--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask6_development results: [] --- # Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask6_development 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: 0.3504 - Qwk: 0.6282 - Mse: 0.3504 - Rmse: 0.5919 ## 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 | 0.0194 | 2 | 4.0184 | -0.0226 | 4.0184 | 2.0046 | | No log | 0.0388 | 4 | 2.0818 | 0.0292 | 2.0818 | 1.4428 | | No log | 0.0583 | 6 | 0.9921 | 0.0128 | 0.9921 | 0.9961 | | No log | 0.0777 | 8 | 0.6393 | 0.1997 | 0.6393 | 0.7996 | | No log | 0.0971 | 10 | 0.6351 | 0.1447 | 0.6351 | 0.7969 | | No log | 0.1165 | 12 | 0.7098 | 0.1388 | 0.7098 | 0.8425 | | No log | 0.1359 | 14 | 0.7735 | 0.1486 | 0.7735 | 0.8795 | | No log | 0.1553 | 16 | 0.7515 | 0.0888 | 0.7515 | 0.8669 | | No log | 0.1748 | 18 | 0.6525 | 0.0610 | 0.6525 | 0.8078 | | No log | 0.1942 | 20 | 0.6363 | 0.1966 | 0.6363 | 0.7977 | | No log | 0.2136 | 22 | 0.6448 | 0.2069 | 0.6448 | 0.8030 | | No log | 0.2330 | 24 | 0.5649 | 0.3432 | 0.5649 | 0.7516 | | No log | 0.2524 | 26 | 0.5035 | 0.4015 | 0.5035 | 0.7096 | | No log | 0.2718 | 28 | 0.5260 | 0.3662 | 0.5260 | 0.7252 | | No log | 0.2913 | 30 | 0.8476 | 0.3726 | 0.8476 | 0.9206 | | No log | 0.3107 | 32 | 0.8827 | 0.3411 | 0.8827 | 0.9395 | | No log | 0.3301 | 34 | 0.6300 | 0.4151 | 0.6300 | 0.7937 | | No log | 0.3495 | 36 | 0.5277 | 0.4076 | 0.5277 | 0.7264 | | No log | 0.3689 | 38 | 0.4987 | 0.3775 | 0.4987 | 0.7062 | | No log | 0.3883 | 40 | 0.4907 | 0.3775 | 0.4907 | 0.7005 | | No log | 0.4078 | 42 | 0.5209 | 0.4719 | 0.5209 | 0.7217 | | No log | 0.4272 | 44 | 0.6627 | 0.4930 | 0.6627 | 0.8141 | | No log | 0.4466 | 46 | 0.5848 | 0.4837 | 0.5848 | 0.7647 | | No log | 0.4660 | 48 | 0.4946 | 0.4153 | 0.4946 | 0.7033 | | No log | 0.4854 | 50 | 0.5057 | 0.3956 | 0.5057 | 0.7111 | | No log | 0.5049 | 52 | 0.4970 | 0.3647 | 0.4970 | 0.7050 | | No log | 0.5243 | 54 | 0.4761 | 0.4414 | 0.4761 | 0.6900 | | No log | 0.5437 | 56 | 0.4850 | 0.4348 | 0.4850 | 0.6964 | | No log | 0.5631 | 58 | 0.4737 | 0.4680 | 0.4737 | 0.6882 | | No log | 0.5825 | 60 | 0.4631 | 0.4253 | 0.4631 | 0.6805 | | No log | 0.6019 | 62 | 0.5463 | 0.4371 | 0.5463 | 0.7391 | | No log | 0.6214 | 64 | 0.6624 | 0.4682 | 0.6624 | 0.8139 | | No log | 0.6408 | 66 | 0.6425 | 0.4356 | 0.6425 | 0.8016 | | No log | 0.6602 | 68 | 0.5796 | 0.4475 | 0.5796 | 0.7613 | | No log | 0.6796 | 70 | 0.5635 | 0.4484 | 0.5635 | 0.7507 | | No log | 0.6990 | 72 | 0.5222 | 0.4733 | 0.5222 | 0.7227 | | No log | 0.7184 | 74 | 0.4830 | 0.4703 | 0.4830 | 0.6950 | | No log | 0.7379 | 76 | 0.5148 | 0.4406 | 0.5148 | 0.7175 | | No log | 0.7573 | 78 | 0.4489 | 0.4644 | 0.4489 | 0.6700 | | No log | 0.7767 | 80 | 0.5993 | 0.4263 | 0.5993 | 0.7742 | | No log | 0.7961 | 82 | 0.7923 | 0.2537 | 0.7923 | 0.8901 | | No log | 0.8155 | 84 | 0.5845 | 0.3838 | 0.5845 | 0.7646 | | No log | 0.8350 | 86 | 0.4368 | 0.4636 | 0.4368 | 0.6609 | | No log | 0.8544 | 88 | 0.5442 | 0.3859 | 0.5442 | 0.7377 | | No log | 0.8738 | 90 | 0.6605 | 0.3923 | 0.6605 | 0.8127 | | No log | 0.8932 | 92 | 0.6395 | 0.4318 | 0.6395 | 0.7997 | | No log | 0.9126 | 94 | 0.5377 | 0.4817 | 0.5377 | 0.7333 | | No log | 0.9320 | 96 | 0.4842 | 0.5398 | 0.4842 | 0.6958 | | No log | 0.9515 | 98 | 0.5684 | 0.5387 | 0.5684 | 0.7539 | | No log | 0.9709 | 100 | 0.5324 | 0.5644 | 0.5324 | 0.7296 | | No log | 0.9903 | 102 | 0.5399 | 0.4951 | 0.5399 | 0.7348 | | No log | 1.0097 | 104 | 0.6307 | 0.4974 | 0.6307 | 0.7942 | | No log | 1.0291 | 106 | 0.6565 | 0.4373 | 0.6565 | 0.8102 | | No log | 1.0485 | 108 | 0.5517 | 0.4831 | 0.5517 | 0.7428 | | No log | 1.0680 | 110 | 0.4504 | 0.4035 | 0.4504 | 0.6711 | | No log | 1.0874 | 112 | 0.4415 | 0.4377 | 0.4415 | 0.6644 | | No log | 1.1068 | 114 | 0.4695 | 0.4446 | 0.4695 | 0.6852 | | No log | 1.1262 | 116 | 0.4827 | 0.4244 | 0.4827 | 0.6947 | | No log | 1.1456 | 118 | 0.4449 | 0.4145 | 0.4449 | 0.6670 | | No log | 1.1650 | 120 | 0.4735 | 0.3947 | 0.4735 | 0.6881 | | No log | 1.1845 | 122 | 0.5339 | 0.3917 | 0.5339 | 0.7307 | | No log | 1.2039 | 124 | 0.4708 | 0.4471 | 0.4708 | 0.6861 | | No log | 1.2233 | 126 | 0.4258 | 0.4544 | 0.4258 | 0.6526 | | No log | 1.2427 | 128 | 0.4233 | 0.4544 | 0.4233 | 0.6506 | | No log | 1.2621 | 130 | 0.4216 | 0.4304 | 0.4216 | 0.6493 | | No log | 1.2816 | 132 | 0.4189 | 0.4502 | 0.4189 | 0.6472 | | No log | 1.3010 | 134 | 0.4417 | 0.5126 | 0.4417 | 0.6646 | | No log | 1.3204 | 136 | 0.4611 | 0.5266 | 0.4611 | 0.6790 | | No log | 1.3398 | 138 | 0.4548 | 0.5452 | 0.4548 | 0.6744 | | No log | 1.3592 | 140 | 0.4779 | 0.5516 | 0.4779 | 0.6913 | | No log | 1.3786 | 142 | 0.5195 | 0.5527 | 0.5195 | 0.7208 | | No log | 1.3981 | 144 | 0.5299 | 0.5352 | 0.5299 | 0.7279 | | No log | 1.4175 | 146 | 0.5759 | 0.4488 | 0.5759 | 0.7589 | | No log | 1.4369 | 148 | 0.5633 | 0.3705 | 0.5633 | 0.7505 | | No log | 1.4563 | 150 | 0.5511 | 0.3580 | 0.5511 | 0.7424 | | No log | 1.4757 | 152 | 0.5030 | 0.3843 | 0.5030 | 0.7092 | | No log | 1.4951 | 154 | 0.4557 | 0.4487 | 0.4557 | 0.6751 | | No log | 1.5146 | 156 | 0.4829 | 0.4344 | 0.4829 | 0.6949 | | No log | 1.5340 | 158 | 0.5795 | 0.4219 | 0.5795 | 0.7612 | | No log | 1.5534 | 160 | 0.5534 | 0.4306 | 0.5534 | 0.7439 | | No log | 1.5728 | 162 | 0.4541 | 0.4613 | 0.4541 | 0.6739 | | No log | 1.5922 | 164 | 0.4699 | 0.4983 | 0.4699 | 0.6855 | | No log | 1.6117 | 166 | 0.5822 | 0.4998 | 0.5822 | 0.7630 | | No log | 1.6311 | 168 | 0.5889 | 0.4978 | 0.5889 | 0.7674 | | No log | 1.6505 | 170 | 0.5166 | 0.4880 | 0.5166 | 0.7188 | | No log | 1.6699 | 172 | 0.4681 | 0.5547 | 0.4681 | 0.6842 | | No log | 1.6893 | 174 | 0.4701 | 0.5691 | 0.4701 | 0.6857 | | No log | 1.7087 | 176 | 0.4727 | 0.5996 | 0.4727 | 0.6875 | | No log | 1.7282 | 178 | 0.4695 | 0.6129 | 0.4695 | 0.6852 | | No log | 1.7476 | 180 | 0.4766 | 0.6269 | 0.4766 | 0.6904 | | No log | 1.7670 | 182 | 0.4926 | 0.6311 | 0.4926 | 0.7019 | | No log | 1.7864 | 184 | 0.4927 | 0.5933 | 0.4927 | 0.7019 | | No log | 1.8058 | 186 | 0.4529 | 0.5788 | 0.4529 | 0.6729 | | No log | 1.8252 | 188 | 0.4714 | 0.5221 | 0.4714 | 0.6866 | | No log | 1.8447 | 190 | 0.4640 | 0.5027 | 0.4640 | 0.6811 | | No log | 1.8641 | 192 | 0.4228 | 0.5794 | 0.4228 | 0.6502 | | No log | 1.8835 | 194 | 0.3998 | 0.6024 | 0.3998 | 0.6323 | | No log | 1.9029 | 196 | 0.4182 | 0.6238 | 0.4182 | 0.6467 | | No log | 1.9223 | 198 | 0.5687 | 0.5276 | 0.5687 | 0.7541 | | No log | 1.9417 | 200 | 0.6902 | 0.4773 | 0.6902 | 0.8308 | | No log | 1.9612 | 202 | 0.5733 | 0.5553 | 0.5733 | 0.7571 | | No log | 1.9806 | 204 | 0.4762 | 0.5555 | 0.4762 | 0.6901 | | No log | 2.0 | 206 | 0.5390 | 0.5424 | 0.5390 | 0.7342 | | No log | 2.0194 | 208 | 0.5248 | 0.5261 | 0.5248 | 0.7244 | | No log | 2.0388 | 210 | 0.5668 | 0.5210 | 0.5668 | 0.7528 | | No log | 2.0583 | 212 | 0.7687 | 0.4990 | 0.7687 | 0.8767 | | No log | 2.0777 | 214 | 0.7288 | 0.4595 | 0.7288 | 0.8537 | | No log | 2.0971 | 216 | 0.6527 | 0.4608 | 0.6527 | 0.8079 | | No log | 2.1165 | 218 | 0.5186 | 0.5399 | 0.5186 | 0.7201 | | No log | 2.1359 | 220 | 0.4255 | 0.5966 | 0.4255 | 0.6523 | | No log | 2.1553 | 222 | 0.4087 | 0.6089 | 0.4087 | 0.6393 | | No log | 2.1748 | 224 | 0.4461 | 0.6179 | 0.4461 | 0.6679 | | No log | 2.1942 | 226 | 0.5835 | 0.5564 | 0.5835 | 0.7639 | | No log | 2.2136 | 228 | 0.6898 | 0.4969 | 0.6898 | 0.8305 | | No log | 2.2330 | 230 | 0.6877 | 0.4894 | 0.6877 | 0.8293 | | No log | 2.2524 | 232 | 0.6078 | 0.5091 | 0.6078 | 0.7796 | | No log | 2.2718 | 234 | 0.4936 | 0.5814 | 0.4936 | 0.7026 | | No log | 2.2913 | 236 | 0.4548 | 0.5376 | 0.4548 | 0.6744 | | No log | 2.3107 | 238 | 0.4416 | 0.5239 | 0.4416 | 0.6645 | | No log | 2.3301 | 240 | 0.4282 | 0.5340 | 0.4282 | 0.6544 | | No log | 2.3495 | 242 | 0.4190 | 0.4673 | 0.4190 | 0.6473 | | No log | 2.3689 | 244 | 0.4204 | 0.4541 | 0.4204 | 0.6484 | | No log | 2.3883 | 246 | 0.4246 | 0.5027 | 0.4246 | 0.6516 | | No log | 2.4078 | 248 | 0.4143 | 0.5087 | 0.4143 | 0.6436 | | No log | 2.4272 | 250 | 0.4247 | 0.5340 | 0.4247 | 0.6517 | | No log | 2.4466 | 252 | 0.4552 | 0.5646 | 0.4552 | 0.6747 | | No log | 2.4660 | 254 | 0.4527 | 0.5948 | 0.4527 | 0.6729 | | No log | 2.4854 | 256 | 0.4429 | 0.6024 | 0.4429 | 0.6655 | | No log | 2.5049 | 258 | 0.4387 | 0.6136 | 0.4387 | 0.6623 | | No log | 2.5243 | 260 | 0.4425 | 0.6447 | 0.4425 | 0.6652 | | No log | 2.5437 | 262 | 0.4825 | 0.5962 | 0.4825 | 0.6947 | | No log | 2.5631 | 264 | 0.5852 | 0.5013 | 0.5852 | 0.7650 | | No log | 2.5825 | 266 | 0.5223 | 0.5628 | 0.5223 | 0.7227 | | No log | 2.6019 | 268 | 0.3965 | 0.6302 | 0.3965 | 0.6297 | | No log | 2.6214 | 270 | 0.4111 | 0.5781 | 0.4111 | 0.6412 | | No log | 2.6408 | 272 | 0.4112 | 0.5732 | 0.4112 | 0.6413 | | No log | 2.6602 | 274 | 0.3771 | 0.6417 | 0.3771 | 0.6140 | | No log | 2.6796 | 276 | 0.4028 | 0.6486 | 0.4028 | 0.6347 | | No log | 2.6990 | 278 | 0.5933 | 0.5340 | 0.5933 | 0.7703 | | No log | 2.7184 | 280 | 0.7559 | 0.4450 | 0.7559 | 0.8694 | | No log | 2.7379 | 282 | 0.7006 | 0.4967 | 0.7006 | 0.8370 | | No log | 2.7573 | 284 | 0.5110 | 0.5955 | 0.5110 | 0.7148 | | No log | 2.7767 | 286 | 0.4190 | 0.6374 | 0.4190 | 0.6473 | | No log | 2.7961 | 288 | 0.4044 | 0.6259 | 0.4044 | 0.6359 | | No log | 2.8155 | 290 | 0.4486 | 0.5948 | 0.4486 | 0.6698 | | No log | 2.8350 | 292 | 0.5414 | 0.5650 | 0.5414 | 0.7358 | | No log | 2.8544 | 294 | 0.4599 | 0.5687 | 0.4599 | 0.6782 | | No log | 2.8738 | 296 | 0.4308 | 0.6025 | 0.4308 | 0.6564 | | No log | 2.8932 | 298 | 0.4559 | 0.5677 | 0.4559 | 0.6752 | | No log | 2.9126 | 300 | 0.5492 | 0.5489 | 0.5492 | 0.7411 | | No log | 2.9320 | 302 | 0.6273 | 0.5186 | 0.6273 | 0.7920 | | No log | 2.9515 | 304 | 0.5376 | 0.5318 | 0.5376 | 0.7332 | | No log | 2.9709 | 306 | 0.4394 | 0.6143 | 0.4394 | 0.6629 | | No log | 2.9903 | 308 | 0.3633 | 0.6584 | 0.3633 | 0.6027 | | No log | 3.0097 | 310 | 0.3788 | 0.5885 | 0.3788 | 0.6155 | | No log | 3.0291 | 312 | 0.3592 | 0.6769 | 0.3592 | 0.5993 | | No log | 3.0485 | 314 | 0.4566 | 0.5812 | 0.4566 | 0.6757 | | No log | 3.0680 | 316 | 0.5107 | 0.5589 | 0.5107 | 0.7146 | | No log | 3.0874 | 318 | 0.5050 | 0.5785 | 0.5050 | 0.7107 | | No log | 3.1068 | 320 | 0.5074 | 0.5996 | 0.5074 | 0.7123 | | No log | 3.1262 | 322 | 0.5726 | 0.5631 | 0.5726 | 0.7567 | | No log | 3.1456 | 324 | 0.5228 | 0.5996 | 0.5228 | 0.7230 | | No log | 3.1650 | 326 | 0.4275 | 0.6489 | 0.4275 | 0.6538 | | No log | 3.1845 | 328 | 0.3925 | 0.6606 | 0.3925 | 0.6265 | | No log | 3.2039 | 330 | 0.3680 | 0.6838 | 0.3680 | 0.6066 | | No log | 3.2233 | 332 | 0.4149 | 0.6445 | 0.4149 | 0.6441 | | No log | 3.2427 | 334 | 0.4998 | 0.5977 | 0.4998 | 0.7069 | | No log | 3.2621 | 336 | 0.4046 | 0.5966 | 0.4046 | 0.6361 | | No log | 3.2816 | 338 | 0.3572 | 0.6171 | 0.3572 | 0.5976 | | No log | 3.3010 | 340 | 0.3714 | 0.6205 | 0.3714 | 0.6094 | | No log | 3.3204 | 342 | 0.5143 | 0.6163 | 0.5143 | 0.7172 | | No log | 3.3398 | 344 | 0.5388 | 0.5720 | 0.5388 | 0.7341 | | No log | 3.3592 | 346 | 0.4437 | 0.6046 | 0.4437 | 0.6661 | | No log | 3.3786 | 348 | 0.4702 | 0.5931 | 0.4702 | 0.6857 | | No log | 3.3981 | 350 | 0.4573 | 0.5786 | 0.4573 | 0.6763 | | No log | 3.4175 | 352 | 0.4483 | 0.5747 | 0.4483 | 0.6696 | | No log | 3.4369 | 354 | 0.5090 | 0.5780 | 0.5090 | 0.7134 | | No log | 3.4563 | 356 | 0.4985 | 0.5616 | 0.4985 | 0.7061 | | No log | 3.4757 | 358 | 0.4105 | 0.6051 | 0.4105 | 0.6407 | | No log | 3.4951 | 360 | 0.3968 | 0.5844 | 0.3968 | 0.6299 | | No log | 3.5146 | 362 | 0.4265 | 0.5898 | 0.4265 | 0.6531 | | No log | 3.5340 | 364 | 0.5009 | 0.6021 | 0.5009 | 0.7077 | | No log | 3.5534 | 366 | 0.7859 | 0.4999 | 0.7859 | 0.8865 | | No log | 3.5728 | 368 | 0.8508 | 0.4872 | 0.8508 | 0.9224 | | No log | 3.5922 | 370 | 0.5711 | 0.5940 | 0.5711 | 0.7557 | | No log | 3.6117 | 372 | 0.4033 | 0.5951 | 0.4033 | 0.6351 | | No log | 3.6311 | 374 | 0.4023 | 0.5909 | 0.4023 | 0.6342 | | No log | 3.6505 | 376 | 0.4765 | 0.5705 | 0.4765 | 0.6903 | | No log | 3.6699 | 378 | 0.6173 | 0.5719 | 0.6173 | 0.7857 | | No log | 3.6893 | 380 | 0.5371 | 0.5849 | 0.5371 | 0.7329 | | No log | 3.7087 | 382 | 0.4636 | 0.5987 | 0.4636 | 0.6809 | | No log | 3.7282 | 384 | 0.4120 | 0.6049 | 0.4120 | 0.6418 | | No log | 3.7476 | 386 | 0.4674 | 0.6382 | 0.4674 | 0.6837 | | No log | 3.7670 | 388 | 0.6172 | 0.5680 | 0.6172 | 0.7857 | | No log | 3.7864 | 390 | 0.5964 | 0.5681 | 0.5964 | 0.7723 | | No log | 3.8058 | 392 | 0.4643 | 0.5847 | 0.4643 | 0.6814 | | No log | 3.8252 | 394 | 0.3582 | 0.6287 | 0.3582 | 0.5985 | | No log | 3.8447 | 396 | 0.3807 | 0.5864 | 0.3807 | 0.6170 | | No log | 3.8641 | 398 | 0.3737 | 0.5708 | 0.3737 | 0.6113 | | No log | 3.8835 | 400 | 0.3461 | 0.5974 | 0.3461 | 0.5883 | | No log | 3.9029 | 402 | 0.3537 | 0.6106 | 0.3537 | 0.5947 | | No log | 3.9223 | 404 | 0.3634 | 0.6529 | 0.3634 | 0.6028 | | No log | 3.9417 | 406 | 0.4039 | 0.6377 | 0.4039 | 0.6355 | | No log | 3.9612 | 408 | 0.5245 | 0.5645 | 0.5245 | 0.7242 | | No log | 3.9806 | 410 | 0.7394 | 0.4731 | 0.7394 | 0.8599 | | No log | 4.0 | 412 | 0.7637 | 0.4776 | 0.7637 | 0.8739 | | No log | 4.0194 | 414 | 0.5148 | 0.5878 | 0.5148 | 0.7175 | | No log | 4.0388 | 416 | 0.3557 | 0.6264 | 0.3557 | 0.5964 | | No log | 4.0583 | 418 | 0.4001 | 0.5931 | 0.4001 | 0.6326 | | No log | 4.0777 | 420 | 0.3765 | 0.6176 | 0.3765 | 0.6136 | | No log | 4.0971 | 422 | 0.4768 | 0.6527 | 0.4768 | 0.6905 | | No log | 4.1165 | 424 | 0.8213 | 0.4822 | 0.8213 | 0.9063 | | No log | 4.1359 | 426 | 1.0266 | 0.3799 | 1.0266 | 1.0132 | | No log | 4.1553 | 428 | 0.8241 | 0.4323 | 0.8241 | 0.9078 | | No log | 4.1748 | 430 | 0.4827 | 0.6048 | 0.4827 | 0.6948 | | No log | 4.1942 | 432 | 0.4044 | 0.5949 | 0.4044 | 0.6359 | | No log | 4.2136 | 434 | 0.4516 | 0.5718 | 0.4516 | 0.6720 | | No log | 4.2330 | 436 | 0.4913 | 0.5557 | 0.4913 | 0.7009 | | No log | 4.2524 | 438 | 0.5896 | 0.5477 | 0.5896 | 0.7679 | | No log | 4.2718 | 440 | 0.5218 | 0.5828 | 0.5218 | 0.7224 | | No log | 4.2913 | 442 | 0.4744 | 0.5882 | 0.4744 | 0.6888 | | No log | 4.3107 | 444 | 0.4711 | 0.6237 | 0.4711 | 0.6863 | | No log | 4.3301 | 446 | 0.4556 | 0.6479 | 0.4556 | 0.6750 | | No log | 4.3495 | 448 | 0.4701 | 0.6278 | 0.4701 | 0.6857 | | No log | 4.3689 | 450 | 0.5758 | 0.5788 | 0.5758 | 0.7588 | | No log | 4.3883 | 452 | 0.4709 | 0.6108 | 0.4709 | 0.6862 | | No log | 4.4078 | 454 | 0.3403 | 0.6403 | 0.3403 | 0.5833 | | No log | 4.4272 | 456 | 0.3528 | 0.6364 | 0.3528 | 0.5940 | | No log | 4.4466 | 458 | 0.3448 | 0.6296 | 0.3448 | 0.5872 | | No log | 4.4660 | 460 | 0.3895 | 0.6652 | 0.3895 | 0.6241 | | No log | 4.4854 | 462 | 0.4183 | 0.6682 | 0.4183 | 0.6468 | | No log | 4.5049 | 464 | 0.4130 | 0.6710 | 0.4130 | 0.6426 | | No log | 4.5243 | 466 | 0.3865 | 0.6639 | 0.3865 | 0.6217 | | No log | 4.5437 | 468 | 0.4159 | 0.6468 | 0.4159 | 0.6449 | | No log | 4.5631 | 470 | 0.5454 | 0.6164 | 0.5454 | 0.7385 | | No log | 4.5825 | 472 | 0.5509 | 0.6086 | 0.5509 | 0.7422 | | No log | 4.6019 | 474 | 0.4547 | 0.6084 | 0.4547 | 0.6743 | | No log | 4.6214 | 476 | 0.4032 | 0.6348 | 0.4032 | 0.6350 | | No log | 4.6408 | 478 | 0.4548 | 0.6445 | 0.4548 | 0.6744 | | No log | 4.6602 | 480 | 0.7758 | 0.4733 | 0.7758 | 0.8808 | | No log | 4.6796 | 482 | 1.0850 | 0.4193 | 1.0850 | 1.0416 | | No log | 4.6990 | 484 | 0.9325 | 0.4602 | 0.9325 | 0.9656 | | No log | 4.7184 | 486 | 0.6373 | 0.5362 | 0.6373 | 0.7983 | | No log | 4.7379 | 488 | 0.5168 | 0.5481 | 0.5168 | 0.7189 | | No log | 4.7573 | 490 | 0.5178 | 0.5592 | 0.5178 | 0.7196 | | No log | 4.7767 | 492 | 0.4968 | 0.5860 | 0.4968 | 0.7049 | | No log | 4.7961 | 494 | 0.4556 | 0.5677 | 0.4556 | 0.6750 | | No log | 4.8155 | 496 | 0.4081 | 0.5432 | 0.4081 | 0.6388 | | No log | 4.8350 | 498 | 0.3837 | 0.5788 | 0.3837 | 0.6194 | | 0.5115 | 4.8544 | 500 | 0.4003 | 0.5411 | 0.4003 | 0.6327 | | 0.5115 | 4.8738 | 502 | 0.4631 | 0.5547 | 0.4631 | 0.6805 | | 0.5115 | 4.8932 | 504 | 0.5334 | 0.5562 | 0.5334 | 0.7304 | | 0.5115 | 4.9126 | 506 | 0.4393 | 0.5941 | 0.4393 | 0.6628 | | 0.5115 | 4.9320 | 508 | 0.4199 | 0.6006 | 0.4199 | 0.6480 | | 0.5115 | 4.9515 | 510 | 0.4419 | 0.5781 | 0.4419 | 0.6648 | | 0.5115 | 4.9709 | 512 | 0.4546 | 0.5897 | 0.4546 | 0.6742 | | 0.5115 | 4.9903 | 514 | 0.4827 | 0.5908 | 0.4827 | 0.6948 | | 0.5115 | 5.0097 | 516 | 0.5936 | 0.5579 | 0.5936 | 0.7705 | | 0.5115 | 5.0291 | 518 | 0.5390 | 0.5836 | 0.5390 | 0.7341 | | 0.5115 | 5.0485 | 520 | 0.4528 | 0.6117 | 0.4528 | 0.6729 | | 0.5115 | 5.0680 | 522 | 0.4601 | 0.6044 | 0.4601 | 0.6783 | | 0.5115 | 5.0874 | 524 | 0.5758 | 0.5850 | 0.5758 | 0.7588 | | 0.5115 | 5.1068 | 526 | 0.8183 | 0.5129 | 0.8183 | 0.9046 | | 0.5115 | 5.1262 | 528 | 0.7526 | 0.5311 | 0.7526 | 0.8675 | | 0.5115 | 5.1456 | 530 | 0.6069 | 0.5409 | 0.6069 | 0.7790 | | 0.5115 | 5.1650 | 532 | 0.4692 | 0.5816 | 0.4692 | 0.6850 | | 0.5115 | 5.1845 | 534 | 0.3892 | 0.5983 | 0.3892 | 0.6239 | | 0.5115 | 5.2039 | 536 | 0.3769 | 0.6027 | 0.3769 | 0.6139 | | 0.5115 | 5.2233 | 538 | 0.3577 | 0.6112 | 0.3577 | 0.5981 | | 0.5115 | 5.2427 | 540 | 0.3518 | 0.5996 | 0.3518 | 0.5932 | | 0.5115 | 5.2621 | 542 | 0.3824 | 0.6280 | 0.3824 | 0.6184 | | 0.5115 | 5.2816 | 544 | 0.4423 | 0.6042 | 0.4423 | 0.6650 | | 0.5115 | 5.3010 | 546 | 0.6329 | 0.5375 | 0.6329 | 0.7956 | | 0.5115 | 5.3204 | 548 | 0.6813 | 0.5300 | 0.6813 | 0.8254 | | 0.5115 | 5.3398 | 550 | 0.5191 | 0.6048 | 0.5191 | 0.7205 | | 0.5115 | 5.3592 | 552 | 0.4380 | 0.6549 | 0.4380 | 0.6619 | | 0.5115 | 5.3786 | 554 | 0.4084 | 0.6028 | 0.4084 | 0.6391 | | 0.5115 | 5.3981 | 556 | 0.4115 | 0.5953 | 0.4115 | 0.6415 | | 0.5115 | 5.4175 | 558 | 0.4102 | 0.5722 | 0.4102 | 0.6405 | | 0.5115 | 5.4369 | 560 | 0.4030 | 0.5859 | 0.4030 | 0.6349 | | 0.5115 | 5.4563 | 562 | 0.4039 | 0.6158 | 0.4039 | 0.6355 | | 0.5115 | 5.4757 | 564 | 0.3768 | 0.5879 | 0.3768 | 0.6138 | | 0.5115 | 5.4951 | 566 | 0.3704 | 0.5869 | 0.3704 | 0.6086 | | 0.5115 | 5.5146 | 568 | 0.3912 | 0.6030 | 0.3912 | 0.6254 | | 0.5115 | 5.5340 | 570 | 0.4386 | 0.5993 | 0.4386 | 0.6623 | | 0.5115 | 5.5534 | 572 | 0.6797 | 0.5565 | 0.6797 | 0.8244 | | 0.5115 | 5.5728 | 574 | 0.8181 | 0.4966 | 0.8181 | 0.9045 | | 0.5115 | 5.5922 | 576 | 0.6598 | 0.5634 | 0.6598 | 0.8123 | | 0.5115 | 5.6117 | 578 | 0.5045 | 0.6010 | 0.5045 | 0.7103 | | 0.5115 | 5.6311 | 580 | 0.4974 | 0.6118 | 0.4974 | 0.7053 | | 0.5115 | 5.6505 | 582 | 0.4594 | 0.5939 | 0.4594 | 0.6778 | | 0.5115 | 5.6699 | 584 | 0.4586 | 0.6098 | 0.4586 | 0.6772 | | 0.5115 | 5.6893 | 586 | 0.4911 | 0.5900 | 0.4911 | 0.7008 | | 0.5115 | 5.7087 | 588 | 0.4495 | 0.6023 | 0.4495 | 0.6705 | | 0.5115 | 5.7282 | 590 | 0.4326 | 0.5902 | 0.4326 | 0.6577 | | 0.5115 | 5.7476 | 592 | 0.4621 | 0.6031 | 0.4621 | 0.6798 | | 0.5115 | 5.7670 | 594 | 0.4257 | 0.5932 | 0.4257 | 0.6524 | | 0.5115 | 5.7864 | 596 | 0.4372 | 0.6069 | 0.4372 | 0.6612 | | 0.5115 | 5.8058 | 598 | 0.4923 | 0.6007 | 0.4923 | 0.7016 | | 0.5115 | 5.8252 | 600 | 0.5862 | 0.5608 | 0.5862 | 0.7657 | | 0.5115 | 5.8447 | 602 | 0.5380 | 0.5815 | 0.5380 | 0.7335 | | 0.5115 | 5.8641 | 604 | 0.5454 | 0.5889 | 0.5454 | 0.7385 | | 0.5115 | 5.8835 | 606 | 0.5202 | 0.5704 | 0.5202 | 0.7212 | | 0.5115 | 5.9029 | 608 | 0.6002 | 0.5340 | 0.6002 | 0.7748 | | 0.5115 | 5.9223 | 610 | 0.5468 | 0.5218 | 0.5468 | 0.7394 | | 0.5115 | 5.9417 | 612 | 0.4974 | 0.5562 | 0.4974 | 0.7052 | | 0.5115 | 5.9612 | 614 | 0.4656 | 0.5887 | 0.4656 | 0.6824 | | 0.5115 | 5.9806 | 616 | 0.4518 | 0.5830 | 0.4518 | 0.6722 | | 0.5115 | 6.0 | 618 | 0.5078 | 0.5462 | 0.5078 | 0.7126 | | 0.5115 | 6.0194 | 620 | 0.7051 | 0.4803 | 0.7051 | 0.8397 | | 0.5115 | 6.0388 | 622 | 0.8500 | 0.4461 | 0.8500 | 0.9219 | | 0.5115 | 6.0583 | 624 | 0.7028 | 0.4794 | 0.7028 | 0.8383 | | 0.5115 | 6.0777 | 626 | 0.4424 | 0.5955 | 0.4424 | 0.6651 | | 0.5115 | 6.0971 | 628 | 0.3968 | 0.6322 | 0.3968 | 0.6299 | | 0.5115 | 6.1165 | 630 | 0.4158 | 0.6399 | 0.4158 | 0.6448 | | 0.5115 | 6.1359 | 632 | 0.5222 | 0.5664 | 0.5222 | 0.7226 | | 0.5115 | 6.1553 | 634 | 0.5977 | 0.5331 | 0.5977 | 0.7731 | | 0.5115 | 6.1748 | 636 | 0.6877 | 0.5358 | 0.6877 | 0.8293 | | 0.5115 | 6.1942 | 638 | 0.6842 | 0.5488 | 0.6842 | 0.8272 | | 0.5115 | 6.2136 | 640 | 0.4620 | 0.6035 | 0.4620 | 0.6797 | | 0.5115 | 6.2330 | 642 | 0.4160 | 0.6091 | 0.4160 | 0.6450 | | 0.5115 | 6.2524 | 644 | 0.4362 | 0.6065 | 0.4362 | 0.6604 | | 0.5115 | 6.2718 | 646 | 0.4822 | 0.5687 | 0.4822 | 0.6944 | | 0.5115 | 6.2913 | 648 | 0.4072 | 0.6017 | 0.4072 | 0.6381 | | 0.5115 | 6.3107 | 650 | 0.4104 | 0.6098 | 0.4104 | 0.6406 | | 0.5115 | 6.3301 | 652 | 0.5857 | 0.5764 | 0.5857 | 0.7653 | | 0.5115 | 6.3495 | 654 | 0.7160 | 0.5367 | 0.7160 | 0.8462 | | 0.5115 | 6.3689 | 656 | 0.6074 | 0.5868 | 0.6074 | 0.7794 | | 0.5115 | 6.3883 | 658 | 0.4329 | 0.6050 | 0.4329 | 0.6580 | | 0.5115 | 6.4078 | 660 | 0.4726 | 0.6113 | 0.4726 | 0.6875 | | 0.5115 | 6.4272 | 662 | 0.4499 | 0.6033 | 0.4499 | 0.6707 | | 0.5115 | 6.4466 | 664 | 0.6721 | 0.5916 | 0.6721 | 0.8198 | | 0.5115 | 6.4660 | 666 | 0.8818 | 0.5245 | 0.8818 | 0.9390 | | 0.5115 | 6.4854 | 668 | 0.7006 | 0.5345 | 0.7006 | 0.8370 | | 0.5115 | 6.5049 | 670 | 0.4697 | 0.5731 | 0.4697 | 0.6854 | | 0.5115 | 6.5243 | 672 | 0.4002 | 0.6006 | 0.4002 | 0.6326 | | 0.5115 | 6.5437 | 674 | 0.3867 | 0.5812 | 0.3867 | 0.6219 | | 0.5115 | 6.5631 | 676 | 0.4245 | 0.5810 | 0.4245 | 0.6515 | | 0.5115 | 6.5825 | 678 | 0.5301 | 0.5259 | 0.5301 | 0.7281 | | 0.5115 | 6.6019 | 680 | 0.5653 | 0.5411 | 0.5653 | 0.7519 | | 0.5115 | 6.6214 | 682 | 0.5574 | 0.5525 | 0.5574 | 0.7466 | | 0.5115 | 6.6408 | 684 | 0.5218 | 0.6181 | 0.5218 | 0.7223 | | 0.5115 | 6.6602 | 686 | 0.4518 | 0.6182 | 0.4518 | 0.6722 | | 0.5115 | 6.6796 | 688 | 0.4280 | 0.6049 | 0.4280 | 0.6542 | | 0.5115 | 6.6990 | 690 | 0.4561 | 0.6126 | 0.4561 | 0.6753 | | 0.5115 | 6.7184 | 692 | 0.5108 | 0.5749 | 0.5108 | 0.7147 | | 0.5115 | 6.7379 | 694 | 0.5879 | 0.5449 | 0.5879 | 0.7668 | | 0.5115 | 6.7573 | 696 | 0.5645 | 0.5712 | 0.5645 | 0.7513 | | 0.5115 | 6.7767 | 698 | 0.4802 | 0.5805 | 0.4802 | 0.6929 | | 0.5115 | 6.7961 | 700 | 0.4487 | 0.5912 | 0.4487 | 0.6698 | | 0.5115 | 6.8155 | 702 | 0.5258 | 0.5588 | 0.5258 | 0.7251 | | 0.5115 | 6.8350 | 704 | 0.5683 | 0.5430 | 0.5683 | 0.7538 | | 0.5115 | 6.8544 | 706 | 0.6200 | 0.5307 | 0.6200 | 0.7874 | | 0.5115 | 6.8738 | 708 | 0.5301 | 0.5674 | 0.5301 | 0.7281 | | 0.5115 | 6.8932 | 710 | 0.5080 | 0.5739 | 0.5080 | 0.7127 | | 0.5115 | 6.9126 | 712 | 0.6302 | 0.5381 | 0.6302 | 0.7938 | | 0.5115 | 6.9320 | 714 | 0.8319 | 0.4641 | 0.8319 | 0.9121 | | 0.5115 | 6.9515 | 716 | 0.7997 | 0.5038 | 0.7997 | 0.8942 | | 0.5115 | 6.9709 | 718 | 0.6363 | 0.5528 | 0.6363 | 0.7977 | | 0.5115 | 6.9903 | 720 | 0.4597 | 0.5751 | 0.4597 | 0.6780 | | 0.5115 | 7.0097 | 722 | 0.4175 | 0.5898 | 0.4175 | 0.6462 | | 0.5115 | 7.0291 | 724 | 0.3881 | 0.5875 | 0.3881 | 0.6230 | | 0.5115 | 7.0485 | 726 | 0.4515 | 0.5573 | 0.4515 | 0.6719 | | 0.5115 | 7.0680 | 728 | 0.6428 | 0.5068 | 0.6428 | 0.8017 | | 0.5115 | 7.0874 | 730 | 0.7617 | 0.4573 | 0.7617 | 0.8728 | | 0.5115 | 7.1068 | 732 | 0.6540 | 0.5211 | 0.6540 | 0.8087 | | 0.5115 | 7.1262 | 734 | 0.4518 | 0.6067 | 0.4518 | 0.6722 | | 0.5115 | 7.1456 | 736 | 0.3955 | 0.6130 | 0.3955 | 0.6289 | | 0.5115 | 7.1650 | 738 | 0.4533 | 0.5802 | 0.4533 | 0.6733 | | 0.5115 | 7.1845 | 740 | 0.4130 | 0.5971 | 0.4130 | 0.6427 | | 0.5115 | 7.2039 | 742 | 0.4467 | 0.6374 | 0.4467 | 0.6683 | | 0.5115 | 7.2233 | 744 | 0.7139 | 0.5326 | 0.7139 | 0.8449 | | 0.5115 | 7.2427 | 746 | 0.7641 | 0.5197 | 0.7641 | 0.8741 | | 0.5115 | 7.2621 | 748 | 0.5809 | 0.5412 | 0.5809 | 0.7622 | | 0.5115 | 7.2816 | 750 | 0.4169 | 0.6034 | 0.4169 | 0.6457 | | 0.5115 | 7.3010 | 752 | 0.3838 | 0.6060 | 0.3838 | 0.6195 | | 0.5115 | 7.3204 | 754 | 0.3949 | 0.6031 | 0.3949 | 0.6284 | | 0.5115 | 7.3398 | 756 | 0.4564 | 0.5873 | 0.4564 | 0.6756 | | 0.5115 | 7.3592 | 758 | 0.5781 | 0.5401 | 0.5781 | 0.7603 | | 0.5115 | 7.3786 | 760 | 0.6824 | 0.5250 | 0.6824 | 0.8260 | | 0.5115 | 7.3981 | 762 | 0.6771 | 0.5441 | 0.6771 | 0.8228 | | 0.5115 | 7.4175 | 764 | 0.6242 | 0.5422 | 0.6242 | 0.7901 | | 0.5115 | 7.4369 | 766 | 0.5950 | 0.5614 | 0.5950 | 0.7713 | | 0.5115 | 7.4563 | 768 | 0.7170 | 0.5343 | 0.7170 | 0.8468 | | 0.5115 | 7.4757 | 770 | 0.7155 | 0.5264 | 0.7155 | 0.8459 | | 0.5115 | 7.4951 | 772 | 0.5187 | 0.5629 | 0.5187 | 0.7202 | | 0.5115 | 7.5146 | 774 | 0.4451 | 0.6031 | 0.4451 | 0.6672 | | 0.5115 | 7.5340 | 776 | 0.5265 | 0.5791 | 0.5265 | 0.7256 | | 0.5115 | 7.5534 | 778 | 0.7094 | 0.5307 | 0.7094 | 0.8422 | | 0.5115 | 7.5728 | 780 | 0.7516 | 0.5327 | 0.7516 | 0.8669 | | 0.5115 | 7.5922 | 782 | 0.5858 | 0.5950 | 0.5858 | 0.7654 | | 0.5115 | 7.6117 | 784 | 0.5069 | 0.6252 | 0.5069 | 0.7119 | | 0.5115 | 7.6311 | 786 | 0.4917 | 0.6172 | 0.4917 | 0.7012 | | 0.5115 | 7.6505 | 788 | 0.5081 | 0.6144 | 0.5081 | 0.7128 | | 0.5115 | 7.6699 | 790 | 0.5747 | 0.5543 | 0.5747 | 0.7581 | | 0.5115 | 7.6893 | 792 | 0.5962 | 0.5543 | 0.5962 | 0.7722 | | 0.5115 | 7.7087 | 794 | 0.4627 | 0.5564 | 0.4627 | 0.6802 | | 0.5115 | 7.7282 | 796 | 0.4119 | 0.5825 | 0.4119 | 0.6418 | | 0.5115 | 7.7476 | 798 | 0.4256 | 0.6115 | 0.4256 | 0.6524 | | 0.5115 | 7.7670 | 800 | 0.5148 | 0.5394 | 0.5148 | 0.7175 | | 0.5115 | 7.7864 | 802 | 0.6319 | 0.5487 | 0.6319 | 0.7949 | | 0.5115 | 7.8058 | 804 | 0.6129 | 0.5569 | 0.6129 | 0.7829 | | 0.5115 | 7.8252 | 806 | 0.4796 | 0.5658 | 0.4796 | 0.6926 | | 0.5115 | 7.8447 | 808 | 0.4071 | 0.5971 | 0.4071 | 0.6380 | | 0.5115 | 7.8641 | 810 | 0.3858 | 0.6174 | 0.3858 | 0.6211 | | 0.5115 | 7.8835 | 812 | 0.3806 | 0.5956 | 0.3806 | 0.6169 | | 0.5115 | 7.9029 | 814 | 0.4711 | 0.5800 | 0.4711 | 0.6864 | | 0.5115 | 7.9223 | 816 | 0.6355 | 0.5401 | 0.6355 | 0.7972 | | 0.5115 | 7.9417 | 818 | 0.5802 | 0.5516 | 0.5802 | 0.7617 | | 0.5115 | 7.9612 | 820 | 0.4144 | 0.6048 | 0.4144 | 0.6438 | | 0.5115 | 7.9806 | 822 | 0.3665 | 0.5710 | 0.3665 | 0.6054 | | 0.5115 | 8.0 | 824 | 0.3786 | 0.5673 | 0.3786 | 0.6153 | | 0.5115 | 8.0194 | 826 | 0.3847 | 0.6057 | 0.3847 | 0.6202 | | 0.5115 | 8.0388 | 828 | 0.5141 | 0.6002 | 0.5141 | 0.7170 | | 0.5115 | 8.0583 | 830 | 0.6442 | 0.5315 | 0.6442 | 0.8026 | | 0.5115 | 8.0777 | 832 | 0.5767 | 0.5775 | 0.5767 | 0.7594 | | 0.5115 | 8.0971 | 834 | 0.4958 | 0.5887 | 0.4958 | 0.7041 | | 0.5115 | 8.1165 | 836 | 0.4533 | 0.5910 | 0.4533 | 0.6733 | | 0.5115 | 8.1359 | 838 | 0.4458 | 0.5926 | 0.4458 | 0.6677 | | 0.5115 | 8.1553 | 840 | 0.4356 | 0.5980 | 0.4356 | 0.6600 | | 0.5115 | 8.1748 | 842 | 0.4462 | 0.6027 | 0.4462 | 0.6680 | | 0.5115 | 8.1942 | 844 | 0.4503 | 0.6036 | 0.4503 | 0.6710 | | 0.5115 | 8.2136 | 846 | 0.5397 | 0.5827 | 0.5397 | 0.7347 | | 0.5115 | 8.2330 | 848 | 0.5493 | 0.5960 | 0.5493 | 0.7411 | | 0.5115 | 8.2524 | 850 | 0.5815 | 0.6061 | 0.5815 | 0.7626 | | 0.5115 | 8.2718 | 852 | 0.5227 | 0.6193 | 0.5227 | 0.7230 | | 0.5115 | 8.2913 | 854 | 0.4501 | 0.6391 | 0.4501 | 0.6709 | | 0.5115 | 8.3107 | 856 | 0.4211 | 0.6465 | 0.4211 | 0.6489 | | 0.5115 | 8.3301 | 858 | 0.4675 | 0.6118 | 0.4675 | 0.6837 | | 0.5115 | 8.3495 | 860 | 0.4833 | 0.6175 | 0.4833 | 0.6952 | | 0.5115 | 8.3689 | 862 | 0.5115 | 0.6019 | 0.5115 | 0.7152 | | 0.5115 | 8.3883 | 864 | 0.5260 | 0.6033 | 0.5260 | 0.7253 | | 0.5115 | 8.4078 | 866 | 0.4626 | 0.6024 | 0.4626 | 0.6801 | | 0.5115 | 8.4272 | 868 | 0.4350 | 0.6284 | 0.4350 | 0.6595 | | 0.5115 | 8.4466 | 870 | 0.4250 | 0.6261 | 0.4250 | 0.6519 | | 0.5115 | 8.4660 | 872 | 0.4474 | 0.6357 | 0.4474 | 0.6689 | | 0.5115 | 8.4854 | 874 | 0.5195 | 0.6008 | 0.5195 | 0.7207 | | 0.5115 | 8.5049 | 876 | 0.6338 | 0.5765 | 0.6338 | 0.7961 | | 0.5115 | 8.5243 | 878 | 0.6414 | 0.5746 | 0.6414 | 0.8009 | | 0.5115 | 8.5437 | 880 | 0.5934 | 0.5707 | 0.5934 | 0.7703 | | 0.5115 | 8.5631 | 882 | 0.4409 | 0.6284 | 0.4409 | 0.6640 | | 0.5115 | 8.5825 | 884 | 0.3916 | 0.6215 | 0.3916 | 0.6258 | | 0.5115 | 8.6019 | 886 | 0.3781 | 0.6147 | 0.3781 | 0.6149 | | 0.5115 | 8.6214 | 888 | 0.3912 | 0.6236 | 0.3912 | 0.6254 | | 0.5115 | 8.6408 | 890 | 0.4362 | 0.6060 | 0.4362 | 0.6604 | | 0.5115 | 8.6602 | 892 | 0.4493 | 0.6221 | 0.4493 | 0.6703 | | 0.5115 | 8.6796 | 894 | 0.4555 | 0.6340 | 0.4555 | 0.6749 | | 0.5115 | 8.6990 | 896 | 0.5226 | 0.5966 | 0.5226 | 0.7229 | | 0.5115 | 8.7184 | 898 | 0.5779 | 0.5908 | 0.5779 | 0.7602 | | 0.5115 | 8.7379 | 900 | 0.4910 | 0.5981 | 0.4910 | 0.7007 | | 0.5115 | 8.7573 | 902 | 0.4269 | 0.6051 | 0.4269 | 0.6534 | | 0.5115 | 8.7767 | 904 | 0.3918 | 0.6389 | 0.3918 | 0.6260 | | 0.5115 | 8.7961 | 906 | 0.4173 | 0.6045 | 0.4173 | 0.6460 | | 0.5115 | 8.8155 | 908 | 0.4273 | 0.6010 | 0.4273 | 0.6537 | | 0.5115 | 8.8350 | 910 | 0.4057 | 0.6073 | 0.4057 | 0.6370 | | 0.5115 | 8.8544 | 912 | 0.4221 | 0.6024 | 0.4221 | 0.6497 | | 0.5115 | 8.8738 | 914 | 0.5375 | 0.5989 | 0.5375 | 0.7331 | | 0.5115 | 8.8932 | 916 | 0.6362 | 0.5737 | 0.6362 | 0.7977 | | 0.5115 | 8.9126 | 918 | 0.5755 | 0.5680 | 0.5755 | 0.7586 | | 0.5115 | 8.9320 | 920 | 0.4662 | 0.5976 | 0.4662 | 0.6828 | | 0.5115 | 8.9515 | 922 | 0.3862 | 0.6376 | 0.3862 | 0.6214 | | 0.5115 | 8.9709 | 924 | 0.3815 | 0.6523 | 0.3815 | 0.6176 | | 0.5115 | 8.9903 | 926 | 0.4325 | 0.6038 | 0.4325 | 0.6577 | | 0.5115 | 9.0097 | 928 | 0.5323 | 0.5784 | 0.5323 | 0.7296 | | 0.5115 | 9.0291 | 930 | 0.4747 | 0.5887 | 0.4747 | 0.6890 | | 0.5115 | 9.0485 | 932 | 0.4233 | 0.6189 | 0.4233 | 0.6506 | | 0.5115 | 9.0680 | 934 | 0.4508 | 0.5958 | 0.4508 | 0.6714 | | 0.5115 | 9.0874 | 936 | 0.4938 | 0.5467 | 0.4938 | 0.7027 | | 0.5115 | 9.1068 | 938 | 0.4847 | 0.5684 | 0.4847 | 0.6962 | | 0.5115 | 9.1262 | 940 | 0.4079 | 0.6190 | 0.4079 | 0.6386 | | 0.5115 | 9.1456 | 942 | 0.4070 | 0.6182 | 0.4070 | 0.6380 | | 0.5115 | 9.1650 | 944 | 0.4287 | 0.6039 | 0.4287 | 0.6548 | | 0.5115 | 9.1845 | 946 | 0.4662 | 0.5834 | 0.4662 | 0.6828 | | 0.5115 | 9.2039 | 948 | 0.5917 | 0.5709 | 0.5917 | 0.7692 | | 0.5115 | 9.2233 | 950 | 0.7178 | 0.5396 | 0.7178 | 0.8472 | | 0.5115 | 9.2427 | 952 | 0.6353 | 0.5617 | 0.6353 | 0.7971 | | 0.5115 | 9.2621 | 954 | 0.4831 | 0.5943 | 0.4831 | 0.6951 | | 0.5115 | 9.2816 | 956 | 0.4358 | 0.6462 | 0.4358 | 0.6602 | | 0.5115 | 9.3010 | 958 | 0.4717 | 0.6051 | 0.4717 | 0.6868 | | 0.5115 | 9.3204 | 960 | 0.6717 | 0.5446 | 0.6717 | 0.8196 | | 0.5115 | 9.3398 | 962 | 0.7363 | 0.5461 | 0.7363 | 0.8581 | | 0.5115 | 9.3592 | 964 | 0.5930 | 0.5742 | 0.5930 | 0.7700 | | 0.5115 | 9.3786 | 966 | 0.5085 | 0.5978 | 0.5085 | 0.7131 | | 0.5115 | 9.3981 | 968 | 0.4655 | 0.5997 | 0.4655 | 0.6823 | | 0.5115 | 9.4175 | 970 | 0.4671 | 0.6027 | 0.4671 | 0.6834 | | 0.5115 | 9.4369 | 972 | 0.5405 | 0.5845 | 0.5405 | 0.7352 | | 0.5115 | 9.4563 | 974 | 0.7365 | 0.5227 | 0.7365 | 0.8582 | | 0.5115 | 9.4757 | 976 | 0.7642 | 0.4968 | 0.7642 | 0.8742 | | 0.5115 | 9.4951 | 978 | 0.5685 | 0.5620 | 0.5685 | 0.7540 | | 0.5115 | 9.5146 | 980 | 0.4129 | 0.5680 | 0.4129 | 0.6426 | | 0.5115 | 9.5340 | 982 | 0.3722 | 0.5934 | 0.3722 | 0.6101 | | 0.5115 | 9.5534 | 984 | 0.3690 | 0.5830 | 0.3690 | 0.6075 | | 0.5115 | 9.5728 | 986 | 0.3668 | 0.5963 | 0.3668 | 0.6057 | | 0.5115 | 9.5922 | 988 | 0.4072 | 0.6333 | 0.4072 | 0.6381 | | 0.5115 | 9.6117 | 990 | 0.4844 | 0.6001 | 0.4844 | 0.6960 | | 0.5115 | 9.6311 | 992 | 0.6604 | 0.5384 | 0.6604 | 0.8126 | | 0.5115 | 9.6505 | 994 | 0.7224 | 0.5337 | 0.7224 | 0.8499 | | 0.5115 | 9.6699 | 996 | 0.5814 | 0.5683 | 0.5814 | 0.7625 | | 0.5115 | 9.6893 | 998 | 0.4250 | 0.6550 | 0.4250 | 0.6519 | | 0.1452 | 9.7087 | 1000 | 0.4010 | 0.6439 | 0.4010 | 0.6332 | | 0.1452 | 9.7282 | 1002 | 0.3884 | 0.6523 | 0.3884 | 0.6232 | | 0.1452 | 9.7476 | 1004 | 0.4133 | 0.6308 | 0.4133 | 0.6429 | | 0.1452 | 9.7670 | 1006 | 0.5016 | 0.5671 | 0.5016 | 0.7083 | | 0.1452 | 9.7864 | 1008 | 0.4483 | 0.5856 | 0.4483 | 0.6695 | | 0.1452 | 9.8058 | 1010 | 0.3669 | 0.6118 | 0.3669 | 0.6057 | | 0.1452 | 9.8252 | 1012 | 0.3504 | 0.6282 | 0.3504 | 0.5919 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1