--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k9_task1_organization results: [] --- # ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k9_task1_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: 1.5407 - Qwk: 0.3407 - Mse: 1.5407 - Rmse: 1.2413 ## 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 | 0.0513 | 2 | 6.6829 | 0.0308 | 6.6829 | 2.5851 | | No log | 0.1026 | 4 | 4.6345 | 0.0711 | 4.6345 | 2.1528 | | No log | 0.1538 | 6 | 3.6146 | -0.0505 | 3.6146 | 1.9012 | | No log | 0.2051 | 8 | 2.5582 | 0.0940 | 2.5582 | 1.5994 | | No log | 0.2564 | 10 | 2.4190 | 0.0403 | 2.4190 | 1.5553 | | No log | 0.3077 | 12 | 2.3437 | 0.0405 | 2.3437 | 1.5309 | | No log | 0.3590 | 14 | 1.9738 | 0.2609 | 1.9738 | 1.4049 | | No log | 0.4103 | 16 | 1.8324 | 0.1524 | 1.8324 | 1.3537 | | No log | 0.4615 | 18 | 1.7693 | 0.1538 | 1.7693 | 1.3302 | | No log | 0.5128 | 20 | 1.7323 | 0.1538 | 1.7323 | 1.3162 | | No log | 0.5641 | 22 | 1.7441 | 0.1667 | 1.7441 | 1.3206 | | No log | 0.6154 | 24 | 1.8569 | 0.2564 | 1.8569 | 1.3627 | | No log | 0.6667 | 26 | 1.8179 | 0.3740 | 1.8179 | 1.3483 | | No log | 0.7179 | 28 | 1.5900 | 0.2679 | 1.5900 | 1.2609 | | No log | 0.7692 | 30 | 1.5409 | 0.2037 | 1.5409 | 1.2413 | | No log | 0.8205 | 32 | 1.6683 | 0.1333 | 1.6683 | 1.2916 | | No log | 0.8718 | 34 | 1.5263 | 0.2037 | 1.5263 | 1.2355 | | No log | 0.9231 | 36 | 1.3974 | 0.3967 | 1.3974 | 1.1821 | | No log | 0.9744 | 38 | 1.5624 | 0.368 | 1.5624 | 1.2500 | | No log | 1.0256 | 40 | 1.5114 | 0.368 | 1.5114 | 1.2294 | | No log | 1.0769 | 42 | 1.2023 | 0.5041 | 1.2023 | 1.0965 | | No log | 1.1282 | 44 | 1.3063 | 0.4667 | 1.3063 | 1.1430 | | No log | 1.1795 | 46 | 1.9006 | 0.2105 | 1.9006 | 1.3786 | | No log | 1.2308 | 48 | 1.9403 | 0.2105 | 1.9403 | 1.3930 | | No log | 1.2821 | 50 | 1.4981 | 0.3036 | 1.4981 | 1.2240 | | No log | 1.3333 | 52 | 1.1881 | 0.5082 | 1.1881 | 1.0900 | | No log | 1.3846 | 54 | 1.1654 | 0.4918 | 1.1654 | 1.0795 | | No log | 1.4359 | 56 | 1.1907 | 0.4754 | 1.1907 | 1.0912 | | No log | 1.4872 | 58 | 1.2944 | 0.3966 | 1.2944 | 1.1377 | | No log | 1.5385 | 60 | 1.4831 | 0.3304 | 1.4831 | 1.2178 | | No log | 1.5897 | 62 | 1.6358 | 0.2881 | 1.6358 | 1.2790 | | No log | 1.6410 | 64 | 2.1286 | 0.0504 | 2.1286 | 1.4590 | | No log | 1.6923 | 66 | 2.2435 | 0.0169 | 2.2435 | 1.4978 | | No log | 1.7436 | 68 | 1.8493 | 0.1525 | 1.8493 | 1.3599 | | No log | 1.7949 | 70 | 1.2592 | 0.496 | 1.2592 | 1.1221 | | No log | 1.8462 | 72 | 1.0384 | 0.608 | 1.0384 | 1.0190 | | No log | 1.8974 | 74 | 1.0961 | 0.5484 | 1.0961 | 1.0469 | | No log | 1.9487 | 76 | 1.0418 | 0.6349 | 1.0418 | 1.0207 | | No log | 2.0 | 78 | 1.1389 | 0.5556 | 1.1389 | 1.0672 | | No log | 2.0513 | 80 | 1.3469 | 0.4593 | 1.3469 | 1.1606 | | No log | 2.1026 | 82 | 1.4840 | 0.4091 | 1.4840 | 1.2182 | | No log | 2.1538 | 84 | 1.4261 | 0.4409 | 1.4261 | 1.1942 | | No log | 2.2051 | 86 | 1.3603 | 0.4918 | 1.3603 | 1.1663 | | No log | 2.2564 | 88 | 1.2959 | 0.5556 | 1.2959 | 1.1384 | | No log | 2.3077 | 90 | 1.4343 | 0.4576 | 1.4343 | 1.1976 | | No log | 2.3590 | 92 | 1.5932 | 0.3559 | 1.5932 | 1.2622 | | No log | 2.4103 | 94 | 1.5413 | 0.3934 | 1.5413 | 1.2415 | | No log | 2.4615 | 96 | 1.4091 | 0.4553 | 1.4091 | 1.1870 | | No log | 2.5128 | 98 | 1.3023 | 0.4298 | 1.3023 | 1.1412 | | No log | 2.5641 | 100 | 1.2878 | 0.5039 | 1.2878 | 1.1348 | | No log | 2.6154 | 102 | 1.3539 | 0.4580 | 1.3539 | 1.1636 | | No log | 2.6667 | 104 | 1.5406 | 0.4 | 1.5406 | 1.2412 | | No log | 2.7179 | 106 | 1.7115 | 0.2676 | 1.7115 | 1.3082 | | No log | 2.7692 | 108 | 1.8973 | 0.1958 | 1.8973 | 1.3774 | | No log | 2.8205 | 110 | 1.8927 | 0.2222 | 1.8927 | 1.3758 | | No log | 2.8718 | 112 | 1.6797 | 0.2979 | 1.6797 | 1.2960 | | No log | 2.9231 | 114 | 1.3496 | 0.4265 | 1.3496 | 1.1617 | | No log | 2.9744 | 116 | 1.0788 | 0.5693 | 1.0788 | 1.0386 | | No log | 3.0256 | 118 | 1.0651 | 0.5522 | 1.0651 | 1.0320 | | No log | 3.0769 | 120 | 1.1755 | 0.5303 | 1.1755 | 1.0842 | | No log | 3.1282 | 122 | 1.3244 | 0.4593 | 1.3244 | 1.1508 | | No log | 3.1795 | 124 | 1.3232 | 0.4265 | 1.3232 | 1.1503 | | No log | 3.2308 | 126 | 1.2016 | 0.5522 | 1.2016 | 1.0962 | | No log | 3.2821 | 128 | 1.2381 | 0.5414 | 1.2381 | 1.1127 | | No log | 3.3333 | 130 | 1.4233 | 0.4265 | 1.4233 | 1.1930 | | No log | 3.3846 | 132 | 1.6872 | 0.3022 | 1.6872 | 1.2989 | | No log | 3.4359 | 134 | 1.8055 | 0.2446 | 1.8055 | 1.3437 | | No log | 3.4872 | 136 | 1.7899 | 0.2754 | 1.7899 | 1.3379 | | No log | 3.5385 | 138 | 1.5348 | 0.3913 | 1.5348 | 1.2389 | | No log | 3.5897 | 140 | 1.2422 | 0.5401 | 1.2422 | 1.1146 | | No log | 3.6410 | 142 | 1.1895 | 0.5522 | 1.1895 | 1.0906 | | No log | 3.6923 | 144 | 1.2810 | 0.5401 | 1.2810 | 1.1318 | | No log | 3.7436 | 146 | 1.3550 | 0.4380 | 1.3550 | 1.1641 | | No log | 3.7949 | 148 | 1.3429 | 0.5072 | 1.3429 | 1.1588 | | No log | 3.8462 | 150 | 1.3781 | 0.4203 | 1.3781 | 1.1739 | | No log | 3.8974 | 152 | 1.3755 | 0.4412 | 1.3755 | 1.1728 | | No log | 3.9487 | 154 | 1.4149 | 0.4412 | 1.4149 | 1.1895 | | No log | 4.0 | 156 | 1.2580 | 0.5538 | 1.2580 | 1.1216 | | No log | 4.0513 | 158 | 1.1743 | 0.5625 | 1.1743 | 1.0837 | | No log | 4.1026 | 160 | 1.1731 | 0.5827 | 1.1731 | 1.0831 | | No log | 4.1538 | 162 | 1.3605 | 0.4776 | 1.3605 | 1.1664 | | No log | 4.2051 | 164 | 1.6520 | 0.3066 | 1.6520 | 1.2853 | | No log | 4.2564 | 166 | 1.7468 | 0.2571 | 1.7468 | 1.3217 | | No log | 4.3077 | 168 | 1.6142 | 0.3066 | 1.6142 | 1.2705 | | No log | 4.3590 | 170 | 1.4842 | 0.4593 | 1.4842 | 1.2183 | | No log | 4.4103 | 172 | 1.3204 | 0.4741 | 1.3204 | 1.1491 | | No log | 4.4615 | 174 | 1.3589 | 0.4776 | 1.3589 | 1.1657 | | No log | 4.5128 | 176 | 1.4955 | 0.4412 | 1.4955 | 1.2229 | | No log | 4.5641 | 178 | 1.4206 | 0.4593 | 1.4206 | 1.1919 | | No log | 4.6154 | 180 | 1.3035 | 0.4885 | 1.3035 | 1.1417 | | No log | 4.6667 | 182 | 1.2966 | 0.4961 | 1.2966 | 1.1387 | | No log | 4.7179 | 184 | 1.2676 | 0.4961 | 1.2676 | 1.1259 | | No log | 4.7692 | 186 | 1.2584 | 0.4961 | 1.2584 | 1.1218 | | No log | 4.8205 | 188 | 1.2236 | 0.5231 | 1.2236 | 1.1062 | | No log | 4.8718 | 190 | 1.2336 | 0.5231 | 1.2336 | 1.1107 | | No log | 4.9231 | 192 | 1.3702 | 0.4776 | 1.3702 | 1.1705 | | No log | 4.9744 | 194 | 1.4593 | 0.4593 | 1.4593 | 1.2080 | | No log | 5.0256 | 196 | 1.5492 | 0.4234 | 1.5492 | 1.2447 | | No log | 5.0769 | 198 | 1.4457 | 0.4444 | 1.4457 | 1.2024 | | No log | 5.1282 | 200 | 1.2688 | 0.5522 | 1.2688 | 1.1264 | | No log | 5.1795 | 202 | 1.2418 | 0.5581 | 1.2418 | 1.1143 | | No log | 5.2308 | 204 | 1.3017 | 0.5909 | 1.3017 | 1.1409 | | No log | 5.2821 | 206 | 1.3534 | 0.5414 | 1.3534 | 1.1634 | | No log | 5.3333 | 208 | 1.3825 | 0.5075 | 1.3825 | 1.1758 | | No log | 5.3846 | 210 | 1.3582 | 0.5109 | 1.3582 | 1.1654 | | No log | 5.4359 | 212 | 1.4333 | 0.4559 | 1.4333 | 1.1972 | | No log | 5.4872 | 214 | 1.4570 | 0.4203 | 1.4570 | 1.2070 | | No log | 5.5385 | 216 | 1.5396 | 0.3913 | 1.5396 | 1.2408 | | No log | 5.5897 | 218 | 1.5133 | 0.3942 | 1.5133 | 1.2302 | | No log | 5.6410 | 220 | 1.3500 | 0.5263 | 1.3500 | 1.1619 | | No log | 5.6923 | 222 | 1.2776 | 0.5538 | 1.2776 | 1.1303 | | No log | 5.7436 | 224 | 1.3233 | 0.5 | 1.3233 | 1.1503 | | No log | 5.7949 | 226 | 1.4656 | 0.4361 | 1.4656 | 1.2106 | | No log | 5.8462 | 228 | 1.5106 | 0.4 | 1.5106 | 1.2291 | | No log | 5.8974 | 230 | 1.4163 | 0.4444 | 1.4163 | 1.1901 | | No log | 5.9487 | 232 | 1.1868 | 0.6176 | 1.1868 | 1.0894 | | No log | 6.0 | 234 | 1.0883 | 0.6667 | 1.0883 | 1.0432 | | No log | 6.0513 | 236 | 1.1275 | 0.6277 | 1.1275 | 1.0618 | | No log | 6.1026 | 238 | 1.2870 | 0.4892 | 1.2870 | 1.1345 | | No log | 6.1538 | 240 | 1.4536 | 0.4029 | 1.4536 | 1.2057 | | No log | 6.2051 | 242 | 1.5136 | 0.3857 | 1.5136 | 1.2303 | | No log | 6.2564 | 244 | 1.3947 | 0.4366 | 1.3947 | 1.1810 | | No log | 6.3077 | 246 | 1.3147 | 0.5211 | 1.3147 | 1.1466 | | No log | 6.3590 | 248 | 1.2183 | 0.5797 | 1.2183 | 1.1038 | | No log | 6.4103 | 250 | 1.2665 | 0.5109 | 1.2665 | 1.1254 | | No log | 6.4615 | 252 | 1.3740 | 0.4706 | 1.3740 | 1.1722 | | No log | 6.5128 | 254 | 1.4635 | 0.4444 | 1.4635 | 1.2098 | | No log | 6.5641 | 256 | 1.5693 | 0.3824 | 1.5693 | 1.2527 | | No log | 6.6154 | 258 | 1.5782 | 0.3824 | 1.5782 | 1.2563 | | No log | 6.6667 | 260 | 1.4640 | 0.4265 | 1.4640 | 1.2099 | | No log | 6.7179 | 262 | 1.3514 | 0.4559 | 1.3514 | 1.1625 | | No log | 6.7692 | 264 | 1.3547 | 0.4559 | 1.3547 | 1.1639 | | No log | 6.8205 | 266 | 1.4109 | 0.4559 | 1.4109 | 1.1878 | | No log | 6.8718 | 268 | 1.5314 | 0.4058 | 1.5314 | 1.2375 | | No log | 6.9231 | 270 | 1.5422 | 0.4058 | 1.5422 | 1.2418 | | No log | 6.9744 | 272 | 1.4852 | 0.4234 | 1.4852 | 1.2187 | | No log | 7.0256 | 274 | 1.3912 | 0.5231 | 1.3912 | 1.1795 | | No log | 7.0769 | 276 | 1.3441 | 0.4640 | 1.3441 | 1.1594 | | No log | 7.1282 | 278 | 1.3405 | 0.4921 | 1.3405 | 1.1578 | | No log | 7.1795 | 280 | 1.4565 | 0.4296 | 1.4565 | 1.2069 | | No log | 7.2308 | 282 | 1.6861 | 0.3404 | 1.6861 | 1.2985 | | No log | 7.2821 | 284 | 1.8109 | 0.2979 | 1.8109 | 1.3457 | | No log | 7.3333 | 286 | 1.7397 | 0.2979 | 1.7397 | 1.3190 | | No log | 7.3846 | 288 | 1.5915 | 0.3504 | 1.5915 | 1.2615 | | No log | 7.4359 | 290 | 1.3898 | 0.4672 | 1.3898 | 1.1789 | | No log | 7.4872 | 292 | 1.2605 | 0.5362 | 1.2605 | 1.1227 | | No log | 7.5385 | 294 | 1.2104 | 0.5612 | 1.2104 | 1.1002 | | No log | 7.5897 | 296 | 1.2743 | 0.5390 | 1.2743 | 1.1289 | | No log | 7.6410 | 298 | 1.3808 | 0.5106 | 1.3808 | 1.1751 | | No log | 7.6923 | 300 | 1.3903 | 0.4672 | 1.3903 | 1.1791 | | No log | 7.7436 | 302 | 1.2680 | 0.4853 | 1.2680 | 1.1261 | | No log | 7.7949 | 304 | 1.2110 | 0.5455 | 1.2110 | 1.1004 | | No log | 7.8462 | 306 | 1.2709 | 0.4885 | 1.2709 | 1.1274 | | No log | 7.8974 | 308 | 1.3916 | 0.4148 | 1.3916 | 1.1797 | | No log | 7.9487 | 310 | 1.5966 | 0.3768 | 1.5966 | 1.2636 | | No log | 8.0 | 312 | 1.7479 | 0.3239 | 1.7479 | 1.3221 | | No log | 8.0513 | 314 | 1.8054 | 0.2937 | 1.8054 | 1.3436 | | No log | 8.1026 | 316 | 1.6511 | 0.3688 | 1.6511 | 1.2850 | | No log | 8.1538 | 318 | 1.3976 | 0.4526 | 1.3976 | 1.1822 | | No log | 8.2051 | 320 | 1.3150 | 0.5373 | 1.3150 | 1.1467 | | No log | 8.2564 | 322 | 1.3482 | 0.5224 | 1.3482 | 1.1611 | | No log | 8.3077 | 324 | 1.4315 | 0.4559 | 1.4315 | 1.1964 | | No log | 8.3590 | 326 | 1.5068 | 0.4203 | 1.5068 | 1.2275 | | No log | 8.4103 | 328 | 1.4906 | 0.4203 | 1.4906 | 1.2209 | | No log | 8.4615 | 330 | 1.3623 | 0.4853 | 1.3623 | 1.1672 | | No log | 8.5128 | 332 | 1.2744 | 0.5 | 1.2744 | 1.1289 | | No log | 8.5641 | 334 | 1.1385 | 0.5926 | 1.1385 | 1.0670 | | No log | 8.6154 | 336 | 1.0832 | 0.5926 | 1.0832 | 1.0408 | | No log | 8.6667 | 338 | 1.0290 | 0.6131 | 1.0290 | 1.0144 | | No log | 8.7179 | 340 | 1.1187 | 0.5839 | 1.1187 | 1.0577 | | No log | 8.7692 | 342 | 1.3944 | 0.4265 | 1.3944 | 1.1808 | | No log | 8.8205 | 344 | 1.5744 | 0.3768 | 1.5744 | 1.2547 | | No log | 8.8718 | 346 | 1.5600 | 0.3942 | 1.5600 | 1.2490 | | No log | 8.9231 | 348 | 1.3959 | 0.4265 | 1.3959 | 1.1815 | | No log | 8.9744 | 350 | 1.3000 | 0.5263 | 1.3000 | 1.1402 | | No log | 9.0256 | 352 | 1.3200 | 0.5 | 1.3200 | 1.1489 | | No log | 9.0769 | 354 | 1.2984 | 0.5197 | 1.2984 | 1.1395 | | No log | 9.1282 | 356 | 1.3188 | 0.5197 | 1.3188 | 1.1484 | | No log | 9.1795 | 358 | 1.4355 | 0.4148 | 1.4355 | 1.1981 | | No log | 9.2308 | 360 | 1.5499 | 0.3942 | 1.5499 | 1.2449 | | No log | 9.2821 | 362 | 1.6002 | 0.3768 | 1.6002 | 1.2650 | | No log | 9.3333 | 364 | 1.6369 | 0.3429 | 1.6369 | 1.2794 | | No log | 9.3846 | 366 | 1.5865 | 0.3429 | 1.5865 | 1.2595 | | No log | 9.4359 | 368 | 1.4165 | 0.4748 | 1.4165 | 1.1902 | | No log | 9.4872 | 370 | 1.3607 | 0.4748 | 1.3607 | 1.1665 | | No log | 9.5385 | 372 | 1.3776 | 0.4748 | 1.3776 | 1.1737 | | No log | 9.5897 | 374 | 1.4792 | 0.4348 | 1.4792 | 1.2162 | | No log | 9.6410 | 376 | 1.5392 | 0.3768 | 1.5392 | 1.2407 | | No log | 9.6923 | 378 | 1.4806 | 0.4148 | 1.4806 | 1.2168 | | No log | 9.7436 | 380 | 1.3432 | 0.5426 | 1.3432 | 1.1590 | | No log | 9.7949 | 382 | 1.2863 | 0.5161 | 1.2863 | 1.1341 | | No log | 9.8462 | 384 | 1.3077 | 0.5161 | 1.3077 | 1.1435 | | No log | 9.8974 | 386 | 1.3563 | 0.5197 | 1.3563 | 1.1646 | | No log | 9.9487 | 388 | 1.5160 | 0.3852 | 1.5160 | 1.2313 | | No log | 10.0 | 390 | 1.6962 | 0.3066 | 1.6962 | 1.3024 | | No log | 10.0513 | 392 | 1.7118 | 0.3066 | 1.7118 | 1.3084 | | No log | 10.1026 | 394 | 1.6033 | 0.3333 | 1.6033 | 1.2662 | | No log | 10.1538 | 396 | 1.5984 | 0.3333 | 1.5984 | 1.2643 | | No log | 10.2051 | 398 | 1.5221 | 0.3942 | 1.5221 | 1.2338 | | No log | 10.2564 | 400 | 1.5058 | 0.4 | 1.5058 | 1.2271 | | No log | 10.3077 | 402 | 1.4380 | 0.3910 | 1.4380 | 1.1992 | | No log | 10.3590 | 404 | 1.3952 | 0.5197 | 1.3952 | 1.1812 | | No log | 10.4103 | 406 | 1.4518 | 0.4375 | 1.4518 | 1.2049 | | No log | 10.4615 | 408 | 1.5891 | 0.3407 | 1.5891 | 1.2606 | | No log | 10.5128 | 410 | 1.7285 | 0.2590 | 1.7285 | 1.3147 | | No log | 10.5641 | 412 | 1.9186 | 0.2411 | 1.9186 | 1.3851 | | No log | 10.6154 | 414 | 1.9182 | 0.2411 | 1.9182 | 1.3850 | | No log | 10.6667 | 416 | 1.7518 | 0.2429 | 1.7518 | 1.3236 | | No log | 10.7179 | 418 | 1.5115 | 0.3382 | 1.5115 | 1.2294 | | No log | 10.7692 | 420 | 1.3990 | 0.5 | 1.3990 | 1.1828 | | No log | 10.8205 | 422 | 1.3978 | 0.5 | 1.3978 | 1.1823 | | No log | 10.8718 | 424 | 1.4516 | 0.5116 | 1.4516 | 1.2048 | | No log | 10.9231 | 426 | 1.5148 | 0.4148 | 1.5148 | 1.2308 | | No log | 10.9744 | 428 | 1.5832 | 0.3796 | 1.5832 | 1.2583 | | No log | 11.0256 | 430 | 1.5857 | 0.3796 | 1.5857 | 1.2592 | | No log | 11.0769 | 432 | 1.4961 | 0.4148 | 1.4961 | 1.2231 | | No log | 11.1282 | 434 | 1.3866 | 0.4462 | 1.3866 | 1.1775 | | No log | 11.1795 | 436 | 1.3300 | 0.4462 | 1.3300 | 1.1532 | | No log | 11.2308 | 438 | 1.3712 | 0.4186 | 1.3712 | 1.1710 | | No log | 11.2821 | 440 | 1.5169 | 0.4 | 1.5169 | 1.2316 | | No log | 11.3333 | 442 | 1.6335 | 0.3504 | 1.6335 | 1.2781 | | No log | 11.3846 | 444 | 1.6250 | 0.3504 | 1.6250 | 1.2747 | | No log | 11.4359 | 446 | 1.4925 | 0.4265 | 1.4925 | 1.2217 | | No log | 11.4872 | 448 | 1.3405 | 0.4462 | 1.3405 | 1.1578 | | No log | 11.5385 | 450 | 1.3325 | 0.4651 | 1.3325 | 1.1543 | | No log | 11.5897 | 452 | 1.4328 | 0.4211 | 1.4328 | 1.1970 | | No log | 11.6410 | 454 | 1.5666 | 0.3768 | 1.5666 | 1.2516 | | No log | 11.6923 | 456 | 1.6647 | 0.3597 | 1.6647 | 1.2902 | | No log | 11.7436 | 458 | 1.6343 | 0.3597 | 1.6343 | 1.2784 | | No log | 11.7949 | 460 | 1.6341 | 0.3597 | 1.6341 | 1.2783 | | No log | 11.8462 | 462 | 1.7203 | 0.3143 | 1.7203 | 1.3116 | | No log | 11.8974 | 464 | 1.7504 | 0.3143 | 1.7504 | 1.3230 | | No log | 11.9487 | 466 | 1.7235 | 0.3143 | 1.7235 | 1.3128 | | No log | 12.0 | 468 | 1.7777 | 0.2878 | 1.7777 | 1.3333 | | No log | 12.0513 | 470 | 1.7534 | 0.2920 | 1.7534 | 1.3242 | | No log | 12.1026 | 472 | 1.6374 | 0.3259 | 1.6374 | 1.2796 | | No log | 12.1538 | 474 | 1.5411 | 0.3582 | 1.5411 | 1.2414 | | No log | 12.2051 | 476 | 1.5092 | 0.3582 | 1.5092 | 1.2285 | | No log | 12.2564 | 478 | 1.5532 | 0.3582 | 1.5532 | 1.2463 | | No log | 12.3077 | 480 | 1.5918 | 0.3308 | 1.5918 | 1.2617 | | No log | 12.3590 | 482 | 1.6258 | 0.3111 | 1.6258 | 1.2751 | | No log | 12.4103 | 484 | 1.6657 | 0.3212 | 1.6657 | 1.2906 | | No log | 12.4615 | 486 | 1.6875 | 0.3212 | 1.6875 | 1.2990 | | No log | 12.5128 | 488 | 1.7120 | 0.3212 | 1.7120 | 1.3084 | | No log | 12.5641 | 490 | 1.6989 | 0.3212 | 1.6989 | 1.3034 | | No log | 12.6154 | 492 | 1.6060 | 0.3704 | 1.6060 | 1.2673 | | No log | 12.6667 | 494 | 1.5922 | 0.3407 | 1.5922 | 1.2618 | | No log | 12.7179 | 496 | 1.6221 | 0.3407 | 1.6221 | 1.2736 | | No log | 12.7692 | 498 | 1.7288 | 0.3212 | 1.7288 | 1.3148 | | 0.3722 | 12.8205 | 500 | 1.8147 | 0.2571 | 1.8147 | 1.3471 | | 0.3722 | 12.8718 | 502 | 1.7686 | 0.2571 | 1.7686 | 1.3299 | | 0.3722 | 12.9231 | 504 | 1.6623 | 0.3188 | 1.6623 | 1.2893 | | 0.3722 | 12.9744 | 506 | 1.5391 | 0.3852 | 1.5391 | 1.2406 | | 0.3722 | 13.0256 | 508 | 1.4724 | 0.4275 | 1.4724 | 1.2134 | | 0.3722 | 13.0769 | 510 | 1.4662 | 0.4275 | 1.4662 | 1.2109 | | 0.3722 | 13.1282 | 512 | 1.4523 | 0.4275 | 1.4523 | 1.2051 | | 0.3722 | 13.1795 | 514 | 1.4426 | 0.4211 | 1.4426 | 1.2011 | | 0.3722 | 13.2308 | 516 | 1.4479 | 0.4380 | 1.4479 | 1.2033 | | 0.3722 | 13.2821 | 518 | 1.5588 | 0.3521 | 1.5588 | 1.2485 | | 0.3722 | 13.3333 | 520 | 1.6319 | 0.3521 | 1.6319 | 1.2775 | | 0.3722 | 13.3846 | 522 | 1.6548 | 0.3768 | 1.6548 | 1.2864 | | 0.3722 | 13.4359 | 524 | 1.5859 | 0.3676 | 1.5859 | 1.2593 | | 0.3722 | 13.4872 | 526 | 1.4543 | 0.4122 | 1.4543 | 1.2060 | | 0.3722 | 13.5385 | 528 | 1.4183 | 0.4651 | 1.4183 | 1.1909 | | 0.3722 | 13.5897 | 530 | 1.4328 | 0.4462 | 1.4328 | 1.1970 | | 0.3722 | 13.6410 | 532 | 1.4824 | 0.3852 | 1.4824 | 1.2175 | | 0.3722 | 13.6923 | 534 | 1.6123 | 0.3597 | 1.6123 | 1.2698 | | 0.3722 | 13.7436 | 536 | 1.7437 | 0.2657 | 1.7437 | 1.3205 | | 0.3722 | 13.7949 | 538 | 1.7731 | 0.2571 | 1.7731 | 1.3316 | | 0.3722 | 13.8462 | 540 | 1.7897 | 0.2571 | 1.7897 | 1.3378 | | 0.3722 | 13.8974 | 542 | 1.7929 | 0.2571 | 1.7929 | 1.3390 | | 0.3722 | 13.9487 | 544 | 1.6729 | 0.3309 | 1.6729 | 1.2934 | | 0.3722 | 14.0 | 546 | 1.5253 | 0.3504 | 1.5253 | 1.2350 | | 0.3722 | 14.0513 | 548 | 1.4386 | 0.3852 | 1.4386 | 1.1994 | | 0.3722 | 14.1026 | 550 | 1.4499 | 0.3852 | 1.4499 | 1.2041 | | 0.3722 | 14.1538 | 552 | 1.5055 | 0.3852 | 1.5055 | 1.2270 | | 0.3722 | 14.2051 | 554 | 1.5765 | 0.3796 | 1.5765 | 1.2556 | | 0.3722 | 14.2564 | 556 | 1.6085 | 0.3741 | 1.6085 | 1.2683 | | 0.3722 | 14.3077 | 558 | 1.6945 | 0.3000 | 1.6945 | 1.3017 | | 0.3722 | 14.3590 | 560 | 1.7060 | 0.3000 | 1.7060 | 1.3061 | | 0.3722 | 14.4103 | 562 | 1.6613 | 0.3309 | 1.6613 | 1.2889 | | 0.3722 | 14.4615 | 564 | 1.5931 | 0.3741 | 1.5931 | 1.2622 | | 0.3722 | 14.5128 | 566 | 1.5282 | 0.3504 | 1.5282 | 1.2362 | | 0.3722 | 14.5641 | 568 | 1.4928 | 0.3382 | 1.4928 | 1.2218 | | 0.3722 | 14.6154 | 570 | 1.5208 | 0.3504 | 1.5208 | 1.2332 | | 0.3722 | 14.6667 | 572 | 1.5362 | 0.3504 | 1.5362 | 1.2394 | | 0.3722 | 14.7179 | 574 | 1.5400 | 0.3768 | 1.5400 | 1.2410 | | 0.3722 | 14.7692 | 576 | 1.5216 | 0.4225 | 1.5216 | 1.2335 | | 0.3722 | 14.8205 | 578 | 1.5576 | 0.4056 | 1.5576 | 1.2480 | | 0.3722 | 14.8718 | 580 | 1.5375 | 0.3857 | 1.5375 | 1.2400 | | 0.3722 | 14.9231 | 582 | 1.4786 | 0.4203 | 1.4786 | 1.2160 | | 0.3722 | 14.9744 | 584 | 1.4412 | 0.4203 | 1.4412 | 1.2005 | | 0.3722 | 15.0256 | 586 | 1.4504 | 0.3942 | 1.4504 | 1.2043 | | 0.3722 | 15.0769 | 588 | 1.4964 | 0.3768 | 1.4964 | 1.2233 | | 0.3722 | 15.1282 | 590 | 1.5403 | 0.3504 | 1.5403 | 1.2411 | | 0.3722 | 15.1795 | 592 | 1.4977 | 0.3824 | 1.4977 | 1.2238 | | 0.3722 | 15.2308 | 594 | 1.4716 | 0.3768 | 1.4716 | 1.2131 | | 0.3722 | 15.2821 | 596 | 1.5321 | 0.3768 | 1.5321 | 1.2378 | | 0.3722 | 15.3333 | 598 | 1.6452 | 0.3333 | 1.6452 | 1.2826 | | 0.3722 | 15.3846 | 600 | 1.7642 | 0.3333 | 1.7642 | 1.3282 | | 0.3722 | 15.4359 | 602 | 1.7921 | 0.3333 | 1.7921 | 1.3387 | | 0.3722 | 15.4872 | 604 | 1.6702 | 0.3333 | 1.6702 | 1.2924 | | 0.3722 | 15.5385 | 606 | 1.5488 | 0.3597 | 1.5488 | 1.2445 | | 0.3722 | 15.5897 | 608 | 1.3378 | 0.4559 | 1.3378 | 1.1567 | | 0.3722 | 15.6410 | 610 | 1.1738 | 0.5481 | 1.1738 | 1.0834 | | 0.3722 | 15.6923 | 612 | 1.0850 | 0.5954 | 1.0850 | 1.0416 | | 0.3722 | 15.7436 | 614 | 1.0800 | 0.6308 | 1.0800 | 1.0392 | | 0.3722 | 15.7949 | 616 | 1.1337 | 0.5865 | 1.1337 | 1.0648 | | 0.3722 | 15.8462 | 618 | 1.2784 | 0.5 | 1.2784 | 1.1307 | | 0.3722 | 15.8974 | 620 | 1.4754 | 0.4029 | 1.4754 | 1.2147 | | 0.3722 | 15.9487 | 622 | 1.6049 | 0.3857 | 1.6049 | 1.2668 | | 0.3722 | 16.0 | 624 | 1.6534 | 0.3857 | 1.6534 | 1.2859 | | 0.3722 | 16.0513 | 626 | 1.5479 | 0.4029 | 1.5479 | 1.2441 | | 0.3722 | 16.1026 | 628 | 1.4750 | 0.4286 | 1.4750 | 1.2145 | | 0.3722 | 16.1538 | 630 | 1.4680 | 0.4539 | 1.4680 | 1.2116 | | 0.3722 | 16.2051 | 632 | 1.4336 | 0.4539 | 1.4336 | 1.1973 | | 0.3722 | 16.2564 | 634 | 1.3864 | 0.4265 | 1.3864 | 1.1775 | | 0.3722 | 16.3077 | 636 | 1.3772 | 0.4 | 1.3772 | 1.1735 | | 0.3722 | 16.3590 | 638 | 1.4298 | 0.3459 | 1.4298 | 1.1957 | | 0.3722 | 16.4103 | 640 | 1.4957 | 0.3942 | 1.4957 | 1.2230 | | 0.3722 | 16.4615 | 642 | 1.6279 | 0.3404 | 1.6279 | 1.2759 | | 0.3722 | 16.5128 | 644 | 1.6529 | 0.3862 | 1.6529 | 1.2857 | | 0.3722 | 16.5641 | 646 | 1.5856 | 0.3916 | 1.5856 | 1.2592 | | 0.3722 | 16.6154 | 648 | 1.4601 | 0.4 | 1.4601 | 1.2083 | | 0.3722 | 16.6667 | 650 | 1.3672 | 0.4571 | 1.3672 | 1.1693 | | 0.3722 | 16.7179 | 652 | 1.3665 | 0.4380 | 1.3665 | 1.1690 | | 0.3722 | 16.7692 | 654 | 1.4258 | 0.4203 | 1.4258 | 1.1941 | | 0.3722 | 16.8205 | 656 | 1.4867 | 0.3504 | 1.4867 | 1.2193 | | 0.3722 | 16.8718 | 658 | 1.6148 | 0.3478 | 1.6148 | 1.2707 | | 0.3722 | 16.9231 | 660 | 1.7378 | 0.3309 | 1.7378 | 1.3182 | | 0.3722 | 16.9744 | 662 | 1.7450 | 0.3309 | 1.7450 | 1.3210 | | 0.3722 | 17.0256 | 664 | 1.6842 | 0.3309 | 1.6842 | 1.2977 | | 0.3722 | 17.0769 | 666 | 1.5757 | 0.3478 | 1.5757 | 1.2553 | | 0.3722 | 17.1282 | 668 | 1.4457 | 0.3796 | 1.4457 | 1.2024 | | 0.3722 | 17.1795 | 670 | 1.3721 | 0.4234 | 1.3721 | 1.1714 | | 0.3722 | 17.2308 | 672 | 1.3810 | 0.4412 | 1.3810 | 1.1752 | | 0.3722 | 17.2821 | 674 | 1.4532 | 0.4058 | 1.4532 | 1.2055 | | 0.3722 | 17.3333 | 676 | 1.5988 | 0.3571 | 1.5988 | 1.2644 | | 0.3722 | 17.3846 | 678 | 1.7258 | 0.2837 | 1.7258 | 1.3137 | | 0.3722 | 17.4359 | 680 | 1.7785 | 0.2837 | 1.7785 | 1.3336 | | 0.3722 | 17.4872 | 682 | 1.7804 | 0.2837 | 1.7804 | 1.3343 | | 0.3722 | 17.5385 | 684 | 1.7045 | 0.3143 | 1.7045 | 1.3056 | | 0.3722 | 17.5897 | 686 | 1.5994 | 0.3309 | 1.5994 | 1.2647 | | 0.3722 | 17.6410 | 688 | 1.5758 | 0.3309 | 1.5758 | 1.2553 | | 0.3722 | 17.6923 | 690 | 1.5812 | 0.3143 | 1.5812 | 1.2575 | | 0.3722 | 17.7436 | 692 | 1.6366 | 0.3143 | 1.6366 | 1.2793 | | 0.3722 | 17.7949 | 694 | 1.7175 | 0.3143 | 1.7175 | 1.3105 | | 0.3722 | 17.8462 | 696 | 1.7265 | 0.3143 | 1.7265 | 1.3140 | | 0.3722 | 17.8974 | 698 | 1.6598 | 0.3143 | 1.6598 | 1.2883 | | 0.3722 | 17.9487 | 700 | 1.5638 | 0.3676 | 1.5638 | 1.2505 | | 0.3722 | 18.0 | 702 | 1.4816 | 0.4118 | 1.4816 | 1.2172 | | 0.3722 | 18.0513 | 704 | 1.4694 | 0.4118 | 1.4694 | 1.2122 | | 0.3722 | 18.1026 | 706 | 1.4984 | 0.3942 | 1.4984 | 1.2241 | | 0.3722 | 18.1538 | 708 | 1.5826 | 0.3309 | 1.5826 | 1.2580 | | 0.3722 | 18.2051 | 710 | 1.6231 | 0.3309 | 1.6231 | 1.2740 | | 0.3722 | 18.2564 | 712 | 1.6246 | 0.3309 | 1.6246 | 1.2746 | | 0.3722 | 18.3077 | 714 | 1.6549 | 0.3143 | 1.6549 | 1.2864 | | 0.3722 | 18.3590 | 716 | 1.6705 | 0.2878 | 1.6705 | 1.2925 | | 0.3722 | 18.4103 | 718 | 1.6891 | 0.3043 | 1.6891 | 1.2997 | | 0.3722 | 18.4615 | 720 | 1.6628 | 0.3212 | 1.6628 | 1.2895 | | 0.3722 | 18.5128 | 722 | 1.6247 | 0.3478 | 1.6247 | 1.2746 | | 0.3722 | 18.5641 | 724 | 1.5738 | 0.3676 | 1.5738 | 1.2545 | | 0.3722 | 18.6154 | 726 | 1.5769 | 0.3676 | 1.5769 | 1.2557 | | 0.3722 | 18.6667 | 728 | 1.6126 | 0.3309 | 1.6126 | 1.2699 | | 0.3722 | 18.7179 | 730 | 1.6550 | 0.2837 | 1.6550 | 1.2865 | | 0.3722 | 18.7692 | 732 | 1.6747 | 0.2837 | 1.6747 | 1.2941 | | 0.3722 | 18.8205 | 734 | 1.7132 | 0.2676 | 1.7132 | 1.3089 | | 0.3722 | 18.8718 | 736 | 1.7535 | 0.2676 | 1.7535 | 1.3242 | | 0.3722 | 18.9231 | 738 | 1.8037 | 0.2676 | 1.8037 | 1.3430 | | 0.3722 | 18.9744 | 740 | 1.8382 | 0.2676 | 1.8382 | 1.3558 | | 0.3722 | 19.0256 | 742 | 1.8193 | 0.2676 | 1.8193 | 1.3488 | | 0.3722 | 19.0769 | 744 | 1.7055 | 0.2837 | 1.7055 | 1.3059 | | 0.3722 | 19.1282 | 746 | 1.5407 | 0.3913 | 1.5407 | 1.2412 | | 0.3722 | 19.1795 | 748 | 1.4300 | 0.4265 | 1.4300 | 1.1958 | | 0.3722 | 19.2308 | 750 | 1.4212 | 0.4296 | 1.4212 | 1.1921 | | 0.3722 | 19.2821 | 752 | 1.4659 | 0.4 | 1.4659 | 1.2108 | | 0.3722 | 19.3333 | 754 | 1.5233 | 0.3942 | 1.5233 | 1.2342 | | 0.3722 | 19.3846 | 756 | 1.5332 | 0.3768 | 1.5332 | 1.2382 | | 0.3722 | 19.4359 | 758 | 1.5691 | 0.3741 | 1.5691 | 1.2527 | | 0.3722 | 19.4872 | 760 | 1.5367 | 0.4029 | 1.5367 | 1.2396 | | 0.3722 | 19.5385 | 762 | 1.5576 | 0.3768 | 1.5576 | 1.2480 | | 0.3722 | 19.5897 | 764 | 1.5666 | 0.3942 | 1.5666 | 1.2516 | | 0.3722 | 19.6410 | 766 | 1.5929 | 0.3556 | 1.5929 | 1.2621 | | 0.3722 | 19.6923 | 768 | 1.6251 | 0.3284 | 1.6251 | 1.2748 | | 0.3722 | 19.7436 | 770 | 1.6823 | 0.3284 | 1.6823 | 1.2970 | | 0.3722 | 19.7949 | 772 | 1.6630 | 0.3284 | 1.6630 | 1.2896 | | 0.3722 | 19.8462 | 774 | 1.6310 | 0.3284 | 1.6310 | 1.2771 | | 0.3722 | 19.8974 | 776 | 1.6451 | 0.3407 | 1.6451 | 1.2826 | | 0.3722 | 19.9487 | 778 | 1.6893 | 0.3212 | 1.6893 | 1.2997 | | 0.3722 | 20.0 | 780 | 1.7618 | 0.2734 | 1.7618 | 1.3273 | | 0.3722 | 20.0513 | 782 | 1.7869 | 0.2734 | 1.7869 | 1.3367 | | 0.3722 | 20.1026 | 784 | 1.7176 | 0.3212 | 1.7176 | 1.3106 | | 0.3722 | 20.1538 | 786 | 1.6739 | 0.3212 | 1.6739 | 1.2938 | | 0.3722 | 20.2051 | 788 | 1.6123 | 0.3212 | 1.6123 | 1.2698 | | 0.3722 | 20.2564 | 790 | 1.5785 | 0.3212 | 1.5785 | 1.2564 | | 0.3722 | 20.3077 | 792 | 1.5426 | 0.3111 | 1.5426 | 1.2420 | | 0.3722 | 20.3590 | 794 | 1.5396 | 0.3235 | 1.5396 | 1.2408 | | 0.3722 | 20.4103 | 796 | 1.5822 | 0.3212 | 1.5822 | 1.2578 | | 0.3722 | 20.4615 | 798 | 1.6658 | 0.3212 | 1.6658 | 1.2906 | | 0.3722 | 20.5128 | 800 | 1.7910 | 0.3212 | 1.7910 | 1.3383 | | 0.3722 | 20.5641 | 802 | 1.8691 | 0.2734 | 1.8691 | 1.3672 | | 0.3722 | 20.6154 | 804 | 1.8205 | 0.2734 | 1.8205 | 1.3492 | | 0.3722 | 20.6667 | 806 | 1.7024 | 0.3212 | 1.7024 | 1.3048 | | 0.3722 | 20.7179 | 808 | 1.5580 | 0.3235 | 1.5580 | 1.2482 | | 0.3722 | 20.7692 | 810 | 1.5060 | 0.3407 | 1.5060 | 1.2272 | | 0.3722 | 20.8205 | 812 | 1.4473 | 0.4179 | 1.4473 | 1.2031 | | 0.3722 | 20.8718 | 814 | 1.4137 | 0.3852 | 1.4137 | 1.1890 | | 0.3722 | 20.9231 | 816 | 1.4406 | 0.4118 | 1.4406 | 1.2003 | | 0.3722 | 20.9744 | 818 | 1.5229 | 0.3623 | 1.5229 | 1.2341 | | 0.3722 | 21.0256 | 820 | 1.6341 | 0.3188 | 1.6341 | 1.2783 | | 0.3722 | 21.0769 | 822 | 1.7454 | 0.2857 | 1.7454 | 1.3211 | | 0.3722 | 21.1282 | 824 | 1.8143 | 0.2857 | 1.8143 | 1.3470 | | 0.3722 | 21.1795 | 826 | 1.8550 | 0.2857 | 1.8550 | 1.3620 | | 0.3722 | 21.2308 | 828 | 1.8366 | 0.2590 | 1.8366 | 1.3552 | | 0.3722 | 21.2821 | 830 | 1.7710 | 0.3188 | 1.7710 | 1.3308 | | 0.3722 | 21.3333 | 832 | 1.6784 | 0.3188 | 1.6784 | 1.2955 | | 0.3722 | 21.3846 | 834 | 1.6141 | 0.3188 | 1.6141 | 1.2705 | | 0.3722 | 21.4359 | 836 | 1.5345 | 0.3235 | 1.5345 | 1.2388 | | 0.3722 | 21.4872 | 838 | 1.4615 | 0.3817 | 1.4615 | 1.2089 | | 0.3722 | 21.5385 | 840 | 1.4724 | 0.3817 | 1.4724 | 1.2134 | | 0.3722 | 21.5897 | 842 | 1.5198 | 0.3235 | 1.5198 | 1.2328 | | 0.3722 | 21.6410 | 844 | 1.5398 | 0.3235 | 1.5398 | 1.2409 | | 0.3722 | 21.6923 | 846 | 1.5623 | 0.3235 | 1.5623 | 1.2499 | | 0.3722 | 21.7436 | 848 | 1.5877 | 0.3235 | 1.5877 | 1.2601 | | 0.3722 | 21.7949 | 850 | 1.6705 | 0.3066 | 1.6705 | 1.2925 | | 0.3722 | 21.8462 | 852 | 1.7421 | 0.3188 | 1.7421 | 1.3199 | | 0.3722 | 21.8974 | 854 | 1.7455 | 0.3188 | 1.7455 | 1.3212 | | 0.3722 | 21.9487 | 856 | 1.6597 | 0.3235 | 1.6597 | 1.2883 | | 0.3722 | 22.0 | 858 | 1.5705 | 0.3459 | 1.5705 | 1.2532 | | 0.3722 | 22.0513 | 860 | 1.5132 | 0.3459 | 1.5132 | 1.2301 | | 0.3722 | 22.1026 | 862 | 1.5112 | 0.3459 | 1.5112 | 1.2293 | | 0.3722 | 22.1538 | 864 | 1.5200 | 0.3459 | 1.5200 | 1.2329 | | 0.3722 | 22.2051 | 866 | 1.4967 | 0.3556 | 1.4967 | 1.2234 | | 0.3722 | 22.2564 | 868 | 1.5401 | 0.3556 | 1.5401 | 1.2410 | | 0.3722 | 22.3077 | 870 | 1.5829 | 0.3504 | 1.5829 | 1.2581 | | 0.3722 | 22.3590 | 872 | 1.6034 | 0.3676 | 1.6034 | 1.2663 | | 0.3722 | 22.4103 | 874 | 1.5544 | 0.3676 | 1.5544 | 1.2468 | | 0.3722 | 22.4615 | 876 | 1.4711 | 0.3676 | 1.4711 | 1.2129 | | 0.3722 | 22.5128 | 878 | 1.4014 | 0.4179 | 1.4014 | 1.1838 | | 0.3722 | 22.5641 | 880 | 1.4416 | 0.3852 | 1.4416 | 1.2006 | | 0.3722 | 22.6154 | 882 | 1.5933 | 0.3407 | 1.5933 | 1.2623 | | 0.3722 | 22.6667 | 884 | 1.7305 | 0.3212 | 1.7305 | 1.3155 | | 0.3722 | 22.7179 | 886 | 1.8485 | 0.2734 | 1.8485 | 1.3596 | | 0.3722 | 22.7692 | 888 | 1.9114 | 0.2411 | 1.9114 | 1.3825 | | 0.3722 | 22.8205 | 890 | 1.8738 | 0.2571 | 1.8738 | 1.3689 | | 0.3722 | 22.8718 | 892 | 1.7547 | 0.2734 | 1.7547 | 1.3247 | | 0.3722 | 22.9231 | 894 | 1.6591 | 0.3111 | 1.6591 | 1.2881 | | 0.3722 | 22.9744 | 896 | 1.6005 | 0.3284 | 1.6005 | 1.2651 | | 0.3722 | 23.0256 | 898 | 1.6079 | 0.3284 | 1.6079 | 1.2680 | | 0.3722 | 23.0769 | 900 | 1.6053 | 0.3284 | 1.6053 | 1.2670 | | 0.3722 | 23.1282 | 902 | 1.6650 | 0.2899 | 1.6650 | 1.2903 | | 0.3722 | 23.1795 | 904 | 1.7408 | 0.2734 | 1.7408 | 1.3194 | | 0.3722 | 23.2308 | 906 | 1.8172 | 0.2734 | 1.8172 | 1.3480 | | 0.3722 | 23.2821 | 908 | 1.8648 | 0.2571 | 1.8648 | 1.3656 | | 0.3722 | 23.3333 | 910 | 1.8139 | 0.2734 | 1.8139 | 1.3468 | | 0.3722 | 23.3846 | 912 | 1.7605 | 0.2899 | 1.7605 | 1.3268 | | 0.3722 | 23.4359 | 914 | 1.7639 | 0.2899 | 1.7639 | 1.3281 | | 0.3722 | 23.4872 | 916 | 1.7562 | 0.2899 | 1.7562 | 1.3252 | | 0.3722 | 23.5385 | 918 | 1.7686 | 0.2899 | 1.7686 | 1.3299 | | 0.3722 | 23.5897 | 920 | 1.7412 | 0.2899 | 1.7412 | 1.3195 | | 0.3722 | 23.6410 | 922 | 1.6848 | 0.2899 | 1.6848 | 1.2980 | | 0.3722 | 23.6923 | 924 | 1.6586 | 0.3212 | 1.6586 | 1.2879 | | 0.3722 | 23.7436 | 926 | 1.6371 | 0.3212 | 1.6371 | 1.2795 | | 0.3722 | 23.7949 | 928 | 1.6284 | 0.3212 | 1.6284 | 1.2761 | | 0.3722 | 23.8462 | 930 | 1.5914 | 0.3284 | 1.5914 | 1.2615 | | 0.3722 | 23.8974 | 932 | 1.5633 | 0.3158 | 1.5633 | 1.2503 | | 0.3722 | 23.9487 | 934 | 1.5428 | 0.3433 | 1.5428 | 1.2421 | | 0.3722 | 24.0 | 936 | 1.5235 | 0.3433 | 1.5235 | 1.2343 | | 0.3722 | 24.0513 | 938 | 1.5419 | 0.3556 | 1.5419 | 1.2417 | | 0.3722 | 24.1026 | 940 | 1.6055 | 0.3088 | 1.6055 | 1.2671 | | 0.3722 | 24.1538 | 942 | 1.6833 | 0.3066 | 1.6833 | 1.2974 | | 0.3722 | 24.2051 | 944 | 1.7152 | 0.3066 | 1.7152 | 1.3097 | | 0.3722 | 24.2564 | 946 | 1.7252 | 0.2899 | 1.7252 | 1.3135 | | 0.3722 | 24.3077 | 948 | 1.7222 | 0.2734 | 1.7222 | 1.3123 | | 0.3722 | 24.3590 | 950 | 1.6729 | 0.3333 | 1.6729 | 1.2934 | | 0.3722 | 24.4103 | 952 | 1.5811 | 0.3382 | 1.5811 | 1.2574 | | 0.3722 | 24.4615 | 954 | 1.4913 | 0.3796 | 1.4913 | 1.2212 | | 0.3722 | 24.5128 | 956 | 1.4723 | 0.3913 | 1.4723 | 1.2134 | | 0.3722 | 24.5641 | 958 | 1.4770 | 0.4234 | 1.4770 | 1.2153 | | 0.3722 | 24.6154 | 960 | 1.5250 | 0.3971 | 1.5250 | 1.2349 | | 0.3722 | 24.6667 | 962 | 1.6284 | 0.3407 | 1.6284 | 1.2761 | | 0.3722 | 24.7179 | 964 | 1.7358 | 0.2734 | 1.7358 | 1.3175 | | 0.3722 | 24.7692 | 966 | 1.7707 | 0.2734 | 1.7707 | 1.3307 | | 0.3722 | 24.8205 | 968 | 1.7252 | 0.3000 | 1.7252 | 1.3135 | | 0.3722 | 24.8718 | 970 | 1.6292 | 0.3286 | 1.6292 | 1.2764 | | 0.3722 | 24.9231 | 972 | 1.5150 | 0.4203 | 1.5150 | 1.2309 | | 0.3722 | 24.9744 | 974 | 1.4350 | 0.4493 | 1.4350 | 1.1979 | | 0.3722 | 25.0256 | 976 | 1.4036 | 0.4380 | 1.4036 | 1.1847 | | 0.3722 | 25.0769 | 978 | 1.4237 | 0.4118 | 1.4237 | 1.1932 | | 0.3722 | 25.1282 | 980 | 1.4427 | 0.3852 | 1.4427 | 1.2011 | | 0.3722 | 25.1795 | 982 | 1.4561 | 0.3824 | 1.4561 | 1.2067 | | 0.3722 | 25.2308 | 984 | 1.4881 | 0.3942 | 1.4881 | 1.2199 | | 0.3722 | 25.2821 | 986 | 1.5571 | 0.3504 | 1.5571 | 1.2479 | | 0.3722 | 25.3333 | 988 | 1.5943 | 0.3478 | 1.5943 | 1.2627 | | 0.3722 | 25.3846 | 990 | 1.5659 | 0.3504 | 1.5659 | 1.2514 | | 0.3722 | 25.4359 | 992 | 1.5238 | 0.3504 | 1.5238 | 1.2344 | | 0.3722 | 25.4872 | 994 | 1.5546 | 0.3504 | 1.5546 | 1.2469 | | 0.3722 | 25.5385 | 996 | 1.5519 | 0.3504 | 1.5519 | 1.2457 | | 0.3722 | 25.5897 | 998 | 1.5166 | 0.3504 | 1.5166 | 1.2315 | | 0.0627 | 25.6410 | 1000 | 1.4347 | 0.4203 | 1.4347 | 1.1978 | | 0.0627 | 25.6923 | 1002 | 1.3816 | 0.4234 | 1.3816 | 1.1754 | | 0.0627 | 25.7436 | 1004 | 1.3676 | 0.4493 | 1.3676 | 1.1694 | | 0.0627 | 25.7949 | 1006 | 1.3566 | 0.4234 | 1.3566 | 1.1647 | | 0.0627 | 25.8462 | 1008 | 1.3910 | 0.4234 | 1.3910 | 1.1794 | | 0.0627 | 25.8974 | 1010 | 1.4415 | 0.4234 | 1.4415 | 1.2006 | | 0.0627 | 25.9487 | 1012 | 1.5017 | 0.3942 | 1.5017 | 1.2254 | | 0.0627 | 26.0 | 1014 | 1.5237 | 0.3676 | 1.5237 | 1.2344 | | 0.0627 | 26.0513 | 1016 | 1.5587 | 0.3676 | 1.5587 | 1.2485 | | 0.0627 | 26.1026 | 1018 | 1.5334 | 0.3407 | 1.5334 | 1.2383 | | 0.0627 | 26.1538 | 1020 | 1.5407 | 0.3407 | 1.5407 | 1.2413 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1