--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k3_task5_organization results: [] --- # ArabicNewSplits7_FineTuningAraBERT_run2_AugV5_k3_task5_organization This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.5486 - Qwk: 0.6548 - Mse: 0.5486 - Rmse: 0.7407 ## 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 | 0.2 | 2 | 3.9504 | 0.0069 | 3.9504 | 1.9875 | | No log | 0.4 | 4 | 2.1315 | 0.0159 | 2.1315 | 1.4600 | | No log | 0.6 | 6 | 1.3299 | 0.0389 | 1.3299 | 1.1532 | | No log | 0.8 | 8 | 1.0077 | 0.2490 | 1.0077 | 1.0038 | | No log | 1.0 | 10 | 0.9895 | 0.2061 | 0.9895 | 0.9947 | | No log | 1.2 | 12 | 1.0008 | 0.2214 | 1.0008 | 1.0004 | | No log | 1.4 | 14 | 1.0395 | 0.1755 | 1.0395 | 1.0196 | | No log | 1.6 | 16 | 1.1258 | 0.1989 | 1.1258 | 1.0610 | | No log | 1.8 | 18 | 1.3289 | -0.0361 | 1.3289 | 1.1528 | | No log | 2.0 | 20 | 1.1920 | 0.1416 | 1.1920 | 1.0918 | | No log | 2.2 | 22 | 0.9889 | 0.2192 | 0.9889 | 0.9945 | | No log | 2.4 | 24 | 0.9326 | 0.3506 | 0.9326 | 0.9657 | | No log | 2.6 | 26 | 0.8953 | 0.3625 | 0.8953 | 0.9462 | | No log | 2.8 | 28 | 0.8942 | 0.3139 | 0.8942 | 0.9456 | | No log | 3.0 | 30 | 0.9177 | 0.3139 | 0.9177 | 0.9580 | | No log | 3.2 | 32 | 0.8837 | 0.3528 | 0.8837 | 0.9401 | | No log | 3.4 | 34 | 0.9134 | 0.1810 | 0.9134 | 0.9557 | | No log | 3.6 | 36 | 0.8882 | 0.2214 | 0.8882 | 0.9424 | | No log | 3.8 | 38 | 0.8834 | 0.3603 | 0.8834 | 0.9399 | | No log | 4.0 | 40 | 1.0921 | 0.3126 | 1.0921 | 1.0451 | | No log | 4.2 | 42 | 1.2559 | 0.2222 | 1.2559 | 1.1207 | | No log | 4.4 | 44 | 1.1002 | 0.3796 | 1.1002 | 1.0489 | | No log | 4.6 | 46 | 0.8046 | 0.4180 | 0.8046 | 0.8970 | | No log | 4.8 | 48 | 0.7969 | 0.5334 | 0.7969 | 0.8927 | | No log | 5.0 | 50 | 1.0705 | 0.4407 | 1.0705 | 1.0347 | | No log | 5.2 | 52 | 1.1779 | 0.2273 | 1.1779 | 1.0853 | | No log | 5.4 | 54 | 0.9951 | 0.2941 | 0.9951 | 0.9976 | | No log | 5.6 | 56 | 0.7304 | 0.6188 | 0.7304 | 0.8546 | | No log | 5.8 | 58 | 0.6531 | 0.5832 | 0.6531 | 0.8082 | | No log | 6.0 | 60 | 0.7201 | 0.5969 | 0.7201 | 0.8486 | | No log | 6.2 | 62 | 0.9135 | 0.4968 | 0.9135 | 0.9558 | | No log | 6.4 | 64 | 1.0198 | 0.3138 | 1.0198 | 1.0099 | | No log | 6.6 | 66 | 0.9873 | 0.3382 | 0.9873 | 0.9936 | | No log | 6.8 | 68 | 0.8615 | 0.5196 | 0.8615 | 0.9282 | | No log | 7.0 | 70 | 0.8124 | 0.5374 | 0.8124 | 0.9014 | | No log | 7.2 | 72 | 0.7867 | 0.5081 | 0.7867 | 0.8870 | | No log | 7.4 | 74 | 0.7667 | 0.5081 | 0.7667 | 0.8756 | | No log | 7.6 | 76 | 0.7436 | 0.5471 | 0.7436 | 0.8623 | | No log | 7.8 | 78 | 0.7655 | 0.5545 | 0.7655 | 0.8750 | | No log | 8.0 | 80 | 0.8169 | 0.5662 | 0.8169 | 0.9038 | | No log | 8.2 | 82 | 0.8385 | 0.5337 | 0.8385 | 0.9157 | | No log | 8.4 | 84 | 0.8795 | 0.5089 | 0.8795 | 0.9378 | | No log | 8.6 | 86 | 0.8312 | 0.5229 | 0.8312 | 0.9117 | | No log | 8.8 | 88 | 0.8471 | 0.5368 | 0.8471 | 0.9204 | | No log | 9.0 | 90 | 0.8338 | 0.4423 | 0.8338 | 0.9131 | | No log | 9.2 | 92 | 0.7546 | 0.4712 | 0.7546 | 0.8687 | | No log | 9.4 | 94 | 0.6683 | 0.5786 | 0.6683 | 0.8175 | | No log | 9.6 | 96 | 0.6588 | 0.5809 | 0.6588 | 0.8117 | | No log | 9.8 | 98 | 0.6669 | 0.6962 | 0.6669 | 0.8166 | | No log | 10.0 | 100 | 0.7475 | 0.5944 | 0.7475 | 0.8646 | | No log | 10.2 | 102 | 0.8675 | 0.5597 | 0.8675 | 0.9314 | | No log | 10.4 | 104 | 0.7696 | 0.5532 | 0.7696 | 0.8773 | | No log | 10.6 | 106 | 0.7252 | 0.5968 | 0.7252 | 0.8516 | | No log | 10.8 | 108 | 0.6766 | 0.6084 | 0.6766 | 0.8226 | | No log | 11.0 | 110 | 0.6547 | 0.6301 | 0.6547 | 0.8092 | | No log | 11.2 | 112 | 0.6311 | 0.6606 | 0.6311 | 0.7944 | | No log | 11.4 | 114 | 0.6388 | 0.6656 | 0.6388 | 0.7992 | | No log | 11.6 | 116 | 0.7593 | 0.6123 | 0.7593 | 0.8714 | | No log | 11.8 | 118 | 0.7555 | 0.6054 | 0.7555 | 0.8692 | | No log | 12.0 | 120 | 0.6434 | 0.6157 | 0.6434 | 0.8021 | | No log | 12.2 | 122 | 0.6230 | 0.6509 | 0.6230 | 0.7893 | | No log | 12.4 | 124 | 0.6223 | 0.6720 | 0.6223 | 0.7888 | | No log | 12.6 | 126 | 0.6296 | 0.6374 | 0.6296 | 0.7935 | | No log | 12.8 | 128 | 0.6328 | 0.6330 | 0.6328 | 0.7955 | | No log | 13.0 | 130 | 0.6723 | 0.6228 | 0.6723 | 0.8199 | | No log | 13.2 | 132 | 0.7886 | 0.4910 | 0.7886 | 0.8880 | | No log | 13.4 | 134 | 0.7987 | 0.4898 | 0.7987 | 0.8937 | | No log | 13.6 | 136 | 0.7207 | 0.6099 | 0.7207 | 0.8489 | | No log | 13.8 | 138 | 0.6563 | 0.6886 | 0.6563 | 0.8101 | | No log | 14.0 | 140 | 0.6293 | 0.6493 | 0.6293 | 0.7933 | | No log | 14.2 | 142 | 0.6124 | 0.6473 | 0.6124 | 0.7825 | | No log | 14.4 | 144 | 0.6204 | 0.6430 | 0.6204 | 0.7877 | | No log | 14.6 | 146 | 0.6758 | 0.5968 | 0.6758 | 0.8221 | | No log | 14.8 | 148 | 0.6918 | 0.5968 | 0.6918 | 0.8317 | | No log | 15.0 | 150 | 0.6415 | 0.6237 | 0.6415 | 0.8009 | | No log | 15.2 | 152 | 0.6269 | 0.5923 | 0.6269 | 0.7918 | | No log | 15.4 | 154 | 0.6332 | 0.5606 | 0.6332 | 0.7957 | | No log | 15.6 | 156 | 0.6343 | 0.6076 | 0.6343 | 0.7964 | | No log | 15.8 | 158 | 0.6280 | 0.6256 | 0.6280 | 0.7925 | | No log | 16.0 | 160 | 0.6929 | 0.6639 | 0.6929 | 0.8324 | | No log | 16.2 | 162 | 0.7153 | 0.6179 | 0.7153 | 0.8458 | | No log | 16.4 | 164 | 0.6631 | 0.6446 | 0.6631 | 0.8143 | | No log | 16.6 | 166 | 0.6384 | 0.6217 | 0.6384 | 0.7990 | | No log | 16.8 | 168 | 0.6533 | 0.5735 | 0.6533 | 0.8082 | | No log | 17.0 | 170 | 0.6631 | 0.6157 | 0.6631 | 0.8143 | | No log | 17.2 | 172 | 0.6407 | 0.6347 | 0.6407 | 0.8004 | | No log | 17.4 | 174 | 0.6053 | 0.6177 | 0.6053 | 0.7780 | | No log | 17.6 | 176 | 0.6038 | 0.6356 | 0.6038 | 0.7770 | | No log | 17.8 | 178 | 0.6816 | 0.6727 | 0.6816 | 0.8256 | | No log | 18.0 | 180 | 0.7868 | 0.5892 | 0.7868 | 0.8870 | | No log | 18.2 | 182 | 0.7536 | 0.6190 | 0.7536 | 0.8681 | | No log | 18.4 | 184 | 0.6947 | 0.6394 | 0.6947 | 0.8335 | | No log | 18.6 | 186 | 0.6773 | 0.5799 | 0.6773 | 0.8230 | | No log | 18.8 | 188 | 0.6256 | 0.6386 | 0.6256 | 0.7910 | | No log | 19.0 | 190 | 0.6751 | 0.6015 | 0.6751 | 0.8216 | | No log | 19.2 | 192 | 0.7090 | 0.5521 | 0.7090 | 0.8420 | | No log | 19.4 | 194 | 0.6817 | 0.6035 | 0.6817 | 0.8256 | | No log | 19.6 | 196 | 0.6457 | 0.6071 | 0.6457 | 0.8035 | | No log | 19.8 | 198 | 0.6240 | 0.6630 | 0.6240 | 0.7899 | | No log | 20.0 | 200 | 0.5506 | 0.6780 | 0.5506 | 0.7420 | | No log | 20.2 | 202 | 0.5440 | 0.6650 | 0.5440 | 0.7376 | | No log | 20.4 | 204 | 0.5547 | 0.7042 | 0.5547 | 0.7448 | | No log | 20.6 | 206 | 0.5995 | 0.6879 | 0.5995 | 0.7743 | | No log | 20.8 | 208 | 0.6060 | 0.6879 | 0.6060 | 0.7785 | | No log | 21.0 | 210 | 0.5602 | 0.6704 | 0.5602 | 0.7485 | | No log | 21.2 | 212 | 0.5795 | 0.5930 | 0.5795 | 0.7612 | | No log | 21.4 | 214 | 0.6057 | 0.5852 | 0.6057 | 0.7782 | | No log | 21.6 | 216 | 0.5754 | 0.6555 | 0.5754 | 0.7585 | | No log | 21.8 | 218 | 0.6267 | 0.6438 | 0.6267 | 0.7916 | | No log | 22.0 | 220 | 0.6714 | 0.6245 | 0.6714 | 0.8194 | | No log | 22.2 | 222 | 0.6434 | 0.6254 | 0.6434 | 0.8021 | | No log | 22.4 | 224 | 0.6173 | 0.6570 | 0.6173 | 0.7857 | | No log | 22.6 | 226 | 0.6012 | 0.6642 | 0.6012 | 0.7754 | | No log | 22.8 | 228 | 0.5980 | 0.6748 | 0.5980 | 0.7733 | | No log | 23.0 | 230 | 0.6210 | 0.6546 | 0.6210 | 0.7880 | | No log | 23.2 | 232 | 0.6054 | 0.6443 | 0.6054 | 0.7781 | | No log | 23.4 | 234 | 0.5752 | 0.6648 | 0.5752 | 0.7584 | | No log | 23.6 | 236 | 0.5814 | 0.6546 | 0.5814 | 0.7625 | | No log | 23.8 | 238 | 0.5756 | 0.6546 | 0.5756 | 0.7587 | | No log | 24.0 | 240 | 0.5615 | 0.6640 | 0.5615 | 0.7494 | | No log | 24.2 | 242 | 0.5473 | 0.7027 | 0.5473 | 0.7398 | | No log | 24.4 | 244 | 0.5499 | 0.6879 | 0.5499 | 0.7416 | | No log | 24.6 | 246 | 0.5697 | 0.6640 | 0.5697 | 0.7548 | | No log | 24.8 | 248 | 0.5333 | 0.7443 | 0.5333 | 0.7303 | | No log | 25.0 | 250 | 0.5228 | 0.6439 | 0.5228 | 0.7230 | | No log | 25.2 | 252 | 0.5349 | 0.6374 | 0.5349 | 0.7313 | | No log | 25.4 | 254 | 0.5601 | 0.6430 | 0.5601 | 0.7484 | | No log | 25.6 | 256 | 0.6104 | 0.6609 | 0.6104 | 0.7813 | | No log | 25.8 | 258 | 0.6121 | 0.6815 | 0.6121 | 0.7824 | | No log | 26.0 | 260 | 0.5771 | 0.6647 | 0.5771 | 0.7596 | | No log | 26.2 | 262 | 0.5702 | 0.6647 | 0.5702 | 0.7551 | | No log | 26.4 | 264 | 0.5673 | 0.6547 | 0.5673 | 0.7532 | | No log | 26.6 | 266 | 0.5608 | 0.6748 | 0.5608 | 0.7489 | | No log | 26.8 | 268 | 0.5589 | 0.6697 | 0.5589 | 0.7476 | | No log | 27.0 | 270 | 0.5554 | 0.6350 | 0.5554 | 0.7453 | | No log | 27.2 | 272 | 0.5708 | 0.6555 | 0.5708 | 0.7555 | | No log | 27.4 | 274 | 0.6740 | 0.6976 | 0.6740 | 0.8210 | | No log | 27.6 | 276 | 0.7096 | 0.6035 | 0.7096 | 0.8424 | | No log | 27.8 | 278 | 0.6468 | 0.5697 | 0.6468 | 0.8042 | | No log | 28.0 | 280 | 0.5938 | 0.6371 | 0.5938 | 0.7706 | | No log | 28.2 | 282 | 0.6135 | 0.6555 | 0.6135 | 0.7833 | | No log | 28.4 | 284 | 0.6815 | 0.6648 | 0.6815 | 0.8256 | | No log | 28.6 | 286 | 0.6589 | 0.6365 | 0.6589 | 0.8117 | | No log | 28.8 | 288 | 0.6280 | 0.6138 | 0.6280 | 0.7925 | | No log | 29.0 | 290 | 0.6100 | 0.6035 | 0.6100 | 0.7810 | | No log | 29.2 | 292 | 0.5957 | 0.6572 | 0.5957 | 0.7718 | | No log | 29.4 | 294 | 0.5981 | 0.6555 | 0.5981 | 0.7733 | | No log | 29.6 | 296 | 0.6034 | 0.6575 | 0.6034 | 0.7768 | | No log | 29.8 | 298 | 0.5928 | 0.6371 | 0.5928 | 0.7699 | | No log | 30.0 | 300 | 0.5693 | 0.6673 | 0.5693 | 0.7545 | | No log | 30.2 | 302 | 0.5890 | 0.6466 | 0.5890 | 0.7675 | | No log | 30.4 | 304 | 0.5896 | 0.6317 | 0.5896 | 0.7679 | | No log | 30.6 | 306 | 0.5869 | 0.6593 | 0.5869 | 0.7661 | | No log | 30.8 | 308 | 0.6292 | 0.6249 | 0.6292 | 0.7932 | | No log | 31.0 | 310 | 0.6778 | 0.6160 | 0.6778 | 0.8233 | | No log | 31.2 | 312 | 0.6384 | 0.6538 | 0.6384 | 0.7990 | | No log | 31.4 | 314 | 0.6047 | 0.6764 | 0.6047 | 0.7776 | | No log | 31.6 | 316 | 0.5768 | 0.6880 | 0.5768 | 0.7595 | | No log | 31.8 | 318 | 0.5733 | 0.6482 | 0.5733 | 0.7572 | | No log | 32.0 | 320 | 0.5751 | 0.6788 | 0.5751 | 0.7583 | | No log | 32.2 | 322 | 0.5840 | 0.6872 | 0.5840 | 0.7642 | | No log | 32.4 | 324 | 0.5897 | 0.7026 | 0.5897 | 0.7679 | | No log | 32.6 | 326 | 0.5948 | 0.6833 | 0.5948 | 0.7712 | | No log | 32.8 | 328 | 0.5930 | 0.6482 | 0.5930 | 0.7701 | | No log | 33.0 | 330 | 0.5988 | 0.6547 | 0.5988 | 0.7738 | | No log | 33.2 | 332 | 0.6223 | 0.6815 | 0.6223 | 0.7888 | | No log | 33.4 | 334 | 0.5977 | 0.6716 | 0.5977 | 0.7731 | | No log | 33.6 | 336 | 0.5475 | 0.6980 | 0.5475 | 0.7400 | | No log | 33.8 | 338 | 0.5345 | 0.6978 | 0.5345 | 0.7311 | | No log | 34.0 | 340 | 0.5363 | 0.6978 | 0.5363 | 0.7323 | | No log | 34.2 | 342 | 0.5475 | 0.7009 | 0.5475 | 0.7399 | | No log | 34.4 | 344 | 0.5928 | 0.6575 | 0.5928 | 0.7699 | | No log | 34.6 | 346 | 0.6482 | 0.5579 | 0.6482 | 0.8051 | | No log | 34.8 | 348 | 0.6363 | 0.5916 | 0.6363 | 0.7977 | | No log | 35.0 | 350 | 0.5702 | 0.6555 | 0.5702 | 0.7551 | | No log | 35.2 | 352 | 0.5388 | 0.7042 | 0.5388 | 0.7340 | | No log | 35.4 | 354 | 0.5374 | 0.7049 | 0.5374 | 0.7331 | | No log | 35.6 | 356 | 0.5598 | 0.6740 | 0.5598 | 0.7482 | | No log | 35.8 | 358 | 0.5921 | 0.6751 | 0.5921 | 0.7695 | | No log | 36.0 | 360 | 0.5999 | 0.6546 | 0.5999 | 0.7745 | | No log | 36.2 | 362 | 0.5705 | 0.6740 | 0.5705 | 0.7553 | | No log | 36.4 | 364 | 0.5646 | 0.6916 | 0.5646 | 0.7514 | | No log | 36.6 | 366 | 0.5940 | 0.6070 | 0.5940 | 0.7707 | | No log | 36.8 | 368 | 0.5988 | 0.6070 | 0.5988 | 0.7738 | | No log | 37.0 | 370 | 0.5812 | 0.6593 | 0.5812 | 0.7623 | | No log | 37.2 | 372 | 0.5903 | 0.6664 | 0.5903 | 0.7683 | | No log | 37.4 | 374 | 0.6112 | 0.6207 | 0.6112 | 0.7818 | | No log | 37.6 | 376 | 0.6042 | 0.6732 | 0.6042 | 0.7773 | | No log | 37.8 | 378 | 0.5929 | 0.6717 | 0.5929 | 0.7700 | | No log | 38.0 | 380 | 0.5883 | 0.6650 | 0.5883 | 0.7670 | | No log | 38.2 | 382 | 0.5944 | 0.6650 | 0.5944 | 0.7710 | | No log | 38.4 | 384 | 0.6057 | 0.6650 | 0.6057 | 0.7782 | | No log | 38.6 | 386 | 0.6221 | 0.5905 | 0.6221 | 0.7887 | | No log | 38.8 | 388 | 0.6238 | 0.5905 | 0.6238 | 0.7898 | | No log | 39.0 | 390 | 0.6137 | 0.6247 | 0.6137 | 0.7834 | | No log | 39.2 | 392 | 0.6023 | 0.6288 | 0.6023 | 0.7761 | | No log | 39.4 | 394 | 0.5956 | 0.6610 | 0.5956 | 0.7718 | | No log | 39.6 | 396 | 0.5894 | 0.6610 | 0.5894 | 0.7677 | | No log | 39.8 | 398 | 0.5842 | 0.6680 | 0.5842 | 0.7643 | | No log | 40.0 | 400 | 0.5922 | 0.6129 | 0.5922 | 0.7695 | | No log | 40.2 | 402 | 0.6049 | 0.6102 | 0.6049 | 0.7777 | | No log | 40.4 | 404 | 0.6076 | 0.5997 | 0.6076 | 0.7795 | | No log | 40.6 | 406 | 0.5828 | 0.6634 | 0.5828 | 0.7634 | | No log | 40.8 | 408 | 0.5707 | 0.6536 | 0.5707 | 0.7555 | | No log | 41.0 | 410 | 0.5738 | 0.6798 | 0.5738 | 0.7575 | | No log | 41.2 | 412 | 0.5978 | 0.6272 | 0.5978 | 0.7732 | | No log | 41.4 | 414 | 0.5873 | 0.6167 | 0.5873 | 0.7663 | | No log | 41.6 | 416 | 0.5686 | 0.6537 | 0.5686 | 0.7541 | | No log | 41.8 | 418 | 0.5723 | 0.5868 | 0.5723 | 0.7565 | | No log | 42.0 | 420 | 0.5626 | 0.6269 | 0.5626 | 0.7500 | | No log | 42.2 | 422 | 0.5524 | 0.6546 | 0.5524 | 0.7432 | | No log | 42.4 | 424 | 0.5608 | 0.6980 | 0.5608 | 0.7489 | | No log | 42.6 | 426 | 0.5987 | 0.6128 | 0.5987 | 0.7738 | | No log | 42.8 | 428 | 0.5959 | 0.6314 | 0.5959 | 0.7719 | | No log | 43.0 | 430 | 0.5780 | 0.6805 | 0.5780 | 0.7602 | | No log | 43.2 | 432 | 0.5831 | 0.6120 | 0.5831 | 0.7636 | | No log | 43.4 | 434 | 0.5820 | 0.6383 | 0.5820 | 0.7629 | | No log | 43.6 | 436 | 0.5826 | 0.6417 | 0.5826 | 0.7633 | | No log | 43.8 | 438 | 0.5928 | 0.6933 | 0.5928 | 0.7699 | | No log | 44.0 | 440 | 0.6043 | 0.6741 | 0.6043 | 0.7774 | | No log | 44.2 | 442 | 0.6071 | 0.6445 | 0.6071 | 0.7792 | | No log | 44.4 | 444 | 0.6098 | 0.6796 | 0.6098 | 0.7809 | | No log | 44.6 | 446 | 0.6041 | 0.6741 | 0.6041 | 0.7773 | | No log | 44.8 | 448 | 0.6121 | 0.6460 | 0.6121 | 0.7823 | | No log | 45.0 | 450 | 0.6126 | 0.6460 | 0.6126 | 0.7827 | | No log | 45.2 | 452 | 0.6039 | 0.6460 | 0.6039 | 0.7771 | | No log | 45.4 | 454 | 0.5909 | 0.6209 | 0.5909 | 0.7687 | | No log | 45.6 | 456 | 0.5940 | 0.6386 | 0.5940 | 0.7707 | | No log | 45.8 | 458 | 0.6159 | 0.6386 | 0.6159 | 0.7848 | | No log | 46.0 | 460 | 0.6577 | 0.5822 | 0.6577 | 0.8110 | | No log | 46.2 | 462 | 0.6778 | 0.5707 | 0.6778 | 0.8233 | | No log | 46.4 | 464 | 0.6571 | 0.5992 | 0.6571 | 0.8106 | | No log | 46.6 | 466 | 0.6330 | 0.5503 | 0.6330 | 0.7956 | | No log | 46.8 | 468 | 0.6314 | 0.5516 | 0.6314 | 0.7946 | | No log | 47.0 | 470 | 0.6215 | 0.5845 | 0.6215 | 0.7883 | | No log | 47.2 | 472 | 0.6271 | 0.5832 | 0.6271 | 0.7919 | | No log | 47.4 | 474 | 0.6639 | 0.5599 | 0.6639 | 0.8148 | | No log | 47.6 | 476 | 0.6917 | 0.6362 | 0.6917 | 0.8317 | | No log | 47.8 | 478 | 0.7027 | 0.6353 | 0.7027 | 0.8383 | | No log | 48.0 | 480 | 0.6774 | 0.6362 | 0.6774 | 0.8230 | | No log | 48.2 | 482 | 0.6184 | 0.6137 | 0.6184 | 0.7864 | | No log | 48.4 | 484 | 0.5877 | 0.6687 | 0.5877 | 0.7666 | | No log | 48.6 | 486 | 0.5925 | 0.6500 | 0.5925 | 0.7697 | | No log | 48.8 | 488 | 0.6100 | 0.6386 | 0.6100 | 0.7810 | | No log | 49.0 | 490 | 0.6290 | 0.5602 | 0.6290 | 0.7931 | | No log | 49.2 | 492 | 0.6772 | 0.5254 | 0.6772 | 0.8229 | | No log | 49.4 | 494 | 0.7450 | 0.5346 | 0.7450 | 0.8632 | | No log | 49.6 | 496 | 0.7547 | 0.5319 | 0.7547 | 0.8687 | | No log | 49.8 | 498 | 0.7141 | 0.5013 | 0.7141 | 0.8450 | | 0.2059 | 50.0 | 500 | 0.6568 | 0.5487 | 0.6568 | 0.8105 | | 0.2059 | 50.2 | 502 | 0.6093 | 0.6340 | 0.6093 | 0.7806 | | 0.2059 | 50.4 | 504 | 0.5865 | 0.7051 | 0.5865 | 0.7658 | | 0.2059 | 50.6 | 506 | 0.5786 | 0.6606 | 0.5786 | 0.7607 | | 0.2059 | 50.8 | 508 | 0.5792 | 0.6623 | 0.5792 | 0.7610 | | 0.2059 | 51.0 | 510 | 0.5988 | 0.6473 | 0.5988 | 0.7738 | | 0.2059 | 51.2 | 512 | 0.6521 | 0.6386 | 0.6521 | 0.8075 | | 0.2059 | 51.4 | 514 | 0.6776 | 0.6653 | 0.6776 | 0.8232 | | 0.2059 | 51.6 | 516 | 0.6509 | 0.6386 | 0.6509 | 0.8068 | | 0.2059 | 51.8 | 518 | 0.5932 | 0.6228 | 0.5932 | 0.7702 | | 0.2059 | 52.0 | 520 | 0.5526 | 0.7019 | 0.5526 | 0.7434 | | 0.2059 | 52.2 | 522 | 0.5549 | 0.6649 | 0.5549 | 0.7449 | | 0.2059 | 52.4 | 524 | 0.5580 | 0.6762 | 0.5580 | 0.7470 | | 0.2059 | 52.6 | 526 | 0.5524 | 0.7116 | 0.5524 | 0.7432 | | 0.2059 | 52.8 | 528 | 0.5723 | 0.6584 | 0.5723 | 0.7565 | | 0.2059 | 53.0 | 530 | 0.6323 | 0.6272 | 0.6323 | 0.7952 | | 0.2059 | 53.2 | 532 | 0.6558 | 0.5368 | 0.6558 | 0.8098 | | 0.2059 | 53.4 | 534 | 0.6433 | 0.5487 | 0.6433 | 0.8020 | | 0.2059 | 53.6 | 536 | 0.6100 | 0.5938 | 0.6100 | 0.7810 | | 0.2059 | 53.8 | 538 | 0.5879 | 0.6460 | 0.5879 | 0.7667 | | 0.2059 | 54.0 | 540 | 0.5844 | 0.6620 | 0.5844 | 0.7644 | | 0.2059 | 54.2 | 542 | 0.5752 | 0.6578 | 0.5752 | 0.7584 | | 0.2059 | 54.4 | 544 | 0.5631 | 0.6664 | 0.5631 | 0.7504 | | 0.2059 | 54.6 | 546 | 0.5641 | 0.6539 | 0.5641 | 0.7510 | | 0.2059 | 54.8 | 548 | 0.5870 | 0.6386 | 0.5870 | 0.7662 | | 0.2059 | 55.0 | 550 | 0.5951 | 0.6137 | 0.5951 | 0.7714 | | 0.2059 | 55.2 | 552 | 0.5931 | 0.6137 | 0.5931 | 0.7701 | | 0.2059 | 55.4 | 554 | 0.5814 | 0.6386 | 0.5814 | 0.7625 | | 0.2059 | 55.6 | 556 | 0.5811 | 0.6386 | 0.5811 | 0.7623 | | 0.2059 | 55.8 | 558 | 0.5862 | 0.6282 | 0.5862 | 0.7656 | | 0.2059 | 56.0 | 560 | 0.5742 | 0.6446 | 0.5742 | 0.7578 | | 0.2059 | 56.2 | 562 | 0.5738 | 0.6632 | 0.5738 | 0.7575 | | 0.2059 | 56.4 | 564 | 0.5739 | 0.6753 | 0.5739 | 0.7575 | | 0.2059 | 56.6 | 566 | 0.5731 | 0.6805 | 0.5731 | 0.7571 | | 0.2059 | 56.8 | 568 | 0.5686 | 0.6932 | 0.5686 | 0.7540 | | 0.2059 | 57.0 | 570 | 0.5664 | 0.6247 | 0.5664 | 0.7526 | | 0.2059 | 57.2 | 572 | 0.5808 | 0.6259 | 0.5808 | 0.7621 | | 0.2059 | 57.4 | 574 | 0.6040 | 0.6035 | 0.6040 | 0.7772 | | 0.2059 | 57.6 | 576 | 0.6310 | 0.5708 | 0.6310 | 0.7943 | | 0.2059 | 57.8 | 578 | 0.6235 | 0.5708 | 0.6235 | 0.7896 | | 0.2059 | 58.0 | 580 | 0.5995 | 0.6035 | 0.5995 | 0.7743 | | 0.2059 | 58.2 | 582 | 0.5820 | 0.6282 | 0.5820 | 0.7629 | | 0.2059 | 58.4 | 584 | 0.5743 | 0.6386 | 0.5743 | 0.7579 | | 0.2059 | 58.6 | 586 | 0.5754 | 0.6386 | 0.5754 | 0.7585 | | 0.2059 | 58.8 | 588 | 0.5666 | 0.6386 | 0.5666 | 0.7527 | | 0.2059 | 59.0 | 590 | 0.5577 | 0.6386 | 0.5577 | 0.7468 | | 0.2059 | 59.2 | 592 | 0.5692 | 0.6282 | 0.5692 | 0.7545 | | 0.2059 | 59.4 | 594 | 0.5873 | 0.6035 | 0.5873 | 0.7664 | | 0.2059 | 59.6 | 596 | 0.5853 | 0.6282 | 0.5853 | 0.7651 | | 0.2059 | 59.8 | 598 | 0.5625 | 0.6282 | 0.5625 | 0.7500 | | 0.2059 | 60.0 | 600 | 0.5391 | 0.6528 | 0.5391 | 0.7342 | | 0.2059 | 60.2 | 602 | 0.5381 | 0.6796 | 0.5381 | 0.7335 | | 0.2059 | 60.4 | 604 | 0.5416 | 0.6424 | 0.5416 | 0.7359 | | 0.2059 | 60.6 | 606 | 0.5552 | 0.6396 | 0.5552 | 0.7451 | | 0.2059 | 60.8 | 608 | 0.5836 | 0.6282 | 0.5836 | 0.7640 | | 0.2059 | 61.0 | 610 | 0.6079 | 0.6035 | 0.6079 | 0.7797 | | 0.2059 | 61.2 | 612 | 0.6165 | 0.6035 | 0.6165 | 0.7852 | | 0.2059 | 61.4 | 614 | 0.6226 | 0.6035 | 0.6226 | 0.7891 | | 0.2059 | 61.6 | 616 | 0.6070 | 0.6018 | 0.6070 | 0.7791 | | 0.2059 | 61.8 | 618 | 0.5831 | 0.6206 | 0.5831 | 0.7636 | | 0.2059 | 62.0 | 620 | 0.5703 | 0.6206 | 0.5703 | 0.7552 | | 0.2059 | 62.2 | 622 | 0.5655 | 0.6439 | 0.5655 | 0.7520 | | 0.2059 | 62.4 | 624 | 0.5615 | 0.6439 | 0.5615 | 0.7494 | | 0.2059 | 62.6 | 626 | 0.5585 | 0.6464 | 0.5585 | 0.7473 | | 0.2059 | 62.8 | 628 | 0.5618 | 0.6764 | 0.5618 | 0.7495 | | 0.2059 | 63.0 | 630 | 0.5714 | 0.6396 | 0.5714 | 0.7559 | | 0.2059 | 63.2 | 632 | 0.5836 | 0.6282 | 0.5836 | 0.7640 | | 0.2059 | 63.4 | 634 | 0.5965 | 0.6386 | 0.5965 | 0.7724 | | 0.2059 | 63.6 | 636 | 0.6131 | 0.6386 | 0.6131 | 0.7830 | | 0.2059 | 63.8 | 638 | 0.6197 | 0.6272 | 0.6197 | 0.7872 | | 0.2059 | 64.0 | 640 | 0.6141 | 0.6272 | 0.6141 | 0.7836 | | 0.2059 | 64.2 | 642 | 0.6017 | 0.6386 | 0.6017 | 0.7757 | | 0.2059 | 64.4 | 644 | 0.5811 | 0.6500 | 0.5811 | 0.7623 | | 0.2059 | 64.6 | 646 | 0.5635 | 0.6500 | 0.5635 | 0.7507 | | 0.2059 | 64.8 | 648 | 0.5486 | 0.6578 | 0.5486 | 0.7407 | | 0.2059 | 65.0 | 650 | 0.5459 | 0.6578 | 0.5459 | 0.7389 | | 0.2059 | 65.2 | 652 | 0.5512 | 0.6578 | 0.5512 | 0.7424 | | 0.2059 | 65.4 | 654 | 0.5515 | 0.6578 | 0.5515 | 0.7426 | | 0.2059 | 65.6 | 656 | 0.5535 | 0.6771 | 0.5535 | 0.7440 | | 0.2059 | 65.8 | 658 | 0.5531 | 0.6664 | 0.5531 | 0.7437 | | 0.2059 | 66.0 | 660 | 0.5552 | 0.6764 | 0.5552 | 0.7451 | | 0.2059 | 66.2 | 662 | 0.5681 | 0.6473 | 0.5681 | 0.7537 | | 0.2059 | 66.4 | 664 | 0.5687 | 0.6228 | 0.5687 | 0.7541 | | 0.2059 | 66.6 | 666 | 0.5589 | 0.6473 | 0.5589 | 0.7476 | | 0.2059 | 66.8 | 668 | 0.5393 | 0.6764 | 0.5393 | 0.7344 | | 0.2059 | 67.0 | 670 | 0.5271 | 0.6704 | 0.5271 | 0.7260 | | 0.2059 | 67.2 | 672 | 0.5214 | 0.7074 | 0.5214 | 0.7221 | | 0.2059 | 67.4 | 674 | 0.5187 | 0.7026 | 0.5187 | 0.7202 | | 0.2059 | 67.6 | 676 | 0.5210 | 0.6980 | 0.5210 | 0.7218 | | 0.2059 | 67.8 | 678 | 0.5344 | 0.6519 | 0.5344 | 0.7310 | | 0.2059 | 68.0 | 680 | 0.5566 | 0.6511 | 0.5566 | 0.7461 | | 0.2059 | 68.2 | 682 | 0.5670 | 0.6218 | 0.5670 | 0.7530 | | 0.2059 | 68.4 | 684 | 0.5619 | 0.6035 | 0.5619 | 0.7496 | | 0.2059 | 68.6 | 686 | 0.5541 | 0.6396 | 0.5541 | 0.7444 | | 0.2059 | 68.8 | 688 | 0.5526 | 0.6396 | 0.5526 | 0.7434 | | 0.2059 | 69.0 | 690 | 0.5446 | 0.6432 | 0.5446 | 0.7380 | | 0.2059 | 69.2 | 692 | 0.5380 | 0.6894 | 0.5380 | 0.7335 | | 0.2059 | 69.4 | 694 | 0.5380 | 0.6806 | 0.5380 | 0.7335 | | 0.2059 | 69.6 | 696 | 0.5416 | 0.6764 | 0.5416 | 0.7359 | | 0.2059 | 69.8 | 698 | 0.5558 | 0.6337 | 0.5558 | 0.7455 | | 0.2059 | 70.0 | 700 | 0.5638 | 0.6519 | 0.5638 | 0.7509 | | 0.2059 | 70.2 | 702 | 0.5677 | 0.6685 | 0.5677 | 0.7535 | | 0.2059 | 70.4 | 704 | 0.5694 | 0.6519 | 0.5694 | 0.7546 | | 0.2059 | 70.6 | 706 | 0.5681 | 0.6337 | 0.5681 | 0.7537 | | 0.2059 | 70.8 | 708 | 0.5621 | 0.6337 | 0.5621 | 0.7497 | | 0.2059 | 71.0 | 710 | 0.5567 | 0.6584 | 0.5567 | 0.7461 | | 0.2059 | 71.2 | 712 | 0.5515 | 0.6623 | 0.5515 | 0.7426 | | 0.2059 | 71.4 | 714 | 0.5415 | 0.6557 | 0.5415 | 0.7359 | | 0.2059 | 71.6 | 716 | 0.5376 | 0.7074 | 0.5376 | 0.7332 | | 0.2059 | 71.8 | 718 | 0.5322 | 0.7074 | 0.5322 | 0.7295 | | 0.2059 | 72.0 | 720 | 0.5269 | 0.6970 | 0.5269 | 0.7259 | | 0.2059 | 72.2 | 722 | 0.5236 | 0.7082 | 0.5236 | 0.7236 | | 0.2059 | 72.4 | 724 | 0.5216 | 0.7082 | 0.5216 | 0.7222 | | 0.2059 | 72.6 | 726 | 0.5200 | 0.6988 | 0.5200 | 0.7211 | | 0.2059 | 72.8 | 728 | 0.5248 | 0.6732 | 0.5248 | 0.7244 | | 0.2059 | 73.0 | 730 | 0.5282 | 0.6732 | 0.5282 | 0.7268 | | 0.2059 | 73.2 | 732 | 0.5276 | 0.6980 | 0.5276 | 0.7264 | | 0.2059 | 73.4 | 734 | 0.5259 | 0.6980 | 0.5259 | 0.7252 | | 0.2059 | 73.6 | 736 | 0.5318 | 0.6806 | 0.5318 | 0.7292 | | 0.2059 | 73.8 | 738 | 0.5388 | 0.6806 | 0.5388 | 0.7340 | | 0.2059 | 74.0 | 740 | 0.5475 | 0.6291 | 0.5475 | 0.7400 | | 0.2059 | 74.2 | 742 | 0.5585 | 0.6147 | 0.5585 | 0.7473 | | 0.2059 | 74.4 | 744 | 0.5710 | 0.6147 | 0.5710 | 0.7557 | | 0.2059 | 74.6 | 746 | 0.5790 | 0.6035 | 0.5790 | 0.7609 | | 0.2059 | 74.8 | 748 | 0.5847 | 0.6035 | 0.5847 | 0.7647 | | 0.2059 | 75.0 | 750 | 0.5845 | 0.6035 | 0.5845 | 0.7645 | | 0.2059 | 75.2 | 752 | 0.5922 | 0.6118 | 0.5922 | 0.7695 | | 0.2059 | 75.4 | 754 | 0.5980 | 0.6485 | 0.5980 | 0.7733 | | 0.2059 | 75.6 | 756 | 0.6106 | 0.6906 | 0.6106 | 0.7814 | | 0.2059 | 75.8 | 758 | 0.6107 | 0.6914 | 0.6107 | 0.7815 | | 0.2059 | 76.0 | 760 | 0.6024 | 0.6664 | 0.6024 | 0.7762 | | 0.2059 | 76.2 | 762 | 0.5974 | 0.6215 | 0.5974 | 0.7729 | | 0.2059 | 76.4 | 764 | 0.5945 | 0.6518 | 0.5945 | 0.7711 | | 0.2059 | 76.6 | 766 | 0.5951 | 0.6518 | 0.5951 | 0.7714 | | 0.2059 | 76.8 | 768 | 0.5899 | 0.6423 | 0.5899 | 0.7680 | | 0.2059 | 77.0 | 770 | 0.5837 | 0.6659 | 0.5837 | 0.7640 | | 0.2059 | 77.2 | 772 | 0.5769 | 0.6697 | 0.5769 | 0.7595 | | 0.2059 | 77.4 | 774 | 0.5667 | 0.6697 | 0.5667 | 0.7528 | | 0.2059 | 77.6 | 776 | 0.5607 | 0.7049 | 0.5607 | 0.7488 | | 0.2059 | 77.8 | 778 | 0.5591 | 0.7189 | 0.5591 | 0.7477 | | 0.2059 | 78.0 | 780 | 0.5590 | 0.6872 | 0.5590 | 0.7476 | | 0.2059 | 78.2 | 782 | 0.5580 | 0.6396 | 0.5580 | 0.7470 | | 0.2059 | 78.4 | 784 | 0.5554 | 0.6396 | 0.5554 | 0.7452 | | 0.2059 | 78.6 | 786 | 0.5509 | 0.6432 | 0.5509 | 0.7422 | | 0.2059 | 78.8 | 788 | 0.5451 | 0.6771 | 0.5451 | 0.7383 | | 0.2059 | 79.0 | 790 | 0.5418 | 0.6954 | 0.5418 | 0.7361 | | 0.2059 | 79.2 | 792 | 0.5402 | 0.7136 | 0.5402 | 0.7350 | | 0.2059 | 79.4 | 794 | 0.5419 | 0.7239 | 0.5419 | 0.7361 | | 0.2059 | 79.6 | 796 | 0.5469 | 0.7129 | 0.5469 | 0.7395 | | 0.2059 | 79.8 | 798 | 0.5527 | 0.6623 | 0.5527 | 0.7434 | | 0.2059 | 80.0 | 800 | 0.5606 | 0.6432 | 0.5606 | 0.7487 | | 0.2059 | 80.2 | 802 | 0.5658 | 0.6315 | 0.5658 | 0.7522 | | 0.2059 | 80.4 | 804 | 0.5715 | 0.6422 | 0.5715 | 0.7559 | | 0.2059 | 80.6 | 806 | 0.5670 | 0.6315 | 0.5670 | 0.7530 | | 0.2059 | 80.8 | 808 | 0.5673 | 0.6315 | 0.5673 | 0.7532 | | 0.2059 | 81.0 | 810 | 0.5680 | 0.6315 | 0.5680 | 0.7537 | | 0.2059 | 81.2 | 812 | 0.5663 | 0.6315 | 0.5663 | 0.7525 | | 0.2059 | 81.4 | 814 | 0.5618 | 0.6623 | 0.5618 | 0.7495 | | 0.2059 | 81.6 | 816 | 0.5598 | 0.6736 | 0.5598 | 0.7482 | | 0.2059 | 81.8 | 818 | 0.5573 | 0.6736 | 0.5573 | 0.7465 | | 0.2059 | 82.0 | 820 | 0.5527 | 0.6736 | 0.5527 | 0.7435 | | 0.2059 | 82.2 | 822 | 0.5524 | 0.6736 | 0.5524 | 0.7432 | | 0.2059 | 82.4 | 824 | 0.5494 | 0.6916 | 0.5494 | 0.7412 | | 0.2059 | 82.6 | 826 | 0.5484 | 0.6916 | 0.5484 | 0.7405 | | 0.2059 | 82.8 | 828 | 0.5492 | 0.6916 | 0.5492 | 0.7410 | | 0.2059 | 83.0 | 830 | 0.5527 | 0.6548 | 0.5527 | 0.7434 | | 0.2059 | 83.2 | 832 | 0.5594 | 0.6396 | 0.5594 | 0.7480 | | 0.2059 | 83.4 | 834 | 0.5647 | 0.6282 | 0.5647 | 0.7514 | | 0.2059 | 83.6 | 836 | 0.5630 | 0.6282 | 0.5630 | 0.7504 | | 0.2059 | 83.8 | 838 | 0.5609 | 0.6282 | 0.5609 | 0.7489 | | 0.2059 | 84.0 | 840 | 0.5574 | 0.6548 | 0.5574 | 0.7466 | | 0.2059 | 84.2 | 842 | 0.5570 | 0.6548 | 0.5570 | 0.7464 | | 0.2059 | 84.4 | 844 | 0.5590 | 0.6432 | 0.5590 | 0.7477 | | 0.2059 | 84.6 | 846 | 0.5623 | 0.6315 | 0.5623 | 0.7498 | | 0.2059 | 84.8 | 848 | 0.5616 | 0.6315 | 0.5616 | 0.7494 | | 0.2059 | 85.0 | 850 | 0.5613 | 0.6315 | 0.5613 | 0.7492 | | 0.2059 | 85.2 | 852 | 0.5615 | 0.6432 | 0.5615 | 0.7494 | | 0.2059 | 85.4 | 854 | 0.5566 | 0.6548 | 0.5566 | 0.7461 | | 0.2059 | 85.6 | 856 | 0.5495 | 0.6736 | 0.5495 | 0.7413 | | 0.2059 | 85.8 | 858 | 0.5449 | 0.7239 | 0.5449 | 0.7382 | | 0.2059 | 86.0 | 860 | 0.5439 | 0.7239 | 0.5439 | 0.7375 | | 0.2059 | 86.2 | 862 | 0.5456 | 0.7066 | 0.5456 | 0.7387 | | 0.2059 | 86.4 | 864 | 0.5493 | 0.6841 | 0.5493 | 0.7411 | | 0.2059 | 86.6 | 866 | 0.5504 | 0.6841 | 0.5504 | 0.7419 | | 0.2059 | 86.8 | 868 | 0.5517 | 0.6841 | 0.5517 | 0.7428 | | 0.2059 | 87.0 | 870 | 0.5527 | 0.6841 | 0.5527 | 0.7434 | | 0.2059 | 87.2 | 872 | 0.5530 | 0.6841 | 0.5530 | 0.7437 | | 0.2059 | 87.4 | 874 | 0.5542 | 0.6841 | 0.5542 | 0.7444 | | 0.2059 | 87.6 | 876 | 0.5552 | 0.6841 | 0.5552 | 0.7451 | | 0.2059 | 87.8 | 878 | 0.5591 | 0.6510 | 0.5591 | 0.7478 | | 0.2059 | 88.0 | 880 | 0.5664 | 0.6510 | 0.5664 | 0.7526 | | 0.2059 | 88.2 | 882 | 0.5742 | 0.6259 | 0.5742 | 0.7578 | | 0.2059 | 88.4 | 884 | 0.5779 | 0.6147 | 0.5779 | 0.7602 | | 0.2059 | 88.6 | 886 | 0.5774 | 0.6147 | 0.5774 | 0.7599 | | 0.2059 | 88.8 | 888 | 0.5730 | 0.6259 | 0.5730 | 0.7570 | | 0.2059 | 89.0 | 890 | 0.5730 | 0.6259 | 0.5730 | 0.7569 | | 0.2059 | 89.2 | 892 | 0.5715 | 0.6510 | 0.5715 | 0.7560 | | 0.2059 | 89.4 | 894 | 0.5661 | 0.6510 | 0.5661 | 0.7524 | | 0.2059 | 89.6 | 896 | 0.5626 | 0.6396 | 0.5626 | 0.7501 | | 0.2059 | 89.8 | 898 | 0.5591 | 0.6396 | 0.5591 | 0.7477 | | 0.2059 | 90.0 | 900 | 0.5540 | 0.6510 | 0.5540 | 0.7443 | | 0.2059 | 90.2 | 902 | 0.5481 | 0.6841 | 0.5481 | 0.7404 | | 0.2059 | 90.4 | 904 | 0.5423 | 0.6886 | 0.5423 | 0.7364 | | 0.2059 | 90.6 | 906 | 0.5395 | 0.6886 | 0.5395 | 0.7345 | | 0.2059 | 90.8 | 908 | 0.5371 | 0.6779 | 0.5371 | 0.7329 | | 0.2059 | 91.0 | 910 | 0.5360 | 0.6779 | 0.5360 | 0.7321 | | 0.2059 | 91.2 | 912 | 0.5345 | 0.6779 | 0.5345 | 0.7311 | | 0.2059 | 91.4 | 914 | 0.5326 | 0.6962 | 0.5326 | 0.7298 | | 0.2059 | 91.6 | 916 | 0.5315 | 0.7136 | 0.5315 | 0.7290 | | 0.2059 | 91.8 | 918 | 0.5313 | 0.7136 | 0.5313 | 0.7289 | | 0.2059 | 92.0 | 920 | 0.5310 | 0.7136 | 0.5310 | 0.7287 | | 0.2059 | 92.2 | 922 | 0.5315 | 0.7136 | 0.5315 | 0.7290 | | 0.2059 | 92.4 | 924 | 0.5327 | 0.7136 | 0.5327 | 0.7299 | | 0.2059 | 92.6 | 926 | 0.5348 | 0.7239 | 0.5348 | 0.7313 | | 0.2059 | 92.8 | 928 | 0.5375 | 0.7239 | 0.5375 | 0.7332 | | 0.2059 | 93.0 | 930 | 0.5406 | 0.6886 | 0.5406 | 0.7353 | | 0.2059 | 93.2 | 932 | 0.5415 | 0.6886 | 0.5415 | 0.7359 | | 0.2059 | 93.4 | 934 | 0.5420 | 0.6886 | 0.5420 | 0.7362 | | 0.2059 | 93.6 | 936 | 0.5442 | 0.6548 | 0.5442 | 0.7377 | | 0.2059 | 93.8 | 938 | 0.5477 | 0.6548 | 0.5477 | 0.7400 | | 0.2059 | 94.0 | 940 | 0.5514 | 0.6396 | 0.5514 | 0.7425 | | 0.2059 | 94.2 | 942 | 0.5543 | 0.6396 | 0.5543 | 0.7445 | | 0.2059 | 94.4 | 944 | 0.5576 | 0.6396 | 0.5576 | 0.7467 | | 0.2059 | 94.6 | 946 | 0.5576 | 0.6396 | 0.5576 | 0.7467 | | 0.2059 | 94.8 | 948 | 0.5553 | 0.6396 | 0.5553 | 0.7452 | | 0.2059 | 95.0 | 950 | 0.5521 | 0.6510 | 0.5521 | 0.7430 | | 0.2059 | 95.2 | 952 | 0.5481 | 0.6548 | 0.5481 | 0.7403 | | 0.2059 | 95.4 | 954 | 0.5456 | 0.6548 | 0.5456 | 0.7387 | | 0.2059 | 95.6 | 956 | 0.5427 | 0.7066 | 0.5427 | 0.7367 | | 0.2059 | 95.8 | 958 | 0.5410 | 0.7066 | 0.5410 | 0.7356 | | 0.2059 | 96.0 | 960 | 0.5404 | 0.7066 | 0.5404 | 0.7351 | | 0.2059 | 96.2 | 962 | 0.5402 | 0.7066 | 0.5402 | 0.7350 | | 0.2059 | 96.4 | 964 | 0.5408 | 0.7066 | 0.5408 | 0.7354 | | 0.2059 | 96.6 | 966 | 0.5412 | 0.7066 | 0.5412 | 0.7356 | | 0.2059 | 96.8 | 968 | 0.5419 | 0.7066 | 0.5419 | 0.7361 | | 0.2059 | 97.0 | 970 | 0.5431 | 0.7066 | 0.5431 | 0.7370 | | 0.2059 | 97.2 | 972 | 0.5441 | 0.6886 | 0.5441 | 0.7376 | | 0.2059 | 97.4 | 974 | 0.5447 | 0.6886 | 0.5447 | 0.7381 | | 0.2059 | 97.6 | 976 | 0.5458 | 0.6548 | 0.5458 | 0.7388 | | 0.2059 | 97.8 | 978 | 0.5464 | 0.6548 | 0.5464 | 0.7392 | | 0.2059 | 98.0 | 980 | 0.5472 | 0.6548 | 0.5472 | 0.7397 | | 0.2059 | 98.2 | 982 | 0.5483 | 0.6548 | 0.5483 | 0.7405 | | 0.2059 | 98.4 | 984 | 0.5490 | 0.6432 | 0.5490 | 0.7409 | | 0.2059 | 98.6 | 986 | 0.5494 | 0.6432 | 0.5494 | 0.7412 | | 0.2059 | 98.8 | 988 | 0.5495 | 0.6432 | 0.5495 | 0.7413 | | 0.2059 | 99.0 | 990 | 0.5494 | 0.6432 | 0.5494 | 0.7412 | | 0.2059 | 99.2 | 992 | 0.5492 | 0.6432 | 0.5492 | 0.7411 | | 0.2059 | 99.4 | 994 | 0.5491 | 0.6432 | 0.5491 | 0.7410 | | 0.2059 | 99.6 | 996 | 0.5489 | 0.6432 | 0.5489 | 0.7409 | | 0.2059 | 99.8 | 998 | 0.5487 | 0.6548 | 0.5487 | 0.7407 | | 0.0413 | 100.0 | 1000 | 0.5486 | 0.6548 | 0.5486 | 0.7407 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1