--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_style results: [] --- # Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_style 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: 0.4187 - Qwk: 0.6872 - Mse: 0.4187 - Rmse: 0.6471 ## 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 | 0.0213 | 2 | 4.1307 | -0.0009 | 4.1307 | 2.0324 | | No log | 0.0426 | 4 | 3.0147 | 0.0505 | 3.0147 | 1.7363 | | No log | 0.0638 | 6 | 1.4577 | 0.0448 | 1.4577 | 1.2073 | | No log | 0.0851 | 8 | 0.8912 | 0.0717 | 0.8912 | 0.9440 | | No log | 0.1064 | 10 | 0.8107 | -0.0058 | 0.8107 | 0.9004 | | No log | 0.1277 | 12 | 0.7588 | 0.1050 | 0.7588 | 0.8711 | | No log | 0.1489 | 14 | 0.6761 | 0.1355 | 0.6761 | 0.8222 | | No log | 0.1702 | 16 | 0.5936 | 0.4030 | 0.5936 | 0.7705 | | No log | 0.1915 | 18 | 0.6359 | 0.3937 | 0.6359 | 0.7975 | | No log | 0.2128 | 20 | 0.5725 | 0.4018 | 0.5725 | 0.7567 | | No log | 0.2340 | 22 | 0.5798 | 0.4085 | 0.5798 | 0.7614 | | No log | 0.2553 | 24 | 0.5225 | 0.4717 | 0.5225 | 0.7229 | | No log | 0.2766 | 26 | 0.5161 | 0.4137 | 0.5161 | 0.7184 | | No log | 0.2979 | 28 | 0.5071 | 0.4604 | 0.5071 | 0.7121 | | No log | 0.3191 | 30 | 0.4952 | 0.4657 | 0.4952 | 0.7037 | | No log | 0.3404 | 32 | 0.4487 | 0.5593 | 0.4487 | 0.6698 | | No log | 0.3617 | 34 | 0.5237 | 0.5491 | 0.5237 | 0.7236 | | No log | 0.3830 | 36 | 0.5080 | 0.5507 | 0.5080 | 0.7127 | | No log | 0.4043 | 38 | 0.4330 | 0.5952 | 0.4330 | 0.6580 | | No log | 0.4255 | 40 | 0.5310 | 0.4044 | 0.5310 | 0.7287 | | No log | 0.4468 | 42 | 0.5610 | 0.3759 | 0.5610 | 0.7490 | | No log | 0.4681 | 44 | 0.4910 | 0.5738 | 0.4910 | 0.7007 | | No log | 0.4894 | 46 | 0.5503 | 0.5752 | 0.5503 | 0.7418 | | No log | 0.5106 | 48 | 0.6052 | 0.5774 | 0.6052 | 0.7779 | | No log | 0.5319 | 50 | 0.4782 | 0.5815 | 0.4782 | 0.6915 | | No log | 0.5532 | 52 | 0.4317 | 0.5970 | 0.4317 | 0.6570 | | No log | 0.5745 | 54 | 0.4447 | 0.5510 | 0.4447 | 0.6669 | | No log | 0.5957 | 56 | 0.4392 | 0.5765 | 0.4392 | 0.6627 | | No log | 0.6170 | 58 | 0.4546 | 0.6128 | 0.4546 | 0.6742 | | No log | 0.6383 | 60 | 0.4690 | 0.6224 | 0.4690 | 0.6848 | | No log | 0.6596 | 62 | 0.4411 | 0.5951 | 0.4411 | 0.6641 | | No log | 0.6809 | 64 | 0.4276 | 0.6110 | 0.4276 | 0.6539 | | No log | 0.7021 | 66 | 0.5060 | 0.4348 | 0.5060 | 0.7113 | | No log | 0.7234 | 68 | 0.5452 | 0.4925 | 0.5452 | 0.7384 | | No log | 0.7447 | 70 | 0.5049 | 0.4914 | 0.5049 | 0.7106 | | No log | 0.7660 | 72 | 0.4604 | 0.4917 | 0.4604 | 0.6786 | | No log | 0.7872 | 74 | 0.4502 | 0.5586 | 0.4502 | 0.6710 | | No log | 0.8085 | 76 | 0.4574 | 0.6184 | 0.4574 | 0.6763 | | No log | 0.8298 | 78 | 0.4928 | 0.5761 | 0.4928 | 0.7020 | | No log | 0.8511 | 80 | 0.4823 | 0.5359 | 0.4823 | 0.6945 | | No log | 0.8723 | 82 | 0.4337 | 0.5939 | 0.4337 | 0.6586 | | No log | 0.8936 | 84 | 0.4058 | 0.5726 | 0.4058 | 0.6370 | | No log | 0.9149 | 86 | 0.4118 | 0.5830 | 0.4118 | 0.6417 | | No log | 0.9362 | 88 | 0.4143 | 0.5584 | 0.4143 | 0.6437 | | No log | 0.9574 | 90 | 0.4830 | 0.5947 | 0.4830 | 0.6950 | | No log | 0.9787 | 92 | 0.5324 | 0.5893 | 0.5324 | 0.7296 | | No log | 1.0 | 94 | 0.6682 | 0.5928 | 0.6682 | 0.8174 | | No log | 1.0213 | 96 | 0.8478 | 0.5182 | 0.8478 | 0.9208 | | No log | 1.0426 | 98 | 0.6385 | 0.6350 | 0.6385 | 0.7991 | | No log | 1.0638 | 100 | 0.7597 | 0.5585 | 0.7597 | 0.8716 | | No log | 1.0851 | 102 | 0.8262 | 0.5251 | 0.8262 | 0.9090 | | No log | 1.1064 | 104 | 0.7091 | 0.5217 | 0.7091 | 0.8421 | | No log | 1.1277 | 106 | 0.4544 | 0.6304 | 0.4544 | 0.6741 | | No log | 1.1489 | 108 | 0.6035 | 0.5141 | 0.6035 | 0.7769 | | No log | 1.1702 | 110 | 0.5987 | 0.4519 | 0.5987 | 0.7737 | | No log | 1.1915 | 112 | 0.4245 | 0.5771 | 0.4245 | 0.6515 | | No log | 1.2128 | 114 | 0.4439 | 0.5477 | 0.4439 | 0.6663 | | No log | 1.2340 | 116 | 0.5000 | 0.5645 | 0.5000 | 0.7071 | | No log | 1.2553 | 118 | 0.4860 | 0.5759 | 0.4860 | 0.6971 | | No log | 1.2766 | 120 | 0.4785 | 0.6050 | 0.4785 | 0.6917 | | No log | 1.2979 | 122 | 0.4848 | 0.6204 | 0.4848 | 0.6963 | | No log | 1.3191 | 124 | 0.5005 | 0.6606 | 0.5005 | 0.7075 | | No log | 1.3404 | 126 | 0.4920 | 0.6282 | 0.4920 | 0.7014 | | No log | 1.3617 | 128 | 0.4963 | 0.6428 | 0.4963 | 0.7045 | | No log | 1.3830 | 130 | 0.4733 | 0.6194 | 0.4733 | 0.6880 | | No log | 1.4043 | 132 | 0.4367 | 0.6616 | 0.4367 | 0.6608 | | No log | 1.4255 | 134 | 0.4137 | 0.5986 | 0.4137 | 0.6432 | | No log | 1.4468 | 136 | 0.3989 | 0.6105 | 0.3989 | 0.6316 | | No log | 1.4681 | 138 | 0.4877 | 0.5543 | 0.4877 | 0.6984 | | No log | 1.4894 | 140 | 0.5044 | 0.5239 | 0.5044 | 0.7102 | | No log | 1.5106 | 142 | 0.4533 | 0.6100 | 0.4533 | 0.6733 | | No log | 1.5319 | 144 | 0.4249 | 0.5931 | 0.4249 | 0.6518 | | No log | 1.5532 | 146 | 0.4168 | 0.5858 | 0.4168 | 0.6456 | | No log | 1.5745 | 148 | 0.3980 | 0.6249 | 0.3980 | 0.6309 | | No log | 1.5957 | 150 | 0.4054 | 0.6079 | 0.4054 | 0.6367 | | No log | 1.6170 | 152 | 0.4249 | 0.6337 | 0.4249 | 0.6518 | | No log | 1.6383 | 154 | 0.4553 | 0.6767 | 0.4553 | 0.6748 | | No log | 1.6596 | 156 | 0.4783 | 0.6544 | 0.4783 | 0.6916 | | No log | 1.6809 | 158 | 0.4899 | 0.6347 | 0.4899 | 0.7000 | | No log | 1.7021 | 160 | 0.4984 | 0.6300 | 0.4984 | 0.7060 | | No log | 1.7234 | 162 | 0.5419 | 0.6334 | 0.5419 | 0.7362 | | No log | 1.7447 | 164 | 0.6070 | 0.6009 | 0.6070 | 0.7791 | | No log | 1.7660 | 166 | 0.7209 | 0.5736 | 0.7209 | 0.8491 | | No log | 1.7872 | 168 | 0.7983 | 0.5397 | 0.7983 | 0.8935 | | No log | 1.8085 | 170 | 0.7232 | 0.5426 | 0.7232 | 0.8504 | | No log | 1.8298 | 172 | 0.5292 | 0.6050 | 0.5292 | 0.7275 | | No log | 1.8511 | 174 | 0.4783 | 0.6425 | 0.4783 | 0.6916 | | No log | 1.8723 | 176 | 0.4675 | 0.6629 | 0.4675 | 0.6837 | | No log | 1.8936 | 178 | 0.4720 | 0.6603 | 0.4720 | 0.6870 | | No log | 1.9149 | 180 | 0.4617 | 0.6203 | 0.4617 | 0.6795 | | No log | 1.9362 | 182 | 0.4202 | 0.6190 | 0.4202 | 0.6482 | | No log | 1.9574 | 184 | 0.3921 | 0.6230 | 0.3921 | 0.6261 | | No log | 1.9787 | 186 | 0.3943 | 0.6125 | 0.3943 | 0.6280 | | No log | 2.0 | 188 | 0.4065 | 0.6134 | 0.4065 | 0.6375 | | No log | 2.0213 | 190 | 0.3937 | 0.6141 | 0.3937 | 0.6274 | | No log | 2.0426 | 192 | 0.3946 | 0.6351 | 0.3946 | 0.6282 | | No log | 2.0638 | 194 | 0.4322 | 0.6398 | 0.4322 | 0.6574 | | No log | 2.0851 | 196 | 0.4897 | 0.6423 | 0.4897 | 0.6998 | | No log | 2.1064 | 198 | 0.4886 | 0.6464 | 0.4886 | 0.6990 | | No log | 2.1277 | 200 | 0.4128 | 0.6415 | 0.4128 | 0.6425 | | No log | 2.1489 | 202 | 0.4063 | 0.6088 | 0.4063 | 0.6374 | | No log | 2.1702 | 204 | 0.4182 | 0.6167 | 0.4182 | 0.6467 | | No log | 2.1915 | 206 | 0.4006 | 0.6165 | 0.4006 | 0.6329 | | No log | 2.2128 | 208 | 0.4102 | 0.6326 | 0.4102 | 0.6405 | | No log | 2.2340 | 210 | 0.4471 | 0.6150 | 0.4471 | 0.6687 | | No log | 2.2553 | 212 | 0.4842 | 0.6069 | 0.4842 | 0.6958 | | No log | 2.2766 | 214 | 0.4766 | 0.6110 | 0.4766 | 0.6904 | | No log | 2.2979 | 216 | 0.4749 | 0.6409 | 0.4749 | 0.6891 | | No log | 2.3191 | 218 | 0.4780 | 0.6444 | 0.4780 | 0.6914 | | No log | 2.3404 | 220 | 0.4826 | 0.6557 | 0.4826 | 0.6947 | | No log | 2.3617 | 222 | 0.4901 | 0.6691 | 0.4901 | 0.7001 | | No log | 2.3830 | 224 | 0.4918 | 0.6360 | 0.4918 | 0.7013 | | No log | 2.4043 | 226 | 0.4923 | 0.6327 | 0.4923 | 0.7016 | | No log | 2.4255 | 228 | 0.4641 | 0.6362 | 0.4641 | 0.6813 | | No log | 2.4468 | 230 | 0.4319 | 0.6045 | 0.4319 | 0.6572 | | No log | 2.4681 | 232 | 0.4190 | 0.6490 | 0.4190 | 0.6473 | | No log | 2.4894 | 234 | 0.4662 | 0.5866 | 0.4662 | 0.6828 | | No log | 2.5106 | 236 | 0.5830 | 0.4937 | 0.5830 | 0.7635 | | No log | 2.5319 | 238 | 0.6040 | 0.4662 | 0.6040 | 0.7772 | | No log | 2.5532 | 240 | 0.5250 | 0.5656 | 0.5250 | 0.7246 | | No log | 2.5745 | 242 | 0.4168 | 0.6432 | 0.4168 | 0.6456 | | No log | 2.5957 | 244 | 0.4011 | 0.6461 | 0.4011 | 0.6333 | | No log | 2.6170 | 246 | 0.3936 | 0.6479 | 0.3936 | 0.6274 | | No log | 2.6383 | 248 | 0.4122 | 0.5869 | 0.4122 | 0.6420 | | No log | 2.6596 | 250 | 0.4232 | 0.5868 | 0.4232 | 0.6505 | | No log | 2.6809 | 252 | 0.4073 | 0.5943 | 0.4074 | 0.6382 | | No log | 2.7021 | 254 | 0.4029 | 0.6548 | 0.4029 | 0.6348 | | No log | 2.7234 | 256 | 0.4453 | 0.6079 | 0.4453 | 0.6673 | | No log | 2.7447 | 258 | 0.4349 | 0.6246 | 0.4349 | 0.6595 | | No log | 2.7660 | 260 | 0.4438 | 0.6424 | 0.4438 | 0.6661 | | No log | 2.7872 | 262 | 0.5657 | 0.5500 | 0.5657 | 0.7521 | | No log | 2.8085 | 264 | 0.5778 | 0.5461 | 0.5778 | 0.7601 | | No log | 2.8298 | 266 | 0.4950 | 0.6287 | 0.4950 | 0.7036 | | No log | 2.8511 | 268 | 0.4104 | 0.6640 | 0.4104 | 0.6406 | | No log | 2.8723 | 270 | 0.3964 | 0.6742 | 0.3964 | 0.6296 | | No log | 2.8936 | 272 | 0.3996 | 0.6576 | 0.3996 | 0.6321 | | No log | 2.9149 | 274 | 0.4224 | 0.6668 | 0.4224 | 0.6500 | | No log | 2.9362 | 276 | 0.4420 | 0.6547 | 0.4420 | 0.6649 | | No log | 2.9574 | 278 | 0.4305 | 0.6485 | 0.4305 | 0.6561 | | No log | 2.9787 | 280 | 0.5082 | 0.6418 | 0.5082 | 0.7129 | | No log | 3.0 | 282 | 0.7203 | 0.5457 | 0.7203 | 0.8487 | | No log | 3.0213 | 284 | 0.7808 | 0.5246 | 0.7808 | 0.8836 | | No log | 3.0426 | 286 | 0.6960 | 0.5522 | 0.6960 | 0.8342 | | No log | 3.0638 | 288 | 0.5180 | 0.6574 | 0.5180 | 0.7197 | | No log | 3.0851 | 290 | 0.5417 | 0.5945 | 0.5417 | 0.7360 | | No log | 3.1064 | 292 | 0.5966 | 0.5818 | 0.5966 | 0.7724 | | No log | 3.1277 | 294 | 0.4634 | 0.5997 | 0.4634 | 0.6808 | | No log | 3.1489 | 296 | 0.3835 | 0.5944 | 0.3835 | 0.6192 | | No log | 3.1702 | 298 | 0.4683 | 0.5168 | 0.4683 | 0.6843 | | No log | 3.1915 | 300 | 0.5243 | 0.5087 | 0.5243 | 0.7241 | | No log | 3.2128 | 302 | 0.4913 | 0.5855 | 0.4913 | 0.7009 | | No log | 3.2340 | 304 | 0.4170 | 0.6253 | 0.4170 | 0.6457 | | No log | 3.2553 | 306 | 0.4136 | 0.6516 | 0.4136 | 0.6431 | | No log | 3.2766 | 308 | 0.4288 | 0.6377 | 0.4288 | 0.6548 | | No log | 3.2979 | 310 | 0.4116 | 0.6393 | 0.4116 | 0.6415 | | No log | 3.3191 | 312 | 0.3975 | 0.6431 | 0.3975 | 0.6304 | | No log | 3.3404 | 314 | 0.3836 | 0.6374 | 0.3836 | 0.6194 | | No log | 3.3617 | 316 | 0.3780 | 0.6054 | 0.3780 | 0.6148 | | No log | 3.3830 | 318 | 0.3859 | 0.6112 | 0.3859 | 0.6212 | | No log | 3.4043 | 320 | 0.3917 | 0.6432 | 0.3917 | 0.6259 | | No log | 3.4255 | 322 | 0.4362 | 0.6366 | 0.4362 | 0.6605 | | No log | 3.4468 | 324 | 0.4841 | 0.6413 | 0.4841 | 0.6958 | | No log | 3.4681 | 326 | 0.5696 | 0.6362 | 0.5696 | 0.7547 | | No log | 3.4894 | 328 | 0.5705 | 0.6437 | 0.5705 | 0.7553 | | No log | 3.5106 | 330 | 0.4672 | 0.6389 | 0.4672 | 0.6835 | | No log | 3.5319 | 332 | 0.5060 | 0.6238 | 0.5060 | 0.7114 | | No log | 3.5532 | 334 | 0.5060 | 0.6309 | 0.5060 | 0.7113 | | No log | 3.5745 | 336 | 0.4451 | 0.6464 | 0.4451 | 0.6672 | | No log | 3.5957 | 338 | 0.4510 | 0.6004 | 0.4510 | 0.6716 | | No log | 3.6170 | 340 | 0.5448 | 0.5961 | 0.5448 | 0.7381 | | No log | 3.6383 | 342 | 0.5485 | 0.6042 | 0.5485 | 0.7406 | | No log | 3.6596 | 344 | 0.4640 | 0.6181 | 0.4640 | 0.6812 | | No log | 3.6809 | 346 | 0.4673 | 0.6347 | 0.4673 | 0.6836 | | No log | 3.7021 | 348 | 0.5481 | 0.5861 | 0.5481 | 0.7404 | | No log | 3.7234 | 350 | 0.4744 | 0.5933 | 0.4744 | 0.6888 | | No log | 3.7447 | 352 | 0.4216 | 0.6250 | 0.4216 | 0.6493 | | No log | 3.7660 | 354 | 0.5205 | 0.5946 | 0.5205 | 0.7215 | | No log | 3.7872 | 356 | 0.5659 | 0.5698 | 0.5659 | 0.7523 | | No log | 3.8085 | 358 | 0.5002 | 0.6163 | 0.5002 | 0.7072 | | No log | 3.8298 | 360 | 0.4290 | 0.6535 | 0.4290 | 0.6550 | | No log | 3.8511 | 362 | 0.4985 | 0.6278 | 0.4985 | 0.7060 | | No log | 3.8723 | 364 | 0.6208 | 0.5551 | 0.6208 | 0.7879 | | No log | 3.8936 | 366 | 0.7395 | 0.5576 | 0.7395 | 0.8599 | | No log | 3.9149 | 368 | 0.6472 | 0.5726 | 0.6472 | 0.8045 | | No log | 3.9362 | 370 | 0.4603 | 0.6324 | 0.4603 | 0.6785 | | No log | 3.9574 | 372 | 0.4003 | 0.6393 | 0.4003 | 0.6327 | | No log | 3.9787 | 374 | 0.4708 | 0.5541 | 0.4708 | 0.6861 | | No log | 4.0 | 376 | 0.4931 | 0.5544 | 0.4931 | 0.7022 | | No log | 4.0213 | 378 | 0.4257 | 0.5853 | 0.4257 | 0.6525 | | No log | 4.0426 | 380 | 0.3829 | 0.6004 | 0.3829 | 0.6188 | | No log | 4.0638 | 382 | 0.3824 | 0.6126 | 0.3824 | 0.6184 | | No log | 4.0851 | 384 | 0.3992 | 0.6197 | 0.3992 | 0.6318 | | No log | 4.1064 | 386 | 0.4563 | 0.6338 | 0.4563 | 0.6755 | | No log | 4.1277 | 388 | 0.4529 | 0.6466 | 0.4529 | 0.6730 | | No log | 4.1489 | 390 | 0.4009 | 0.6681 | 0.4009 | 0.6332 | | No log | 4.1702 | 392 | 0.4008 | 0.6352 | 0.4008 | 0.6331 | | No log | 4.1915 | 394 | 0.4109 | 0.6256 | 0.4109 | 0.6410 | | No log | 4.2128 | 396 | 0.3896 | 0.6497 | 0.3896 | 0.6241 | | No log | 4.2340 | 398 | 0.3933 | 0.6863 | 0.3933 | 0.6271 | | No log | 4.2553 | 400 | 0.5320 | 0.6283 | 0.5320 | 0.7294 | | No log | 4.2766 | 402 | 0.6561 | 0.5846 | 0.6561 | 0.8100 | | No log | 4.2979 | 404 | 0.5775 | 0.6257 | 0.5775 | 0.7599 | | No log | 4.3191 | 406 | 0.4400 | 0.7146 | 0.4400 | 0.6633 | | No log | 4.3404 | 408 | 0.4408 | 0.6857 | 0.4408 | 0.6639 | | No log | 4.3617 | 410 | 0.4154 | 0.6864 | 0.4154 | 0.6445 | | No log | 4.3830 | 412 | 0.4949 | 0.6310 | 0.4949 | 0.7035 | | No log | 4.4043 | 414 | 0.7489 | 0.5511 | 0.7489 | 0.8654 | | No log | 4.4255 | 416 | 0.7973 | 0.5360 | 0.7973 | 0.8929 | | No log | 4.4468 | 418 | 0.6206 | 0.5956 | 0.6206 | 0.7878 | | No log | 4.4681 | 420 | 0.4791 | 0.6562 | 0.4791 | 0.6922 | | No log | 4.4894 | 422 | 0.5261 | 0.5923 | 0.5261 | 0.7254 | | No log | 4.5106 | 424 | 0.5060 | 0.5891 | 0.5060 | 0.7113 | | No log | 4.5319 | 426 | 0.4146 | 0.6485 | 0.4146 | 0.6439 | | No log | 4.5532 | 428 | 0.3773 | 0.6843 | 0.3773 | 0.6142 | | No log | 4.5745 | 430 | 0.4260 | 0.6430 | 0.4260 | 0.6527 | | No log | 4.5957 | 432 | 0.5088 | 0.5838 | 0.5088 | 0.7133 | | No log | 4.6170 | 434 | 0.4983 | 0.5732 | 0.4983 | 0.7059 | | No log | 4.6383 | 436 | 0.4090 | 0.6693 | 0.4090 | 0.6395 | | No log | 4.6596 | 438 | 0.3783 | 0.6857 | 0.3783 | 0.6151 | | No log | 4.6809 | 440 | 0.3869 | 0.6818 | 0.3869 | 0.6220 | | No log | 4.7021 | 442 | 0.4071 | 0.6881 | 0.4071 | 0.6380 | | No log | 4.7234 | 444 | 0.4277 | 0.6609 | 0.4277 | 0.6540 | | No log | 4.7447 | 446 | 0.4636 | 0.6660 | 0.4636 | 0.6809 | | No log | 4.7660 | 448 | 0.4533 | 0.6618 | 0.4533 | 0.6733 | | No log | 4.7872 | 450 | 0.4360 | 0.6389 | 0.4360 | 0.6603 | | No log | 4.8085 | 452 | 0.4480 | 0.6371 | 0.4480 | 0.6694 | | No log | 4.8298 | 454 | 0.4296 | 0.6457 | 0.4296 | 0.6554 | | No log | 4.8511 | 456 | 0.4323 | 0.6499 | 0.4323 | 0.6575 | | No log | 4.8723 | 458 | 0.4242 | 0.6279 | 0.4242 | 0.6513 | | No log | 4.8936 | 460 | 0.4348 | 0.6410 | 0.4348 | 0.6594 | | No log | 4.9149 | 462 | 0.4626 | 0.6199 | 0.4626 | 0.6802 | | No log | 4.9362 | 464 | 0.5208 | 0.6295 | 0.5208 | 0.7216 | | No log | 4.9574 | 466 | 0.6202 | 0.5925 | 0.6202 | 0.7876 | | No log | 4.9787 | 468 | 0.6188 | 0.5944 | 0.6188 | 0.7867 | | No log | 5.0 | 470 | 0.5609 | 0.6335 | 0.5609 | 0.7490 | | No log | 5.0213 | 472 | 0.5367 | 0.6156 | 0.5367 | 0.7326 | | No log | 5.0426 | 474 | 0.4879 | 0.6300 | 0.4879 | 0.6985 | | No log | 5.0638 | 476 | 0.4770 | 0.6108 | 0.4770 | 0.6906 | | No log | 5.0851 | 478 | 0.5511 | 0.5472 | 0.5511 | 0.7423 | | No log | 5.1064 | 480 | 0.5144 | 0.5631 | 0.5144 | 0.7172 | | No log | 5.1277 | 482 | 0.4926 | 0.5777 | 0.4926 | 0.7018 | | No log | 5.1489 | 484 | 0.4654 | 0.6055 | 0.4654 | 0.6822 | | No log | 5.1702 | 486 | 0.4989 | 0.6308 | 0.4989 | 0.7063 | | No log | 5.1915 | 488 | 0.4846 | 0.6603 | 0.4846 | 0.6961 | | No log | 5.2128 | 490 | 0.4895 | 0.6474 | 0.4895 | 0.6996 | | No log | 5.2340 | 492 | 0.4846 | 0.6516 | 0.4846 | 0.6962 | | No log | 5.2553 | 494 | 0.4708 | 0.6424 | 0.4708 | 0.6862 | | No log | 5.2766 | 496 | 0.4916 | 0.6528 | 0.4916 | 0.7012 | | No log | 5.2979 | 498 | 0.6241 | 0.6029 | 0.6241 | 0.7900 | | 0.4496 | 5.3191 | 500 | 0.5872 | 0.5743 | 0.5872 | 0.7663 | | 0.4496 | 5.3404 | 502 | 0.5393 | 0.5832 | 0.5393 | 0.7344 | | 0.4496 | 5.3617 | 504 | 0.4260 | 0.6080 | 0.4260 | 0.6527 | | 0.4496 | 5.3830 | 506 | 0.3835 | 0.6046 | 0.3835 | 0.6192 | | 0.4496 | 5.4043 | 508 | 0.3899 | 0.5877 | 0.3899 | 0.6244 | | 0.4496 | 5.4255 | 510 | 0.4009 | 0.5825 | 0.4009 | 0.6332 | | 0.4496 | 5.4468 | 512 | 0.4142 | 0.5734 | 0.4142 | 0.6436 | | 0.4496 | 5.4681 | 514 | 0.4544 | 0.5920 | 0.4544 | 0.6741 | | 0.4496 | 5.4894 | 516 | 0.4999 | 0.5985 | 0.4999 | 0.7071 | | 0.4496 | 5.5106 | 518 | 0.4954 | 0.6285 | 0.4954 | 0.7039 | | 0.4496 | 5.5319 | 520 | 0.4790 | 0.6561 | 0.4790 | 0.6921 | | 0.4496 | 5.5532 | 522 | 0.4872 | 0.6583 | 0.4872 | 0.6980 | | 0.4496 | 5.5745 | 524 | 0.5014 | 0.6423 | 0.5014 | 0.7081 | | 0.4496 | 5.5957 | 526 | 0.5192 | 0.5959 | 0.5192 | 0.7206 | | 0.4496 | 5.6170 | 528 | 0.5293 | 0.5831 | 0.5293 | 0.7276 | | 0.4496 | 5.6383 | 530 | 0.4759 | 0.6206 | 0.4759 | 0.6898 | | 0.4496 | 5.6596 | 532 | 0.4409 | 0.6550 | 0.4409 | 0.6640 | | 0.4496 | 5.6809 | 534 | 0.4462 | 0.6588 | 0.4462 | 0.6679 | | 0.4496 | 5.7021 | 536 | 0.4951 | 0.6415 | 0.4951 | 0.7036 | | 0.4496 | 5.7234 | 538 | 0.5706 | 0.6376 | 0.5706 | 0.7554 | | 0.4496 | 5.7447 | 540 | 0.6514 | 0.6188 | 0.6514 | 0.8071 | | 0.4496 | 5.7660 | 542 | 0.6531 | 0.5887 | 0.6531 | 0.8082 | | 0.4496 | 5.7872 | 544 | 0.5552 | 0.6041 | 0.5552 | 0.7451 | | 0.4496 | 5.8085 | 546 | 0.4180 | 0.6662 | 0.4180 | 0.6465 | | 0.4496 | 5.8298 | 548 | 0.4018 | 0.6753 | 0.4018 | 0.6339 | | 0.4496 | 5.8511 | 550 | 0.4123 | 0.6614 | 0.4123 | 0.6421 | | 0.4496 | 5.8723 | 552 | 0.4744 | 0.6326 | 0.4744 | 0.6888 | | 0.4496 | 5.8936 | 554 | 0.6068 | 0.5927 | 0.6068 | 0.7790 | | 0.4496 | 5.9149 | 556 | 0.6212 | 0.5967 | 0.6212 | 0.7881 | | 0.4496 | 5.9362 | 558 | 0.5939 | 0.6098 | 0.5939 | 0.7706 | | 0.4496 | 5.9574 | 560 | 0.5152 | 0.6233 | 0.5152 | 0.7177 | | 0.4496 | 5.9787 | 562 | 0.4714 | 0.6349 | 0.4714 | 0.6866 | | 0.4496 | 6.0 | 564 | 0.4978 | 0.6299 | 0.4978 | 0.7055 | | 0.4496 | 6.0213 | 566 | 0.4656 | 0.6435 | 0.4656 | 0.6824 | | 0.4496 | 6.0426 | 568 | 0.4661 | 0.6519 | 0.4661 | 0.6827 | | 0.4496 | 6.0638 | 570 | 0.4546 | 0.6557 | 0.4546 | 0.6742 | | 0.4496 | 6.0851 | 572 | 0.4461 | 0.6598 | 0.4461 | 0.6679 | | 0.4496 | 6.1064 | 574 | 0.4796 | 0.6308 | 0.4796 | 0.6925 | | 0.4496 | 6.1277 | 576 | 0.4689 | 0.6354 | 0.4689 | 0.6848 | | 0.4496 | 6.1489 | 578 | 0.4939 | 0.6436 | 0.4939 | 0.7028 | | 0.4496 | 6.1702 | 580 | 0.4499 | 0.6507 | 0.4499 | 0.6707 | | 0.4496 | 6.1915 | 582 | 0.4300 | 0.6536 | 0.4300 | 0.6557 | | 0.4496 | 6.2128 | 584 | 0.3944 | 0.6877 | 0.3944 | 0.6280 | | 0.4496 | 6.2340 | 586 | 0.3901 | 0.6791 | 0.3901 | 0.6246 | | 0.4496 | 6.2553 | 588 | 0.4976 | 0.6144 | 0.4976 | 0.7054 | | 0.4496 | 6.2766 | 590 | 0.6267 | 0.6017 | 0.6267 | 0.7917 | | 0.4496 | 6.2979 | 592 | 0.5363 | 0.6208 | 0.5363 | 0.7323 | | 0.4496 | 6.3191 | 594 | 0.4252 | 0.6866 | 0.4252 | 0.6521 | | 0.4496 | 6.3404 | 596 | 0.4394 | 0.6681 | 0.4394 | 0.6629 | | 0.4496 | 6.3617 | 598 | 0.4905 | 0.6270 | 0.4905 | 0.7004 | | 0.4496 | 6.3830 | 600 | 0.5297 | 0.6266 | 0.5296 | 0.7278 | | 0.4496 | 6.4043 | 602 | 0.4974 | 0.6330 | 0.4974 | 0.7053 | | 0.4496 | 6.4255 | 604 | 0.4519 | 0.6275 | 0.4519 | 0.6723 | | 0.4496 | 6.4468 | 606 | 0.4510 | 0.6289 | 0.4510 | 0.6716 | | 0.4496 | 6.4681 | 608 | 0.4285 | 0.6496 | 0.4285 | 0.6546 | | 0.4496 | 6.4894 | 610 | 0.4168 | 0.6523 | 0.4168 | 0.6456 | | 0.4496 | 6.5106 | 612 | 0.4510 | 0.6244 | 0.4510 | 0.6716 | | 0.4496 | 6.5319 | 614 | 0.4720 | 0.6021 | 0.4720 | 0.6870 | | 0.4496 | 6.5532 | 616 | 0.4537 | 0.6206 | 0.4537 | 0.6736 | | 0.4496 | 6.5745 | 618 | 0.4471 | 0.6445 | 0.4471 | 0.6687 | | 0.4496 | 6.5957 | 620 | 0.5157 | 0.6482 | 0.5157 | 0.7181 | | 0.4496 | 6.6170 | 622 | 0.5235 | 0.6335 | 0.5235 | 0.7235 | | 0.4496 | 6.6383 | 624 | 0.4825 | 0.6518 | 0.4825 | 0.6946 | | 0.4496 | 6.6596 | 626 | 0.4861 | 0.6576 | 0.4861 | 0.6972 | | 0.4496 | 6.6809 | 628 | 0.4516 | 0.6354 | 0.4516 | 0.6720 | | 0.4496 | 6.7021 | 630 | 0.4609 | 0.6512 | 0.4609 | 0.6789 | | 0.4496 | 6.7234 | 632 | 0.4546 | 0.6317 | 0.4546 | 0.6742 | | 0.4496 | 6.7447 | 634 | 0.4149 | 0.6286 | 0.4149 | 0.6442 | | 0.4496 | 6.7660 | 636 | 0.4084 | 0.6253 | 0.4084 | 0.6391 | | 0.4496 | 6.7872 | 638 | 0.4146 | 0.6483 | 0.4146 | 0.6439 | | 0.4496 | 6.8085 | 640 | 0.4518 | 0.6408 | 0.4518 | 0.6722 | | 0.4496 | 6.8298 | 642 | 0.5205 | 0.6292 | 0.5205 | 0.7215 | | 0.4496 | 6.8511 | 644 | 0.4692 | 0.6526 | 0.4692 | 0.6850 | | 0.4496 | 6.8723 | 646 | 0.4031 | 0.6523 | 0.4031 | 0.6349 | | 0.4496 | 6.8936 | 648 | 0.3874 | 0.6689 | 0.3874 | 0.6224 | | 0.4496 | 6.9149 | 650 | 0.4121 | 0.6017 | 0.4121 | 0.6419 | | 0.4496 | 6.9362 | 652 | 0.4750 | 0.6229 | 0.4750 | 0.6892 | | 0.4496 | 6.9574 | 654 | 0.4514 | 0.6061 | 0.4514 | 0.6719 | | 0.4496 | 6.9787 | 656 | 0.4242 | 0.6298 | 0.4242 | 0.6513 | | 0.4496 | 7.0 | 658 | 0.4466 | 0.6210 | 0.4466 | 0.6683 | | 0.4496 | 7.0213 | 660 | 0.4667 | 0.6313 | 0.4667 | 0.6832 | | 0.4496 | 7.0426 | 662 | 0.5223 | 0.6087 | 0.5223 | 0.7227 | | 0.4496 | 7.0638 | 664 | 0.6603 | 0.6163 | 0.6603 | 0.8126 | | 0.4496 | 7.0851 | 666 | 0.6530 | 0.6305 | 0.6530 | 0.8081 | | 0.4496 | 7.1064 | 668 | 0.5340 | 0.6192 | 0.5340 | 0.7307 | | 0.4496 | 7.1277 | 670 | 0.4415 | 0.6839 | 0.4415 | 0.6644 | | 0.4496 | 7.1489 | 672 | 0.4200 | 0.6905 | 0.4200 | 0.6481 | | 0.4496 | 7.1702 | 674 | 0.4421 | 0.6578 | 0.4421 | 0.6649 | | 0.4496 | 7.1915 | 676 | 0.5494 | 0.5683 | 0.5494 | 0.7412 | | 0.4496 | 7.2128 | 678 | 0.5446 | 0.5867 | 0.5446 | 0.7380 | | 0.4496 | 7.2340 | 680 | 0.4358 | 0.6703 | 0.4358 | 0.6602 | | 0.4496 | 7.2553 | 682 | 0.4201 | 0.6509 | 0.4201 | 0.6482 | | 0.4496 | 7.2766 | 684 | 0.4285 | 0.6259 | 0.4285 | 0.6546 | | 0.4496 | 7.2979 | 686 | 0.4345 | 0.6260 | 0.4345 | 0.6591 | | 0.4496 | 7.3191 | 688 | 0.4045 | 0.6403 | 0.4045 | 0.6360 | | 0.4496 | 7.3404 | 690 | 0.4341 | 0.6524 | 0.4341 | 0.6589 | | 0.4496 | 7.3617 | 692 | 0.5075 | 0.6128 | 0.5075 | 0.7124 | | 0.4496 | 7.3830 | 694 | 0.5076 | 0.6180 | 0.5076 | 0.7125 | | 0.4496 | 7.4043 | 696 | 0.4359 | 0.6702 | 0.4359 | 0.6602 | | 0.4496 | 7.4255 | 698 | 0.4134 | 0.6485 | 0.4134 | 0.6430 | | 0.4496 | 7.4468 | 700 | 0.4209 | 0.6281 | 0.4209 | 0.6488 | | 0.4496 | 7.4681 | 702 | 0.4090 | 0.6359 | 0.4090 | 0.6395 | | 0.4496 | 7.4894 | 704 | 0.3933 | 0.6655 | 0.3933 | 0.6271 | | 0.4496 | 7.5106 | 706 | 0.3975 | 0.6660 | 0.3975 | 0.6305 | | 0.4496 | 7.5319 | 708 | 0.4309 | 0.6150 | 0.4309 | 0.6564 | | 0.4496 | 7.5532 | 710 | 0.4379 | 0.6316 | 0.4379 | 0.6618 | | 0.4496 | 7.5745 | 712 | 0.4253 | 0.6533 | 0.4253 | 0.6522 | | 0.4496 | 7.5957 | 714 | 0.4045 | 0.6489 | 0.4045 | 0.6360 | | 0.4496 | 7.6170 | 716 | 0.4188 | 0.6496 | 0.4188 | 0.6471 | | 0.4496 | 7.6383 | 718 | 0.4434 | 0.6898 | 0.4434 | 0.6659 | | 0.4496 | 7.6596 | 720 | 0.5914 | 0.6380 | 0.5914 | 0.7690 | | 0.4496 | 7.6809 | 722 | 0.7124 | 0.6236 | 0.7124 | 0.8441 | | 0.4496 | 7.7021 | 724 | 0.6591 | 0.6263 | 0.6591 | 0.8118 | | 0.4496 | 7.7234 | 726 | 0.4952 | 0.6329 | 0.4952 | 0.7037 | | 0.4496 | 7.7447 | 728 | 0.4242 | 0.5949 | 0.4242 | 0.6513 | | 0.4496 | 7.7660 | 730 | 0.4311 | 0.6214 | 0.4311 | 0.6566 | | 0.4496 | 7.7872 | 732 | 0.4036 | 0.6648 | 0.4036 | 0.6353 | | 0.4496 | 7.8085 | 734 | 0.3999 | 0.6285 | 0.3999 | 0.6324 | | 0.4496 | 7.8298 | 736 | 0.4265 | 0.6217 | 0.4265 | 0.6530 | | 0.4496 | 7.8511 | 738 | 0.4348 | 0.6043 | 0.4348 | 0.6594 | | 0.4496 | 7.8723 | 740 | 0.4174 | 0.6387 | 0.4174 | 0.6460 | | 0.4496 | 7.8936 | 742 | 0.4124 | 0.6495 | 0.4124 | 0.6422 | | 0.4496 | 7.9149 | 744 | 0.4260 | 0.6401 | 0.4260 | 0.6527 | | 0.4496 | 7.9362 | 746 | 0.4204 | 0.6494 | 0.4204 | 0.6484 | | 0.4496 | 7.9574 | 748 | 0.4104 | 0.6561 | 0.4104 | 0.6406 | | 0.4496 | 7.9787 | 750 | 0.4081 | 0.6793 | 0.4081 | 0.6388 | | 0.4496 | 8.0 | 752 | 0.4028 | 0.6909 | 0.4028 | 0.6347 | | 0.4496 | 8.0213 | 754 | 0.4164 | 0.6429 | 0.4164 | 0.6453 | | 0.4496 | 8.0426 | 756 | 0.5037 | 0.6573 | 0.5037 | 0.7097 | | 0.4496 | 8.0638 | 758 | 0.4594 | 0.6714 | 0.4594 | 0.6778 | | 0.4496 | 8.0851 | 760 | 0.3953 | 0.6616 | 0.3953 | 0.6287 | | 0.4496 | 8.1064 | 762 | 0.3667 | 0.6508 | 0.3667 | 0.6056 | | 0.4496 | 8.1277 | 764 | 0.3805 | 0.6611 | 0.3805 | 0.6169 | | 0.4496 | 8.1489 | 766 | 0.4214 | 0.6437 | 0.4214 | 0.6491 | | 0.4496 | 8.1702 | 768 | 0.4027 | 0.6581 | 0.4027 | 0.6345 | | 0.4496 | 8.1915 | 770 | 0.4150 | 0.6681 | 0.4150 | 0.6442 | | 0.4496 | 8.2128 | 772 | 0.5013 | 0.6529 | 0.5013 | 0.7080 | | 0.4496 | 8.2340 | 774 | 0.6201 | 0.6432 | 0.6201 | 0.7875 | | 0.4496 | 8.2553 | 776 | 0.6232 | 0.6365 | 0.6232 | 0.7895 | | 0.4496 | 8.2766 | 778 | 0.4788 | 0.6678 | 0.4788 | 0.6920 | | 0.4496 | 8.2979 | 780 | 0.4457 | 0.6858 | 0.4457 | 0.6676 | | 0.4496 | 8.3191 | 782 | 0.4256 | 0.6810 | 0.4256 | 0.6524 | | 0.4496 | 8.3404 | 784 | 0.4598 | 0.6290 | 0.4598 | 0.6781 | | 0.4496 | 8.3617 | 786 | 0.4462 | 0.6217 | 0.4462 | 0.6680 | | 0.4496 | 8.3830 | 788 | 0.4227 | 0.6349 | 0.4227 | 0.6502 | | 0.4496 | 8.4043 | 790 | 0.4826 | 0.5909 | 0.4826 | 0.6947 | | 0.4496 | 8.4255 | 792 | 0.4626 | 0.6410 | 0.4626 | 0.6801 | | 0.4496 | 8.4468 | 794 | 0.4514 | 0.6630 | 0.4514 | 0.6719 | | 0.4496 | 8.4681 | 796 | 0.4178 | 0.6882 | 0.4178 | 0.6464 | | 0.4496 | 8.4894 | 798 | 0.4360 | 0.6656 | 0.4360 | 0.6603 | | 0.4496 | 8.5106 | 800 | 0.4491 | 0.6771 | 0.4491 | 0.6701 | | 0.4496 | 8.5319 | 802 | 0.5160 | 0.6341 | 0.5160 | 0.7183 | | 0.4496 | 8.5532 | 804 | 0.5248 | 0.6486 | 0.5248 | 0.7244 | | 0.4496 | 8.5745 | 806 | 0.4292 | 0.6654 | 0.4292 | 0.6552 | | 0.4496 | 8.5957 | 808 | 0.4110 | 0.6849 | 0.4110 | 0.6411 | | 0.4496 | 8.6170 | 810 | 0.4207 | 0.6799 | 0.4207 | 0.6486 | | 0.4496 | 8.6383 | 812 | 0.3970 | 0.6980 | 0.3970 | 0.6301 | | 0.4496 | 8.6596 | 814 | 0.4106 | 0.6940 | 0.4106 | 0.6408 | | 0.4496 | 8.6809 | 816 | 0.4901 | 0.6380 | 0.4901 | 0.7001 | | 0.4496 | 8.7021 | 818 | 0.5240 | 0.6205 | 0.5240 | 0.7239 | | 0.4496 | 8.7234 | 820 | 0.5455 | 0.6316 | 0.5455 | 0.7386 | | 0.4496 | 8.7447 | 822 | 0.5017 | 0.6217 | 0.5017 | 0.7083 | | 0.4496 | 8.7660 | 824 | 0.4812 | 0.6517 | 0.4812 | 0.6937 | | 0.4496 | 8.7872 | 826 | 0.4633 | 0.6543 | 0.4633 | 0.6807 | | 0.4496 | 8.8085 | 828 | 0.4867 | 0.6318 | 0.4867 | 0.6976 | | 0.4496 | 8.8298 | 830 | 0.4705 | 0.6198 | 0.4705 | 0.6860 | | 0.4496 | 8.8511 | 832 | 0.4093 | 0.6591 | 0.4093 | 0.6398 | | 0.4496 | 8.8723 | 834 | 0.3970 | 0.6854 | 0.3970 | 0.6301 | | 0.4496 | 8.8936 | 836 | 0.4266 | 0.6465 | 0.4266 | 0.6532 | | 0.4496 | 8.9149 | 838 | 0.5112 | 0.6117 | 0.5112 | 0.7150 | | 0.4496 | 8.9362 | 840 | 0.5111 | 0.5993 | 0.5111 | 0.7149 | | 0.4496 | 8.9574 | 842 | 0.4755 | 0.6397 | 0.4755 | 0.6896 | | 0.4496 | 8.9787 | 844 | 0.4066 | 0.6913 | 0.4066 | 0.6376 | | 0.4496 | 9.0 | 846 | 0.4049 | 0.6868 | 0.4049 | 0.6363 | | 0.4496 | 9.0213 | 848 | 0.4200 | 0.6801 | 0.4200 | 0.6481 | | 0.4496 | 9.0426 | 850 | 0.4916 | 0.6405 | 0.4916 | 0.7011 | | 0.4496 | 9.0638 | 852 | 0.6194 | 0.6014 | 0.6194 | 0.7870 | | 0.4496 | 9.0851 | 854 | 0.6067 | 0.6052 | 0.6067 | 0.7789 | | 0.4496 | 9.1064 | 856 | 0.4698 | 0.6358 | 0.4698 | 0.6854 | | 0.4496 | 9.1277 | 858 | 0.3869 | 0.6875 | 0.3869 | 0.6220 | | 0.4496 | 9.1489 | 860 | 0.3750 | 0.6912 | 0.3750 | 0.6123 | | 0.4496 | 9.1702 | 862 | 0.3779 | 0.7090 | 0.3779 | 0.6147 | | 0.4496 | 9.1915 | 864 | 0.4281 | 0.6643 | 0.4281 | 0.6543 | | 0.4496 | 9.2128 | 866 | 0.5236 | 0.6173 | 0.5236 | 0.7236 | | 0.4496 | 9.2340 | 868 | 0.5344 | 0.6121 | 0.5344 | 0.7310 | | 0.4496 | 9.2553 | 870 | 0.4388 | 0.6591 | 0.4388 | 0.6625 | | 0.4496 | 9.2766 | 872 | 0.3847 | 0.6925 | 0.3847 | 0.6203 | | 0.4496 | 9.2979 | 874 | 0.3989 | 0.6505 | 0.3989 | 0.6316 | | 0.4496 | 9.3191 | 876 | 0.4008 | 0.6440 | 0.4008 | 0.6331 | | 0.4496 | 9.3404 | 878 | 0.3804 | 0.7021 | 0.3804 | 0.6168 | | 0.4496 | 9.3617 | 880 | 0.4514 | 0.6479 | 0.4514 | 0.6719 | | 0.4496 | 9.3830 | 882 | 0.4776 | 0.6435 | 0.4776 | 0.6911 | | 0.4496 | 9.4043 | 884 | 0.4588 | 0.6576 | 0.4588 | 0.6774 | | 0.4496 | 9.4255 | 886 | 0.4181 | 0.6855 | 0.4181 | 0.6466 | | 0.4496 | 9.4468 | 888 | 0.4326 | 0.6817 | 0.4326 | 0.6577 | | 0.4496 | 9.4681 | 890 | 0.5014 | 0.6242 | 0.5014 | 0.7081 | | 0.4496 | 9.4894 | 892 | 0.4822 | 0.6253 | 0.4822 | 0.6944 | | 0.4496 | 9.5106 | 894 | 0.4400 | 0.6773 | 0.4400 | 0.6633 | | 0.4496 | 9.5319 | 896 | 0.4203 | 0.6701 | 0.4203 | 0.6483 | | 0.4496 | 9.5532 | 898 | 0.4187 | 0.6918 | 0.4187 | 0.6471 | | 0.4496 | 9.5745 | 900 | 0.4021 | 0.7054 | 0.4021 | 0.6341 | | 0.4496 | 9.5957 | 902 | 0.4315 | 0.6799 | 0.4315 | 0.6569 | | 0.4496 | 9.6170 | 904 | 0.5663 | 0.6237 | 0.5663 | 0.7525 | | 0.4496 | 9.6383 | 906 | 0.5785 | 0.6200 | 0.5785 | 0.7606 | | 0.4496 | 9.6596 | 908 | 0.5697 | 0.6226 | 0.5697 | 0.7548 | | 0.4496 | 9.6809 | 910 | 0.4269 | 0.6614 | 0.4269 | 0.6534 | | 0.4496 | 9.7021 | 912 | 0.3701 | 0.6921 | 0.3701 | 0.6084 | | 0.4496 | 9.7234 | 914 | 0.3765 | 0.6563 | 0.3765 | 0.6136 | | 0.4496 | 9.7447 | 916 | 0.3738 | 0.6815 | 0.3738 | 0.6114 | | 0.4496 | 9.7660 | 918 | 0.4650 | 0.6361 | 0.4650 | 0.6819 | | 0.4496 | 9.7872 | 920 | 0.5035 | 0.6222 | 0.5035 | 0.7096 | | 0.4496 | 9.8085 | 922 | 0.4744 | 0.6546 | 0.4744 | 0.6887 | | 0.4496 | 9.8298 | 924 | 0.4235 | 0.6756 | 0.4235 | 0.6507 | | 0.4496 | 9.8511 | 926 | 0.4187 | 0.6609 | 0.4187 | 0.6471 | | 0.4496 | 9.8723 | 928 | 0.4228 | 0.6620 | 0.4228 | 0.6502 | | 0.4496 | 9.8936 | 930 | 0.4458 | 0.6709 | 0.4458 | 0.6677 | | 0.4496 | 9.9149 | 932 | 0.5077 | 0.6574 | 0.5077 | 0.7125 | | 0.4496 | 9.9362 | 934 | 0.5256 | 0.6600 | 0.5256 | 0.7250 | | 0.4496 | 9.9574 | 936 | 0.4804 | 0.6584 | 0.4804 | 0.6931 | | 0.4496 | 9.9787 | 938 | 0.4134 | 0.7018 | 0.4134 | 0.6430 | | 0.4496 | 10.0 | 940 | 0.3965 | 0.7084 | 0.3965 | 0.6297 | | 0.4496 | 10.0213 | 942 | 0.3921 | 0.6887 | 0.3921 | 0.6262 | | 0.4496 | 10.0426 | 944 | 0.3979 | 0.6907 | 0.3979 | 0.6308 | | 0.4496 | 10.0638 | 946 | 0.4288 | 0.7131 | 0.4288 | 0.6548 | | 0.4496 | 10.0851 | 948 | 0.4147 | 0.7061 | 0.4147 | 0.6440 | | 0.4496 | 10.1064 | 950 | 0.4169 | 0.7161 | 0.4169 | 0.6457 | | 0.4496 | 10.1277 | 952 | 0.3952 | 0.7204 | 0.3952 | 0.6286 | | 0.4496 | 10.1489 | 954 | 0.3930 | 0.7309 | 0.3930 | 0.6269 | | 0.4496 | 10.1702 | 956 | 0.4036 | 0.6904 | 0.4036 | 0.6353 | | 0.4496 | 10.1915 | 958 | 0.4426 | 0.6610 | 0.4426 | 0.6653 | | 0.4496 | 10.2128 | 960 | 0.4597 | 0.6760 | 0.4597 | 0.6780 | | 0.4496 | 10.2340 | 962 | 0.4433 | 0.6986 | 0.4433 | 0.6658 | | 0.4496 | 10.2553 | 964 | 0.4132 | 0.6943 | 0.4132 | 0.6428 | | 0.4496 | 10.2766 | 966 | 0.4169 | 0.6871 | 0.4169 | 0.6457 | | 0.4496 | 10.2979 | 968 | 0.4368 | 0.6904 | 0.4368 | 0.6609 | | 0.4496 | 10.3191 | 970 | 0.4981 | 0.6401 | 0.4981 | 0.7058 | | 0.4496 | 10.3404 | 972 | 0.5887 | 0.6314 | 0.5887 | 0.7673 | | 0.4496 | 10.3617 | 974 | 0.5245 | 0.6458 | 0.5245 | 0.7242 | | 0.4496 | 10.3830 | 976 | 0.4619 | 0.6715 | 0.4619 | 0.6796 | | 0.4496 | 10.4043 | 978 | 0.4505 | 0.6681 | 0.4505 | 0.6712 | | 0.4496 | 10.4255 | 980 | 0.4753 | 0.6565 | 0.4753 | 0.6894 | | 0.4496 | 10.4468 | 982 | 0.5236 | 0.6361 | 0.5236 | 0.7236 | | 0.4496 | 10.4681 | 984 | 0.5059 | 0.6485 | 0.5059 | 0.7113 | | 0.4496 | 10.4894 | 986 | 0.4110 | 0.6658 | 0.4110 | 0.6411 | | 0.4496 | 10.5106 | 988 | 0.3817 | 0.7007 | 0.3817 | 0.6179 | | 0.4496 | 10.5319 | 990 | 0.3872 | 0.7084 | 0.3872 | 0.6223 | | 0.4496 | 10.5532 | 992 | 0.4172 | 0.6776 | 0.4172 | 0.6459 | | 0.4496 | 10.5745 | 994 | 0.3840 | 0.7013 | 0.3840 | 0.6197 | | 0.4496 | 10.5957 | 996 | 0.3815 | 0.6969 | 0.3815 | 0.6177 | | 0.4496 | 10.6170 | 998 | 0.3970 | 0.6869 | 0.3970 | 0.6300 | | 0.1324 | 10.6383 | 1000 | 0.3803 | 0.7089 | 0.3803 | 0.6167 | | 0.1324 | 10.6596 | 1002 | 0.3908 | 0.7100 | 0.3908 | 0.6251 | | 0.1324 | 10.6809 | 1004 | 0.4128 | 0.6978 | 0.4128 | 0.6425 | | 0.1324 | 10.7021 | 1006 | 0.4145 | 0.7125 | 0.4145 | 0.6438 | | 0.1324 | 10.7234 | 1008 | 0.4249 | 0.6913 | 0.4249 | 0.6518 | | 0.1324 | 10.7447 | 1010 | 0.4436 | 0.6667 | 0.4436 | 0.6660 | | 0.1324 | 10.7660 | 1012 | 0.3982 | 0.7135 | 0.3982 | 0.6310 | | 0.1324 | 10.7872 | 1014 | 0.3592 | 0.7093 | 0.3592 | 0.5994 | | 0.1324 | 10.8085 | 1016 | 0.3515 | 0.7122 | 0.3515 | 0.5929 | | 0.1324 | 10.8298 | 1018 | 0.3796 | 0.6973 | 0.3796 | 0.6161 | | 0.1324 | 10.8511 | 1020 | 0.5113 | 0.5855 | 0.5113 | 0.7151 | | 0.1324 | 10.8723 | 1022 | 0.5719 | 0.5697 | 0.5719 | 0.7563 | | 0.1324 | 10.8936 | 1024 | 0.4621 | 0.6467 | 0.4621 | 0.6798 | | 0.1324 | 10.9149 | 1026 | 0.3684 | 0.7093 | 0.3684 | 0.6070 | | 0.1324 | 10.9362 | 1028 | 0.3844 | 0.7197 | 0.3844 | 0.6200 | | 0.1324 | 10.9574 | 1030 | 0.4956 | 0.6471 | 0.4956 | 0.7040 | | 0.1324 | 10.9787 | 1032 | 0.6518 | 0.6388 | 0.6518 | 0.8073 | | 0.1324 | 11.0 | 1034 | 0.6224 | 0.6356 | 0.6224 | 0.7889 | | 0.1324 | 11.0213 | 1036 | 0.4915 | 0.6543 | 0.4915 | 0.7011 | | 0.1324 | 11.0426 | 1038 | 0.4187 | 0.6872 | 0.4187 | 0.6471 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1