--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: Arabic_FineTuningAraBERT_AugV4_k4_task3_organization_fold0 results: [] --- # Arabic_FineTuningAraBERT_AugV4_k4_task3_organization_fold0 This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset. It achieves the following results on the evaluation set: - Loss: 1.1239 - Qwk: -0.1892 - Mse: 1.1239 - Rmse: 1.0601 ## 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: 10 ### Training results | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse | |:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:| | No log | 0.0189 | 2 | 4.1426 | 0.0 | 4.1426 | 2.0353 | | No log | 0.0377 | 4 | 2.7296 | -0.0722 | 2.7296 | 1.6522 | | No log | 0.0566 | 6 | 1.0213 | 0.2080 | 1.0213 | 1.0106 | | No log | 0.0755 | 8 | 0.7995 | 0.0 | 0.7995 | 0.8941 | | No log | 0.0943 | 10 | 0.8636 | 0.1538 | 0.8636 | 0.9293 | | No log | 0.1132 | 12 | 0.9952 | 0.1444 | 0.9952 | 0.9976 | | No log | 0.1321 | 14 | 1.0159 | 0.1444 | 1.0159 | 1.0079 | | No log | 0.1509 | 16 | 0.7746 | -0.0185 | 0.7746 | 0.8801 | | No log | 0.1698 | 18 | 0.7704 | 0.0 | 0.7704 | 0.8777 | | No log | 0.1887 | 20 | 0.8918 | 0.1538 | 0.8918 | 0.9444 | | No log | 0.2075 | 22 | 0.9323 | 0.0 | 0.9323 | 0.9656 | | No log | 0.2264 | 24 | 0.9281 | 0.0 | 0.9281 | 0.9634 | | No log | 0.2453 | 26 | 0.9688 | 0.0494 | 0.9688 | 0.9843 | | No log | 0.2642 | 28 | 0.8685 | -0.0185 | 0.8685 | 0.9319 | | No log | 0.2830 | 30 | 0.8880 | 0.1270 | 0.8880 | 0.9424 | | No log | 0.3019 | 32 | 0.8414 | 0.1270 | 0.8414 | 0.9173 | | No log | 0.3208 | 34 | 0.9063 | 0.4967 | 0.9063 | 0.9520 | | No log | 0.3396 | 36 | 0.8108 | -0.0185 | 0.8108 | 0.9004 | | No log | 0.3585 | 38 | 0.7733 | -0.0185 | 0.7733 | 0.8794 | | No log | 0.3774 | 40 | 0.8709 | 0.3529 | 0.8709 | 0.9332 | | No log | 0.3962 | 42 | 1.1320 | 0.1270 | 1.1320 | 1.0640 | | No log | 0.4151 | 44 | 1.4161 | 0.0 | 1.4161 | 1.1900 | | No log | 0.4340 | 46 | 1.0506 | 0.1270 | 1.0506 | 1.0250 | | No log | 0.4528 | 48 | 0.7790 | 0.5417 | 0.7790 | 0.8826 | | No log | 0.4717 | 50 | 0.8149 | 0.4967 | 0.8149 | 0.9027 | | No log | 0.4906 | 52 | 0.8046 | 0.4967 | 0.8046 | 0.8970 | | No log | 0.5094 | 54 | 1.0004 | 0.2667 | 1.0004 | 1.0002 | | No log | 0.5283 | 56 | 1.4040 | 0.0 | 1.4040 | 1.1849 | | No log | 0.5472 | 58 | 1.1988 | 0.0 | 1.1988 | 1.0949 | | No log | 0.5660 | 60 | 0.8739 | 0.3210 | 0.8739 | 0.9348 | | No log | 0.5849 | 62 | 0.8143 | 0.3016 | 0.8143 | 0.9024 | | No log | 0.6038 | 64 | 0.9661 | 0.2667 | 0.9661 | 0.9829 | | No log | 0.6226 | 66 | 1.2100 | 0.1270 | 1.2100 | 1.1000 | | No log | 0.6415 | 68 | 1.0139 | 0.2924 | 1.0139 | 1.0069 | | No log | 0.6604 | 70 | 0.8718 | 0.2924 | 0.8718 | 0.9337 | | No log | 0.6792 | 72 | 0.7845 | 0.1037 | 0.7845 | 0.8857 | | No log | 0.6981 | 74 | 0.9130 | 0.0494 | 0.9130 | 0.9555 | | No log | 0.7170 | 76 | 1.1309 | 0.1270 | 1.1309 | 1.0634 | | No log | 0.7358 | 78 | 1.1261 | 0.1270 | 1.1261 | 1.0612 | | No log | 0.7547 | 80 | 0.9180 | 0.3210 | 0.9180 | 0.9581 | | No log | 0.7736 | 82 | 0.9022 | 0.2924 | 0.9022 | 0.9498 | | No log | 0.7925 | 84 | 0.9811 | 0.2667 | 0.9811 | 0.9905 | | No log | 0.8113 | 86 | 1.0126 | 0.2667 | 1.0126 | 1.0063 | | No log | 0.8302 | 88 | 0.9436 | 0.2667 | 0.9436 | 0.9714 | | No log | 0.8491 | 90 | 0.7786 | 0.0833 | 0.7786 | 0.8824 | | No log | 0.8679 | 92 | 1.0109 | 0.2667 | 1.0109 | 1.0055 | | No log | 0.8868 | 94 | 1.4711 | 0.0 | 1.4711 | 1.2129 | | No log | 0.9057 | 96 | 1.5190 | 0.1270 | 1.5190 | 1.2325 | | No log | 0.9245 | 98 | 0.9394 | 0.0351 | 0.9394 | 0.9692 | | No log | 0.9434 | 100 | 0.7895 | 0.2361 | 0.7895 | 0.8886 | | No log | 0.9623 | 102 | 0.7956 | 0.2361 | 0.7956 | 0.8920 | | No log | 0.9811 | 104 | 1.0942 | 0.2667 | 1.0942 | 1.0461 | | No log | 1.0 | 106 | 1.6195 | 0.0 | 1.6195 | 1.2726 | | No log | 1.0189 | 108 | 1.4782 | 0.1270 | 1.4782 | 1.2158 | | No log | 1.0377 | 110 | 0.9346 | 0.2924 | 0.9346 | 0.9667 | | No log | 1.0566 | 112 | 0.7710 | 0.2667 | 0.7710 | 0.8780 | | No log | 1.0755 | 114 | 0.9065 | 0.2924 | 0.9065 | 0.9521 | | No log | 1.0943 | 116 | 1.0803 | 0.2667 | 1.0803 | 1.0394 | | No log | 1.1132 | 118 | 1.1285 | 0.2667 | 1.1285 | 1.0623 | | No log | 1.1321 | 120 | 0.9249 | 0.2924 | 0.9249 | 0.9617 | | No log | 1.1509 | 122 | 0.8611 | 0.4967 | 0.8611 | 0.9280 | | No log | 1.1698 | 124 | 0.8294 | 0.5417 | 0.8294 | 0.9107 | | No log | 1.1887 | 126 | 0.9502 | 0.2924 | 0.9502 | 0.9748 | | No log | 1.2075 | 128 | 1.0497 | 0.2924 | 1.0497 | 1.0246 | | No log | 1.2264 | 130 | 0.9256 | 0.2924 | 0.9256 | 0.9621 | | No log | 1.2453 | 132 | 0.6831 | 0.2667 | 0.6831 | 0.8265 | | No log | 1.2642 | 134 | 0.7856 | 0.2361 | 0.7856 | 0.8863 | | No log | 1.2830 | 136 | 1.2263 | 0.2667 | 1.2263 | 1.1074 | | No log | 1.3019 | 138 | 1.2625 | 0.1270 | 1.2625 | 1.1236 | | No log | 1.3208 | 140 | 0.9029 | 0.3210 | 0.9029 | 0.9502 | | No log | 1.3396 | 142 | 0.8209 | 0.0654 | 0.8209 | 0.9060 | | No log | 1.3585 | 144 | 0.9365 | 0.2924 | 0.9365 | 0.9677 | | No log | 1.3774 | 146 | 0.9694 | 0.2924 | 0.9694 | 0.9846 | | No log | 1.3962 | 148 | 0.8936 | 0.2924 | 0.8936 | 0.9453 | | No log | 1.4151 | 150 | 0.9093 | 0.3210 | 0.9093 | 0.9536 | | No log | 1.4340 | 152 | 1.0156 | 0.2924 | 1.0156 | 1.0078 | | No log | 1.4528 | 154 | 0.9809 | 0.3210 | 0.9809 | 0.9904 | | No log | 1.4717 | 156 | 1.1394 | 0.2667 | 1.1394 | 1.0675 | | No log | 1.4906 | 158 | 0.9309 | 0.3210 | 0.9309 | 0.9648 | | No log | 1.5094 | 160 | 0.6321 | 0.2667 | 0.6321 | 0.7950 | | No log | 1.5283 | 162 | 0.6122 | 0.2667 | 0.6122 | 0.7825 | | No log | 1.5472 | 164 | 0.6961 | 0.2667 | 0.6961 | 0.8343 | | No log | 1.5660 | 166 | 0.7816 | 0.5417 | 0.7816 | 0.8841 | | No log | 1.5849 | 168 | 0.7679 | 0.2667 | 0.7679 | 0.8763 | | No log | 1.6038 | 170 | 0.8184 | 0.3529 | 0.8184 | 0.9047 | | No log | 1.6226 | 172 | 0.9890 | 0.2667 | 0.9890 | 0.9945 | | No log | 1.6415 | 174 | 0.8902 | 0.3210 | 0.8902 | 0.9435 | | No log | 1.6604 | 176 | 0.6579 | 0.1538 | 0.6579 | 0.8111 | | No log | 1.6792 | 178 | 0.6129 | 0.1852 | 0.6129 | 0.7829 | | No log | 1.6981 | 180 | 0.6175 | 0.1538 | 0.6175 | 0.7858 | | No log | 1.7170 | 182 | 0.6594 | 0.2667 | 0.6594 | 0.8121 | | No log | 1.7358 | 184 | 0.7470 | 0.3210 | 0.7470 | 0.8643 | | No log | 1.7547 | 186 | 0.8915 | 0.2667 | 0.8915 | 0.9442 | | No log | 1.7736 | 188 | 0.7088 | 0.4343 | 0.7088 | 0.8419 | | No log | 1.7925 | 190 | 0.6418 | 0.3529 | 0.6418 | 0.8012 | | No log | 1.8113 | 192 | 0.7511 | 0.4343 | 0.7511 | 0.8667 | | No log | 1.8302 | 194 | 1.2100 | 0.2667 | 1.2100 | 1.1000 | | No log | 1.8491 | 196 | 1.2264 | 0.1270 | 1.2264 | 1.1074 | | No log | 1.8679 | 198 | 0.9749 | 0.1852 | 0.9749 | 0.9874 | | No log | 1.8868 | 200 | 0.8540 | 0.2924 | 0.8540 | 0.9241 | | No log | 1.9057 | 202 | 0.7290 | 0.4343 | 0.7290 | 0.8538 | | No log | 1.9245 | 204 | 0.6719 | 0.2293 | 0.6719 | 0.8197 | | No log | 1.9434 | 206 | 0.6439 | 0.1538 | 0.6439 | 0.8024 | | No log | 1.9623 | 208 | 0.6375 | 0.1538 | 0.6375 | 0.7984 | | No log | 1.9811 | 210 | 0.7399 | 0.3210 | 0.7399 | 0.8602 | | No log | 2.0 | 212 | 0.7990 | 0.3210 | 0.7990 | 0.8939 | | No log | 2.0189 | 214 | 0.6964 | 0.1270 | 0.6964 | 0.8345 | | No log | 2.0377 | 216 | 0.6389 | 0.0 | 0.6389 | 0.7993 | | No log | 2.0566 | 218 | 0.6472 | -0.0342 | 0.6472 | 0.8045 | | No log | 2.0755 | 220 | 0.7270 | 0.3529 | 0.7270 | 0.8527 | | No log | 2.0943 | 222 | 0.8931 | 0.3210 | 0.8931 | 0.9450 | | No log | 2.1132 | 224 | 0.8220 | 0.0833 | 0.8220 | 0.9066 | | No log | 2.1321 | 226 | 0.6805 | -0.0476 | 0.6805 | 0.8249 | | No log | 2.1509 | 228 | 0.6544 | 0.4615 | 0.6544 | 0.8089 | | No log | 2.1698 | 230 | 0.6963 | -0.0593 | 0.6963 | 0.8344 | | No log | 2.1887 | 232 | 1.0425 | 0.2667 | 1.0425 | 1.0210 | | No log | 2.2075 | 234 | 1.1706 | 0.2667 | 1.1706 | 1.0819 | | No log | 2.2264 | 236 | 0.9216 | 0.2667 | 0.9216 | 0.9600 | | No log | 2.2453 | 238 | 0.6997 | -0.0593 | 0.6997 | 0.8365 | | No log | 2.2642 | 240 | 0.6441 | 0.5075 | 0.6441 | 0.8026 | | No log | 2.2830 | 242 | 0.6402 | 0.5075 | 0.6402 | 0.8001 | | No log | 2.3019 | 244 | 0.7480 | -0.0593 | 0.7480 | 0.8648 | | No log | 2.3208 | 246 | 1.0757 | 0.2667 | 1.0757 | 1.0372 | | No log | 2.3396 | 248 | 1.1137 | 0.2667 | 1.1137 | 1.0553 | | No log | 2.3585 | 250 | 0.8619 | 0.1852 | 0.8619 | 0.9284 | | No log | 2.3774 | 252 | 0.6590 | 0.4615 | 0.6590 | 0.8118 | | No log | 2.3962 | 254 | 0.7686 | 0.5075 | 0.7686 | 0.8767 | | No log | 2.4151 | 256 | 0.7285 | 0.5075 | 0.7285 | 0.8535 | | No log | 2.4340 | 258 | 0.7019 | 0.2484 | 0.7019 | 0.8378 | | No log | 2.4528 | 260 | 0.9842 | 0.2667 | 0.9842 | 0.9921 | | No log | 2.4717 | 262 | 1.3965 | 0.2667 | 1.3965 | 1.1817 | | No log | 2.4906 | 264 | 1.3941 | 0.2667 | 1.3941 | 1.1807 | | No log | 2.5094 | 266 | 1.0843 | 0.2667 | 1.0843 | 1.0413 | | No log | 2.5283 | 268 | 0.7859 | -0.0593 | 0.7859 | 0.8865 | | No log | 2.5472 | 270 | 0.7546 | 0.3231 | 0.7546 | 0.8687 | | No log | 2.5660 | 272 | 0.7574 | 0.1538 | 0.7574 | 0.8703 | | No log | 2.5849 | 274 | 0.7544 | 0.1538 | 0.7544 | 0.8686 | | No log | 2.6038 | 276 | 0.8784 | -0.0593 | 0.8784 | 0.9372 | | No log | 2.6226 | 278 | 1.0108 | 0.2667 | 1.0108 | 1.0054 | | No log | 2.6415 | 280 | 0.9922 | 0.2667 | 0.9922 | 0.9961 | | No log | 2.6604 | 282 | 0.8888 | -0.0593 | 0.8888 | 0.9428 | | No log | 2.6792 | 284 | 0.7818 | -0.0593 | 0.7818 | 0.8842 | | No log | 2.6981 | 286 | 0.7741 | 0.1538 | 0.7741 | 0.8798 | | No log | 2.7170 | 288 | 0.8006 | 0.1270 | 0.8006 | 0.8948 | | No log | 2.7358 | 290 | 0.8369 | -0.0593 | 0.8369 | 0.9148 | | No log | 2.7547 | 292 | 0.9073 | -0.0593 | 0.9073 | 0.9525 | | No log | 2.7736 | 294 | 0.9482 | -0.0784 | 0.9482 | 0.9737 | | No log | 2.7925 | 296 | 0.8581 | -0.0694 | 0.8581 | 0.9264 | | No log | 2.8113 | 298 | 0.7704 | 0.1270 | 0.7704 | 0.8777 | | No log | 2.8302 | 300 | 0.7845 | 0.1270 | 0.7845 | 0.8857 | | No log | 2.8491 | 302 | 0.8117 | 0.2361 | 0.8117 | 0.9010 | | No log | 2.8679 | 304 | 0.7649 | 0.1270 | 0.7649 | 0.8746 | | No log | 2.8868 | 306 | 0.7252 | 0.1270 | 0.7252 | 0.8516 | | No log | 2.9057 | 308 | 0.7465 | 0.1270 | 0.7465 | 0.8640 | | No log | 2.9245 | 310 | 0.8325 | -0.0593 | 0.8325 | 0.9124 | | No log | 2.9434 | 312 | 0.9771 | 0.1852 | 0.9771 | 0.9885 | | No log | 2.9623 | 314 | 0.9729 | 0.2092 | 0.9729 | 0.9864 | | No log | 2.9811 | 316 | 0.8578 | -0.0593 | 0.8578 | 0.9262 | | No log | 3.0 | 318 | 0.8059 | -0.0593 | 0.8059 | 0.8977 | | No log | 3.0189 | 320 | 0.8012 | -0.0593 | 0.8012 | 0.8951 | | No log | 3.0377 | 322 | 0.8400 | -0.0593 | 0.8400 | 0.9165 | | No log | 3.0566 | 324 | 0.9389 | -0.0593 | 0.9389 | 0.9690 | | No log | 3.0755 | 326 | 0.9243 | -0.0593 | 0.9243 | 0.9614 | | No log | 3.0943 | 328 | 0.8168 | 0.1081 | 0.8168 | 0.9038 | | No log | 3.1132 | 330 | 0.8790 | 0.4211 | 0.8790 | 0.9375 | | No log | 3.1321 | 332 | 0.8302 | 0.2484 | 0.8302 | 0.9112 | | No log | 3.1509 | 334 | 0.8106 | 0.1081 | 0.8106 | 0.9003 | | No log | 3.1698 | 336 | 0.8778 | 0.0892 | 0.8778 | 0.9369 | | No log | 3.1887 | 338 | 0.8621 | 0.1081 | 0.8621 | 0.9285 | | No log | 3.2075 | 340 | 0.8308 | 0.1081 | 0.8308 | 0.9115 | | No log | 3.2264 | 342 | 0.8311 | 0.1081 | 0.8311 | 0.9117 | | No log | 3.2453 | 344 | 0.8432 | 0.1081 | 0.8432 | 0.9183 | | No log | 3.2642 | 346 | 0.8771 | -0.0593 | 0.8771 | 0.9365 | | No log | 3.2830 | 348 | 0.8896 | -0.0593 | 0.8896 | 0.9432 | | No log | 3.3019 | 350 | 0.9069 | -0.0593 | 0.9069 | 0.9523 | | No log | 3.3208 | 352 | 0.9346 | 0.1081 | 0.9346 | 0.9667 | | No log | 3.3396 | 354 | 0.9723 | 0.2763 | 0.9723 | 0.9861 | | No log | 3.3585 | 356 | 1.0112 | 0.1333 | 1.0112 | 1.0056 | | No log | 3.3774 | 358 | 1.0921 | -0.0593 | 1.0921 | 1.0450 | | No log | 3.3962 | 360 | 1.1977 | 0.1637 | 1.1977 | 1.0944 | | No log | 3.4151 | 362 | 1.1906 | 0.1637 | 1.1906 | 1.0911 | | No log | 3.4340 | 364 | 1.0386 | -0.0694 | 1.0386 | 1.0191 | | No log | 3.4528 | 366 | 0.9351 | -0.0593 | 0.9351 | 0.9670 | | No log | 3.4717 | 368 | 0.8802 | 0.2878 | 0.8802 | 0.9382 | | No log | 3.4906 | 370 | 0.8806 | 0.1081 | 0.8806 | 0.9384 | | No log | 3.5094 | 372 | 0.9120 | -0.0593 | 0.9120 | 0.9550 | | No log | 3.5283 | 374 | 0.9101 | -0.0593 | 0.9101 | 0.9540 | | No log | 3.5472 | 376 | 0.8618 | 0.1270 | 0.8618 | 0.9283 | | No log | 3.5660 | 378 | 0.8730 | 0.1538 | 0.8730 | 0.9343 | | No log | 3.5849 | 380 | 0.8957 | 0.1538 | 0.8957 | 0.9464 | | No log | 3.6038 | 382 | 0.9600 | -0.1892 | 0.9600 | 0.9798 | | No log | 3.6226 | 384 | 1.1402 | -0.0694 | 1.1402 | 1.0678 | | No log | 3.6415 | 386 | 1.1662 | -0.1911 | 1.1662 | 1.0799 | | No log | 3.6604 | 388 | 1.1311 | 0.1149 | 1.1311 | 1.0635 | | No log | 3.6792 | 390 | 1.1403 | -0.1892 | 1.1403 | 1.0679 | | No log | 3.6981 | 392 | 1.0849 | -0.1892 | 1.0849 | 1.0416 | | No log | 3.7170 | 394 | 0.9872 | -0.1892 | 0.9872 | 0.9936 | | No log | 3.7358 | 396 | 0.9294 | -0.0593 | 0.9294 | 0.9640 | | No log | 3.7547 | 398 | 0.9183 | -0.0593 | 0.9183 | 0.9583 | | No log | 3.7736 | 400 | 0.9060 | -0.0593 | 0.9060 | 0.9518 | | No log | 3.7925 | 402 | 0.8699 | -0.0476 | 0.8699 | 0.9327 | | No log | 3.8113 | 404 | 0.8883 | -0.0593 | 0.8883 | 0.9425 | | No log | 3.8302 | 406 | 0.8849 | -0.0593 | 0.8849 | 0.9407 | | No log | 3.8491 | 408 | 0.9026 | -0.0593 | 0.9026 | 0.9501 | | No log | 3.8679 | 410 | 0.9478 | -0.0593 | 0.9478 | 0.9735 | | No log | 3.8868 | 412 | 1.0449 | -0.0593 | 1.0449 | 1.0222 | | No log | 3.9057 | 414 | 1.0402 | -0.0593 | 1.0402 | 1.0199 | | No log | 3.9245 | 416 | 0.9111 | -0.0593 | 0.9111 | 0.9545 | | No log | 3.9434 | 418 | 0.9016 | 0.1791 | 0.9016 | 0.9495 | | No log | 3.9623 | 420 | 0.8866 | -0.0185 | 0.8866 | 0.9416 | | No log | 3.9811 | 422 | 0.8731 | -0.0593 | 0.8731 | 0.9344 | | No log | 4.0 | 424 | 1.0489 | 0.2092 | 1.0489 | 1.0242 | | No log | 4.0189 | 426 | 1.1353 | 0.1637 | 1.1353 | 1.0655 | | No log | 4.0377 | 428 | 1.0539 | 0.2092 | 1.0539 | 1.0266 | | No log | 4.0566 | 430 | 0.9067 | -0.0593 | 0.9067 | 0.9522 | | No log | 4.0755 | 432 | 0.8346 | 0.1538 | 0.8346 | 0.9135 | | No log | 4.0943 | 434 | 0.8621 | -0.0185 | 0.8621 | 0.9285 | | No log | 4.1132 | 436 | 0.8781 | 0.1538 | 0.8781 | 0.9371 | | No log | 4.1321 | 438 | 0.9002 | 0.1270 | 0.9002 | 0.9488 | | No log | 4.1509 | 440 | 0.9690 | -0.0593 | 0.9690 | 0.9844 | | No log | 4.1698 | 442 | 1.0099 | -0.0694 | 1.0099 | 1.0049 | | No log | 4.1887 | 444 | 0.9757 | -0.0593 | 0.9757 | 0.9878 | | No log | 4.2075 | 446 | 0.9811 | -0.0593 | 0.9811 | 0.9905 | | No log | 4.2264 | 448 | 0.9901 | -0.0593 | 0.9901 | 0.9950 | | No log | 4.2453 | 450 | 0.9969 | -0.0694 | 0.9969 | 0.9985 | | No log | 4.2642 | 452 | 0.9578 | -0.0593 | 0.9578 | 0.9787 | | No log | 4.2830 | 454 | 0.8945 | -0.0593 | 0.8945 | 0.9458 | | No log | 4.3019 | 456 | 0.8576 | 0.1538 | 0.8576 | 0.9261 | | No log | 4.3208 | 458 | 0.8468 | 0.1538 | 0.8468 | 0.9202 | | No log | 4.3396 | 460 | 0.8307 | 0.1270 | 0.8307 | 0.9114 | | No log | 4.3585 | 462 | 0.8679 | -0.0593 | 0.8679 | 0.9316 | | No log | 4.3774 | 464 | 0.8857 | 0.2361 | 0.8857 | 0.9411 | | No log | 4.3962 | 466 | 0.8317 | -0.0593 | 0.8317 | 0.9120 | | No log | 4.4151 | 468 | 0.7668 | 0.1538 | 0.7668 | 0.8757 | | No log | 4.4340 | 470 | 0.7579 | 0.1538 | 0.7579 | 0.8706 | | No log | 4.4528 | 472 | 0.8020 | -0.0593 | 0.8020 | 0.8955 | | No log | 4.4717 | 474 | 0.9178 | 0.2361 | 0.9178 | 0.9580 | | No log | 4.4906 | 476 | 0.8941 | 0.2361 | 0.8941 | 0.9456 | | No log | 4.5094 | 478 | 0.7904 | -0.0593 | 0.7904 | 0.8891 | | No log | 4.5283 | 480 | 0.7634 | -0.0185 | 0.7634 | 0.8737 | | No log | 4.5472 | 482 | 0.7884 | 0.0 | 0.7884 | 0.8879 | | No log | 4.5660 | 484 | 0.7823 | 0.1538 | 0.7823 | 0.8845 | | No log | 4.5849 | 486 | 0.8630 | -0.0593 | 0.8630 | 0.9290 | | No log | 4.6038 | 488 | 0.9644 | -0.0593 | 0.9644 | 0.9820 | | No log | 4.6226 | 490 | 0.9705 | -0.0593 | 0.9705 | 0.9851 | | No log | 4.6415 | 492 | 0.9393 | -0.0593 | 0.9393 | 0.9692 | | No log | 4.6604 | 494 | 0.9264 | -0.0476 | 0.9264 | 0.9625 | | No log | 4.6792 | 496 | 0.9498 | -0.0593 | 0.9498 | 0.9746 | | No log | 4.6981 | 498 | 0.9844 | -0.0593 | 0.9844 | 0.9922 | | 0.3181 | 4.7170 | 500 | 0.9593 | -0.0593 | 0.9593 | 0.9795 | | 0.3181 | 4.7358 | 502 | 0.9286 | 0.1538 | 0.9286 | 0.9636 | | 0.3181 | 4.7547 | 504 | 0.9286 | -0.0154 | 0.9286 | 0.9636 | | 0.3181 | 4.7736 | 506 | 0.9413 | -0.0476 | 0.9413 | 0.9702 | | 0.3181 | 4.7925 | 508 | 0.9901 | -0.0593 | 0.9901 | 0.9950 | | 0.3181 | 4.8113 | 510 | 1.0258 | -0.0593 | 1.0258 | 1.0128 | | 0.3181 | 4.8302 | 512 | 1.0724 | -0.0593 | 1.0724 | 1.0355 | | 0.3181 | 4.8491 | 514 | 1.0813 | -0.0593 | 1.0813 | 1.0399 | | 0.3181 | 4.8679 | 516 | 1.0780 | -0.0593 | 1.0780 | 1.0383 | | 0.3181 | 4.8868 | 518 | 1.0515 | -0.0132 | 1.0515 | 1.0254 | | 0.3181 | 4.9057 | 520 | 1.0597 | 0.1538 | 1.0597 | 1.0294 | | 0.3181 | 4.9245 | 522 | 1.0439 | -0.0132 | 1.0439 | 1.0217 | | 0.3181 | 4.9434 | 524 | 1.0601 | -0.0593 | 1.0601 | 1.0296 | | 0.3181 | 4.9623 | 526 | 1.1570 | -0.0864 | 1.1570 | 1.0756 | | 0.3181 | 4.9811 | 528 | 1.1438 | 0.1637 | 1.1438 | 1.0695 | | 0.3181 | 5.0 | 530 | 1.0403 | -0.0694 | 1.0403 | 1.0200 | | 0.3181 | 5.0189 | 532 | 0.9559 | -0.0593 | 0.9559 | 0.9777 | | 0.3181 | 5.0377 | 534 | 0.9532 | -0.0154 | 0.9532 | 0.9763 | | 0.3181 | 5.0566 | 536 | 0.9845 | 0.1538 | 0.9845 | 0.9922 | | 0.3181 | 5.0755 | 538 | 0.9988 | 0.2949 | 0.9988 | 0.9994 | | 0.3181 | 5.0943 | 540 | 0.9842 | 0.1538 | 0.9842 | 0.9920 | | 0.3181 | 5.1132 | 542 | 0.9945 | -0.0476 | 0.9945 | 0.9972 | | 0.3181 | 5.1321 | 544 | 1.0154 | -0.0593 | 1.0154 | 1.0077 | | 0.3181 | 5.1509 | 546 | 1.0111 | -0.0593 | 1.0111 | 1.0055 | | 0.3181 | 5.1698 | 548 | 0.9960 | -0.0593 | 0.9960 | 0.9980 | | 0.3181 | 5.1887 | 550 | 0.9669 | -0.0476 | 0.9669 | 0.9833 | | 0.3181 | 5.2075 | 552 | 0.9475 | 0.1538 | 0.9475 | 0.9734 | | 0.3181 | 5.2264 | 554 | 0.9578 | -0.0154 | 0.9578 | 0.9787 | | 0.3181 | 5.2453 | 556 | 0.9821 | -0.0476 | 0.9821 | 0.9910 | | 0.3181 | 5.2642 | 558 | 1.0160 | -0.0593 | 1.0160 | 1.0080 | | 0.3181 | 5.2830 | 560 | 1.0337 | -0.0593 | 1.0337 | 1.0167 | | 0.3181 | 5.3019 | 562 | 1.0080 | -0.0593 | 1.0080 | 1.0040 | | 0.3181 | 5.3208 | 564 | 0.9536 | -0.0154 | 0.9536 | 0.9765 | | 0.3181 | 5.3396 | 566 | 0.9450 | -0.0154 | 0.9450 | 0.9721 | | 0.3181 | 5.3585 | 568 | 0.9715 | 0.2949 | 0.9715 | 0.9856 | | 0.3181 | 5.3774 | 570 | 0.9683 | 0.2949 | 0.9683 | 0.9840 | | 0.3181 | 5.3962 | 572 | 0.9220 | -0.0154 | 0.9220 | 0.9602 | | 0.3181 | 5.4151 | 574 | 0.9214 | 0.1538 | 0.9214 | 0.9599 | | 0.3181 | 5.4340 | 576 | 0.9547 | 0.1270 | 0.9547 | 0.9771 | | 0.3181 | 5.4528 | 578 | 0.9468 | 0.1270 | 0.9468 | 0.9730 | | 0.3181 | 5.4717 | 580 | 0.9218 | 0.1538 | 0.9218 | 0.9601 | | 0.3181 | 5.4906 | 582 | 0.9362 | 0.1270 | 0.9362 | 0.9676 | | 0.3181 | 5.5094 | 584 | 0.9744 | -0.0593 | 0.9744 | 0.9871 | | 0.3181 | 5.5283 | 586 | 0.9616 | -0.0593 | 0.9616 | 0.9806 | | 0.3181 | 5.5472 | 588 | 0.9456 | -0.0593 | 0.9456 | 0.9724 | | 0.3181 | 5.5660 | 590 | 0.9194 | 0.1270 | 0.9194 | 0.9589 | | 0.3181 | 5.5849 | 592 | 0.8856 | 0.1538 | 0.8856 | 0.9410 | | 0.3181 | 5.6038 | 594 | 0.8594 | 0.1538 | 0.8594 | 0.9270 | | 0.3181 | 5.6226 | 596 | 0.8514 | 0.1538 | 0.8514 | 0.9227 | | 0.3181 | 5.6415 | 598 | 0.8637 | 0.1538 | 0.8637 | 0.9294 | | 0.3181 | 5.6604 | 600 | 0.8705 | -0.0593 | 0.8705 | 0.9330 | | 0.3181 | 5.6792 | 602 | 0.8984 | -0.0593 | 0.8984 | 0.9478 | | 0.3181 | 5.6981 | 604 | 0.9213 | -0.0593 | 0.9213 | 0.9599 | | 0.3181 | 5.7170 | 606 | 0.9107 | -0.0593 | 0.9107 | 0.9543 | | 0.3181 | 5.7358 | 608 | 0.9334 | -0.0593 | 0.9334 | 0.9661 | | 0.3181 | 5.7547 | 610 | 0.9425 | -0.0593 | 0.9425 | 0.9708 | | 0.3181 | 5.7736 | 612 | 0.9298 | -0.0248 | 0.9298 | 0.9643 | | 0.3181 | 5.7925 | 614 | 0.9081 | 0.1149 | 0.9081 | 0.9529 | | 0.3181 | 5.8113 | 616 | 0.9233 | 0.2949 | 0.9233 | 0.9609 | | 0.3181 | 5.8302 | 618 | 0.9213 | 0.2949 | 0.9213 | 0.9599 | | 0.3181 | 5.8491 | 620 | 0.9097 | -0.1871 | 0.9097 | 0.9538 | | 0.3181 | 5.8679 | 622 | 0.9537 | -0.0593 | 0.9537 | 0.9766 | | 0.3181 | 5.8868 | 624 | 1.0132 | -0.0694 | 1.0132 | 1.0066 | | 0.3181 | 5.9057 | 626 | 1.0152 | -0.0784 | 1.0152 | 1.0076 | | 0.3181 | 5.9245 | 628 | 0.9659 | -0.0593 | 0.9659 | 0.9828 | | 0.3181 | 5.9434 | 630 | 0.9067 | -0.0476 | 0.9067 | 0.9522 | | 0.3181 | 5.9623 | 632 | 0.8873 | -0.0154 | 0.8873 | 0.9420 | | 0.3181 | 5.9811 | 634 | 0.8990 | -0.1818 | 0.8990 | 0.9482 | | 0.3181 | 6.0 | 636 | 0.9127 | -0.0154 | 0.9127 | 0.9553 | | 0.3181 | 6.0189 | 638 | 0.9333 | -0.1871 | 0.9333 | 0.9661 | | 0.3181 | 6.0377 | 640 | 0.9825 | -0.1892 | 0.9825 | 0.9912 | | 0.3181 | 6.0566 | 642 | 1.0404 | -0.1892 | 1.0404 | 1.0200 | | 0.3181 | 6.0755 | 644 | 1.0833 | -0.1892 | 1.0833 | 1.0408 | | 0.3181 | 6.0943 | 646 | 1.0991 | -0.1892 | 1.0991 | 1.0484 | | 0.3181 | 6.1132 | 648 | 1.1177 | -0.1892 | 1.1177 | 1.0572 | | 0.3181 | 6.1321 | 650 | 1.0799 | -0.1892 | 1.0799 | 1.0392 | | 0.3181 | 6.1509 | 652 | 1.0432 | 0.1149 | 1.0432 | 1.0214 | | 0.3181 | 6.1698 | 654 | 1.0369 | 0.1333 | 1.0369 | 1.0183 | | 0.3181 | 6.1887 | 656 | 1.0191 | 0.1333 | 1.0191 | 1.0095 | | 0.3181 | 6.2075 | 658 | 1.0119 | -0.1892 | 1.0119 | 1.0059 | | 0.3181 | 6.2264 | 660 | 1.0421 | -0.1892 | 1.0421 | 1.0208 | | 0.3181 | 6.2453 | 662 | 1.0273 | -0.1892 | 1.0273 | 1.0136 | | 0.3181 | 6.2642 | 664 | 0.9830 | -0.1892 | 0.9830 | 0.9915 | | 0.3181 | 6.2830 | 666 | 0.9572 | -0.0154 | 0.9572 | 0.9784 | | 0.3181 | 6.3019 | 668 | 0.9570 | -0.0154 | 0.9570 | 0.9783 | | 0.3181 | 6.3208 | 670 | 0.9581 | -0.0154 | 0.9581 | 0.9788 | | 0.3181 | 6.3396 | 672 | 0.9725 | -0.1871 | 0.9725 | 0.9861 | | 0.3181 | 6.3585 | 674 | 1.0145 | -0.1892 | 1.0145 | 1.0072 | | 0.3181 | 6.3774 | 676 | 1.0541 | -0.1892 | 1.0541 | 1.0267 | | 0.3181 | 6.3962 | 678 | 1.0603 | -0.1892 | 1.0603 | 1.0297 | | 0.3181 | 6.4151 | 680 | 1.0379 | -0.1892 | 1.0379 | 1.0188 | | 0.3181 | 6.4340 | 682 | 1.0246 | -0.1871 | 1.0246 | 1.0122 | | 0.3181 | 6.4528 | 684 | 1.0348 | 0.1333 | 1.0348 | 1.0173 | | 0.3181 | 6.4717 | 686 | 1.0541 | 0.1333 | 1.0541 | 1.0267 | | 0.3181 | 6.4906 | 688 | 1.0708 | -0.0248 | 1.0708 | 1.0348 | | 0.3181 | 6.5094 | 690 | 1.1095 | -0.1892 | 1.1095 | 1.0533 | | 0.3181 | 6.5283 | 692 | 1.1625 | -0.1892 | 1.1625 | 1.0782 | | 0.3181 | 6.5472 | 694 | 1.1722 | -0.1911 | 1.1722 | 1.0827 | | 0.3181 | 6.5660 | 696 | 1.1339 | -0.1892 | 1.1339 | 1.0648 | | 0.3181 | 6.5849 | 698 | 1.0982 | -0.1892 | 1.0982 | 1.0480 | | 0.3181 | 6.6038 | 700 | 1.0648 | -0.1892 | 1.0648 | 1.0319 | | 0.3181 | 6.6226 | 702 | 1.0427 | -0.0132 | 1.0427 | 1.0211 | | 0.3181 | 6.6415 | 704 | 1.0305 | 0.1333 | 1.0305 | 1.0151 | | 0.3181 | 6.6604 | 706 | 1.0204 | -0.1871 | 1.0204 | 1.0101 | | 0.3181 | 6.6792 | 708 | 1.0232 | -0.1871 | 1.0232 | 1.0115 | | 0.3181 | 6.6981 | 710 | 1.0527 | -0.1892 | 1.0527 | 1.0260 | | 0.3181 | 6.7170 | 712 | 1.0758 | -0.1892 | 1.0758 | 1.0372 | | 0.3181 | 6.7358 | 714 | 1.0623 | -0.1892 | 1.0623 | 1.0307 | | 0.3181 | 6.7547 | 716 | 1.0415 | -0.1871 | 1.0415 | 1.0205 | | 0.3181 | 6.7736 | 718 | 1.0391 | -0.1871 | 1.0391 | 1.0194 | | 0.3181 | 6.7925 | 720 | 1.0361 | -0.1871 | 1.0361 | 1.0179 | | 0.3181 | 6.8113 | 722 | 1.0486 | -0.1892 | 1.0486 | 1.0240 | | 0.3181 | 6.8302 | 724 | 1.0789 | -0.1892 | 1.0789 | 1.0387 | | 0.3181 | 6.8491 | 726 | 1.0766 | -0.1892 | 1.0766 | 1.0376 | | 0.3181 | 6.8679 | 728 | 1.0511 | -0.1892 | 1.0511 | 1.0252 | | 0.3181 | 6.8868 | 730 | 1.0113 | -0.1871 | 1.0113 | 1.0057 | | 0.3181 | 6.9057 | 732 | 0.9932 | -0.1871 | 0.9932 | 0.9966 | | 0.3181 | 6.9245 | 734 | 0.9800 | -0.0154 | 0.9800 | 0.9900 | | 0.3181 | 6.9434 | 736 | 0.9811 | -0.0154 | 0.9811 | 0.9905 | | 0.3181 | 6.9623 | 738 | 0.9971 | -0.1871 | 0.9971 | 0.9985 | | 0.3181 | 6.9811 | 740 | 1.0178 | -0.1871 | 1.0178 | 1.0089 | | 0.3181 | 7.0 | 742 | 1.0314 | -0.1871 | 1.0314 | 1.0156 | | 0.3181 | 7.0189 | 744 | 1.0256 | -0.1871 | 1.0256 | 1.0127 | | 0.3181 | 7.0377 | 746 | 1.0160 | -0.0132 | 1.0160 | 1.0080 | | 0.3181 | 7.0566 | 748 | 1.0260 | 0.1538 | 1.0260 | 1.0129 | | 0.3181 | 7.0755 | 750 | 1.0290 | 0.1538 | 1.0290 | 1.0144 | | 0.3181 | 7.0943 | 752 | 1.0351 | -0.0132 | 1.0351 | 1.0174 | | 0.3181 | 7.1132 | 754 | 1.0631 | -0.1892 | 1.0631 | 1.0310 | | 0.3181 | 7.1321 | 756 | 1.0868 | -0.1892 | 1.0868 | 1.0425 | | 0.3181 | 7.1509 | 758 | 1.0842 | -0.1892 | 1.0842 | 1.0412 | | 0.3181 | 7.1698 | 760 | 1.0556 | -0.1892 | 1.0556 | 1.0274 | | 0.3181 | 7.1887 | 762 | 1.0347 | -0.1871 | 1.0347 | 1.0172 | | 0.3181 | 7.2075 | 764 | 1.0245 | -0.1871 | 1.0245 | 1.0122 | | 0.3181 | 7.2264 | 766 | 1.0235 | -0.1871 | 1.0235 | 1.0117 | | 0.3181 | 7.2453 | 768 | 1.0300 | -0.1871 | 1.0300 | 1.0149 | | 0.3181 | 7.2642 | 770 | 1.0521 | -0.1892 | 1.0521 | 1.0257 | | 0.3181 | 7.2830 | 772 | 1.0550 | -0.1892 | 1.0550 | 1.0271 | | 0.3181 | 7.3019 | 774 | 1.0537 | -0.1892 | 1.0537 | 1.0265 | | 0.3181 | 7.3208 | 776 | 1.0374 | -0.1871 | 1.0374 | 1.0185 | | 0.3181 | 7.3396 | 778 | 1.0297 | -0.1871 | 1.0297 | 1.0147 | | 0.3181 | 7.3585 | 780 | 1.0330 | -0.1871 | 1.0330 | 1.0164 | | 0.3181 | 7.3774 | 782 | 1.0476 | -0.1871 | 1.0476 | 1.0235 | | 0.3181 | 7.3962 | 784 | 1.0777 | -0.1892 | 1.0777 | 1.0381 | | 0.3181 | 7.4151 | 786 | 1.1252 | -0.1892 | 1.1252 | 1.0608 | | 0.3181 | 7.4340 | 788 | 1.1463 | -0.1892 | 1.1463 | 1.0706 | | 0.3181 | 7.4528 | 790 | 1.1418 | -0.1892 | 1.1418 | 1.0686 | | 0.3181 | 7.4717 | 792 | 1.1175 | -0.1892 | 1.1175 | 1.0571 | | 0.3181 | 7.4906 | 794 | 1.0691 | -0.1892 | 1.0691 | 1.0340 | | 0.3181 | 7.5094 | 796 | 1.0416 | -0.1871 | 1.0416 | 1.0206 | | 0.3181 | 7.5283 | 798 | 1.0376 | -0.1871 | 1.0376 | 1.0186 | | 0.3181 | 7.5472 | 800 | 1.0430 | -0.1871 | 1.0430 | 1.0213 | | 0.3181 | 7.5660 | 802 | 1.0675 | -0.1892 | 1.0675 | 1.0332 | | 0.3181 | 7.5849 | 804 | 1.0894 | -0.1892 | 1.0894 | 1.0438 | | 0.3181 | 7.6038 | 806 | 1.1102 | -0.1892 | 1.1102 | 1.0537 | | 0.3181 | 7.6226 | 808 | 1.1209 | -0.1892 | 1.1209 | 1.0587 | | 0.3181 | 7.6415 | 810 | 1.1189 | -0.1892 | 1.1189 | 1.0578 | | 0.3181 | 7.6604 | 812 | 1.1066 | -0.1892 | 1.1066 | 1.0520 | | 0.3181 | 7.6792 | 814 | 1.1204 | -0.1892 | 1.1204 | 1.0585 | | 0.3181 | 7.6981 | 816 | 1.1234 | -0.1892 | 1.1234 | 1.0599 | | 0.3181 | 7.7170 | 818 | 1.1199 | -0.1892 | 1.1199 | 1.0583 | | 0.3181 | 7.7358 | 820 | 1.1124 | -0.1892 | 1.1124 | 1.0547 | | 0.3181 | 7.7547 | 822 | 1.1303 | -0.1892 | 1.1303 | 1.0631 | | 0.3181 | 7.7736 | 824 | 1.1484 | -0.1892 | 1.1484 | 1.0716 | | 0.3181 | 7.7925 | 826 | 1.1607 | -0.1892 | 1.1607 | 1.0774 | | 0.3181 | 7.8113 | 828 | 1.1469 | -0.1892 | 1.1469 | 1.0710 | | 0.3181 | 7.8302 | 830 | 1.1407 | -0.1892 | 1.1407 | 1.0681 | | 0.3181 | 7.8491 | 832 | 1.1243 | -0.1892 | 1.1243 | 1.0603 | | 0.3181 | 7.8679 | 834 | 1.0973 | -0.1892 | 1.0973 | 1.0475 | | 0.3181 | 7.8868 | 836 | 1.0818 | -0.1892 | 1.0818 | 1.0401 | | 0.3181 | 7.9057 | 838 | 1.0652 | -0.1892 | 1.0652 | 1.0321 | | 0.3181 | 7.9245 | 840 | 1.0686 | -0.1892 | 1.0686 | 1.0337 | | 0.3181 | 7.9434 | 842 | 1.1003 | -0.1892 | 1.1003 | 1.0489 | | 0.3181 | 7.9623 | 844 | 1.1585 | -0.1911 | 1.1585 | 1.0763 | | 0.3181 | 7.9811 | 846 | 1.2004 | -0.1928 | 1.2004 | 1.0956 | | 0.3181 | 8.0 | 848 | 1.1956 | -0.1928 | 1.1956 | 1.0934 | | 0.3181 | 8.0189 | 850 | 1.1637 | -0.1911 | 1.1637 | 1.0788 | | 0.3181 | 8.0377 | 852 | 1.1163 | -0.1892 | 1.1163 | 1.0566 | | 0.3181 | 8.0566 | 854 | 1.0796 | -0.1892 | 1.0796 | 1.0391 | | 0.3181 | 8.0755 | 856 | 1.0727 | -0.1892 | 1.0727 | 1.0357 | | 0.3181 | 8.0943 | 858 | 1.0751 | -0.1892 | 1.0751 | 1.0369 | | 0.3181 | 8.1132 | 860 | 1.0890 | -0.1892 | 1.0890 | 1.0435 | | 0.3181 | 8.1321 | 862 | 1.1220 | -0.1892 | 1.1220 | 1.0592 | | 0.3181 | 8.1509 | 864 | 1.1672 | -0.1892 | 1.1672 | 1.0804 | | 0.3181 | 8.1698 | 866 | 1.1770 | -0.1892 | 1.1770 | 1.0849 | | 0.3181 | 8.1887 | 868 | 1.1588 | -0.1892 | 1.1588 | 1.0765 | | 0.3181 | 8.2075 | 870 | 1.1229 | -0.1892 | 1.1229 | 1.0596 | | 0.3181 | 8.2264 | 872 | 1.0879 | -0.1892 | 1.0879 | 1.0430 | | 0.3181 | 8.2453 | 874 | 1.0708 | -0.1892 | 1.0708 | 1.0348 | | 0.3181 | 8.2642 | 876 | 1.0614 | -0.1871 | 1.0614 | 1.0302 | | 0.3181 | 8.2830 | 878 | 1.0543 | -0.1871 | 1.0543 | 1.0268 | | 0.3181 | 8.3019 | 880 | 1.0557 | -0.1871 | 1.0557 | 1.0275 | | 0.3181 | 8.3208 | 882 | 1.0685 | -0.1871 | 1.0685 | 1.0337 | | 0.3181 | 8.3396 | 884 | 1.0875 | -0.1892 | 1.0875 | 1.0429 | | 0.3181 | 8.3585 | 886 | 1.1084 | -0.1892 | 1.1084 | 1.0528 | | 0.3181 | 8.3774 | 888 | 1.1234 | -0.1892 | 1.1234 | 1.0599 | | 0.3181 | 8.3962 | 890 | 1.1376 | -0.1892 | 1.1376 | 1.0666 | | 0.3181 | 8.4151 | 892 | 1.1455 | -0.1892 | 1.1455 | 1.0703 | | 0.3181 | 8.4340 | 894 | 1.1374 | -0.1892 | 1.1374 | 1.0665 | | 0.3181 | 8.4528 | 896 | 1.1291 | -0.1892 | 1.1291 | 1.0626 | | 0.3181 | 8.4717 | 898 | 1.1363 | -0.1892 | 1.1363 | 1.0660 | | 0.3181 | 8.4906 | 900 | 1.1557 | -0.1892 | 1.1557 | 1.0750 | | 0.3181 | 8.5094 | 902 | 1.1721 | -0.1892 | 1.1721 | 1.0826 | | 0.3181 | 8.5283 | 904 | 1.1735 | -0.1892 | 1.1735 | 1.0833 | | 0.3181 | 8.5472 | 906 | 1.1556 | -0.1892 | 1.1556 | 1.0750 | | 0.3181 | 8.5660 | 908 | 1.1498 | -0.1892 | 1.1498 | 1.0723 | | 0.3181 | 8.5849 | 910 | 1.1508 | -0.1892 | 1.1508 | 1.0728 | | 0.3181 | 8.6038 | 912 | 1.1440 | -0.1892 | 1.1440 | 1.0696 | | 0.3181 | 8.6226 | 914 | 1.1491 | -0.1892 | 1.1491 | 1.0719 | | 0.3181 | 8.6415 | 916 | 1.1593 | -0.1892 | 1.1593 | 1.0767 | | 0.3181 | 8.6604 | 918 | 1.1611 | -0.1892 | 1.1611 | 1.0776 | | 0.3181 | 8.6792 | 920 | 1.1800 | -0.1892 | 1.1800 | 1.0863 | | 0.3181 | 8.6981 | 922 | 1.2061 | -0.1892 | 1.2061 | 1.0982 | | 0.3181 | 8.7170 | 924 | 1.2217 | -0.1928 | 1.2217 | 1.1053 | | 0.3181 | 8.7358 | 926 | 1.2193 | -0.1928 | 1.2193 | 1.1042 | | 0.3181 | 8.7547 | 928 | 1.1978 | -0.1892 | 1.1978 | 1.0944 | | 0.3181 | 8.7736 | 930 | 1.1667 | -0.1892 | 1.1667 | 1.0801 | | 0.3181 | 8.7925 | 932 | 1.1423 | -0.1892 | 1.1423 | 1.0688 | | 0.3181 | 8.8113 | 934 | 1.1307 | -0.1892 | 1.1307 | 1.0634 | | 0.3181 | 8.8302 | 936 | 1.1335 | -0.1892 | 1.1335 | 1.0647 | | 0.3181 | 8.8491 | 938 | 1.1407 | -0.1892 | 1.1407 | 1.0680 | | 0.3181 | 8.8679 | 940 | 1.1390 | -0.1892 | 1.1390 | 1.0673 | | 0.3181 | 8.8868 | 942 | 1.1329 | -0.1892 | 1.1329 | 1.0644 | | 0.3181 | 8.9057 | 944 | 1.1190 | -0.1892 | 1.1190 | 1.0578 | | 0.3181 | 8.9245 | 946 | 1.1035 | -0.1892 | 1.1035 | 1.0505 | | 0.3181 | 8.9434 | 948 | 1.0952 | -0.1892 | 1.0952 | 1.0465 | | 0.3181 | 8.9623 | 950 | 1.0917 | -0.1892 | 1.0917 | 1.0448 | | 0.3181 | 8.9811 | 952 | 1.0929 | -0.1892 | 1.0929 | 1.0454 | | 0.3181 | 9.0 | 954 | 1.0924 | -0.1892 | 1.0924 | 1.0452 | | 0.3181 | 9.0189 | 956 | 1.0971 | -0.1892 | 1.0971 | 1.0474 | | 0.3181 | 9.0377 | 958 | 1.1050 | -0.1892 | 1.1050 | 1.0512 | | 0.3181 | 9.0566 | 960 | 1.1179 | -0.1892 | 1.1179 | 1.0573 | | 0.3181 | 9.0755 | 962 | 1.1264 | -0.1892 | 1.1264 | 1.0613 | | 0.3181 | 9.0943 | 964 | 1.1323 | -0.1892 | 1.1323 | 1.0641 | | 0.3181 | 9.1132 | 966 | 1.1279 | -0.1892 | 1.1279 | 1.0620 | | 0.3181 | 9.1321 | 968 | 1.1288 | -0.1892 | 1.1288 | 1.0624 | | 0.3181 | 9.1509 | 970 | 1.1339 | -0.1892 | 1.1339 | 1.0649 | | 0.3181 | 9.1698 | 972 | 1.1367 | -0.1892 | 1.1367 | 1.0661 | | 0.3181 | 9.1887 | 974 | 1.1371 | -0.1892 | 1.1371 | 1.0663 | | 0.3181 | 9.2075 | 976 | 1.1341 | -0.1892 | 1.1341 | 1.0649 | | 0.3181 | 9.2264 | 978 | 1.1371 | -0.1892 | 1.1371 | 1.0664 | | 0.3181 | 9.2453 | 980 | 1.1418 | -0.1892 | 1.1418 | 1.0685 | | 0.3181 | 9.2642 | 982 | 1.1441 | -0.1892 | 1.1441 | 1.0696 | | 0.3181 | 9.2830 | 984 | 1.1425 | -0.1892 | 1.1425 | 1.0689 | | 0.3181 | 9.3019 | 986 | 1.1419 | -0.1892 | 1.1419 | 1.0686 | | 0.3181 | 9.3208 | 988 | 1.1479 | -0.1892 | 1.1479 | 1.0714 | | 0.3181 | 9.3396 | 990 | 1.1536 | -0.1892 | 1.1536 | 1.0741 | | 0.3181 | 9.3585 | 992 | 1.1611 | -0.1892 | 1.1611 | 1.0775 | | 0.3181 | 9.3774 | 994 | 1.1627 | -0.1892 | 1.1627 | 1.0783 | | 0.3181 | 9.3962 | 996 | 1.1690 | -0.1892 | 1.1690 | 1.0812 | | 0.3181 | 9.4151 | 998 | 1.1750 | -0.1892 | 1.1750 | 1.0840 | | 0.0741 | 9.4340 | 1000 | 1.1740 | -0.1892 | 1.1740 | 1.0835 | | 0.0741 | 9.4528 | 1002 | 1.1698 | -0.1892 | 1.1698 | 1.0816 | | 0.0741 | 9.4717 | 1004 | 1.1597 | -0.1892 | 1.1597 | 1.0769 | | 0.0741 | 9.4906 | 1006 | 1.1518 | -0.1892 | 1.1518 | 1.0732 | | 0.0741 | 9.5094 | 1008 | 1.1400 | -0.1892 | 1.1400 | 1.0677 | | 0.0741 | 9.5283 | 1010 | 1.1300 | -0.1892 | 1.1300 | 1.0630 | | 0.0741 | 9.5472 | 1012 | 1.1250 | -0.1892 | 1.1250 | 1.0607 | | 0.0741 | 9.5660 | 1014 | 1.1229 | -0.1892 | 1.1229 | 1.0597 | | 0.0741 | 9.5849 | 1016 | 1.1220 | -0.1892 | 1.1220 | 1.0592 | | 0.0741 | 9.6038 | 1018 | 1.1198 | -0.1892 | 1.1198 | 1.0582 | | 0.0741 | 9.6226 | 1020 | 1.1174 | -0.1892 | 1.1174 | 1.0570 | | 0.0741 | 9.6415 | 1022 | 1.1159 | -0.1892 | 1.1159 | 1.0563 | | 0.0741 | 9.6604 | 1024 | 1.1153 | -0.1892 | 1.1153 | 1.0561 | | 0.0741 | 9.6792 | 1026 | 1.1147 | -0.1892 | 1.1147 | 1.0558 | | 0.0741 | 9.6981 | 1028 | 1.1158 | -0.1892 | 1.1158 | 1.0563 | | 0.0741 | 9.7170 | 1030 | 1.1179 | -0.1892 | 1.1179 | 1.0573 | | 0.0741 | 9.7358 | 1032 | 1.1190 | -0.1892 | 1.1190 | 1.0578 | | 0.0741 | 9.7547 | 1034 | 1.1210 | -0.1892 | 1.1210 | 1.0588 | | 0.0741 | 9.7736 | 1036 | 1.1223 | -0.1892 | 1.1223 | 1.0594 | | 0.0741 | 9.7925 | 1038 | 1.1226 | -0.1892 | 1.1226 | 1.0595 | | 0.0741 | 9.8113 | 1040 | 1.1218 | -0.1892 | 1.1218 | 1.0591 | | 0.0741 | 9.8302 | 1042 | 1.1201 | -0.1892 | 1.1201 | 1.0583 | | 0.0741 | 9.8491 | 1044 | 1.1195 | -0.1892 | 1.1195 | 1.0580 | | 0.0741 | 9.8679 | 1046 | 1.1197 | -0.1892 | 1.1197 | 1.0582 | | 0.0741 | 9.8868 | 1048 | 1.1197 | -0.1892 | 1.1197 | 1.0582 | | 0.0741 | 9.9057 | 1050 | 1.1205 | -0.1892 | 1.1205 | 1.0585 | | 0.0741 | 9.9245 | 1052 | 1.1217 | -0.1892 | 1.1217 | 1.0591 | | 0.0741 | 9.9434 | 1054 | 1.1229 | -0.1892 | 1.1229 | 1.0597 | | 0.0741 | 9.9623 | 1056 | 1.1235 | -0.1892 | 1.1235 | 1.0600 | | 0.0741 | 9.9811 | 1058 | 1.1238 | -0.1892 | 1.1238 | 1.0601 | | 0.0741 | 10.0 | 1060 | 1.1239 | -0.1892 | 1.1239 | 1.0601 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1