--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k7_task1_organization results: [] --- # ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k7_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: 2.1378 - Qwk: 0.2254 - Mse: 2.1378 - Rmse: 1.4621 ## 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 | 0.0645 | 2 | 7.1655 | -0.0055 | 7.1655 | 2.6768 | | No log | 0.1290 | 4 | 4.7294 | 0.0772 | 4.7294 | 2.1747 | | No log | 0.1935 | 6 | 3.4897 | -0.0312 | 3.4897 | 1.8681 | | No log | 0.2581 | 8 | 2.7609 | 0.0839 | 2.7609 | 1.6616 | | No log | 0.3226 | 10 | 2.4128 | 0.1364 | 2.4128 | 1.5533 | | No log | 0.3871 | 12 | 1.8537 | 0.2203 | 1.8537 | 1.3615 | | No log | 0.4516 | 14 | 1.8599 | 0.2414 | 1.8599 | 1.3638 | | No log | 0.5161 | 16 | 1.7768 | 0.2857 | 1.7768 | 1.3329 | | No log | 0.5806 | 18 | 1.7967 | 0.2456 | 1.7967 | 1.3404 | | No log | 0.6452 | 20 | 1.7957 | 0.2456 | 1.7957 | 1.3400 | | No log | 0.7097 | 22 | 1.9722 | 0.1890 | 1.9722 | 1.4044 | | No log | 0.7742 | 24 | 2.2133 | 0.1702 | 2.2133 | 1.4877 | | No log | 0.8387 | 26 | 2.0352 | 0.2482 | 2.0352 | 1.4266 | | No log | 0.9032 | 28 | 1.7233 | 0.3130 | 1.7233 | 1.3128 | | No log | 0.9677 | 30 | 1.6307 | 0.1682 | 1.6307 | 1.2770 | | No log | 1.0323 | 32 | 1.5986 | 0.1698 | 1.5986 | 1.2644 | | No log | 1.0968 | 34 | 1.6325 | 0.1698 | 1.6325 | 1.2777 | | No log | 1.1613 | 36 | 1.8088 | 0.2479 | 1.8088 | 1.3449 | | No log | 1.2258 | 38 | 1.9516 | 0.2080 | 1.9516 | 1.3970 | | No log | 1.2903 | 40 | 1.8189 | 0.2419 | 1.8189 | 1.3486 | | No log | 1.3548 | 42 | 1.6412 | 0.2807 | 1.6412 | 1.2811 | | No log | 1.4194 | 44 | 1.5467 | 0.1682 | 1.5467 | 1.2436 | | No log | 1.4839 | 46 | 1.5475 | 0.1698 | 1.5475 | 1.2440 | | No log | 1.5484 | 48 | 1.6756 | 0.1698 | 1.6756 | 1.2945 | | No log | 1.6129 | 50 | 1.6390 | 0.1869 | 1.6390 | 1.2802 | | No log | 1.6774 | 52 | 1.5988 | 0.2037 | 1.5988 | 1.2644 | | No log | 1.7419 | 54 | 1.6143 | 0.2018 | 1.6143 | 1.2705 | | No log | 1.8065 | 56 | 1.6693 | 0.2456 | 1.6693 | 1.2920 | | No log | 1.8710 | 58 | 1.7028 | 0.2182 | 1.7028 | 1.3049 | | No log | 1.9355 | 60 | 1.9477 | 0.1308 | 1.9477 | 1.3956 | | No log | 2.0 | 62 | 2.8097 | -0.1818 | 2.8097 | 1.6762 | | No log | 2.0645 | 64 | 3.3966 | -0.3281 | 3.3966 | 1.8430 | | No log | 2.1290 | 66 | 3.2090 | -0.2812 | 3.2090 | 1.7914 | | No log | 2.1935 | 68 | 2.3580 | -0.0183 | 2.3580 | 1.5356 | | No log | 2.2581 | 70 | 1.5852 | 0.1887 | 1.5852 | 1.2590 | | No log | 2.3226 | 72 | 1.3458 | 0.3826 | 1.3458 | 1.1601 | | No log | 2.3871 | 74 | 1.3504 | 0.3590 | 1.3504 | 1.1621 | | No log | 2.4516 | 76 | 1.3541 | 0.4068 | 1.3541 | 1.1637 | | No log | 2.5161 | 78 | 1.3705 | 0.3621 | 1.3705 | 1.1707 | | No log | 2.5806 | 80 | 1.5450 | 0.4444 | 1.5450 | 1.2430 | | No log | 2.6452 | 82 | 1.7624 | 0.3276 | 1.7624 | 1.3275 | | No log | 2.7097 | 84 | 1.7648 | 0.2857 | 1.7648 | 1.3284 | | No log | 2.7742 | 86 | 1.6794 | 0.1495 | 1.6794 | 1.2959 | | No log | 2.8387 | 88 | 1.5667 | 0.2593 | 1.5667 | 1.2517 | | No log | 2.9032 | 90 | 1.5317 | 0.3091 | 1.5317 | 1.2376 | | No log | 2.9677 | 92 | 1.6215 | 0.3276 | 1.6215 | 1.2734 | | No log | 3.0323 | 94 | 1.6444 | 0.3967 | 1.6444 | 1.2823 | | No log | 3.0968 | 96 | 1.5115 | 0.4160 | 1.5115 | 1.2294 | | No log | 3.1613 | 98 | 1.3327 | 0.4715 | 1.3327 | 1.1544 | | No log | 3.2258 | 100 | 1.3158 | 0.496 | 1.3158 | 1.1471 | | No log | 3.2903 | 102 | 1.4420 | 0.3968 | 1.4420 | 1.2008 | | No log | 3.3548 | 104 | 1.8269 | 0.2576 | 1.8269 | 1.3516 | | No log | 3.4194 | 106 | 2.0490 | 0.1439 | 2.0490 | 1.4314 | | No log | 3.4839 | 108 | 2.1560 | 0.1408 | 2.1560 | 1.4683 | | No log | 3.5484 | 110 | 1.9932 | 0.1571 | 1.9932 | 1.4118 | | No log | 3.6129 | 112 | 1.8023 | 0.2647 | 1.8023 | 1.3425 | | No log | 3.6774 | 114 | 1.8557 | 0.2482 | 1.8557 | 1.3622 | | No log | 3.7419 | 116 | 1.8764 | 0.2464 | 1.8764 | 1.3698 | | No log | 3.8065 | 118 | 1.9790 | 0.2174 | 1.9790 | 1.4068 | | No log | 3.8710 | 120 | 2.1660 | 0.1408 | 2.1660 | 1.4717 | | No log | 3.9355 | 122 | 2.1357 | 0.0870 | 2.1357 | 1.4614 | | No log | 4.0 | 124 | 2.0085 | 0.2074 | 2.0085 | 1.4172 | | No log | 4.0645 | 126 | 2.0892 | 0.1449 | 2.0892 | 1.4454 | | No log | 4.1290 | 128 | 2.0008 | 0.1778 | 2.0008 | 1.4145 | | No log | 4.1935 | 130 | 1.8167 | 0.2667 | 1.8167 | 1.3479 | | No log | 4.2581 | 132 | 1.7181 | 0.2857 | 1.7181 | 1.3108 | | No log | 4.3226 | 134 | 1.7130 | 0.2687 | 1.7130 | 1.3088 | | No log | 4.3871 | 136 | 1.8666 | 0.2336 | 1.8666 | 1.3662 | | No log | 4.4516 | 138 | 1.9110 | 0.1778 | 1.9110 | 1.3824 | | No log | 4.5161 | 140 | 1.8623 | 0.2154 | 1.8623 | 1.3647 | | No log | 4.5806 | 142 | 1.7354 | 0.2462 | 1.7354 | 1.3173 | | No log | 4.6452 | 144 | 1.5608 | 0.3846 | 1.5608 | 1.2493 | | No log | 4.7097 | 146 | 1.4581 | 0.4186 | 1.4581 | 1.2075 | | No log | 4.7742 | 148 | 1.5195 | 0.3906 | 1.5195 | 1.2327 | | No log | 4.8387 | 150 | 1.5461 | 0.3906 | 1.5461 | 1.2434 | | No log | 4.9032 | 152 | 1.5201 | 0.3906 | 1.5201 | 1.2329 | | No log | 4.9677 | 154 | 1.6813 | 0.2556 | 1.6813 | 1.2966 | | No log | 5.0323 | 156 | 1.7443 | 0.2273 | 1.7443 | 1.3207 | | No log | 5.0968 | 158 | 1.8809 | 0.2105 | 1.8809 | 1.3715 | | No log | 5.1613 | 160 | 1.9201 | 0.1970 | 1.9201 | 1.3857 | | No log | 5.2258 | 162 | 1.9890 | 0.1890 | 1.9890 | 1.4103 | | No log | 5.2903 | 164 | 1.8575 | 0.2149 | 1.8575 | 1.3629 | | No log | 5.3548 | 166 | 1.5815 | 0.2679 | 1.5815 | 1.2576 | | No log | 5.4194 | 168 | 1.3182 | 0.3333 | 1.3182 | 1.1481 | | No log | 5.4839 | 170 | 1.1600 | 0.4918 | 1.1600 | 1.0770 | | No log | 5.5484 | 172 | 1.1930 | 0.4262 | 1.1930 | 1.0923 | | No log | 5.6129 | 174 | 1.4880 | 0.3817 | 1.4880 | 1.2198 | | No log | 5.6774 | 176 | 1.8418 | 0.2794 | 1.8418 | 1.3571 | | No log | 5.7419 | 178 | 1.9991 | 0.1986 | 1.9991 | 1.4139 | | No log | 5.8065 | 180 | 2.0043 | 0.1714 | 2.0043 | 1.4158 | | No log | 5.8710 | 182 | 1.8855 | 0.2174 | 1.8855 | 1.3731 | | No log | 5.9355 | 184 | 1.7631 | 0.2576 | 1.7631 | 1.3278 | | No log | 6.0 | 186 | 1.7452 | 0.2576 | 1.7452 | 1.3211 | | No log | 6.0645 | 188 | 1.7485 | 0.2748 | 1.7485 | 1.3223 | | No log | 6.1290 | 190 | 1.6517 | 0.3077 | 1.6517 | 1.2852 | | No log | 6.1935 | 192 | 1.5692 | 0.3101 | 1.5692 | 1.2527 | | No log | 6.2581 | 194 | 1.4883 | 0.3040 | 1.4883 | 1.2200 | | No log | 6.3226 | 196 | 1.4330 | 0.3040 | 1.4330 | 1.1971 | | No log | 6.3871 | 198 | 1.5647 | 0.3256 | 1.5647 | 1.2509 | | No log | 6.4516 | 200 | 1.8644 | 0.2406 | 1.8644 | 1.3654 | | No log | 6.5161 | 202 | 1.9606 | 0.2290 | 1.9606 | 1.4002 | | No log | 6.5806 | 204 | 1.8364 | 0.2481 | 1.8364 | 1.3551 | | No log | 6.6452 | 206 | 1.7336 | 0.2321 | 1.7336 | 1.3167 | | No log | 6.7097 | 208 | 1.7395 | 0.1333 | 1.7395 | 1.3189 | | No log | 6.7742 | 210 | 1.6286 | 0.3009 | 1.6286 | 1.2762 | | No log | 6.8387 | 212 | 1.4579 | 0.3697 | 1.4579 | 1.2074 | | No log | 6.9032 | 214 | 1.5069 | 0.3871 | 1.5069 | 1.2276 | | No log | 6.9677 | 216 | 1.5793 | 0.3053 | 1.5793 | 1.2567 | | No log | 7.0323 | 218 | 1.6708 | 0.3235 | 1.6708 | 1.2926 | | No log | 7.0968 | 220 | 1.5890 | 0.3235 | 1.5890 | 1.2605 | | No log | 7.1613 | 222 | 1.5959 | 0.3259 | 1.5959 | 1.2633 | | No log | 7.2258 | 224 | 1.6885 | 0.3188 | 1.6885 | 1.2994 | | No log | 7.2903 | 226 | 1.9168 | 0.2714 | 1.9168 | 1.3845 | | No log | 7.3548 | 228 | 1.9019 | 0.2878 | 1.9019 | 1.3791 | | No log | 7.4194 | 230 | 1.5966 | 0.3556 | 1.5966 | 1.2636 | | No log | 7.4839 | 232 | 1.3799 | 0.4580 | 1.3799 | 1.1747 | | No log | 7.5484 | 234 | 1.4929 | 0.4091 | 1.4929 | 1.2219 | | No log | 7.6129 | 236 | 1.7675 | 0.3188 | 1.7675 | 1.3295 | | No log | 7.6774 | 238 | 1.8054 | 0.3022 | 1.8054 | 1.3436 | | No log | 7.7419 | 240 | 1.8216 | 0.3333 | 1.8216 | 1.3497 | | No log | 7.8065 | 242 | 1.7295 | 0.3385 | 1.7295 | 1.3151 | | No log | 7.8710 | 244 | 1.5688 | 0.3607 | 1.5688 | 1.2525 | | No log | 7.9355 | 246 | 1.5122 | 0.3740 | 1.5122 | 1.2297 | | No log | 8.0 | 248 | 1.5514 | 0.4885 | 1.5514 | 1.2456 | | No log | 8.0645 | 250 | 1.7284 | 0.3165 | 1.7284 | 1.3147 | | No log | 8.1290 | 252 | 1.9855 | 0.2254 | 1.9855 | 1.4091 | | No log | 8.1935 | 254 | 2.0435 | 0.2254 | 2.0435 | 1.4295 | | No log | 8.2581 | 256 | 2.0743 | 0.2254 | 2.0743 | 1.4402 | | No log | 8.3226 | 258 | 2.0257 | 0.2254 | 2.0257 | 1.4233 | | No log | 8.3871 | 260 | 1.8646 | 0.3022 | 1.8646 | 1.3655 | | No log | 8.4516 | 262 | 1.6873 | 0.3453 | 1.6873 | 1.2990 | | No log | 8.5161 | 264 | 1.7144 | 0.3529 | 1.7144 | 1.3094 | | No log | 8.5806 | 266 | 1.7909 | 0.3022 | 1.7909 | 1.3382 | | No log | 8.6452 | 268 | 1.8302 | 0.2714 | 1.8302 | 1.3529 | | No log | 8.7097 | 270 | 1.8287 | 0.2837 | 1.8287 | 1.3523 | | No log | 8.7742 | 272 | 1.8989 | 0.2714 | 1.8989 | 1.3780 | | No log | 8.8387 | 274 | 1.9826 | 0.2143 | 1.9826 | 1.4080 | | No log | 8.9032 | 276 | 2.1167 | 0.2143 | 2.1167 | 1.4549 | | No log | 8.9677 | 278 | 2.0872 | 0.2143 | 2.0872 | 1.4447 | | No log | 9.0323 | 280 | 1.9171 | 0.3022 | 1.9171 | 1.3846 | | No log | 9.0968 | 282 | 1.8556 | 0.3022 | 1.8556 | 1.3622 | | No log | 9.1613 | 284 | 1.9517 | 0.2254 | 1.9517 | 1.3970 | | No log | 9.2258 | 286 | 2.0996 | 0.2098 | 2.0996 | 1.4490 | | No log | 9.2903 | 288 | 2.0601 | 0.2098 | 2.0601 | 1.4353 | | No log | 9.3548 | 290 | 1.9197 | 0.2754 | 1.9197 | 1.3855 | | No log | 9.4194 | 292 | 1.8451 | 0.2815 | 1.8451 | 1.3583 | | No log | 9.4839 | 294 | 1.9282 | 0.2754 | 1.9282 | 1.3886 | | No log | 9.5484 | 296 | 2.0209 | 0.2319 | 2.0209 | 1.4216 | | No log | 9.6129 | 298 | 2.1620 | 0.1560 | 2.1620 | 1.4704 | | No log | 9.6774 | 300 | 2.1200 | 0.1714 | 2.1200 | 1.4560 | | No log | 9.7419 | 302 | 1.9144 | 0.2482 | 1.9144 | 1.3836 | | No log | 9.8065 | 304 | 1.7195 | 0.3158 | 1.7195 | 1.3113 | | No log | 9.8710 | 306 | 1.7692 | 0.3158 | 1.7692 | 1.3301 | | No log | 9.9355 | 308 | 1.8018 | 0.25 | 1.8018 | 1.3423 | | No log | 10.0 | 310 | 1.8440 | 0.2754 | 1.8440 | 1.3580 | | No log | 10.0645 | 312 | 1.9652 | 0.2754 | 1.9652 | 1.4019 | | No log | 10.1290 | 314 | 2.0274 | 0.2590 | 2.0274 | 1.4239 | | No log | 10.1935 | 316 | 1.9757 | 0.2319 | 1.9757 | 1.4056 | | No log | 10.2581 | 318 | 1.7564 | 0.3235 | 1.7564 | 1.3253 | | No log | 10.3226 | 320 | 1.4288 | 0.3333 | 1.4288 | 1.1953 | | No log | 10.3871 | 322 | 1.3372 | 0.3740 | 1.3372 | 1.1564 | | No log | 10.4516 | 324 | 1.3772 | 0.3333 | 1.3772 | 1.1735 | | No log | 10.5161 | 326 | 1.5121 | 0.3200 | 1.5121 | 1.2297 | | No log | 10.5806 | 328 | 1.6893 | 0.3101 | 1.6893 | 1.2997 | | No log | 10.6452 | 330 | 1.8485 | 0.2424 | 1.8485 | 1.3596 | | No log | 10.7097 | 332 | 1.9324 | 0.1778 | 1.9324 | 1.3901 | | No log | 10.7742 | 334 | 1.8443 | 0.2222 | 1.8443 | 1.3580 | | No log | 10.8387 | 336 | 1.6917 | 0.3308 | 1.6916 | 1.3006 | | No log | 10.9032 | 338 | 1.5801 | 0.3485 | 1.5801 | 1.2570 | | No log | 10.9677 | 340 | 1.6081 | 0.3077 | 1.6081 | 1.2681 | | No log | 11.0323 | 342 | 1.6816 | 0.3582 | 1.6816 | 1.2968 | | No log | 11.0968 | 344 | 1.7191 | 0.2985 | 1.7191 | 1.3111 | | No log | 11.1613 | 346 | 1.7913 | 0.2963 | 1.7913 | 1.3384 | | No log | 11.2258 | 348 | 1.8223 | 0.2774 | 1.8223 | 1.3499 | | No log | 11.2903 | 350 | 1.8529 | 0.2754 | 1.8529 | 1.3612 | | No log | 11.3548 | 352 | 1.7718 | 0.3212 | 1.7718 | 1.3311 | | No log | 11.4194 | 354 | 1.7221 | 0.3504 | 1.7221 | 1.3123 | | No log | 11.4839 | 356 | 1.6763 | 0.3504 | 1.6763 | 1.2947 | | No log | 11.5484 | 358 | 1.6963 | 0.3478 | 1.6963 | 1.3024 | | No log | 11.6129 | 360 | 1.7198 | 0.3358 | 1.7198 | 1.3114 | | No log | 11.6774 | 362 | 1.8742 | 0.2647 | 1.8742 | 1.3690 | | No log | 11.7419 | 364 | 2.1175 | 0.1739 | 2.1175 | 1.4552 | | No log | 11.8065 | 366 | 2.1867 | 0.1439 | 2.1867 | 1.4787 | | No log | 11.8710 | 368 | 2.0739 | 0.1898 | 2.0739 | 1.4401 | | No log | 11.9355 | 370 | 1.9364 | 0.3088 | 1.9364 | 1.3916 | | No log | 12.0 | 372 | 1.6972 | 0.2815 | 1.6972 | 1.3028 | | No log | 12.0645 | 374 | 1.5073 | 0.3231 | 1.5073 | 1.2277 | | No log | 12.1290 | 376 | 1.5365 | 0.3101 | 1.5365 | 1.2395 | | No log | 12.1935 | 378 | 1.6952 | 0.2481 | 1.6952 | 1.3020 | | No log | 12.2581 | 380 | 1.8995 | 0.1778 | 1.8995 | 1.3782 | | No log | 12.3226 | 382 | 2.0634 | 0.1203 | 2.0634 | 1.4365 | | No log | 12.3871 | 384 | 2.0655 | 0.1504 | 2.0655 | 1.4372 | | No log | 12.4516 | 386 | 2.0276 | 0.1493 | 2.0276 | 1.4240 | | No log | 12.5161 | 388 | 1.9375 | 0.1493 | 1.9375 | 1.3919 | | No log | 12.5806 | 390 | 1.8713 | 0.2388 | 1.8713 | 1.3680 | | No log | 12.6452 | 392 | 1.7313 | 0.3030 | 1.7313 | 1.3158 | | No log | 12.7097 | 394 | 1.7059 | 0.25 | 1.7059 | 1.3061 | | No log | 12.7742 | 396 | 1.7659 | 0.2742 | 1.7659 | 1.3289 | | No log | 12.8387 | 398 | 1.8551 | 0.256 | 1.8551 | 1.3620 | | No log | 12.9032 | 400 | 1.8984 | 0.2362 | 1.8984 | 1.3778 | | No log | 12.9677 | 402 | 1.9173 | 0.2171 | 1.9173 | 1.3846 | | No log | 13.0323 | 404 | 2.0390 | 0.1705 | 2.0390 | 1.4279 | | No log | 13.0968 | 406 | 2.1104 | 0.1692 | 2.1104 | 1.4527 | | No log | 13.1613 | 408 | 2.1049 | 0.1875 | 2.1049 | 1.4508 | | No log | 13.2258 | 410 | 1.9254 | 0.2222 | 1.9254 | 1.3876 | | No log | 13.2903 | 412 | 1.7310 | 0.2276 | 1.7310 | 1.3157 | | No log | 13.3548 | 414 | 1.6455 | 0.2677 | 1.6455 | 1.2828 | | No log | 13.4194 | 416 | 1.7480 | 0.3158 | 1.7480 | 1.3221 | | No log | 13.4839 | 418 | 1.9762 | 0.2446 | 1.9762 | 1.4058 | | No log | 13.5484 | 420 | 2.1786 | 0.1986 | 2.1786 | 1.4760 | | No log | 13.6129 | 422 | 2.2100 | 0.1986 | 2.2100 | 1.4866 | | No log | 13.6774 | 424 | 2.2602 | 0.1986 | 2.2602 | 1.5034 | | No log | 13.7419 | 426 | 2.2191 | 0.1986 | 2.2191 | 1.4897 | | No log | 13.8065 | 428 | 2.0423 | 0.2394 | 2.0423 | 1.4291 | | No log | 13.8710 | 430 | 1.8245 | 0.2774 | 1.8245 | 1.3508 | | No log | 13.9355 | 432 | 1.6786 | 0.2836 | 1.6786 | 1.2956 | | No log | 14.0 | 434 | 1.5971 | 0.3158 | 1.5971 | 1.2638 | | No log | 14.0645 | 436 | 1.6037 | 0.3582 | 1.6037 | 1.2664 | | No log | 14.1290 | 438 | 1.6565 | 0.3182 | 1.6565 | 1.2870 | | No log | 14.1935 | 440 | 1.7491 | 0.2273 | 1.7491 | 1.3225 | | No log | 14.2581 | 442 | 1.8506 | 0.2190 | 1.8506 | 1.3604 | | No log | 14.3226 | 444 | 2.0131 | 0.1898 | 2.0131 | 1.4189 | | No log | 14.3871 | 446 | 2.1062 | 0.1898 | 2.1062 | 1.4513 | | No log | 14.4516 | 448 | 2.0970 | 0.1630 | 2.0970 | 1.4481 | | No log | 14.5161 | 450 | 2.0287 | 0.1667 | 2.0287 | 1.4243 | | No log | 14.5806 | 452 | 1.9224 | 0.2047 | 1.9224 | 1.3865 | | No log | 14.6452 | 454 | 1.8523 | 0.2481 | 1.8523 | 1.3610 | | No log | 14.7097 | 456 | 1.8533 | 0.2647 | 1.8533 | 1.3614 | | No log | 14.7742 | 458 | 1.8896 | 0.3188 | 1.8896 | 1.3746 | | No log | 14.8387 | 460 | 1.9593 | 0.2446 | 1.9593 | 1.3997 | | No log | 14.9032 | 462 | 2.0046 | 0.2446 | 2.0046 | 1.4159 | | No log | 14.9677 | 464 | 1.9807 | 0.2446 | 1.9807 | 1.4074 | | No log | 15.0323 | 466 | 1.9177 | 0.2920 | 1.9177 | 1.3848 | | No log | 15.0968 | 468 | 1.7727 | 0.3235 | 1.7727 | 1.3314 | | No log | 15.1613 | 470 | 1.6887 | 0.3759 | 1.6887 | 1.2995 | | No log | 15.2258 | 472 | 1.7185 | 0.3759 | 1.7185 | 1.3109 | | No log | 15.2903 | 474 | 1.8744 | 0.2920 | 1.8744 | 1.3691 | | No log | 15.3548 | 476 | 1.8983 | 0.2920 | 1.8983 | 1.3778 | | No log | 15.4194 | 478 | 1.8771 | 0.2920 | 1.8771 | 1.3701 | | No log | 15.4839 | 480 | 1.8586 | 0.2941 | 1.8586 | 1.3633 | | No log | 15.5484 | 482 | 1.7705 | 0.3111 | 1.7705 | 1.3306 | | No log | 15.6129 | 484 | 1.7709 | 0.3111 | 1.7709 | 1.3307 | | No log | 15.6774 | 486 | 1.9053 | 0.2920 | 1.9053 | 1.3803 | | No log | 15.7419 | 488 | 1.9736 | 0.2609 | 1.9736 | 1.4048 | | No log | 15.8065 | 490 | 1.9992 | 0.2609 | 1.9992 | 1.4139 | | No log | 15.8710 | 492 | 1.9857 | 0.2059 | 1.9857 | 1.4091 | | No log | 15.9355 | 494 | 1.9736 | 0.2059 | 1.9736 | 1.4048 | | No log | 16.0 | 496 | 1.9801 | 0.1926 | 1.9801 | 1.4072 | | No log | 16.0645 | 498 | 2.0298 | 0.1860 | 2.0298 | 1.4247 | | 0.3851 | 16.1290 | 500 | 2.1382 | 0.1692 | 2.1382 | 1.4623 | | 0.3851 | 16.1935 | 502 | 2.1711 | 0.1642 | 2.1711 | 1.4735 | | 0.3851 | 16.2581 | 504 | 2.1459 | 0.1765 | 2.1459 | 1.4649 | | 0.3851 | 16.3226 | 506 | 2.0144 | 0.2059 | 2.0144 | 1.4193 | | 0.3851 | 16.3871 | 508 | 1.7952 | 0.2647 | 1.7952 | 1.3399 | | 0.3851 | 16.4516 | 510 | 1.6877 | 0.3704 | 1.6877 | 1.2991 | | 0.3851 | 16.5161 | 512 | 1.7447 | 0.3504 | 1.7447 | 1.3209 | | 0.3851 | 16.5806 | 514 | 1.9158 | 0.3188 | 1.9158 | 1.3841 | | 0.3851 | 16.6452 | 516 | 1.9651 | 0.2878 | 1.9651 | 1.4018 | | 0.3851 | 16.7097 | 518 | 1.9978 | 0.2878 | 1.9978 | 1.4134 | | 0.3851 | 16.7742 | 520 | 1.9842 | 0.2609 | 1.9842 | 1.4086 | | 0.3851 | 16.8387 | 522 | 1.8481 | 0.3188 | 1.8481 | 1.3595 | | 0.3851 | 16.9032 | 524 | 1.7488 | 0.3212 | 1.7488 | 1.3224 | | 0.3851 | 16.9677 | 526 | 1.7082 | 0.3529 | 1.7082 | 1.3070 | | 0.3851 | 17.0323 | 528 | 1.6278 | 0.3433 | 1.6278 | 1.2759 | | 0.3851 | 17.0968 | 530 | 1.6850 | 0.3235 | 1.6850 | 1.2981 | | 0.3851 | 17.1613 | 532 | 1.8358 | 0.3188 | 1.8358 | 1.3549 | | 0.3851 | 17.2258 | 534 | 2.0313 | 0.2254 | 2.0313 | 1.4252 | | 0.3851 | 17.2903 | 536 | 2.0544 | 0.2411 | 2.0544 | 1.4333 | | 0.3851 | 17.3548 | 538 | 2.0761 | 0.2143 | 2.0761 | 1.4409 | | 0.3851 | 17.4194 | 540 | 2.0251 | 0.2336 | 2.0251 | 1.4230 | | 0.3851 | 17.4839 | 542 | 1.9760 | 0.2370 | 1.9760 | 1.4057 | | 0.3851 | 17.5484 | 544 | 1.9280 | 0.2388 | 1.9280 | 1.3885 | | 0.3851 | 17.6129 | 546 | 1.9483 | 0.2388 | 1.9483 | 1.3958 | | 0.3851 | 17.6774 | 548 | 1.9382 | 0.2370 | 1.9382 | 1.3922 | | 0.3851 | 17.7419 | 550 | 1.9101 | 0.2667 | 1.9101 | 1.3820 | | 0.3851 | 17.8065 | 552 | 1.9057 | 0.2667 | 1.9057 | 1.3805 | | 0.3851 | 17.8710 | 554 | 1.9060 | 0.2388 | 1.9060 | 1.3806 | | 0.3851 | 17.9355 | 556 | 1.8976 | 0.2667 | 1.8976 | 1.3775 | | 0.3851 | 18.0 | 558 | 1.8215 | 0.2667 | 1.8215 | 1.3496 | | 0.3851 | 18.0645 | 560 | 1.7170 | 0.2615 | 1.7170 | 1.3103 | | 0.3851 | 18.1290 | 562 | 1.6754 | 0.2969 | 1.6754 | 1.2944 | | 0.3851 | 18.1935 | 564 | 1.7292 | 0.2707 | 1.7292 | 1.3150 | | 0.3851 | 18.2581 | 566 | 1.7042 | 0.2707 | 1.7042 | 1.3055 | | 0.3851 | 18.3226 | 568 | 1.6491 | 0.2812 | 1.6491 | 1.2842 | | 0.3851 | 18.3871 | 570 | 1.6349 | 0.2677 | 1.6349 | 1.2786 | | 0.3851 | 18.4516 | 572 | 1.6039 | 0.2951 | 1.6039 | 1.2664 | | 0.3851 | 18.5161 | 574 | 1.6135 | 0.2975 | 1.6135 | 1.2702 | | 0.3851 | 18.5806 | 576 | 1.6697 | 0.2540 | 1.6697 | 1.2922 | | 0.3851 | 18.6452 | 578 | 1.6912 | 0.2636 | 1.6912 | 1.3005 | | 0.3851 | 18.7097 | 580 | 1.7199 | 0.2344 | 1.7199 | 1.3115 | | 0.3851 | 18.7742 | 582 | 1.7613 | 0.2326 | 1.7613 | 1.3272 | | 0.3851 | 18.8387 | 584 | 1.7465 | 0.2344 | 1.7465 | 1.3216 | | 0.3851 | 18.9032 | 586 | 1.6969 | 0.2833 | 1.6969 | 1.3027 | | 0.3851 | 18.9677 | 588 | 1.6740 | 0.2564 | 1.6740 | 1.2938 | | 0.3851 | 19.0323 | 590 | 1.6777 | 0.2857 | 1.6777 | 1.2953 | | 0.3851 | 19.0968 | 592 | 1.7063 | 0.3150 | 1.7063 | 1.3063 | | 0.3851 | 19.1613 | 594 | 1.7641 | 0.3111 | 1.7641 | 1.3282 | | 0.3851 | 19.2258 | 596 | 1.8464 | 0.2734 | 1.8464 | 1.3588 | | 0.3851 | 19.2903 | 598 | 1.8545 | 0.2464 | 1.8545 | 1.3618 | | 0.3851 | 19.3548 | 600 | 1.8368 | 0.2482 | 1.8368 | 1.3553 | | 0.3851 | 19.4194 | 602 | 1.8241 | 0.2370 | 1.8241 | 1.3506 | | 0.3851 | 19.4839 | 604 | 1.8777 | 0.1970 | 1.8777 | 1.3703 | | 0.3851 | 19.5484 | 606 | 1.8775 | 0.1970 | 1.8775 | 1.3702 | | 0.3851 | 19.6129 | 608 | 1.8746 | 0.1791 | 1.8746 | 1.3692 | | 0.3851 | 19.6774 | 610 | 1.8255 | 0.2121 | 1.8255 | 1.3511 | | 0.3851 | 19.7419 | 612 | 1.7263 | 0.2481 | 1.7263 | 1.3139 | | 0.3851 | 19.8065 | 614 | 1.7123 | 0.2857 | 1.7123 | 1.3085 | | 0.3851 | 19.8710 | 616 | 1.6741 | 0.2836 | 1.6741 | 1.2939 | | 0.3851 | 19.9355 | 618 | 1.7273 | 0.2963 | 1.7273 | 1.3143 | | 0.3851 | 20.0 | 620 | 1.6993 | 0.2963 | 1.6993 | 1.3036 | | 0.3851 | 20.0645 | 622 | 1.6679 | 0.2836 | 1.6679 | 1.2915 | | 0.3851 | 20.1290 | 624 | 1.6519 | 0.3008 | 1.6519 | 1.2853 | | 0.3851 | 20.1935 | 626 | 1.6885 | 0.2963 | 1.6885 | 1.2994 | | 0.3851 | 20.2581 | 628 | 1.6756 | 0.3182 | 1.6756 | 1.2945 | | 0.3851 | 20.3226 | 630 | 1.6876 | 0.2615 | 1.6876 | 1.2991 | | 0.3851 | 20.3871 | 632 | 1.7943 | 0.2576 | 1.7943 | 1.3395 | | 0.3851 | 20.4516 | 634 | 1.9448 | 0.2074 | 1.9448 | 1.3946 | | 0.3851 | 20.5161 | 636 | 1.9895 | 0.2074 | 1.9895 | 1.4105 | | 0.3851 | 20.5806 | 638 | 1.9511 | 0.1940 | 1.9511 | 1.3968 | | 0.3851 | 20.6452 | 640 | 1.8851 | 0.2239 | 1.8851 | 1.3730 | | 0.3851 | 20.7097 | 642 | 1.8202 | 0.2105 | 1.8202 | 1.3491 | | 0.3851 | 20.7742 | 644 | 1.6863 | 0.2769 | 1.6863 | 1.2986 | | 0.3851 | 20.8387 | 646 | 1.6299 | 0.3636 | 1.6299 | 1.2767 | | 0.3851 | 20.9032 | 648 | 1.6002 | 0.3636 | 1.6002 | 1.2650 | | 0.3851 | 20.9677 | 650 | 1.6426 | 0.3556 | 1.6426 | 1.2816 | | 0.3851 | 21.0323 | 652 | 1.7367 | 0.3504 | 1.7367 | 1.3178 | | 0.3851 | 21.0968 | 654 | 1.8017 | 0.3188 | 1.8017 | 1.3423 | | 0.3851 | 21.1613 | 656 | 1.7921 | 0.3188 | 1.7921 | 1.3387 | | 0.3851 | 21.2258 | 658 | 1.7055 | 0.3188 | 1.7055 | 1.3059 | | 0.3851 | 21.2903 | 660 | 1.6377 | 0.3504 | 1.6377 | 1.2797 | | 0.3851 | 21.3548 | 662 | 1.6409 | 0.3529 | 1.6409 | 1.2810 | | 0.3851 | 21.4194 | 664 | 1.7201 | 0.3529 | 1.7201 | 1.3115 | | 0.3851 | 21.4839 | 666 | 1.7788 | 0.3043 | 1.7788 | 1.3337 | | 0.3851 | 21.5484 | 668 | 1.8340 | 0.3022 | 1.8340 | 1.3543 | | 0.3851 | 21.6129 | 670 | 1.9296 | 0.2446 | 1.9296 | 1.3891 | | 0.3851 | 21.6774 | 672 | 1.9419 | 0.2446 | 1.9419 | 1.3935 | | 0.3851 | 21.7419 | 674 | 1.8495 | 0.2754 | 1.8495 | 1.3600 | | 0.3851 | 21.8065 | 676 | 1.7458 | 0.2941 | 1.7458 | 1.3213 | | 0.3851 | 21.8710 | 678 | 1.7474 | 0.2941 | 1.7474 | 1.3219 | | 0.3851 | 21.9355 | 680 | 1.8572 | 0.2920 | 1.8572 | 1.3628 | | 0.3851 | 22.0 | 682 | 1.9946 | 0.2446 | 1.9946 | 1.4123 | | 0.3851 | 22.0645 | 684 | 2.0560 | 0.1986 | 2.0560 | 1.4339 | | 0.3851 | 22.1290 | 686 | 2.0083 | 0.2446 | 2.0083 | 1.4171 | | 0.3851 | 22.1935 | 688 | 1.9876 | 0.2446 | 1.9876 | 1.4098 | | 0.3851 | 22.2581 | 690 | 1.9795 | 0.2714 | 1.9795 | 1.4069 | | 0.3851 | 22.3226 | 692 | 1.8996 | 0.2714 | 1.8996 | 1.3783 | | 0.3851 | 22.3871 | 694 | 1.8568 | 0.2714 | 1.8568 | 1.3626 | | 0.3851 | 22.4516 | 696 | 1.7787 | 0.3188 | 1.7787 | 1.3337 | | 0.3851 | 22.5161 | 698 | 1.7253 | 0.2963 | 1.7253 | 1.3135 | | 0.3851 | 22.5806 | 700 | 1.6452 | 0.3206 | 1.6452 | 1.2827 | | 0.3851 | 22.6452 | 702 | 1.6620 | 0.3158 | 1.6620 | 1.2892 | | 0.3851 | 22.7097 | 704 | 1.7103 | 0.3676 | 1.7103 | 1.3078 | | 0.3851 | 22.7742 | 706 | 1.7906 | 0.3676 | 1.7906 | 1.3381 | | 0.3851 | 22.8387 | 708 | 1.8348 | 0.3088 | 1.8348 | 1.3545 | | 0.3851 | 22.9032 | 710 | 1.8927 | 0.3088 | 1.8927 | 1.3757 | | 0.3851 | 22.9677 | 712 | 1.8416 | 0.3088 | 1.8416 | 1.3570 | | 0.3851 | 23.0323 | 714 | 1.7916 | 0.3284 | 1.7916 | 1.3385 | | 0.3851 | 23.0968 | 716 | 1.8264 | 0.3358 | 1.8264 | 1.3514 | | 0.3851 | 23.1613 | 718 | 1.8747 | 0.3358 | 1.8747 | 1.3692 | | 0.3851 | 23.2258 | 720 | 1.9095 | 0.2286 | 1.9095 | 1.3819 | | 0.3851 | 23.2903 | 722 | 1.9262 | 0.2286 | 1.9262 | 1.3879 | | 0.3851 | 23.3548 | 724 | 1.9634 | 0.2553 | 1.9634 | 1.4012 | | 0.3851 | 23.4194 | 726 | 2.0292 | 0.2553 | 2.0292 | 1.4245 | | 0.3851 | 23.4839 | 728 | 2.0901 | 0.1986 | 2.0901 | 1.4457 | | 0.3851 | 23.5484 | 730 | 2.0500 | 0.1986 | 2.0500 | 1.4318 | | 0.3851 | 23.6129 | 732 | 1.9345 | 0.2609 | 1.9345 | 1.3908 | | 0.3851 | 23.6774 | 734 | 1.7459 | 0.2941 | 1.7459 | 1.3213 | | 0.3851 | 23.7419 | 736 | 1.6567 | 0.2963 | 1.6567 | 1.2871 | | 0.3851 | 23.8065 | 738 | 1.5987 | 0.3846 | 1.5987 | 1.2644 | | 0.3851 | 23.8710 | 740 | 1.5622 | 0.4219 | 1.5622 | 1.2499 | | 0.3851 | 23.9355 | 742 | 1.6122 | 0.4 | 1.6122 | 1.2697 | | 0.3851 | 24.0 | 744 | 1.7513 | 0.2941 | 1.7513 | 1.3234 | | 0.3851 | 24.0645 | 746 | 1.8599 | 0.2920 | 1.8599 | 1.3638 | | 0.3851 | 24.1290 | 748 | 1.9594 | 0.1986 | 1.9594 | 1.3998 | | 0.3851 | 24.1935 | 750 | 2.0158 | 0.1986 | 2.0158 | 1.4198 | | 0.3851 | 24.2581 | 752 | 2.0243 | 0.1986 | 2.0243 | 1.4228 | | 0.3851 | 24.3226 | 754 | 1.9685 | 0.2254 | 1.9685 | 1.4030 | | 0.3851 | 24.3871 | 756 | 1.8821 | 0.2714 | 1.8821 | 1.3719 | | 0.3851 | 24.4516 | 758 | 1.8284 | 0.2595 | 1.8284 | 1.3522 | | 0.3851 | 24.5161 | 760 | 1.8715 | 0.2308 | 1.8715 | 1.3680 | | 0.3851 | 24.5806 | 762 | 1.9050 | 0.2424 | 1.9050 | 1.3802 | | 0.3851 | 24.6452 | 764 | 1.9275 | 0.2464 | 1.9275 | 1.3884 | | 0.3851 | 24.7097 | 766 | 1.9896 | 0.2553 | 1.9896 | 1.4105 | | 0.3851 | 24.7742 | 768 | 2.0014 | 0.2553 | 2.0014 | 1.4147 | | 0.3851 | 24.8387 | 770 | 1.9816 | 0.2553 | 1.9816 | 1.4077 | | 0.3851 | 24.9032 | 772 | 1.9176 | 0.2714 | 1.9176 | 1.3848 | | 0.3851 | 24.9677 | 774 | 1.7870 | 0.3235 | 1.7870 | 1.3368 | | 0.3851 | 25.0323 | 776 | 1.6761 | 0.3259 | 1.6761 | 1.2946 | | 0.3851 | 25.0968 | 778 | 1.6520 | 0.3259 | 1.6520 | 1.2853 | | 0.3851 | 25.1613 | 780 | 1.7363 | 0.3382 | 1.7363 | 1.3177 | | 0.3851 | 25.2258 | 782 | 1.8837 | 0.2734 | 1.8837 | 1.3725 | | 0.3851 | 25.2903 | 784 | 2.0871 | 0.2254 | 2.0871 | 1.4447 | | 0.3851 | 25.3548 | 786 | 2.1911 | 0.2254 | 2.1911 | 1.4802 | | 0.3851 | 25.4194 | 788 | 2.1347 | 0.2254 | 2.1347 | 1.4611 | | 0.3851 | 25.4839 | 790 | 2.0285 | 0.2254 | 2.0285 | 1.4243 | | 0.3851 | 25.5484 | 792 | 1.8596 | 0.2899 | 1.8596 | 1.3637 | | 0.3851 | 25.6129 | 794 | 1.7701 | 0.3259 | 1.7701 | 1.3305 | | 0.3851 | 25.6774 | 796 | 1.7375 | 0.3284 | 1.7375 | 1.3181 | | 0.3851 | 25.7419 | 798 | 1.8013 | 0.2774 | 1.8013 | 1.3421 | | 0.3851 | 25.8065 | 800 | 1.9531 | 0.2254 | 1.9531 | 1.3975 | | 0.3851 | 25.8710 | 802 | 2.1490 | 0.2254 | 2.1490 | 1.4659 | | 0.3851 | 25.9355 | 804 | 2.2069 | 0.2254 | 2.2069 | 1.4856 | | 0.3851 | 26.0 | 806 | 2.1128 | 0.2254 | 2.1128 | 1.4535 | | 0.3851 | 26.0645 | 808 | 1.9965 | 0.2254 | 1.9965 | 1.4130 | | 0.3851 | 26.1290 | 810 | 1.8974 | 0.2446 | 1.8974 | 1.3775 | | 0.3851 | 26.1935 | 812 | 1.8371 | 0.2754 | 1.8371 | 1.3554 | | 0.3851 | 26.2581 | 814 | 1.8316 | 0.2754 | 1.8316 | 1.3534 | | 0.3851 | 26.3226 | 816 | 1.8747 | 0.2571 | 1.8747 | 1.3692 | | 0.3851 | 26.3871 | 818 | 1.9430 | 0.2411 | 1.9430 | 1.3939 | | 0.3851 | 26.4516 | 820 | 2.0594 | 0.2254 | 2.0594 | 1.4351 | | 0.3851 | 26.5161 | 822 | 2.0471 | 0.1986 | 2.0471 | 1.4308 | | 0.3851 | 26.5806 | 824 | 2.0063 | 0.1986 | 2.0063 | 1.4164 | | 0.3851 | 26.6452 | 826 | 1.9294 | 0.2609 | 1.9294 | 1.3890 | | 0.3851 | 26.7097 | 828 | 1.8127 | 0.3188 | 1.8127 | 1.3464 | | 0.3851 | 26.7742 | 830 | 1.7246 | 0.3433 | 1.7246 | 1.3133 | | 0.3851 | 26.8387 | 832 | 1.6977 | 0.3910 | 1.6977 | 1.3030 | | 0.3851 | 26.9032 | 834 | 1.7141 | 0.3556 | 1.7141 | 1.3092 | | 0.3851 | 26.9677 | 836 | 1.7376 | 0.3212 | 1.7376 | 1.3182 | | 0.3851 | 27.0323 | 838 | 1.7401 | 0.3188 | 1.7401 | 1.3191 | | 0.3851 | 27.0968 | 840 | 1.7473 | 0.3188 | 1.7473 | 1.3219 | | 0.3851 | 27.1613 | 842 | 1.7614 | 0.3188 | 1.7614 | 1.3272 | | 0.3851 | 27.2258 | 844 | 1.7366 | 0.3188 | 1.7366 | 1.3178 | | 0.3851 | 27.2903 | 846 | 1.7187 | 0.3188 | 1.7187 | 1.3110 | | 0.3851 | 27.3548 | 848 | 1.6863 | 0.3188 | 1.6863 | 1.2986 | | 0.3851 | 27.4194 | 850 | 1.6965 | 0.3188 | 1.6965 | 1.3025 | | 0.3851 | 27.4839 | 852 | 1.7035 | 0.3212 | 1.7035 | 1.3052 | | 0.3851 | 27.5484 | 854 | 1.6977 | 0.3212 | 1.6977 | 1.3030 | | 0.3851 | 27.6129 | 856 | 1.6636 | 0.3881 | 1.6636 | 1.2898 | | 0.3851 | 27.6774 | 858 | 1.6745 | 0.3939 | 1.6746 | 1.2940 | | 0.3851 | 27.7419 | 860 | 1.7088 | 0.3382 | 1.7088 | 1.3072 | | 0.3851 | 27.8065 | 862 | 1.7536 | 0.3212 | 1.7536 | 1.3242 | | 0.3851 | 27.8710 | 864 | 1.8462 | 0.3188 | 1.8462 | 1.3588 | | 0.3851 | 27.9355 | 866 | 1.9777 | 0.2411 | 1.9777 | 1.4063 | | 0.3851 | 28.0 | 868 | 1.9741 | 0.2411 | 1.9741 | 1.4050 | | 0.3851 | 28.0645 | 870 | 1.9051 | 0.2878 | 1.9051 | 1.3803 | | 0.3851 | 28.1290 | 872 | 1.7906 | 0.3188 | 1.7906 | 1.3381 | | 0.3851 | 28.1935 | 874 | 1.7017 | 0.3212 | 1.7017 | 1.3045 | | 0.3851 | 28.2581 | 876 | 1.7167 | 0.3212 | 1.7167 | 1.3102 | | 0.3851 | 28.3226 | 878 | 1.8037 | 0.2899 | 1.8037 | 1.3430 | | 0.3851 | 28.3871 | 880 | 1.9519 | 0.2714 | 1.9519 | 1.3971 | | 0.3851 | 28.4516 | 882 | 2.0564 | 0.2254 | 2.0564 | 1.4340 | | 0.3851 | 28.5161 | 884 | 2.0587 | 0.2254 | 2.0587 | 1.4348 | | 0.3851 | 28.5806 | 886 | 1.9796 | 0.2553 | 1.9796 | 1.4070 | | 0.3851 | 28.6452 | 888 | 1.8566 | 0.2899 | 1.8566 | 1.3626 | | 0.3851 | 28.7097 | 890 | 1.7408 | 0.3212 | 1.7408 | 1.3194 | | 0.3851 | 28.7742 | 892 | 1.7148 | 0.3212 | 1.7148 | 1.3095 | | 0.3851 | 28.8387 | 894 | 1.7640 | 0.2899 | 1.7640 | 1.3281 | | 0.3851 | 28.9032 | 896 | 1.8759 | 0.2714 | 1.8759 | 1.3696 | | 0.3851 | 28.9677 | 898 | 2.0343 | 0.2098 | 2.0343 | 1.4263 | | 0.3851 | 29.0323 | 900 | 2.1589 | 0.1831 | 2.1589 | 1.4693 | | 0.3851 | 29.0968 | 902 | 2.1623 | 0.1831 | 2.1623 | 1.4705 | | 0.3851 | 29.1613 | 904 | 2.0681 | 0.1986 | 2.0681 | 1.4381 | | 0.3851 | 29.2258 | 906 | 1.9607 | 0.2446 | 1.9607 | 1.4003 | | 0.3851 | 29.2903 | 908 | 1.8195 | 0.3188 | 1.8195 | 1.3489 | | 0.3851 | 29.3548 | 910 | 1.7398 | 0.3504 | 1.7398 | 1.3190 | | 0.3851 | 29.4194 | 912 | 1.6887 | 0.3504 | 1.6887 | 1.2995 | | 0.3851 | 29.4839 | 914 | 1.7070 | 0.3504 | 1.7070 | 1.3065 | | 0.3851 | 29.5484 | 916 | 1.7523 | 0.3188 | 1.7523 | 1.3237 | | 0.3851 | 29.6129 | 918 | 1.8281 | 0.2878 | 1.8281 | 1.3521 | | 0.3851 | 29.6774 | 920 | 1.9435 | 0.2553 | 1.9435 | 1.3941 | | 0.3851 | 29.7419 | 922 | 2.0865 | 0.1986 | 2.0865 | 1.4445 | | 0.3851 | 29.8065 | 924 | 2.1188 | 0.1986 | 2.1188 | 1.4556 | | 0.3851 | 29.8710 | 926 | 2.1222 | 0.1986 | 2.1222 | 1.4568 | | 0.3851 | 29.9355 | 928 | 2.1113 | 0.1986 | 2.1113 | 1.4530 | | 0.3851 | 30.0 | 930 | 2.0975 | 0.1986 | 2.0975 | 1.4483 | | 0.3851 | 30.0645 | 932 | 2.0308 | 0.2143 | 2.0308 | 1.4251 | | 0.3851 | 30.1290 | 934 | 1.9059 | 0.2571 | 1.9059 | 1.3806 | | 0.3851 | 30.1935 | 936 | 1.7633 | 0.3358 | 1.7633 | 1.3279 | | 0.3851 | 30.2581 | 938 | 1.6318 | 0.3582 | 1.6318 | 1.2774 | | 0.3851 | 30.3226 | 940 | 1.5949 | 0.3582 | 1.5949 | 1.2629 | | 0.3851 | 30.3871 | 942 | 1.6057 | 0.3704 | 1.6057 | 1.2671 | | 0.3851 | 30.4516 | 944 | 1.6307 | 0.3704 | 1.6307 | 1.2770 | | 0.3851 | 30.5161 | 946 | 1.6623 | 0.3556 | 1.6623 | 1.2893 | | 0.3851 | 30.5806 | 948 | 1.7161 | 0.3188 | 1.7161 | 1.3100 | | 0.3851 | 30.6452 | 950 | 1.8155 | 0.3188 | 1.8155 | 1.3474 | | 0.3851 | 30.7097 | 952 | 1.9382 | 0.2302 | 1.9382 | 1.3922 | | 0.3851 | 30.7742 | 954 | 2.0292 | 0.2143 | 2.0292 | 1.4245 | | 0.3851 | 30.8387 | 956 | 2.0537 | 0.2143 | 2.0537 | 1.4331 | | 0.3851 | 30.9032 | 958 | 2.0305 | 0.2143 | 2.0305 | 1.4250 | | 0.3851 | 30.9677 | 960 | 1.9803 | 0.2143 | 1.9803 | 1.4072 | | 0.3851 | 31.0323 | 962 | 1.8874 | 0.2302 | 1.8874 | 1.3738 | | 0.3851 | 31.0968 | 964 | 1.7983 | 0.3188 | 1.7983 | 1.3410 | | 0.3851 | 31.1613 | 966 | 1.7302 | 0.3188 | 1.7302 | 1.3154 | | 0.3851 | 31.2258 | 968 | 1.7027 | 0.3188 | 1.7027 | 1.3049 | | 0.3851 | 31.2903 | 970 | 1.7191 | 0.3188 | 1.7191 | 1.3111 | | 0.3851 | 31.3548 | 972 | 1.7634 | 0.3188 | 1.7634 | 1.3279 | | 0.3851 | 31.4194 | 974 | 1.7970 | 0.3188 | 1.7970 | 1.3405 | | 0.3851 | 31.4839 | 976 | 1.8505 | 0.2571 | 1.8505 | 1.3603 | | 0.3851 | 31.5484 | 978 | 1.9581 | 0.2411 | 1.9581 | 1.3993 | | 0.3851 | 31.6129 | 980 | 2.0181 | 0.1986 | 2.0181 | 1.4206 | | 0.3851 | 31.6774 | 982 | 2.0017 | 0.2143 | 2.0017 | 1.4148 | | 0.3851 | 31.7419 | 984 | 1.9183 | 0.2302 | 1.9183 | 1.3850 | | 0.3851 | 31.8065 | 986 | 1.8265 | 0.2878 | 1.8265 | 1.3515 | | 0.3851 | 31.8710 | 988 | 1.7268 | 0.3188 | 1.7268 | 1.3141 | | 0.3851 | 31.9355 | 990 | 1.6718 | 0.3407 | 1.6718 | 1.2930 | | 0.3851 | 32.0 | 992 | 1.6975 | 0.3407 | 1.6975 | 1.3029 | | 0.3851 | 32.0645 | 994 | 1.7627 | 0.2878 | 1.7627 | 1.3277 | | 0.3851 | 32.1290 | 996 | 1.8300 | 0.2609 | 1.8300 | 1.3528 | | 0.3851 | 32.1935 | 998 | 1.9000 | 0.2609 | 1.9000 | 1.3784 | | 0.0616 | 32.2581 | 1000 | 1.8946 | 0.2609 | 1.8946 | 1.3765 | | 0.0616 | 32.3226 | 1002 | 1.8160 | 0.2920 | 1.8160 | 1.3476 | | 0.0616 | 32.3871 | 1004 | 1.7225 | 0.3459 | 1.7225 | 1.3125 | | 0.0616 | 32.4516 | 1006 | 1.6384 | 0.3594 | 1.6384 | 1.2800 | | 0.0616 | 32.5161 | 1008 | 1.6014 | 0.3876 | 1.6014 | 1.2655 | | 0.0616 | 32.5806 | 1010 | 1.6046 | 0.4154 | 1.6046 | 1.2667 | | 0.0616 | 32.6452 | 1012 | 1.6343 | 0.3731 | 1.6343 | 1.2784 | | 0.0616 | 32.7097 | 1014 | 1.6692 | 0.3188 | 1.6692 | 1.2920 | | 0.0616 | 32.7742 | 1016 | 1.7105 | 0.3188 | 1.7105 | 1.3078 | | 0.0616 | 32.8387 | 1018 | 1.7324 | 0.3188 | 1.7324 | 1.3162 | | 0.0616 | 32.9032 | 1020 | 1.8041 | 0.2878 | 1.8041 | 1.3432 | | 0.0616 | 32.9677 | 1022 | 1.8569 | 0.2878 | 1.8569 | 1.3627 | | 0.0616 | 33.0323 | 1024 | 1.8627 | 0.2878 | 1.8627 | 1.3648 | | 0.0616 | 33.0968 | 1026 | 1.7730 | 0.2878 | 1.7730 | 1.3316 | | 0.0616 | 33.1613 | 1028 | 1.7440 | 0.2878 | 1.7440 | 1.3206 | | 0.0616 | 33.2258 | 1030 | 1.7261 | 0.3188 | 1.7261 | 1.3138 | | 0.0616 | 33.2903 | 1032 | 1.7899 | 0.2878 | 1.7899 | 1.3379 | | 0.0616 | 33.3548 | 1034 | 1.8362 | 0.2878 | 1.8362 | 1.3551 | | 0.0616 | 33.4194 | 1036 | 1.7928 | 0.2878 | 1.7928 | 1.3390 | | 0.0616 | 33.4839 | 1038 | 1.7829 | 0.2878 | 1.7829 | 1.3353 | | 0.0616 | 33.5484 | 1040 | 1.7956 | 0.2878 | 1.7956 | 1.3400 | | 0.0616 | 33.6129 | 1042 | 1.8196 | 0.2878 | 1.8196 | 1.3489 | | 0.0616 | 33.6774 | 1044 | 1.7953 | 0.3188 | 1.7953 | 1.3399 | | 0.0616 | 33.7419 | 1046 | 1.7757 | 0.3188 | 1.7757 | 1.3326 | | 0.0616 | 33.8065 | 1048 | 1.7790 | 0.3188 | 1.7790 | 1.3338 | | 0.0616 | 33.8710 | 1050 | 1.8738 | 0.2878 | 1.8738 | 1.3689 | | 0.0616 | 33.9355 | 1052 | 1.9977 | 0.2411 | 1.9977 | 1.4134 | | 0.0616 | 34.0 | 1054 | 2.1065 | 0.2254 | 2.1065 | 1.4514 | | 0.0616 | 34.0645 | 1056 | 2.1176 | 0.2254 | 2.1176 | 1.4552 | | 0.0616 | 34.1290 | 1058 | 2.1217 | 0.2254 | 2.1217 | 1.4566 | | 0.0616 | 34.1935 | 1060 | 2.1378 | 0.2254 | 2.1378 | 1.4621 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1