.5677 | 1.2346 | 1.1111 |
| No log | 3.2632 | 124 | 1.0644 | 0.6115 | 1.0644 | 1.0317 |
| No log | 3.3158 | 126 | 1.0865 | 0.6441 | 1.0865 | 1.0423 |
| No log | 3.3684 | 128 | 0.9914 | 0.6548 | 0.9914 | 0.9957 |
| No log | 3.4211 | 130 | 0.8734 | 0.7296 | 0.8734 | 0.9345 |
| No log | 3.4737 | 132 | 0.8743 | 0.7484 | 0.8743 | 0.9351 |
| No log | 3.5263 | 134 | 0.9027 | 0.7296 | 0.9027 | 0.9501 |
| No log | 3.5789 | 136 | 0.8883 | 0.7355 | 0.8883 | 0.9425 |
| No log | 3.6316 | 138 | 0.9473 | 0.6759 | 0.9473 | 0.9733 |
| No log | 3.6842 | 140 | 0.9686 | 0.6759 | 0.9686 | 0.9842 |
| No log | 3.7368 | 142 | 0.9341 | 0.7261 | 0.9341 | 0.9665 |
| No log | 3.7895 | 144 | 1.0873 | 0.5922 | 1.0873 | 1.0427 |
| No log | 3.8421 | 146 | 1.2568 | 0.5761 | 1.2568 | 1.1211 |
| No log | 3.8947 | 148 | 1.0817 | 0.6477 | 1.0817 | 1.0401 |
| No log | 3.9474 | 150 | 1.0160 | 0.6463 | 1.0160 | 1.0080 |
| No log | 4.0 | 152 | 1.0401 | 0.6624 | 1.0401 | 1.0198 |
| No log | 4.0526 | 154 | 1.0440 | 0.6405 | 1.0440 | 1.0217 |
| No log | 4.1053 | 156 | 1.0926 | 0.6049 | 1.0926 | 1.0453 |
| No log | 4.1579 | 158 | 1.1191 | 0.6182 | 1.1191 | 1.0579 |
| No log | 4.2105 | 160 | 1.0258 | 0.6391 | 1.0258 | 1.0128 |
| No log | 4.2632 | 162 | 0.9307 | 0.7416 | 0.9307 | 0.9647 |
| No log | 4.3158 | 164 | 0.8267 | 0.7262 | 0.8267 | 0.9092 |
| No log | 4.3684 | 166 | 0.8434 | 0.7 | 0.8434 | 0.9184 |
| No log | 4.4211 | 168 | 0.8371 | 0.6918 | 0.8371 | 0.9149 |
| No log | 4.4737 | 170 | 0.9522 | 0.6824 | 0.9522 | 0.9758 |
| No log | 4.5263 | 172 | 1.2458 | 0.5549 | 1.2458 | 1.1161 |
| No log | 4.5789 | 174 | 1.3129 | 0.5349 | 1.3129 | 1.1458 |
| No log | 4.6316 | 176 | 0.9210 | 0.7024 | 0.9210 | 0.9597 |
| No log | 4.6842 | 178 | 0.7839 | 0.7211 | 0.7839 | 0.8854 |
| No log | 4.7368 | 180 | 0.9327 | 0.6207 | 0.9327 | 0.9657 |
| No log | 4.7895 | 182 | 0.9758 | 0.6 | 0.9758 | 0.9878 |
| No log | 4.8421 | 184 | 0.8739 | 0.7101 | 0.8739 | 0.9348 |
| No log | 4.8947 | 186 | 0.9651 | 0.6528 | 0.9651 | 0.9824 |
| No log | 4.9474 | 188 | 1.0881 | 0.5430 | 1.0881 | 1.0431 |
| No log | 5.0 | 190 | 1.0300 | 0.6194 | 1.0300 | 1.0149 |
| No log | 5.0526 | 192 | 0.9955 | 0.6282 | 0.9955 | 0.9977 |
| No log | 5.1053 | 194 | 0.8874 | 0.7027 | 0.8874 | 0.9420 |
| No log | 5.1579 | 196 | 0.8967 | 0.6711 | 0.8967 | 0.9469 |
| No log | 5.2105 | 198 | 0.9555 | 0.6667 | 0.9555 | 0.9775 |
| No log | 5.2632 | 200 | 1.1266 | 0.6076 | 1.1266 | 1.0614 |
| No log | 5.3158 | 202 | 1.3403 | 0.5488 | 1.3403 | 1.1577 |
| No log | 5.3684 | 204 | 1.3568 | 0.5342 | 1.3568 | 1.1648 |
| No log | 5.4211 | 206 | 1.0658 | 0.5541 | 1.0658 | 1.0324 |
| No log | 5.4737 | 208 | 0.9680 | 0.6286 | 0.9680 | 0.9839 |
| No log | 5.5263 | 210 | 0.9278 | 0.6906 | 0.9278 | 0.9632 |
| No log | 5.5789 | 212 | 0.9151 | 0.6897 | 0.9151 | 0.9566 |
| No log | 5.6316 | 214 | 1.0443 | 0.6410 | 1.0443 | 1.0219 |
| No log | 5.6842 | 216 | 1.1838 | 0.5217 | 1.1838 | 1.0880 |
| No log | 5.7368 | 218 | 1.0920 | 0.6184 | 1.0920 | 1.0450 |
| No log | 5.7895 | 220 | 0.9022 | 0.6667 | 0.9022 | 0.9498 |
| No log | 5.8421 | 222 | 0.9045 | 0.6861 | 0.9045 | 0.9510 |
| No log | 5.8947 | 224 | 0.9422 | 0.6618 | 0.9422 | 0.9706 |
| No log | 5.9474 | 226 | 1.0249 | 0.5571 | 1.0249 | 1.0124 |
| No log | 6.0 | 228 | 1.0804 | 0.5621 | 1.0804 | 1.0394 |
| No log | 6.0526 | 230 | 0.9671 | 0.6667 | 0.9671 | 0.9834 |
| No log | 6.1053 | 232 | 0.8382 | 0.7013 | 0.8382 | 0.9155 |
| No log | 6.1579 | 234 | 0.8388 | 0.7467 | 0.8388 | 0.9158 |
| No log | 6.2105 | 236 | 0.8374 | 0.76 | 0.8374 | 0.9151 |
| No log | 6.2632 | 238 | 0.8560 | 0.7114 | 0.8560 | 0.9252 |
| No log | 6.3158 | 240 | 0.9702 | 0.6786 | 0.9702 | 0.9850 |
| No log | 6.3684 | 242 | 1.0626 | 0.5896 | 1.0626 | 1.0308 |
| No log | 6.4211 | 244 | 1.2239 | 0.5909 | 1.2239 | 1.1063 |
| No log | 6.4737 | 246 | 1.2460 | 0.5537 | 1.2460 | 1.1162 |
| No log | 6.5263 | 248 | 1.1200 | 0.6136 | 1.1200 | 1.0583 |
| No log | 6.5789 | 250 | 1.1417 | 0.6012 | 1.1417 | 1.0685 |
| No log | 6.6316 | 252 | 1.0387 | 0.6145 | 1.0387 | 1.0192 |
| No log | 6.6842 | 254 | 0.9952 | 0.6460 | 0.9952 | 0.9976 |
| No log | 6.7368 | 256 | 0.9916 | 0.6584 | 0.9916 | 0.9958 |
| No log | 6.7895 | 258 | 1.0296 | 0.6296 | 1.0296 | 1.0147 |
| No log | 6.8421 | 260 | 0.9450 | 0.6582 | 0.9450 | 0.9721 |
| No log | 6.8947 | 262 | 0.9389 | 0.7285 | 0.9389 | 0.9690 |
| No log | 6.9474 | 264 | 0.9596 | 0.6928 | 0.9596 | 0.9796 |
| No log | 7.0 | 266 | 0.9760 | 0.6667 | 0.9760 | 0.9879 |
| No log | 7.0526 | 268 | 1.1349 | 0.6292 | 1.1349 | 1.0653 |
| No log | 7.1053 | 270 | 1.6589 | 0.5612 | 1.6589 | 1.2880 |
| No log | 7.1579 | 272 | 1.5396 | 0.5761 | 1.5396 | 1.2408 |
| No log | 7.2105 | 274 | 0.9931 | 0.6467 | 0.9931 | 0.9966 |
| No log | 7.2632 | 276 | 0.8735 | 0.6803 | 0.8735 | 0.9346 |
| No log | 7.3158 | 278 | 0.8645 | 0.6815 | 0.8645 | 0.9298 |
| No log | 7.3684 | 280 | 1.0104 | 0.6133 | 1.0104 | 1.0052 |
| No log | 7.4211 | 282 | 1.2057 | 0.5696 | 1.2057 | 1.0980 |
| No log | 7.4737 | 284 | 1.0925 | 0.5676 | 1.0925 | 1.0452 |
| No log | 7.5263 | 286 | 0.9308 | 0.5954 | 0.9308 | 0.9648 |
| No log | 7.5789 | 288 | 0.9031 | 0.6418 | 0.9031 | 0.9503 |
| No log | 7.6316 | 290 | 0.9161 | 0.6119 | 0.9161 | 0.9571 |
| No log | 7.6842 | 292 | 0.9749 | 0.6364 | 0.9749 | 0.9874 |
| No log | 7.7368 | 294 | 1.0349 | 0.6335 | 1.0349 | 1.0173 |
| No log | 7.7895 | 296 | 1.0186 | 0.6420 | 1.0186 | 1.0092 |
| No log | 7.8421 | 298 | 0.9890 | 0.6584 | 0.9890 | 0.9945 |
| No log | 7.8947 | 300 | 0.9690 | 0.6667 | 0.9690 | 0.9844 |
| No log | 7.9474 | 302 | 0.9764 | 0.6548 | 0.9764 | 0.9881 |
| No log | 8.0 | 304 | 0.9737 | 0.6265 | 0.9737 | 0.9868 |
| No log | 8.0526 | 306 | 0.8981 | 0.6625 | 0.8981 | 0.9477 |
| No log | 8.1053 | 308 | 0.8280 | 0.7347 | 0.8280 | 0.9099 |
| No log | 8.1579 | 310 | 0.7597 | 0.7183 | 0.7597 | 0.8716 |
| No log | 8.2105 | 312 | 0.7620 | 0.7465 | 0.7620 | 0.8729 |
| No log | 8.2632 | 314 | 0.7542 | 0.7465 | 0.7542 | 0.8685 |
| No log | 8.3158 | 316 | 0.7379 | 0.7361 | 0.7379 | 0.8590 |
| No log | 8.3684 | 318 | 0.7272 | 0.7586 | 0.7272 | 0.8528 |
| No log | 8.4211 | 320 | 0.7802 | 0.7417 | 0.7802 | 0.8833 |
| No log | 8.4737 | 322 | 0.8281 | 0.6879 | 0.8281 | 0.9100 |
| No log | 8.5263 | 324 | 0.8770 | 0.6968 | 0.8770 | 0.9365 |
| No log | 8.5789 | 326 | 0.8245 | 0.7297 | 0.8245 | 0.9080 |
| No log | 8.6316 | 328 | 0.8511 | 0.7273 | 0.8511 | 0.9225 |
| No log | 8.6842 | 330 | 0.8792 | 0.7073 | 0.8792 | 0.9377 |
| No log | 8.7368 | 332 | 0.8348 | 0.7273 | 0.8348 | 0.9137 |
| No log | 8.7895 | 334 | 0.7931 | 0.7362 | 0.7931 | 0.8906 |
| No log | 8.8421 | 336 | 0.8001 | 0.7362 | 0.8001 | 0.8945 |
| No log | 8.8947 | 338 | 0.7781 | 0.75 | 0.7781 | 0.8821 |
| No log | 8.9474 | 340 | 0.7919 | 0.75 | 0.7919 | 0.8899 |
| No log | 9.0 | 342 | 0.8913 | 0.6792 | 0.8913 | 0.9441 |
| No log | 9.0526 | 344 | 0.9775 | 0.6173 | 0.9775 | 0.9887 |
| No log | 9.1053 | 346 | 1.0065 | 0.6135 | 1.0065 | 1.0032 |
| No log | 9.1579 | 348 | 0.9641 | 0.625 | 0.9641 | 0.9819 |
| No log | 9.2105 | 350 | 0.9085 | 0.7037 | 0.9085 | 0.9532 |
| No log | 9.2632 | 352 | 1.0470 | 0.6228 | 1.0470 | 1.0232 |
| No log | 9.3158 | 354 | 1.0349 | 0.6310 | 1.0349 | 1.0173 |
| No log | 9.3684 | 356 | 1.0186 | 0.6316 | 1.0186 | 1.0093 |
| No log | 9.4211 | 358 | 0.9194 | 0.6627 | 0.9194 | 0.9589 |
| No log | 9.4737 | 360 | 0.9089 | 0.6867 | 0.9089 | 0.9534 |
| No log | 9.5263 | 362 | 1.0085 | 0.6049 | 1.0085 | 1.0043 |
| No log | 9.5789 | 364 | 0.9838 | 0.6135 | 0.9838 | 0.9919 |
| No log | 9.6316 | 366 | 0.7992 | 0.7467 | 0.7992 | 0.8940 |
| No log | 9.6842 | 368 | 0.7402 | 0.7632 | 0.7402 | 0.8604 |
| No log | 9.7368 | 370 | 0.7243 | 0.7448 | 0.7243 | 0.8511 |
| No log | 9.7895 | 372 | 0.7238 | 0.7582 | 0.7238 | 0.8507 |
| No log | 9.8421 | 374 | 0.7996 | 0.7296 | 0.7996 | 0.8942 |
| No log | 9.8947 | 376 | 0.8313 | 0.6667 | 0.8313 | 0.9117 |
| No log | 9.9474 | 378 | 0.7578 | 0.7389 | 0.7578 | 0.8705 |
| No log | 10.0 | 380 | 0.6917 | 0.7582 | 0.6917 | 0.8317 |
| No log | 10.0526 | 382 | 0.6963 | 0.75 | 0.6963 | 0.8345 |
| No log | 10.1053 | 384 | 0.7009 | 0.7785 | 0.7009 | 0.8372 |
| No log | 10.1579 | 386 | 0.7431 | 0.75 | 0.7431 | 0.8620 |
| No log | 10.2105 | 388 | 0.8721 | 0.6753 | 0.8721 | 0.9339 |
| No log | 10.2632 | 390 | 1.0277 | 0.6341 | 1.0277 | 1.0138 |
| No log | 10.3158 | 392 | 1.1627 | 0.5799 | 1.1627 | 1.0783 |
| No log | 10.3684 | 394 | 0.9967 | 0.6296 | 0.9967 | 0.9984 |
| No log | 10.4211 | 396 | 0.7899 | 0.72 | 0.7899 | 0.8888 |
| No log | 10.4737 | 398 | 0.7084 | 0.7467 | 0.7084 | 0.8417 |
| No log | 10.5263 | 400 | 0.7180 | 0.7417 | 0.7180 | 0.8474 |
| No log | 10.5789 | 402 | 0.7480 | 0.7417 | 0.7480 | 0.8649 |
| No log | 10.6316 | 404 | 0.8541 | 0.7027 | 0.8541 | 0.9242 |
| No log | 10.6842 | 406 | 0.9667 | 0.6497 | 0.9667 | 0.9832 |
| No log | 10.7368 | 408 | 0.8650 | 0.7027 | 0.8650 | 0.9301 |
| No log | 10.7895 | 410 | 0.7816 | 0.7347 | 0.7816 | 0.8841 |
| No log | 10.8421 | 412 | 0.7773 | 0.7347 | 0.7773 | 0.8817 |
| No log | 10.8947 | 414 | 0.8466 | 0.7248 | 0.8466 | 0.9201 |
| No log | 10.9474 | 416 | 0.9844 | 0.6038 | 0.9844 | 0.9922 |
| No log | 11.0 | 418 | 1.0637 | 0.6265 | 1.0637 | 1.0314 |
| No log | 11.0526 | 420 | 0.9890 | 0.6587 | 0.9890 | 0.9945 |
| No log | 11.1053 | 422 | 0.8469 | 0.6994 | 0.8469 | 0.9203 |
| No log | 11.1579 | 424 | 0.7700 | 0.7483 | 0.7700 | 0.8775 |
| No log | 11.2105 | 426 | 0.8101 | 0.6912 | 0.8101 | 0.9001 |
| No log | 11.2632 | 428 | 0.8164 | 0.7059 | 0.8164 | 0.9035 |
| No log | 11.3158 | 430 | 0.8051 | 0.7518 | 0.8051 | 0.8973 |
| No log | 11.3684 | 432 | 0.8309 | 0.7550 | 0.8309 | 0.9115 |
| No log | 11.4211 | 434 | 0.9664 | 0.6386 | 0.9664 | 0.9830 |
| No log | 11.4737 | 436 | 1.0590 | 0.6391 | 1.0590 | 1.0291 |
| No log | 11.5263 | 438 | 0.9814 | 0.6864 | 0.9814 | 0.9907 |
| No log | 11.5789 | 440 | 0.8305 | 0.7273 | 0.8305 | 0.9113 |
| No log | 11.6316 | 442 | 0.7834 | 0.7050 | 0.7834 | 0.8851 |
| No log | 11.6842 | 444 | 0.7885 | 0.7143 | 0.7885 | 0.8880 |
| No log | 11.7368 | 446 | 0.7792 | 0.7361 | 0.7792 | 0.8827 |
| No log | 11.7895 | 448 | 0.8362 | 0.7123 | 0.8362 | 0.9144 |
| No log | 11.8421 | 450 | 0.9626 | 0.6415 | 0.9626 | 0.9811 |
| No log | 11.8947 | 452 | 1.0147 | 0.6541 | 1.0147 | 1.0073 |
| No log | 11.9474 | 454 | 0.9234 | 0.6538 | 0.9234 | 0.9609 |
| No log | 12.0 | 456 | 0.7783 | 0.7550 | 0.7783 | 0.8822 |
| No log | 12.0526 | 458 | 0.7461 | 0.7632 | 0.7461 | 0.8638 |
| No log | 12.1053 | 460 | 0.7599 | 0.7632 | 0.7599 | 0.8717 |
| No log | 12.1579 | 462 | 0.7834 | 0.7397 | 0.7834 | 0.8851 |
| No log | 12.2105 | 464 | 0.8390 | 0.7518 | 0.8390 | 0.9160 |
| No log | 12.2632 | 466 | 0.8796 | 0.7324 | 0.8796 | 0.9379 |
| No log | 12.3158 | 468 | 0.8262 | 0.7413 | 0.8262 | 0.9090 |
| No log | 12.3684 | 470 | 0.8554 | 0.6879 | 0.8554 | 0.9249 |
| No log | 12.4211 | 472 | 0.9928 | 0.6135 | 0.9928 | 0.9964 |
| No log | 12.4737 | 474 | 1.1420 | 0.6057 | 1.1420 | 1.0686 |
| No log | 12.5263 | 476 | 1.1374 | 0.5952 | 1.1374 | 1.0665 |
| No log | 12.5789 | 478 | 0.9364 | 0.6709 | 0.9364 | 0.9677 |
| No log | 12.6316 | 480 | 0.8646 | 0.6974 | 0.8646 | 0.9298 |
| No log | 12.6842 | 482 | 0.8972 | 0.6928 | 0.8972 | 0.9472 |
| No log | 12.7368 | 484 | 0.9607 | 0.6667 | 0.9607 | 0.9802 |
| No log | 12.7895 | 486 | 0.9645 | 0.6753 | 0.9645 | 0.9821 |
| No log | 12.8421 | 488 | 1.0233 | 0.6144 | 1.0233 | 1.0116 |
| No log | 12.8947 | 490 | 0.9858 | 0.6429 | 0.9858 | 0.9929 |
| No log | 12.9474 | 492 | 0.9541 | 0.6 | 0.9541 | 0.9768 |
| No log | 13.0 | 494 | 0.9144 | 0.6364 | 0.9144 | 0.9562 |
| No log | 13.0526 | 496 | 0.8930 | 0.6667 | 0.8930 | 0.9450 |
| No log | 13.1053 | 498 | 0.9356 | 0.6711 | 0.9356 | 0.9673 |
| 0.417 | 13.1579 | 500 | 1.0447 | 0.5926 | 1.0447 | 1.0221 |
| 0.417 | 13.2105 | 502 | 0.9793 | 0.6506 | 0.9793 | 0.9896 |
| 0.417 | 13.2632 | 504 | 0.8451 | 0.7143 | 0.8451 | 0.9193 |
| 0.417 | 13.3158 | 506 | 0.8116 | 0.7215 | 0.8116 | 0.9009 |
| 0.417 | 13.3684 | 508 | 0.8059 | 0.7484 | 0.8059 | 0.8977 |
| 0.417 | 13.4211 | 510 | 0.8263 | 0.7785 | 0.8263 | 0.9090 |
| 0.417 | 13.4737 | 512 | 0.8212 | 0.7815 | 0.8212 | 0.9062 |
| 0.417 | 13.5263 | 514 | 0.8031 | 0.7465 | 0.8031 | 0.8961 |
| 0.417 | 13.5789 | 516 | 0.7722 | 0.7586 | 0.7722 | 0.8787 |
| 0.417 | 13.6316 | 518 | 0.7454 | 0.7895 | 0.7454 | 0.8634 |
| 0.417 | 13.6842 | 520 | 0.8142 | 0.6957 | 0.8142 | 0.9023 |
| 0.417 | 13.7368 | 522 | 0.8429 | 0.6748 | 0.8429 | 0.9181 |
| 0.417 | 13.7895 | 524 | 0.7690 | 0.7407 | 0.7690 | 0.8769 |
| 0.417 | 13.8421 | 526 | 0.7117 | 0.7531 | 0.7117 | 0.8436 |
| 0.417 | 13.8947 | 528 | 0.7208 | 0.7703 | 0.7208 | 0.8490 |
| 0.417 | 13.9474 | 530 | 0.7718 | 0.7534 | 0.7718 | 0.8785 |
| 0.417 | 14.0 | 532 | 0.8276 | 0.7092 | 0.8276 | 0.9097 |
| 0.417 | 14.0526 | 534 | 0.8468 | 0.7092 | 0.8468 | 0.9202 |
| 0.417 | 14.1053 | 536 | 0.8372 | 0.7143 | 0.8372 | 0.9150 |
| 0.417 | 14.1579 | 538 | 0.8126 | 0.7143 | 0.8126 | 0.9014 |
| 0.417 | 14.2105 | 540 | 0.7905 | 0.7619 | 0.7905 | 0.8891 |
| 0.417 | 14.2632 | 542 | 0.8112 | 0.7436 | 0.8112 | 0.9007 |
| 0.417 | 14.3158 | 544 | 0.8559 | 0.7059 | 0.8559 | 0.9251 |
| 0.417 | 14.3684 | 546 | 0.8683 | 0.6980 | 0.8683 | 0.9318 |
| 0.417 | 14.4211 | 548 | 0.8732 | 0.6944 | 0.8732 | 0.9345 |
| 0.417 | 14.4737 | 550 | 0.8910 | 0.7092 | 0.8910 | 0.9439 |
| 0.417 | 14.5263 | 552 | 0.9224 | 0.6479 | 0.9224 | 0.9604 |
| 0.417 | 14.5789 | 554 | 0.9057 | 0.6803 | 0.9057 | 0.9517 |
| 0.417 | 14.6316 | 556 | 0.8615 | 0.6980 | 0.8615 | 0.9281 |
| 0.417 | 14.6842 | 558 | 0.7941 | 0.7632 | 0.7941 | 0.8911 |
| 0.417 | 14.7368 | 560 | 0.7998 | 0.7355 | 0.7998 | 0.8943 |
| 0.417 | 14.7895 | 562 | 0.9379 | 0.6860 | 0.9379 | 0.9684 |
| 0.417 | 14.8421 | 564 | 1.2115 | 0.5876 | 1.2115 | 1.1007 |
| 0.417 | 14.8947 | 566 | 1.2633 | 0.5763 | 1.2633 | 1.1240 |
| 0.417 | 14.9474 | 568 | 1.1356 | 0.5930 | 1.1356 | 1.0657 |
| 0.417 | 15.0 | 570 | 0.9641 | 0.6746 | 0.9641 | 0.9819 |
| 0.417 | 15.0526 | 572 | 0.8064 | 0.7516 | 0.8064 | 0.8980 |
| 0.417 | 15.1053 | 574 | 0.7730 | 0.7484 | 0.7730 | 0.8792 |
| 0.417 | 15.1579 | 576 | 0.7951 | 0.7516 | 0.7951 | 0.8917 |
| 0.417 | 15.2105 | 578 | 0.9696 | 0.6541 | 0.9696 | 0.9847 |
| 0.417 | 15.2632 | 580 | 1.0998 | 0.5823 | 1.0998 | 1.0487 |
| 0.417 | 15.3158 | 582 | 1.0195 | 0.5823 | 1.0195 | 1.0097 |
| 0.417 | 15.3684 | 584 | 0.8540 | 0.7081 | 0.8540 | 0.9241 |
| 0.417 | 15.4211 | 586 | 0.7625 | 0.7284 | 0.7625 | 0.8732 |
| 0.417 | 15.4737 | 588 | 0.7192 | 0.7375 | 0.7192 | 0.8481 |
| 0.417 | 15.5263 | 590 | 0.7010 | 0.7375 | 0.7010 | 0.8373 |
| 0.417 | 15.5789 | 592 | 0.6702 | 0.7778 | 0.6702 | 0.8186 |
| 0.417 | 15.6316 | 594 | 0.6570 | 0.7811 | 0.6570 | 0.8105 |
| 0.417 | 15.6842 | 596 | 0.6732 | 0.7654 | 0.6732 | 0.8205 |
| 0.417 | 15.7368 | 598 | 0.7660 | 0.7152 | 0.7660 | 0.8752 |
| 0.417 | 15.7895 | 600 | 0.8412 | 0.6829 | 0.8412 | 0.9171 |
| 0.417 | 15.8421 | 602 | 0.8435 | 0.7108 | 0.8435 | 0.9184 |
| 0.417 | 15.8947 | 604 | 0.8207 | 0.7305 | 0.8207 | 0.9059 |
| 0.417 | 15.9474 | 606 | 0.7047 | 0.7407 | 0.7047 | 0.8395 |
| 0.417 | 16.0 | 608 | 0.6867 | 0.7296 | 0.6867 | 0.8287 |
| 0.417 | 16.0526 | 610 | 0.7239 | 0.7296 | 0.7239 | 0.8508 |
| 0.417 | 16.1053 | 612 | 0.7082 | 0.7355 | 0.7082 | 0.8416 |
| 0.417 | 16.1579 | 614 | 0.7065 | 0.7355 | 0.7065 | 0.8405 |
| 0.417 | 16.2105 | 616 | 0.6985 | 0.7785 | 0.6985 | 0.8358 |
| 0.417 | 16.2632 | 618 | 0.7019 | 0.7785 | 0.7019 | 0.8378 |
| 0.417 | 16.3158 | 620 | 0.7367 | 0.7586 | 0.7367 | 0.8583 |
| 0.417 | 16.3684 | 622 | 0.7419 | 0.7703 | 0.7419 | 0.8613 |
| 0.417 | 16.4211 | 624 | 0.7182 | 0.7613 | 0.7182 | 0.8475 |
| 0.417 | 16.4737 | 626 | 0.6899 | 0.7607 | 0.6899 | 0.8306 |
| 0.417 | 16.5263 | 628 | 0.6819 | 0.7784 | 0.6819 | 0.8258 |
| 0.417 | 16.5789 | 630 | 0.6964 | 0.7647 | 0.6964 | 0.8345 |
| 0.417 | 16.6316 | 632 | 0.7210 | 0.7647 | 0.7210 | 0.8491 |
| 0.417 | 16.6842 | 634 | 0.7378 | 0.7711 | 0.7378 | 0.8589 |
| 0.417 | 16.7368 | 636 | 0.7317 | 0.7711 | 0.7317 | 0.8554 |
| 0.417 | 16.7895 | 638 | 0.7185 | 0.7853 | 0.7185 | 0.8476 |
| 0.417 | 16.8421 | 640 | 0.7155 | 0.7805 | 0.7155 | 0.8459 |
| 0.417 | 16.8947 | 642 | 0.7367 | 0.7683 | 0.7367 | 0.8583 |
| 0.417 | 16.9474 | 644 | 0.7887 | 0.7683 | 0.7887 | 0.8881 |
| 0.417 | 17.0 | 646 | 0.7553 | 0.7683 | 0.7553 | 0.8691 |
| 0.417 | 17.0526 | 648 | 0.7901 | 0.7683 | 0.7901 | 0.8889 |
| 0.417 | 17.1053 | 650 | 0.9373 | 0.6514 | 0.9373 | 0.9681 |
| 0.417 | 17.1579 | 652 | 0.9121 | 0.6628 | 0.9121 | 0.9551 |
| 0.417 | 17.2105 | 654 | 0.7650 | 0.75 | 0.7650 | 0.8747 |
| 0.417 | 17.2632 | 656 | 0.6756 | 0.7867 | 0.6756 | 0.8220 |
| 0.417 | 17.3158 | 658 | 0.6771 | 0.7413 | 0.6771 | 0.8228 |
| 0.417 | 17.3684 | 660 | 0.7087 | 0.7413 | 0.7087 | 0.8418 |
| 0.417 | 17.4211 | 662 | 0.7562 | 0.7286 | 0.7562 | 0.8696 |
| 0.417 | 17.4737 | 664 | 0.7824 | 0.7397 | 0.7824 | 0.8846 |
| 0.417 | 17.5263 | 666 | 0.7674 | 0.7517 | 0.7674 | 0.8760 |
| 0.417 | 17.5789 | 668 | 0.7318 | 0.7771 | 0.7318 | 0.8554 |
| 0.417 | 17.6316 | 670 | 0.7122 | 0.7673 | 0.7122 | 0.8439 |
| 0.417 | 17.6842 | 672 | 0.6991 | 0.7826 | 0.6991 | 0.8361 |
| 0.417 | 17.7368 | 674 | 0.6926 | 0.7673 | 0.6926 | 0.8322 |
| 0.417 | 17.7895 | 676 | 0.6923 | 0.7590 | 0.6923 | 0.8320 |
| 0.417 | 17.8421 | 678 | 0.7192 | 0.7738 | 0.7192 | 0.8480 |
| 0.417 | 17.8947 | 680 | 0.7475 | 0.7590 | 0.7475 | 0.8646 |
| 0.417 | 17.9474 | 682 | 0.7375 | 0.7654 | 0.7375 | 0.8588 |
| 0.417 | 18.0 | 684 | 0.7211 | 0.7547 | 0.7211 | 0.8492 |
| 0.417 | 18.0526 | 686 | 0.7378 | 0.7342 | 0.7378 | 0.8590 |
| 0.417 | 18.1053 | 688 | 0.7484 | 0.7261 | 0.7484 | 0.8651 |
| 0.417 | 18.1579 | 690 | 0.7411 | 0.7484 | 0.7411 | 0.8609 |
| 0.417 | 18.2105 | 692 | 0.7287 | 0.7484 | 0.7287 | 0.8537 |
| 0.417 | 18.2632 | 694 | 0.7195 | 0.7342 | 0.7195 | 0.8483 |
| 0.417 | 18.3158 | 696 | 0.6862 | 0.7484 | 0.6862 | 0.8284 |
| 0.417 | 18.3684 | 698 | 0.6931 | 0.7763 | 0.6931 | 0.8325 |
| 0.417 | 18.4211 | 700 | 0.7136 | 0.7785 | 0.7136 | 0.8447 |
| 0.417 | 18.4737 | 702 | 0.7424 | 0.7483 | 0.7424 | 0.8616 |
| 0.417 | 18.5263 | 704 | 0.8045 | 0.7114 | 0.8045 | 0.8969 |
| 0.417 | 18.5789 | 706 | 0.8365 | 0.6944 | 0.8365 | 0.9146 |
| 0.417 | 18.6316 | 708 | 0.8437 | 0.6571 | 0.8437 | 0.9186 |
| 0.417 | 18.6842 | 710 | 0.8122 | 0.6763 | 0.8122 | 0.9012 |
| 0.417 | 18.7368 | 712 | 0.7792 | 0.7101 | 0.7792 | 0.8827 |
| 0.417 | 18.7895 | 714 | 0.7325 | 0.7482 | 0.7325 | 0.8558 |
| 0.417 | 18.8421 | 716 | 0.7144 | 0.7518 | 0.7144 | 0.8452 |
| 0.417 | 18.8947 | 718 | 0.7097 | 0.7552 | 0.7097 | 0.8424 |
| 0.417 | 18.9474 | 720 | 0.7615 | 0.7417 | 0.7615 | 0.8726 |
| 0.417 | 19.0 | 722 | 0.8276 | 0.6623 | 0.8276 | 0.9097 |
| 0.417 | 19.0526 | 724 | 0.8207 | 0.6713 | 0.8207 | 0.9059 |
| 0.417 | 19.1053 | 726 | 0.8007 | 0.7194 | 0.8007 | 0.8948 |
| 0.417 | 19.1579 | 728 | 0.7878 | 0.7286 | 0.7878 | 0.8876 |
| 0.417 | 19.2105 | 730 | 0.7921 | 0.7246 | 0.7921 | 0.8900 |
| 0.417 | 19.2632 | 732 | 0.7706 | 0.7246 | 0.7706 | 0.8778 |
| 0.417 | 19.3158 | 734 | 0.7608 | 0.7246 | 0.7608 | 0.8722 |
| 0.417 | 19.3684 | 736 | 0.7490 | 0.7183 | 0.7490 | 0.8655 |
| 0.417 | 19.4211 | 738 | 0.7575 | 0.7484 | 0.7575 | 0.8704 |
| 0.417 | 19.4737 | 740 | 0.8053 | 0.7081 | 0.8053 | 0.8974 |
| 0.417 | 19.5263 | 742 | 0.9212 | 0.6871 | 0.9212 | 0.9598 |
| 0.417 | 19.5789 | 744 | 0.9805 | 0.6296 | 0.9805 | 0.9902 |
| 0.417 | 19.6316 | 746 | 0.9709 | 0.6082 | 0.9709 | 0.9853 |
| 0.417 | 19.6842 | 748 | 0.9047 | 0.7108 | 0.9047 | 0.9512 |
| 0.417 | 19.7368 | 750 | 0.8229 | 0.7381 | 0.8229 | 0.9071 |
| 0.417 | 19.7895 | 752 | 0.7339 | 0.7470 | 0.7339 | 0.8567 |
| 0.417 | 19.8421 | 754 | 0.7199 | 0.7947 | 0.7199 | 0.8484 |
| 0.417 | 19.8947 | 756 | 0.7408 | 0.7763 | 0.7408 | 0.8607 |
| 0.417 | 19.9474 | 758 | 0.7592 | 0.7947 | 0.7592 | 0.8713 |
| 0.417 | 20.0 | 760 | 0.7770 | 0.7898 | 0.7770 | 0.8815 |
| 0.417 | 20.0526 | 762 | 0.7897 | 0.7898 | 0.7897 | 0.8886 |
| 0.417 | 20.1053 | 764 | 0.8017 | 0.7470 | 0.8017 | 0.8954 |
| 0.417 | 20.1579 | 766 | 0.8065 | 0.7439 | 0.8065 | 0.8981 |
| 0.417 | 20.2105 | 768 | 0.8317 | 0.7394 | 0.8317 | 0.9119 |
| 0.417 | 20.2632 | 770 | 0.8604 | 0.6795 | 0.8605 | 0.9276 |
| 0.417 | 20.3158 | 772 | 0.9361 | 0.6410 | 0.9361 | 0.9675 |
| 0.417 | 20.3684 | 774 | 1.0696 | 0.5548 | 1.0696 | 1.0342 |
| 0.417 | 20.4211 | 776 | 1.1751 | 0.5316 | 1.1751 | 1.0840 |
| 0.417 | 20.4737 | 778 | 1.1566 | 0.5419 | 1.1566 | 1.0754 |
| 0.417 | 20.5263 | 780 | 1.0349 | 0.5931 | 1.0349 | 1.0173 |
| 0.417 | 20.5789 | 782 | 0.9658 | 0.6241 | 0.9658 | 0.9828 |
| 0.417 | 20.6316 | 784 | 0.8861 | 0.6667 | 0.8861 | 0.9414 |
| 0.417 | 20.6842 | 786 | 0.8529 | 0.6815 | 0.8529 | 0.9235 |
| 0.417 | 20.7368 | 788 | 0.8530 | 0.7153 | 0.8530 | 0.9236 |
| 0.417 | 20.7895 | 790 | 0.8890 | 0.7114 | 0.8890 | 0.9429 |
| 0.417 | 20.8421 | 792 | 0.9255 | 0.6923 | 0.9255 | 0.9620 |
| 0.417 | 20.8947 | 794 | 1.0345 | 0.5696 | 1.0345 | 1.0171 |
| 0.417 | 20.9474 | 796 | 1.1175 | 0.5385 | 1.1175 | 1.0571 |
| 0.417 | 21.0 | 798 | 1.0877 | 0.5526 | 1.0877 | 1.0429 |
| 0.417 | 21.0526 | 800 | 0.9815 | 0.5931 | 0.9815 | 0.9907 |
| 0.417 | 21.1053 | 802 | 0.9256 | 0.6861 | 0.9256 | 0.9621 |
| 0.417 | 21.1579 | 804 | 0.9237 | 0.6466 | 0.9237 | 0.9611 |
| 0.417 | 21.2105 | 806 | 0.9423 | 0.6466 | 0.9423 | 0.9707 |
| 0.417 | 21.2632 | 808 | 0.9913 | 0.5942 | 0.9913 | 0.9957 |
| 0.417 | 21.3158 | 810 | 1.0625 | 0.5417 | 1.0625 | 1.0308 |
| 0.417 | 21.3684 | 812 | 1.0913 | 0.5658 | 1.0913 | 1.0446 |
| 0.417 | 21.4211 | 814 | 1.0477 | 0.5658 | 1.0477 | 1.0236 |
| 0.417 | 21.4737 | 816 | 0.9465 | 0.6582 | 0.9465 | 0.9729 |
| 0.417 | 21.5263 | 818 | 0.8470 | 0.7089 | 0.8470 | 0.9203 |
| 0.417 | 21.5789 | 820 | 0.7933 | 0.7432 | 0.7933 | 0.8907 |
| 0.417 | 21.6316 | 822 | 0.7829 | 0.7432 | 0.7829 | 0.8848 |
| 0.417 | 21.6842 | 824 | 0.7945 | 0.7403 | 0.7945 | 0.8914 |
| 0.417 | 21.7368 | 826 | 0.8125 | 0.7403 | 0.8125 | 0.9014 |
| 0.417 | 21.7895 | 828 | 0.8184 | 0.7403 | 0.8184 | 0.9046 |
| 0.417 | 21.8421 | 830 | 0.8207 | 0.7361 | 0.8207 | 0.9059 |
| 0.417 | 21.8947 | 832 | 0.8205 | 0.7361 | 0.8205 | 0.9058 |
| 0.417 | 21.9474 | 834 | 0.8194 | 0.7361 | 0.8194 | 0.9052 |
| 0.417 | 22.0 | 836 | 0.8205 | 0.7361 | 0.8205 | 0.9058 |
| 0.417 | 22.0526 | 838 | 0.8272 | 0.7194 | 0.8272 | 0.9095 |
| 0.417 | 22.1053 | 840 | 0.8613 | 0.7092 | 0.8613 | 0.9281 |
| 0.417 | 22.1579 | 842 | 0.9323 | 0.6259 | 0.9323 | 0.9656 |
| 0.417 | 22.2105 | 844 | 0.9492 | 0.6069 | 0.9492 | 0.9743 |
| 0.417 | 22.2632 | 846 | 0.9703 | 0.5833 | 0.9703 | 0.9850 |
| 0.417 | 22.3158 | 848 | 0.9697 | 0.6093 | 0.9697 | 0.9847 |
| 0.417 | 22.3684 | 850 | 0.9335 | 0.6536 | 0.9335 | 0.9662 |
| 0.417 | 22.4211 | 852 | 0.9232 | 0.6624 | 0.9232 | 0.9608 |
| 0.417 | 22.4737 | 854 | 0.8999 | 0.6918 | 0.8999 | 0.9487 |
| 0.417 | 22.5263 | 856 | 0.8988 | 0.6918 | 0.8988 | 0.9481 |
| 0.417 | 22.5789 | 858 | 0.8419 | 0.7 | 0.8419 | 0.9175 |
| 0.417 | 22.6316 | 860 | 0.8192 | 0.7 | 0.8192 | 0.9051 |
| 0.417 | 22.6842 | 862 | 0.7961 | 0.7006 | 0.7961 | 0.8922 |
| 0.417 | 22.7368 | 864 | 0.7818 | 0.7347 | 0.7818 | 0.8842 |
| 0.417 | 22.7895 | 866 | 0.7842 | 0.7376 | 0.7842 | 0.8855 |
| 0.417 | 22.8421 | 868 | 0.7921 | 0.7376 | 0.7921 | 0.8900 |
| 0.417 | 22.8947 | 870 | 0.8028 | 0.7376 | 0.8028 | 0.8960 |
| 0.417 | 22.9474 | 872 | 0.7815 | 0.7376 | 0.7815 | 0.8840 |
| 0.417 | 23.0 | 874 | 0.7725 | 0.75 | 0.7725 | 0.8789 |
| 0.417 | 23.0526 | 876 | 0.7923 | 0.7451 | 0.7923 | 0.8901 |
| 0.417 | 23.1053 | 878 | 0.8086 | 0.7 | 0.8086 | 0.8992 |
| 0.417 | 23.1579 | 880 | 0.8741 | 0.6875 | 0.8741 | 0.9349 |
| 0.417 | 23.2105 | 882 | 0.9854 | 0.6369 | 0.9854 | 0.9927 |
| 0.417 | 23.2632 | 884 | 0.9865 | 0.6410 | 0.9865 | 0.9932 |
| 0.417 | 23.3158 | 886 | 0.9181 | 0.6538 | 0.9181 | 0.9582 |
| 0.417 | 23.3684 | 888 | 0.7974 | 0.7006 | 0.7974 | 0.8930 |
| 0.417 | 23.4211 | 890 | 0.7560 | 0.7517 | 0.7560 | 0.8695 |
| 0.417 | 23.4737 | 892 | 0.7668 | 0.7517 | 0.7668 | 0.8757 |
| 0.417 | 23.5263 | 894 | 0.7732 | 0.7517 | 0.7732 | 0.8793 |
| 0.417 | 23.5789 | 896 | 0.8156 | 0.7215 | 0.8156 | 0.9031 |
| 0.417 | 23.6316 | 898 | 0.8440 | 0.6923 | 0.8440 | 0.9187 |
| 0.417 | 23.6842 | 900 | 0.8953 | 0.6792 | 0.8953 | 0.9462 |
| 0.417 | 23.7368 | 902 | 0.9794 | 0.6429 | 0.9794 | 0.9896 |
| 0.417 | 23.7895 | 904 | 1.0396 | 0.6207 | 1.0396 | 1.0196 |
| 0.417 | 23.8421 | 906 | 0.9819 | 0.6512 | 0.9819 | 0.9909 |
| 0.417 | 23.8947 | 908 | 0.8441 | 0.7205 | 0.8441 | 0.9188 |
| 0.417 | 23.9474 | 910 | 0.7446 | 0.7771 | 0.7446 | 0.8629 |
| 0.417 | 24.0 | 912 | 0.7528 | 0.7448 | 0.7528 | 0.8676 |
| 0.417 | 24.0526 | 914 | 0.7702 | 0.7639 | 0.7702 | 0.8776 |
| 0.417 | 24.1053 | 916 | 0.7866 | 0.7755 | 0.7866 | 0.8869 |
| 0.417 | 24.1579 | 918 | 0.7931 | 0.7297 | 0.7931 | 0.8905 |
| 0.417 | 24.2105 | 920 | 0.7820 | 0.7564 | 0.7820 | 0.8843 |
| 0.417 | 24.2632 | 922 | 0.7599 | 0.7578 | 0.7599 | 0.8717 |
| 0.417 | 24.3158 | 924 | 0.7432 | 0.7595 | 0.7432 | 0.8621 |
| 0.417 | 24.3684 | 926 | 0.7543 | 0.7763 | 0.7543 | 0.8685 |
| 0.417 | 24.4211 | 928 | 0.7718 | 0.7763 | 0.7718 | 0.8785 |
| 0.417 | 24.4737 | 930 | 0.8061 | 0.7692 | 0.8061 | 0.8978 |
| 0.417 | 24.5263 | 932 | 0.8301 | 0.7564 | 0.8301 | 0.9111 |
| 0.417 | 24.5789 | 934 | 0.8511 | 0.72 | 0.8511 | 0.9226 |
| 0.417 | 24.6316 | 936 | 0.8627 | 0.7285 | 0.8627 | 0.9288 |
| 0.417 | 24.6842 | 938 | 0.7962 | 0.75 | 0.7962 | 0.8923 |
| 0.417 | 24.7368 | 940 | 0.7641 | 0.7397 | 0.7641 | 0.8741 |
| 0.417 | 24.7895 | 942 | 0.7348 | 0.7671 | 0.7348 | 0.8572 |
| 0.417 | 24.8421 | 944 | 0.7380 | 0.7483 | 0.7380 | 0.8591 |
| 0.417 | 24.8947 | 946 | 0.7547 | 0.7234 | 0.7547 | 0.8687 |
| 0.417 | 24.9474 | 948 | 0.7685 | 0.7143 | 0.7685 | 0.8766 |
| 0.417 | 25.0 | 950 | 0.7841 | 0.7361 | 0.7841 | 0.8855 |
| 0.417 | 25.0526 | 952 | 0.8423 | 0.7042 | 0.8423 | 0.9178 |
| 0.417 | 25.1053 | 954 | 0.8587 | 0.6950 | 0.8587 | 0.9266 |
| 0.417 | 25.1579 | 956 | 0.8528 | 0.7042 | 0.8528 | 0.9235 |
| 0.417 | 25.2105 | 958 | 0.8225 | 0.7234 | 0.8225 | 0.9069 |
| 0.417 | 25.2632 | 960 | 0.8091 | 0.7246 | 0.8091 | 0.8995 |
| 0.417 | 25.3158 | 962 | 0.8108 | 0.7092 | 0.8108 | 0.9005 |
| 0.417 | 25.3684 | 964 | 0.7881 | 0.7143 | 0.7881 | 0.8877 |
| 0.417 | 25.4211 | 966 | 0.7651 | 0.75 | 0.7651 | 0.8747 |
| 0.417 | 25.4737 | 968 | 0.7718 | 0.7947 | 0.7718 | 0.8785 |
| 0.417 | 25.5263 | 970 | 0.8039 | 0.7421 | 0.8039 | 0.8966 |
| 0.417 | 25.5789 | 972 | 0.8032 | 0.7421 | 0.8032 | 0.8962 |
| 0.417 | 25.6316 | 974 | 0.7565 | 0.7792 | 0.7565 | 0.8698 |
| 0.417 | 25.6842 | 976 | 0.7306 | 0.7763 | 0.7306 | 0.8547 |
| 0.417 | 25.7368 | 978 | 0.7360 | 0.7568 | 0.7360 | 0.8579 |
| 0.417 | 25.7895 | 980 | 0.7509 | 0.7448 | 0.7509 | 0.8665 |
| 0.417 | 25.8421 | 982 | 0.7687 | 0.7639 | 0.7687 | 0.8768 |
| 0.417 | 25.8947 | 984 | 0.7746 | 0.7552 | 0.7746 | 0.8801 |
| 0.417 | 25.9474 | 986 | 0.7718 | 0.7867 | 0.7718 | 0.8785 |
| 0.417 | 26.0 | 988 | 0.7996 | 0.7421 | 0.7996 | 0.8942 |
| 0.417 | 26.0526 | 990 | 0.8537 | 0.7284 | 0.8537 | 0.9240 |
| 0.417 | 26.1053 | 992 | 0.8537 | 0.6951 | 0.8537 | 0.9240 |
| 0.417 | 26.1579 | 994 | 0.8061 | 0.7531 | 0.8061 | 0.8978 |
| 0.417 | 26.2105 | 996 | 0.7909 | 0.7785 | 0.7909 | 0.8893 |
| 0.417 | 26.2632 | 998 | 0.8104 | 0.7429 | 0.8104 | 0.9002 |
| 0.0695 | 26.3158 | 1000 | 0.8308 | 0.7429 | 0.8308 | 0.9115 |
| 0.0695 | 26.3684 | 1002 | 0.8725 | 0.6906 | 0.8725 | 0.9341 |
| 0.0695 | 26.4211 | 1004 | 0.9219 | 0.6525 | 0.9219 | 0.9602 |
| 0.0695 | 26.4737 | 1006 | 0.9298 | 0.6667 | 0.9298 | 0.9643 |
| 0.0695 | 26.5263 | 1008 | 0.8984 | 0.6533 | 0.8984 | 0.9478 |
| 0.0695 | 26.5789 | 1010 | 0.8371 | 0.7143 | 0.8371 | 0.9150 |
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_run2_AugV5_k8_task1_organization
Base model
aubmindlab/bert-base-arabertv02