--- library_name: transformers base_model: aubmindlab/bert-base-arabertv02 tags: - generated_from_trainer model-index: - name: arabert_augmented_with_original_k15_organization_task1_fold0 results: [] --- # arabert_augmented_with_original_k15_organization_task1_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: 0.6135 - Qwk: 0.6942 - Mse: 0.6135 - Rmse: 0.7832 ## 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 | 0.0121 | 2 | 4.2309 | 0.0192 | 4.2309 | 2.0569 | | No log | 0.0242 | 4 | 1.8552 | 0.1558 | 1.8552 | 1.3621 | | No log | 0.0364 | 6 | 1.1578 | 0.2025 | 1.1578 | 1.0760 | | No log | 0.0485 | 8 | 1.6065 | 0.1152 | 1.6065 | 1.2675 | | No log | 0.0606 | 10 | 1.6938 | 0.1000 | 1.6938 | 1.3015 | | No log | 0.0727 | 12 | 1.5488 | 0.0696 | 1.5488 | 1.2445 | | No log | 0.0848 | 14 | 1.3415 | 0.0742 | 1.3415 | 1.1582 | | No log | 0.0970 | 16 | 1.3156 | 0.0 | 1.3156 | 1.1470 | | No log | 0.1091 | 18 | 1.4577 | 0.0 | 1.4577 | 1.2073 | | No log | 0.1212 | 20 | 1.8118 | 0.1161 | 1.8118 | 1.3460 | | No log | 0.1333 | 22 | 1.8397 | 0.1058 | 1.8397 | 1.3564 | | No log | 0.1455 | 24 | 1.6004 | 0.1663 | 1.6004 | 1.2651 | | No log | 0.1576 | 26 | 1.2517 | 0.0742 | 1.2517 | 1.1188 | | No log | 0.1697 | 28 | 1.1728 | 0.0 | 1.1728 | 1.0829 | | No log | 0.1818 | 30 | 1.2517 | 0.0 | 1.2517 | 1.1188 | | No log | 0.1939 | 32 | 1.4009 | 0.0 | 1.4009 | 1.1836 | | No log | 0.2061 | 34 | 1.4486 | 0.0 | 1.4486 | 1.2036 | | No log | 0.2182 | 36 | 1.2531 | 0.0 | 1.2531 | 1.1194 | | No log | 0.2303 | 38 | 1.1749 | 0.0742 | 1.1749 | 1.0839 | | No log | 0.2424 | 40 | 1.0110 | 0.3947 | 1.0110 | 1.0055 | | No log | 0.2545 | 42 | 1.0251 | 0.3553 | 1.0251 | 1.0125 | | No log | 0.2667 | 44 | 1.1319 | 0.2770 | 1.1319 | 1.0639 | | No log | 0.2788 | 46 | 1.4169 | 0.2380 | 1.4169 | 1.1904 | | No log | 0.2909 | 48 | 1.6742 | 0.2463 | 1.6742 | 1.2939 | | No log | 0.3030 | 50 | 1.9203 | 0.1221 | 1.9203 | 1.3858 | | No log | 0.3152 | 52 | 1.8962 | 0.1221 | 1.8962 | 1.3770 | | No log | 0.3273 | 54 | 1.6262 | 0.2463 | 1.6262 | 1.2752 | | No log | 0.3394 | 56 | 1.4879 | 0.2607 | 1.4879 | 1.2198 | | No log | 0.3515 | 58 | 1.4714 | 0.2687 | 1.4714 | 1.2130 | | No log | 0.3636 | 60 | 1.3208 | 0.1939 | 1.3208 | 1.1493 | | No log | 0.3758 | 62 | 1.1559 | 0.1250 | 1.1559 | 1.0751 | | No log | 0.3879 | 64 | 1.1892 | -0.0024 | 1.1892 | 1.0905 | | No log | 0.4 | 66 | 1.1324 | 0.1250 | 1.1324 | 1.0641 | | No log | 0.4121 | 68 | 1.0649 | 0.3292 | 1.0649 | 1.0320 | | No log | 0.4242 | 70 | 1.0510 | 0.4310 | 1.0510 | 1.0252 | | No log | 0.4364 | 72 | 1.1332 | 0.2528 | 1.1332 | 1.0645 | | No log | 0.4485 | 74 | 1.1546 | 0.0742 | 1.1546 | 1.0745 | | No log | 0.4606 | 76 | 1.1617 | 0.2689 | 1.1617 | 1.0778 | | No log | 0.4727 | 78 | 1.2486 | 0.2236 | 1.2486 | 1.1174 | | No log | 0.4848 | 80 | 1.2876 | 0.2380 | 1.2876 | 1.1347 | | No log | 0.4970 | 82 | 1.2090 | 0.2607 | 1.2090 | 1.0995 | | No log | 0.5091 | 84 | 1.1775 | 0.3383 | 1.1775 | 1.0851 | | No log | 0.5212 | 86 | 1.3863 | 0.1736 | 1.3863 | 1.1774 | | No log | 0.5333 | 88 | 1.3717 | 0.0742 | 1.3717 | 1.1712 | | No log | 0.5455 | 90 | 1.1099 | 0.1463 | 1.1099 | 1.0535 | | No log | 0.5576 | 92 | 0.9634 | 0.3399 | 0.9634 | 0.9815 | | No log | 0.5697 | 94 | 0.9078 | 0.4576 | 0.9078 | 0.9528 | | No log | 0.5818 | 96 | 0.9610 | 0.4296 | 0.9610 | 0.9803 | | No log | 0.5939 | 98 | 0.9035 | 0.4059 | 0.9035 | 0.9505 | | No log | 0.6061 | 100 | 0.9012 | 0.4916 | 0.9012 | 0.9493 | | No log | 0.6182 | 102 | 1.0382 | 0.3319 | 1.0382 | 1.0189 | | No log | 0.6303 | 104 | 1.1428 | 0.3383 | 1.1428 | 1.0690 | | No log | 0.6424 | 106 | 1.1338 | 0.3319 | 1.1338 | 1.0648 | | No log | 0.6545 | 108 | 1.0940 | 0.2875 | 1.0940 | 1.0459 | | No log | 0.6667 | 110 | 1.0702 | 0.2875 | 1.0702 | 1.0345 | | No log | 0.6788 | 112 | 1.1047 | 0.3173 | 1.1047 | 1.0510 | | No log | 0.6909 | 114 | 1.0117 | 0.3981 | 1.0117 | 1.0058 | | No log | 0.7030 | 116 | 0.8907 | 0.4070 | 0.8907 | 0.9438 | | No log | 0.7152 | 118 | 0.8924 | 0.4070 | 0.8924 | 0.9447 | | No log | 0.7273 | 120 | 0.9852 | 0.4465 | 0.9852 | 0.9926 | | No log | 0.7394 | 122 | 0.9622 | 0.4070 | 0.9622 | 0.9809 | | No log | 0.7515 | 124 | 0.9136 | 0.5108 | 0.9136 | 0.9558 | | No log | 0.7636 | 126 | 0.8825 | 0.4291 | 0.8825 | 0.9394 | | No log | 0.7758 | 128 | 0.9297 | 0.3830 | 0.9297 | 0.9642 | | No log | 0.7879 | 130 | 0.9762 | 0.3808 | 0.9762 | 0.9880 | | No log | 0.8 | 132 | 0.9893 | 0.3808 | 0.9893 | 0.9946 | | No log | 0.8121 | 134 | 1.0301 | 0.2032 | 1.0301 | 1.0150 | | No log | 0.8242 | 136 | 1.1413 | 0.2125 | 1.1413 | 1.0683 | | No log | 0.8364 | 138 | 1.2888 | 0.3035 | 1.2888 | 1.1352 | | No log | 0.8485 | 140 | 1.4841 | 0.2685 | 1.4841 | 1.2182 | | No log | 0.8606 | 142 | 1.5699 | 0.2685 | 1.5699 | 1.2530 | | No log | 0.8727 | 144 | 1.5292 | 0.2685 | 1.5292 | 1.2366 | | No log | 0.8848 | 146 | 1.4031 | 0.3173 | 1.4031 | 1.1845 | | No log | 0.8970 | 148 | 1.2617 | 0.2597 | 1.2617 | 1.1232 | | No log | 0.9091 | 150 | 1.1352 | 0.1736 | 1.1352 | 1.0654 | | No log | 0.9212 | 152 | 1.0606 | 0.1414 | 1.0606 | 1.0298 | | No log | 0.9333 | 154 | 0.9785 | 0.4173 | 0.9785 | 0.9892 | | No log | 0.9455 | 156 | 0.9671 | 0.4364 | 0.9671 | 0.9834 | | No log | 0.9576 | 158 | 0.9451 | 0.3016 | 0.9451 | 0.9721 | | No log | 0.9697 | 160 | 0.9395 | 0.2885 | 0.9395 | 0.9693 | | No log | 0.9818 | 162 | 1.0209 | 0.3035 | 1.0209 | 1.0104 | | No log | 0.9939 | 164 | 1.1539 | 0.3443 | 1.1539 | 1.0742 | | No log | 1.0061 | 166 | 1.2117 | 0.3498 | 1.2117 | 1.1008 | | No log | 1.0182 | 168 | 1.1211 | 0.3443 | 1.1211 | 1.0588 | | No log | 1.0303 | 170 | 0.9587 | 0.4279 | 0.9587 | 0.9791 | | No log | 1.0424 | 172 | 0.8211 | 0.4419 | 0.8211 | 0.9062 | | No log | 1.0545 | 174 | 0.7442 | 0.5648 | 0.7442 | 0.8627 | | No log | 1.0667 | 176 | 0.7188 | 0.5096 | 0.7188 | 0.8478 | | No log | 1.0788 | 178 | 0.9126 | 0.5815 | 0.9126 | 0.9553 | | No log | 1.0909 | 180 | 0.9156 | 0.5805 | 0.9156 | 0.9568 | | No log | 1.1030 | 182 | 0.8224 | 0.5805 | 0.8224 | 0.9069 | | No log | 1.1152 | 184 | 0.7514 | 0.4603 | 0.7514 | 0.8668 | | No log | 1.1273 | 186 | 0.7922 | 0.4867 | 0.7922 | 0.8900 | | No log | 1.1394 | 188 | 0.8862 | 0.4899 | 0.8862 | 0.9414 | | No log | 1.1515 | 190 | 1.0453 | 0.3319 | 1.0453 | 1.0224 | | No log | 1.1636 | 192 | 1.0814 | 0.3383 | 1.0814 | 1.0399 | | No log | 1.1758 | 194 | 1.0260 | 0.3175 | 1.0260 | 1.0129 | | No log | 1.1879 | 196 | 0.9672 | 0.2788 | 0.9672 | 0.9835 | | No log | 1.2 | 198 | 0.9077 | 0.3256 | 0.9077 | 0.9528 | | No log | 1.2121 | 200 | 0.8936 | 0.2674 | 0.8936 | 0.9453 | | No log | 1.2242 | 202 | 0.8919 | 0.3399 | 0.8919 | 0.9444 | | No log | 1.2364 | 204 | 0.8585 | 0.5105 | 0.8585 | 0.9266 | | No log | 1.2485 | 206 | 0.8167 | 0.5105 | 0.8167 | 0.9037 | | No log | 1.2606 | 208 | 0.7815 | 0.5096 | 0.7815 | 0.8840 | | No log | 1.2727 | 210 | 0.7543 | 0.5096 | 0.7543 | 0.8685 | | No log | 1.2848 | 212 | 0.7190 | 0.5853 | 0.7190 | 0.8479 | | No log | 1.2970 | 214 | 0.7029 | 0.5438 | 0.7029 | 0.8384 | | No log | 1.3091 | 216 | 0.7104 | 0.5754 | 0.7104 | 0.8428 | | No log | 1.3212 | 218 | 0.6860 | 0.5914 | 0.6860 | 0.8283 | | No log | 1.3333 | 220 | 0.6624 | 0.5972 | 0.6624 | 0.8139 | | No log | 1.3455 | 222 | 0.6597 | 0.5818 | 0.6597 | 0.8122 | | No log | 1.3576 | 224 | 0.6682 | 0.6003 | 0.6682 | 0.8175 | | No log | 1.3697 | 226 | 0.7053 | 0.6003 | 0.7053 | 0.8398 | | No log | 1.3818 | 228 | 0.7728 | 0.5682 | 0.7728 | 0.8791 | | No log | 1.3939 | 230 | 0.8337 | 0.5305 | 0.8337 | 0.9131 | | No log | 1.4061 | 232 | 0.8642 | 0.5323 | 0.8642 | 0.9296 | | No log | 1.4182 | 234 | 0.9000 | 0.5095 | 0.9000 | 0.9487 | | No log | 1.4303 | 236 | 0.9113 | 0.5095 | 0.9113 | 0.9546 | | No log | 1.4424 | 238 | 0.9513 | 0.4400 | 0.9513 | 0.9754 | | No log | 1.4545 | 240 | 0.9686 | 0.4639 | 0.9686 | 0.9842 | | No log | 1.4667 | 242 | 0.9706 | 0.4412 | 0.9706 | 0.9852 | | No log | 1.4788 | 244 | 0.9999 | 0.3256 | 0.9999 | 0.9999 | | No log | 1.4909 | 246 | 1.0074 | 0.3256 | 1.0074 | 1.0037 | | No log | 1.5030 | 248 | 0.9936 | 0.3256 | 0.9936 | 0.9968 | | No log | 1.5152 | 250 | 0.9236 | 0.4400 | 0.9236 | 0.9610 | | No log | 1.5273 | 252 | 0.8477 | 0.4310 | 0.8477 | 0.9207 | | No log | 1.5394 | 254 | 0.8497 | 0.4296 | 0.8497 | 0.9218 | | No log | 1.5515 | 256 | 0.9256 | 0.5795 | 0.9256 | 0.9621 | | No log | 1.5636 | 258 | 0.9874 | 0.6697 | 0.9874 | 0.9937 | | No log | 1.5758 | 260 | 0.8866 | 0.5068 | 0.8866 | 0.9416 | | No log | 1.5879 | 262 | 0.8122 | 0.4603 | 0.8122 | 0.9012 | | No log | 1.6 | 264 | 0.8694 | 0.4490 | 0.8694 | 0.9324 | | No log | 1.6121 | 266 | 0.9705 | 0.3900 | 0.9705 | 0.9852 | | No log | 1.6242 | 268 | 1.1486 | 0.3236 | 1.1486 | 1.0717 | | No log | 1.6364 | 270 | 1.1644 | 0.2685 | 1.1644 | 1.0791 | | No log | 1.6485 | 272 | 1.0240 | 0.3981 | 1.0240 | 1.0119 | | No log | 1.6606 | 274 | 0.9147 | 0.4779 | 0.9147 | 0.9564 | | No log | 1.6727 | 276 | 0.8563 | 0.4500 | 0.8563 | 0.9254 | | No log | 1.6848 | 278 | 0.8326 | 0.4639 | 0.8326 | 0.9125 | | No log | 1.6970 | 280 | 0.8375 | 0.5095 | 0.8375 | 0.9152 | | No log | 1.7091 | 282 | 0.8353 | 0.4639 | 0.8353 | 0.9140 | | No log | 1.7212 | 284 | 0.8112 | 0.4639 | 0.8112 | 0.9007 | | No log | 1.7333 | 286 | 0.7648 | 0.5095 | 0.7648 | 0.8745 | | No log | 1.7455 | 288 | 0.7215 | 0.5290 | 0.7215 | 0.8494 | | No log | 1.7576 | 290 | 0.7274 | 0.5482 | 0.7274 | 0.8529 | | No log | 1.7697 | 292 | 0.7453 | 0.6503 | 0.7453 | 0.8633 | | No log | 1.7818 | 294 | 0.7027 | 0.5997 | 0.7027 | 0.8383 | | No log | 1.7939 | 296 | 0.6977 | 0.5640 | 0.6977 | 0.8353 | | No log | 1.8061 | 298 | 0.8066 | 0.4419 | 0.8066 | 0.8981 | | No log | 1.8182 | 300 | 0.9334 | 0.4779 | 0.9334 | 0.9662 | | No log | 1.8303 | 302 | 0.9886 | 0.4279 | 0.9886 | 0.9943 | | No log | 1.8424 | 304 | 0.9755 | 0.4279 | 0.9755 | 0.9877 | | No log | 1.8545 | 306 | 0.9605 | 0.3900 | 0.9605 | 0.9801 | | No log | 1.8667 | 308 | 0.9416 | 0.4419 | 0.9416 | 0.9704 | | No log | 1.8788 | 310 | 0.9244 | 0.3488 | 0.9244 | 0.9615 | | No log | 1.8909 | 312 | 0.9261 | 0.3418 | 0.9261 | 0.9623 | | No log | 1.9030 | 314 | 0.9092 | 0.3418 | 0.9092 | 0.9535 | | No log | 1.9152 | 316 | 0.8785 | 0.3418 | 0.8785 | 0.9373 | | No log | 1.9273 | 318 | 0.8391 | 0.4291 | 0.8391 | 0.9160 | | No log | 1.9394 | 320 | 0.7821 | 0.5468 | 0.7821 | 0.8844 | | No log | 1.9515 | 322 | 0.7551 | 0.5653 | 0.7551 | 0.8690 | | No log | 1.9636 | 324 | 0.7443 | 0.5633 | 0.7443 | 0.8627 | | No log | 1.9758 | 326 | 0.7361 | 0.5653 | 0.7361 | 0.8580 | | No log | 1.9879 | 328 | 0.7135 | 0.5653 | 0.7135 | 0.8447 | | No log | 2.0 | 330 | 0.6940 | 0.5653 | 0.6940 | 0.8330 | | No log | 2.0121 | 332 | 0.6814 | 0.5653 | 0.6814 | 0.8255 | | No log | 2.0242 | 334 | 0.6791 | 0.6274 | 0.6791 | 0.8240 | | No log | 2.0364 | 336 | 0.6590 | 0.6274 | 0.6590 | 0.8118 | | No log | 2.0485 | 338 | 0.6460 | 0.6274 | 0.6460 | 0.8037 | | No log | 2.0606 | 340 | 0.6388 | 0.6274 | 0.6388 | 0.7993 | | No log | 2.0727 | 342 | 0.6474 | 0.5965 | 0.6474 | 0.8046 | | No log | 2.0848 | 344 | 0.6875 | 0.5281 | 0.6875 | 0.8291 | | No log | 2.0970 | 346 | 0.7607 | 0.5488 | 0.7607 | 0.8722 | | No log | 2.1091 | 348 | 0.7991 | 0.6143 | 0.7991 | 0.8939 | | No log | 2.1212 | 350 | 0.7868 | 0.5488 | 0.7868 | 0.8870 | | No log | 2.1333 | 352 | 0.8066 | 0.5488 | 0.8066 | 0.8981 | | No log | 2.1455 | 354 | 0.8293 | 0.6143 | 0.8293 | 0.9107 | | No log | 2.1576 | 356 | 0.8685 | 0.5495 | 0.8685 | 0.9319 | | No log | 2.1697 | 358 | 0.8948 | 0.4648 | 0.8948 | 0.9459 | | No log | 2.1818 | 360 | 0.9416 | 0.3556 | 0.9416 | 0.9704 | | No log | 2.1939 | 362 | 0.9686 | 0.3418 | 0.9686 | 0.9842 | | No log | 2.2061 | 364 | 0.9227 | 0.3553 | 0.9227 | 0.9606 | | No log | 2.2182 | 366 | 0.8506 | 0.4207 | 0.8506 | 0.9223 | | No log | 2.2303 | 368 | 0.8188 | 0.5972 | 0.8188 | 0.9049 | | No log | 2.2424 | 370 | 0.7928 | 0.5793 | 0.7928 | 0.8904 | | No log | 2.2545 | 372 | 0.7954 | 0.5793 | 0.7954 | 0.8919 | | No log | 2.2667 | 374 | 0.8457 | 0.4419 | 0.8457 | 0.9196 | | No log | 2.2788 | 376 | 0.8898 | 0.4465 | 0.8898 | 0.9433 | | No log | 2.2909 | 378 | 0.8924 | 0.4465 | 0.8924 | 0.9447 | | No log | 2.3030 | 380 | 0.8039 | 0.5611 | 0.8039 | 0.8966 | | No log | 2.3152 | 382 | 0.6958 | 0.5793 | 0.6958 | 0.8341 | | No log | 2.3273 | 384 | 0.6743 | 0.6441 | 0.6743 | 0.8212 | | No log | 2.3394 | 386 | 0.7604 | 0.6190 | 0.7604 | 0.8720 | | No log | 2.3515 | 388 | 0.8719 | 0.6242 | 0.8719 | 0.9337 | | No log | 2.3636 | 390 | 0.9726 | 0.5532 | 0.9726 | 0.9862 | | No log | 2.3758 | 392 | 1.0169 | 0.5059 | 1.0169 | 1.0084 | | No log | 2.3879 | 394 | 0.9447 | 0.5082 | 0.9447 | 0.9720 | | No log | 2.4 | 396 | 0.8239 | 0.5333 | 0.8239 | 0.9077 | | No log | 2.4121 | 398 | 0.7532 | 0.5106 | 0.7532 | 0.8678 | | No log | 2.4242 | 400 | 0.7307 | 0.5807 | 0.7307 | 0.8548 | | No log | 2.4364 | 402 | 0.7403 | 0.5807 | 0.7403 | 0.8604 | | No log | 2.4485 | 404 | 0.7366 | 0.6120 | 0.7366 | 0.8583 | | No log | 2.4606 | 406 | 0.6952 | 0.5588 | 0.6952 | 0.8338 | | No log | 2.4727 | 408 | 0.6831 | 0.5588 | 0.6831 | 0.8265 | | No log | 2.4848 | 410 | 0.6982 | 0.5588 | 0.6982 | 0.8356 | | No log | 2.4970 | 412 | 0.6950 | 0.5972 | 0.6950 | 0.8337 | | No log | 2.5091 | 414 | 0.7001 | 0.5972 | 0.7001 | 0.8367 | | No log | 2.5212 | 416 | 0.7072 | 0.6003 | 0.7072 | 0.8410 | | No log | 2.5333 | 418 | 0.7246 | 0.5660 | 0.7246 | 0.8512 | | No log | 2.5455 | 420 | 0.7399 | 0.5085 | 0.7399 | 0.8602 | | No log | 2.5576 | 422 | 0.7468 | 0.5312 | 0.7468 | 0.8642 | | No log | 2.5697 | 424 | 0.7723 | 0.4830 | 0.7723 | 0.8788 | | No log | 2.5818 | 426 | 0.7628 | 0.4830 | 0.7628 | 0.8734 | | No log | 2.5939 | 428 | 0.7429 | 0.4830 | 0.7429 | 0.8619 | | No log | 2.6061 | 430 | 0.7194 | 0.5304 | 0.7194 | 0.8482 | | No log | 2.6182 | 432 | 0.7071 | 0.4867 | 0.7071 | 0.8409 | | No log | 2.6303 | 434 | 0.6895 | 0.5297 | 0.6895 | 0.8304 | | No log | 2.6424 | 436 | 0.6746 | 0.5462 | 0.6746 | 0.8213 | | No log | 2.6545 | 438 | 0.6709 | 0.5698 | 0.6709 | 0.8191 | | No log | 2.6667 | 440 | 0.7007 | 0.5304 | 0.7007 | 0.8371 | | No log | 2.6788 | 442 | 0.7348 | 0.6143 | 0.7348 | 0.8572 | | No log | 2.6909 | 444 | 0.7145 | 0.5295 | 0.7145 | 0.8453 | | No log | 2.7030 | 446 | 0.6793 | 0.5698 | 0.6793 | 0.8242 | | No log | 2.7152 | 448 | 0.6605 | 0.5633 | 0.6605 | 0.8127 | | No log | 2.7273 | 450 | 0.6582 | 0.5633 | 0.6582 | 0.8113 | | No log | 2.7394 | 452 | 0.6826 | 0.6114 | 0.6826 | 0.8262 | | No log | 2.7515 | 454 | 0.7007 | 0.58 | 0.7007 | 0.8371 | | No log | 2.7636 | 456 | 0.7257 | 0.5825 | 0.7257 | 0.8519 | | No log | 2.7758 | 458 | 0.7792 | 0.5668 | 0.7792 | 0.8827 | | No log | 2.7879 | 460 | 0.8270 | 0.5299 | 0.8270 | 0.9094 | | No log | 2.8 | 462 | 0.8407 | 0.5293 | 0.8407 | 0.9169 | | No log | 2.8121 | 464 | 0.8172 | 0.5484 | 0.8172 | 0.9040 | | No log | 2.8242 | 466 | 0.7517 | 0.5668 | 0.7517 | 0.8670 | | No log | 2.8364 | 468 | 0.7012 | 0.5668 | 0.7012 | 0.8374 | | No log | 2.8485 | 470 | 0.6631 | 0.5660 | 0.6631 | 0.8143 | | No log | 2.8606 | 472 | 0.6468 | 0.5706 | 0.6468 | 0.8042 | | No log | 2.8727 | 474 | 0.6440 | 0.5682 | 0.6440 | 0.8025 | | No log | 2.8848 | 476 | 0.6405 | 0.615 | 0.6405 | 0.8003 | | No log | 2.8970 | 478 | 0.6982 | 0.5268 | 0.6982 | 0.8356 | | No log | 2.9091 | 480 | 0.8237 | 0.4950 | 0.8237 | 0.9076 | | No log | 2.9212 | 482 | 0.8915 | 0.4950 | 0.8915 | 0.9442 | | No log | 2.9333 | 484 | 0.8451 | 0.4950 | 0.8451 | 0.9193 | | No log | 2.9455 | 486 | 0.7749 | 0.5648 | 0.7749 | 0.8803 | | No log | 2.9576 | 488 | 0.7265 | 0.5853 | 0.7265 | 0.8524 | | No log | 2.9697 | 490 | 0.6856 | 0.5853 | 0.6856 | 0.8280 | | No log | 2.9818 | 492 | 0.6744 | 0.6595 | 0.6744 | 0.8212 | | No log | 2.9939 | 494 | 0.6752 | 0.6719 | 0.6752 | 0.8217 | | No log | 3.0061 | 496 | 0.6753 | 0.6661 | 0.6753 | 0.8218 | | No log | 3.0182 | 498 | 0.6833 | 0.6885 | 0.6833 | 0.8266 | | 0.8448 | 3.0303 | 500 | 0.6879 | 0.6613 | 0.6879 | 0.8294 | | 0.8448 | 3.0424 | 502 | 0.6931 | 0.6441 | 0.6931 | 0.8325 | | 0.8448 | 3.0545 | 504 | 0.7028 | 0.5972 | 0.7028 | 0.8383 | | 0.8448 | 3.0667 | 506 | 0.7348 | 0.5972 | 0.7348 | 0.8572 | | 0.8448 | 3.0788 | 508 | 0.7425 | 0.5972 | 0.7425 | 0.8617 | | 0.8448 | 3.0909 | 510 | 0.7462 | 0.5972 | 0.7462 | 0.8638 | | 0.8448 | 3.1030 | 512 | 0.7379 | 0.5793 | 0.7379 | 0.8590 | | 0.8448 | 3.1152 | 514 | 0.7340 | 0.5793 | 0.7340 | 0.8568 | | 0.8448 | 3.1273 | 516 | 0.7247 | 0.5793 | 0.7247 | 0.8513 | | 0.8448 | 3.1394 | 518 | 0.7080 | 0.5965 | 0.7080 | 0.8415 | | 0.8448 | 3.1515 | 520 | 0.6984 | 0.5965 | 0.6984 | 0.8357 | | 0.8448 | 3.1636 | 522 | 0.6981 | 0.6108 | 0.6981 | 0.8355 | | 0.8448 | 3.1758 | 524 | 0.7044 | 0.6108 | 0.7044 | 0.8393 | | 0.8448 | 3.1879 | 526 | 0.7122 | 0.6108 | 0.7122 | 0.8439 | | 0.8448 | 3.2 | 528 | 0.7328 | 0.6452 | 0.7328 | 0.8561 | | 0.8448 | 3.2121 | 530 | 0.7313 | 0.6280 | 0.7313 | 0.8551 | | 0.8448 | 3.2242 | 532 | 0.7079 | 0.5793 | 0.7079 | 0.8414 | | 0.8448 | 3.2364 | 534 | 0.6979 | 0.5793 | 0.6979 | 0.8354 | | 0.8448 | 3.2485 | 536 | 0.6936 | 0.5793 | 0.6936 | 0.8328 | | 0.8448 | 3.2606 | 538 | 0.6828 | 0.5793 | 0.6828 | 0.8263 | | 0.8448 | 3.2727 | 540 | 0.6729 | 0.5818 | 0.6729 | 0.8203 | | 0.8448 | 3.2848 | 542 | 0.6517 | 0.5818 | 0.6517 | 0.8073 | | 0.8448 | 3.2970 | 544 | 0.6580 | 0.6003 | 0.6580 | 0.8112 | | 0.8448 | 3.3091 | 546 | 0.7439 | 0.5458 | 0.7439 | 0.8625 | | 0.8448 | 3.3212 | 548 | 0.8199 | 0.4779 | 0.8199 | 0.9055 | | 0.8448 | 3.3333 | 550 | 0.8379 | 0.4393 | 0.8379 | 0.9154 | | 0.8448 | 3.3455 | 552 | 0.8503 | 0.4569 | 0.8503 | 0.9221 | | 0.8448 | 3.3576 | 554 | 0.8465 | 0.4134 | 0.8465 | 0.9200 | | 0.8448 | 3.3697 | 556 | 0.8266 | 0.4134 | 0.8266 | 0.9092 | | 0.8448 | 3.3818 | 558 | 0.7999 | 0.4898 | 0.7999 | 0.8944 | | 0.8448 | 3.3939 | 560 | 0.7733 | 0.5299 | 0.7733 | 0.8794 | | 0.8448 | 3.4061 | 562 | 0.7627 | 0.5648 | 0.7627 | 0.8733 | | 0.8448 | 3.4182 | 564 | 0.7765 | 0.4589 | 0.7765 | 0.8812 | | 0.8448 | 3.4303 | 566 | 0.8060 | 0.4779 | 0.8060 | 0.8978 | | 0.8448 | 3.4424 | 568 | 0.8431 | 0.4779 | 0.8431 | 0.9182 | | 0.8448 | 3.4545 | 570 | 0.8282 | 0.4779 | 0.8282 | 0.9101 | | 0.8448 | 3.4667 | 572 | 0.7492 | 0.5611 | 0.7492 | 0.8656 | | 0.8448 | 3.4788 | 574 | 0.6831 | 0.5450 | 0.6831 | 0.8265 | | 0.8448 | 3.4909 | 576 | 0.6708 | 0.5660 | 0.6708 | 0.8190 | | 0.8448 | 3.5030 | 578 | 0.6947 | 0.5305 | 0.6947 | 0.8335 | | 0.8448 | 3.5152 | 580 | 0.7291 | 0.5295 | 0.7291 | 0.8539 | | 0.8448 | 3.5273 | 582 | 0.7129 | 0.5295 | 0.7129 | 0.8443 | | 0.8448 | 3.5394 | 584 | 0.6766 | 0.5514 | 0.6766 | 0.8226 | | 0.8448 | 3.5515 | 586 | 0.6534 | 0.5898 | 0.6534 | 0.8083 | | 0.8448 | 3.5636 | 588 | 0.6189 | 0.6613 | 0.6189 | 0.7867 | | 0.8448 | 3.5758 | 590 | 0.6105 | 0.6280 | 0.6105 | 0.7814 | | 0.8448 | 3.5879 | 592 | 0.6189 | 0.6280 | 0.6189 | 0.7867 | | 0.8448 | 3.6 | 594 | 0.6274 | 0.6280 | 0.6274 | 0.7921 | | 0.8448 | 3.6121 | 596 | 0.6317 | 0.6114 | 0.6317 | 0.7948 | | 0.8448 | 3.6242 | 598 | 0.6269 | 0.6114 | 0.6269 | 0.7918 | | 0.8448 | 3.6364 | 600 | 0.6272 | 0.6563 | 0.6272 | 0.7920 | | 0.8448 | 3.6485 | 602 | 0.6375 | 0.6724 | 0.6375 | 0.7984 | | 0.8448 | 3.6606 | 604 | 0.6495 | 0.6557 | 0.6495 | 0.8059 | | 0.8448 | 3.6727 | 606 | 0.6617 | 0.6557 | 0.6617 | 0.8135 | | 0.8448 | 3.6848 | 608 | 0.7215 | 0.5990 | 0.7215 | 0.8494 | | 0.8448 | 3.6970 | 610 | 0.7654 | 0.5990 | 0.7654 | 0.8749 | | 0.8448 | 3.7091 | 612 | 0.7856 | 0.6303 | 0.7856 | 0.8863 | | 0.8448 | 3.7212 | 614 | 0.8429 | 0.5990 | 0.8429 | 0.9181 | | 0.8448 | 3.7333 | 616 | 0.7785 | 0.7204 | 0.7785 | 0.8824 | | 0.8448 | 3.7455 | 618 | 0.6687 | 0.7141 | 0.6687 | 0.8177 | | 0.8448 | 3.7576 | 620 | 0.6217 | 0.6989 | 0.6217 | 0.7885 | | 0.8448 | 3.7697 | 622 | 0.6329 | 0.6316 | 0.6329 | 0.7955 | | 0.8448 | 3.7818 | 624 | 0.6634 | 0.6044 | 0.6634 | 0.8145 | | 0.8448 | 3.7939 | 626 | 0.7083 | 0.4942 | 0.7083 | 0.8416 | | 0.8448 | 3.8061 | 628 | 0.7507 | 0.4950 | 0.7507 | 0.8664 | | 0.8448 | 3.8182 | 630 | 0.7634 | 0.5618 | 0.7634 | 0.8737 | | 0.8448 | 3.8303 | 632 | 0.7542 | 0.5618 | 0.7542 | 0.8685 | | 0.8448 | 3.8424 | 634 | 0.7441 | 0.5484 | 0.7441 | 0.8626 | | 0.8448 | 3.8545 | 636 | 0.7315 | 0.5096 | 0.7315 | 0.8553 | | 0.8448 | 3.8667 | 638 | 0.7403 | 0.5313 | 0.7403 | 0.8604 | | 0.8448 | 3.8788 | 640 | 0.7529 | 0.5313 | 0.7529 | 0.8677 | | 0.8448 | 3.8909 | 642 | 0.7669 | 0.5313 | 0.7669 | 0.8757 | | 0.8448 | 3.9030 | 644 | 0.7581 | 0.5313 | 0.7581 | 0.8707 | | 0.8448 | 3.9152 | 646 | 0.7340 | 0.5313 | 0.7340 | 0.8567 | | 0.8448 | 3.9273 | 648 | 0.7000 | 0.5096 | 0.7000 | 0.8366 | | 0.8448 | 3.9394 | 650 | 0.6808 | 0.5097 | 0.6808 | 0.8251 | | 0.8448 | 3.9515 | 652 | 0.6578 | 0.5818 | 0.6578 | 0.8110 | | 0.8448 | 3.9636 | 654 | 0.6503 | 0.5818 | 0.6503 | 0.8064 | | 0.8448 | 3.9758 | 656 | 0.6496 | 0.5825 | 0.6496 | 0.8060 | | 0.8448 | 3.9879 | 658 | 0.6612 | 0.5825 | 0.6612 | 0.8131 | | 0.8448 | 4.0 | 660 | 0.6819 | 0.6182 | 0.6819 | 0.8258 | | 0.8448 | 4.0121 | 662 | 0.7174 | 0.5997 | 0.7174 | 0.8470 | | 0.8448 | 4.0242 | 664 | 0.7634 | 0.5653 | 0.7634 | 0.8737 | | 0.8448 | 4.0364 | 666 | 0.7588 | 0.5653 | 0.7588 | 0.8711 | | 0.8448 | 4.0485 | 668 | 0.7435 | 0.5653 | 0.7435 | 0.8623 | | 0.8448 | 4.0606 | 670 | 0.7715 | 0.5653 | 0.7715 | 0.8784 | | 0.8448 | 4.0727 | 672 | 0.7954 | 0.5698 | 0.7954 | 0.8919 | | 0.8448 | 4.0848 | 674 | 0.7751 | 0.5295 | 0.7751 | 0.8804 | | 0.8448 | 4.0970 | 676 | 0.7550 | 0.5295 | 0.7550 | 0.8689 | | 0.8448 | 4.1091 | 678 | 0.7422 | 0.5288 | 0.7422 | 0.8615 | | 0.8448 | 4.1212 | 680 | 0.7628 | 0.5682 | 0.7628 | 0.8734 | | 0.8448 | 4.1333 | 682 | 0.7965 | 0.4161 | 0.7965 | 0.8925 | | 0.8448 | 4.1455 | 684 | 0.8255 | 0.4355 | 0.8255 | 0.9086 | | 0.8448 | 4.1576 | 686 | 0.8334 | 0.4324 | 0.8334 | 0.9129 | | 0.8448 | 4.1697 | 688 | 0.8369 | 0.3673 | 0.8369 | 0.9148 | | 0.8448 | 4.1818 | 690 | 0.8305 | 0.5305 | 0.8305 | 0.9113 | | 0.8448 | 4.1939 | 692 | 0.8193 | 0.5295 | 0.8193 | 0.9052 | | 0.8448 | 4.2061 | 694 | 0.8190 | 0.5295 | 0.8190 | 0.9050 | | 0.8448 | 4.2182 | 696 | 0.8003 | 0.5088 | 0.8003 | 0.8946 | | 0.8448 | 4.2303 | 698 | 0.7875 | 0.5482 | 0.7875 | 0.8874 | | 0.8448 | 4.2424 | 700 | 0.7854 | 0.5482 | 0.7854 | 0.8862 | | 0.8448 | 4.2545 | 702 | 0.7788 | 0.5468 | 0.7788 | 0.8825 | | 0.8448 | 4.2667 | 704 | 0.7763 | 0.5482 | 0.7763 | 0.8811 | | 0.8448 | 4.2788 | 706 | 0.7779 | 0.5088 | 0.7779 | 0.8820 | | 0.8448 | 4.2909 | 708 | 0.7754 | 0.5088 | 0.7754 | 0.8806 | | 0.8448 | 4.3030 | 710 | 0.7685 | 0.5088 | 0.7685 | 0.8767 | | 0.8448 | 4.3152 | 712 | 0.7679 | 0.5089 | 0.7679 | 0.8763 | | 0.8448 | 4.3273 | 714 | 0.7723 | 0.5089 | 0.7723 | 0.8788 | | 0.8448 | 4.3394 | 716 | 0.7701 | 0.6175 | 0.7701 | 0.8775 | | 0.8448 | 4.3515 | 718 | 0.7784 | 0.6402 | 0.7784 | 0.8822 | | 0.8448 | 4.3636 | 720 | 0.8026 | 0.6713 | 0.8026 | 0.8959 | | 0.8448 | 4.3758 | 722 | 0.8505 | 0.6396 | 0.8505 | 0.9222 | | 0.8448 | 4.3879 | 724 | 0.8132 | 0.6880 | 0.8132 | 0.9018 | | 0.8448 | 4.4 | 726 | 0.7611 | 0.6880 | 0.7611 | 0.8724 | | 0.8448 | 4.4121 | 728 | 0.7376 | 0.6880 | 0.7376 | 0.8589 | | 0.8448 | 4.4242 | 730 | 0.6982 | 0.6880 | 0.6982 | 0.8356 | | 0.8448 | 4.4364 | 732 | 0.6760 | 0.6719 | 0.6760 | 0.8222 | | 0.8448 | 4.4485 | 734 | 0.6577 | 0.6613 | 0.6577 | 0.8110 | | 0.8448 | 4.4606 | 736 | 0.6507 | 0.5972 | 0.6507 | 0.8066 | | 0.8448 | 4.4727 | 738 | 0.6635 | 0.5972 | 0.6635 | 0.8146 | | 0.8448 | 4.4848 | 740 | 0.6780 | 0.6452 | 0.6780 | 0.8234 | | 0.8448 | 4.4970 | 742 | 0.6914 | 0.6452 | 0.6914 | 0.8315 | | 0.8448 | 4.5091 | 744 | 0.7087 | 0.6452 | 0.7087 | 0.8418 | | 0.8448 | 4.5212 | 746 | 0.6963 | 0.6452 | 0.6963 | 0.8344 | | 0.8448 | 4.5333 | 748 | 0.6757 | 0.615 | 0.6757 | 0.8220 | | 0.8448 | 4.5455 | 750 | 0.6603 | 0.5793 | 0.6603 | 0.8126 | | 0.8448 | 4.5576 | 752 | 0.6704 | 0.5965 | 0.6704 | 0.8188 | | 0.8448 | 4.5697 | 754 | 0.6825 | 0.5965 | 0.6825 | 0.8261 | | 0.8448 | 4.5818 | 756 | 0.7055 | 0.6310 | 0.7055 | 0.8400 | | 0.8448 | 4.5939 | 758 | 0.7120 | 0.6354 | 0.7120 | 0.8438 | | 0.8448 | 4.6061 | 760 | 0.7144 | 0.5674 | 0.7144 | 0.8452 | | 0.8448 | 4.6182 | 762 | 0.7130 | 0.5653 | 0.7130 | 0.8444 | | 0.8448 | 4.6303 | 764 | 0.7033 | 0.5965 | 0.7033 | 0.8386 | | 0.8448 | 4.6424 | 766 | 0.7027 | 0.5965 | 0.7027 | 0.8382 | | 0.8448 | 4.6545 | 768 | 0.7125 | 0.5965 | 0.7125 | 0.8441 | | 0.8448 | 4.6667 | 770 | 0.7275 | 0.5965 | 0.7275 | 0.8529 | | 0.8448 | 4.6788 | 772 | 0.7409 | 0.5965 | 0.7409 | 0.8608 | | 0.8448 | 4.6909 | 774 | 0.7436 | 0.5965 | 0.7436 | 0.8623 | | 0.8448 | 4.7030 | 776 | 0.7455 | 0.5965 | 0.7455 | 0.8634 | | 0.8448 | 4.7152 | 778 | 0.7462 | 0.5674 | 0.7462 | 0.8638 | | 0.8448 | 4.7273 | 780 | 0.7402 | 0.5288 | 0.7402 | 0.8604 | | 0.8448 | 4.7394 | 782 | 0.7272 | 0.5295 | 0.7272 | 0.8528 | | 0.8448 | 4.7515 | 784 | 0.7008 | 0.5698 | 0.7008 | 0.8371 | | 0.8448 | 4.7636 | 786 | 0.6698 | 0.6402 | 0.6698 | 0.8184 | | 0.8448 | 4.7758 | 788 | 0.6340 | 0.6354 | 0.6340 | 0.7962 | | 0.8448 | 4.7879 | 790 | 0.6081 | 0.5997 | 0.6081 | 0.7798 | | 0.8448 | 4.8 | 792 | 0.6001 | 0.5621 | 0.6001 | 0.7746 | | 0.8448 | 4.8121 | 794 | 0.6196 | 0.6114 | 0.6196 | 0.7871 | | 0.8448 | 4.8242 | 796 | 0.6306 | 0.6114 | 0.6306 | 0.7941 | | 0.8448 | 4.8364 | 798 | 0.6269 | 0.5825 | 0.6269 | 0.7918 | | 0.8448 | 4.8485 | 800 | 0.6134 | 0.5476 | 0.6134 | 0.7832 | | 0.8448 | 4.8606 | 802 | 0.6109 | 0.6402 | 0.6109 | 0.7816 | | 0.8448 | 4.8727 | 804 | 0.6187 | 0.6254 | 0.6187 | 0.7866 | | 0.8448 | 4.8848 | 806 | 0.6262 | 0.6254 | 0.6262 | 0.7913 | | 0.8448 | 4.8970 | 808 | 0.6324 | 0.6447 | 0.6324 | 0.7953 | | 0.8448 | 4.9091 | 810 | 0.6239 | 0.6254 | 0.6239 | 0.7899 | | 0.8448 | 4.9212 | 812 | 0.6027 | 0.6216 | 0.6027 | 0.7763 | | 0.8448 | 4.9333 | 814 | 0.5914 | 0.6216 | 0.5914 | 0.7690 | | 0.8448 | 4.9455 | 816 | 0.5871 | 0.6216 | 0.5871 | 0.7662 | | 0.8448 | 4.9576 | 818 | 0.5836 | 0.6216 | 0.5836 | 0.7639 | | 0.8448 | 4.9697 | 820 | 0.5745 | 0.6488 | 0.5745 | 0.7580 | | 0.8448 | 4.9818 | 822 | 0.5737 | 0.6780 | 0.5737 | 0.7574 | | 0.8448 | 4.9939 | 824 | 0.5784 | 0.7051 | 0.5784 | 0.7605 | | 0.8448 | 5.0061 | 826 | 0.5847 | 0.7051 | 0.5847 | 0.7646 | | 0.8448 | 5.0182 | 828 | 0.5854 | 0.6780 | 0.5854 | 0.7651 | | 0.8448 | 5.0303 | 830 | 0.5860 | 0.6780 | 0.5860 | 0.7655 | | 0.8448 | 5.0424 | 832 | 0.5908 | 0.7186 | 0.5908 | 0.7686 | | 0.8448 | 5.0545 | 834 | 0.5984 | 0.7458 | 0.5984 | 0.7736 | | 0.8448 | 5.0667 | 836 | 0.6209 | 0.7449 | 0.6209 | 0.7880 | | 0.8448 | 5.0788 | 838 | 0.6122 | 0.7615 | 0.6122 | 0.7824 | | 0.8448 | 5.0909 | 840 | 0.5869 | 0.7692 | 0.5869 | 0.7661 | | 0.8448 | 5.1030 | 842 | 0.5780 | 0.7692 | 0.5780 | 0.7603 | | 0.8448 | 5.1152 | 844 | 0.5865 | 0.6316 | 0.5865 | 0.7659 | | 0.8448 | 5.1273 | 846 | 0.5951 | 0.6316 | 0.5951 | 0.7714 | | 0.8448 | 5.1394 | 848 | 0.6042 | 0.6890 | 0.6042 | 0.7773 | | 0.8448 | 5.1515 | 850 | 0.6171 | 0.6280 | 0.6171 | 0.7856 | | 0.8448 | 5.1636 | 852 | 0.6291 | 0.5640 | 0.6291 | 0.7931 | | 0.8448 | 5.1758 | 854 | 0.6474 | 0.5640 | 0.6474 | 0.8046 | | 0.8448 | 5.1879 | 856 | 0.6708 | 0.5640 | 0.6708 | 0.8190 | | 0.8448 | 5.2 | 858 | 0.6878 | 0.5640 | 0.6878 | 0.8293 | | 0.8448 | 5.2121 | 860 | 0.6962 | 0.5640 | 0.6962 | 0.8344 | | 0.8448 | 5.2242 | 862 | 0.6942 | 0.5640 | 0.6942 | 0.8332 | | 0.8448 | 5.2364 | 864 | 0.6998 | 0.5972 | 0.6998 | 0.8365 | | 0.8448 | 5.2485 | 866 | 0.7012 | 0.5972 | 0.7012 | 0.8374 | | 0.8448 | 5.2606 | 868 | 0.6928 | 0.5972 | 0.6928 | 0.8323 | | 0.8448 | 5.2727 | 870 | 0.6793 | 0.5972 | 0.6793 | 0.8242 | | 0.8448 | 5.2848 | 872 | 0.6642 | 0.5972 | 0.6642 | 0.8150 | | 0.8448 | 5.2970 | 874 | 0.6478 | 0.5972 | 0.6478 | 0.8048 | | 0.8448 | 5.3091 | 876 | 0.6382 | 0.5972 | 0.6382 | 0.7989 | | 0.8448 | 5.3212 | 878 | 0.6342 | 0.6613 | 0.6342 | 0.7964 | | 0.8448 | 5.3333 | 880 | 0.6410 | 0.6880 | 0.6410 | 0.8006 | | 0.8448 | 5.3455 | 882 | 0.6527 | 0.6607 | 0.6527 | 0.8079 | | 0.8448 | 5.3576 | 884 | 0.6648 | 0.5965 | 0.6648 | 0.8154 | | 0.8448 | 5.3697 | 886 | 0.6780 | 0.5793 | 0.6780 | 0.8234 | | 0.8448 | 5.3818 | 888 | 0.6898 | 0.5997 | 0.6898 | 0.8306 | | 0.8448 | 5.3939 | 890 | 0.7055 | 0.5295 | 0.7055 | 0.8399 | | 0.8448 | 5.4061 | 892 | 0.7111 | 0.5295 | 0.7111 | 0.8433 | | 0.8448 | 5.4182 | 894 | 0.7219 | 0.6447 | 0.7219 | 0.8497 | | 0.8448 | 5.4303 | 896 | 0.7253 | 0.6447 | 0.7253 | 0.8517 | | 0.8448 | 5.4424 | 898 | 0.7551 | 0.6503 | 0.7551 | 0.8690 | | 0.8448 | 5.4545 | 900 | 0.7925 | 0.6503 | 0.7925 | 0.8902 | | 0.8448 | 5.4667 | 902 | 0.8252 | 0.6503 | 0.8252 | 0.9084 | | 0.8448 | 5.4788 | 904 | 0.8110 | 0.7232 | 0.8110 | 0.9006 | | 0.8448 | 5.4909 | 906 | 0.7585 | 0.6447 | 0.7585 | 0.8709 | | 0.8448 | 5.5030 | 908 | 0.6981 | 0.6447 | 0.6981 | 0.8355 | | 0.8448 | 5.5152 | 910 | 0.6711 | 0.6713 | 0.6711 | 0.8192 | | 0.8448 | 5.5273 | 912 | 0.6635 | 0.6396 | 0.6635 | 0.8145 | | 0.8448 | 5.5394 | 914 | 0.6490 | 0.7008 | 0.6490 | 0.8056 | | 0.8448 | 5.5515 | 916 | 0.6318 | 0.6947 | 0.6318 | 0.7949 | | 0.8448 | 5.5636 | 918 | 0.6219 | 0.6947 | 0.6219 | 0.7886 | | 0.8448 | 5.5758 | 920 | 0.6190 | 0.6947 | 0.6190 | 0.7868 | | 0.8448 | 5.5879 | 922 | 0.6147 | 0.6947 | 0.6147 | 0.7840 | | 0.8448 | 5.6 | 924 | 0.6092 | 0.6885 | 0.6092 | 0.7805 | | 0.8448 | 5.6121 | 926 | 0.6069 | 0.6885 | 0.6069 | 0.7791 | | 0.8448 | 5.6242 | 928 | 0.6063 | 0.6607 | 0.6063 | 0.7786 | | 0.8448 | 5.6364 | 930 | 0.6154 | 0.6661 | 0.6154 | 0.7845 | | 0.8448 | 5.6485 | 932 | 0.6348 | 0.6655 | 0.6348 | 0.7968 | | 0.8448 | 5.6606 | 934 | 0.6443 | 0.6655 | 0.6443 | 0.8027 | | 0.8448 | 5.6727 | 936 | 0.6643 | 0.6713 | 0.6643 | 0.8150 | | 0.8448 | 5.6848 | 938 | 0.6710 | 0.6713 | 0.6710 | 0.8192 | | 0.8448 | 5.6970 | 940 | 0.6866 | 0.6775 | 0.6866 | 0.8286 | | 0.8448 | 5.7091 | 942 | 0.6907 | 0.6447 | 0.6907 | 0.8311 | | 0.8448 | 5.7212 | 944 | 0.6988 | 0.6447 | 0.6988 | 0.8359 | | 0.8448 | 5.7333 | 946 | 0.6914 | 0.6447 | 0.6914 | 0.8315 | | 0.8448 | 5.7455 | 948 | 0.6881 | 0.6309 | 0.6881 | 0.8295 | | 0.8448 | 5.7576 | 950 | 0.6805 | 0.5906 | 0.6805 | 0.8249 | | 0.8448 | 5.7697 | 952 | 0.6801 | 0.5845 | 0.6801 | 0.8247 | | 0.8448 | 5.7818 | 954 | 0.6729 | 0.5660 | 0.6729 | 0.8203 | | 0.8448 | 5.7939 | 956 | 0.6563 | 0.5845 | 0.6563 | 0.8101 | | 0.8448 | 5.8061 | 958 | 0.6458 | 0.6539 | 0.6458 | 0.8036 | | 0.8448 | 5.8182 | 960 | 0.6580 | 0.6655 | 0.6580 | 0.8112 | | 0.8448 | 5.8303 | 962 | 0.6703 | 0.6655 | 0.6703 | 0.8187 | | 0.8448 | 5.8424 | 964 | 0.7072 | 0.6655 | 0.7072 | 0.8409 | | 0.8448 | 5.8545 | 966 | 0.7179 | 0.6655 | 0.7179 | 0.8473 | | 0.8448 | 5.8667 | 968 | 0.7287 | 0.6655 | 0.7287 | 0.8536 | | 0.8448 | 5.8788 | 970 | 0.7070 | 0.6655 | 0.7070 | 0.8408 | | 0.8448 | 5.8909 | 972 | 0.6708 | 0.6655 | 0.6708 | 0.8190 | | 0.8448 | 5.9030 | 974 | 0.6577 | 0.6602 | 0.6577 | 0.8110 | | 0.8448 | 5.9152 | 976 | 0.6597 | 0.6310 | 0.6597 | 0.8122 | | 0.8448 | 5.9273 | 978 | 0.6618 | 0.5818 | 0.6618 | 0.8135 | | 0.8448 | 5.9394 | 980 | 0.6722 | 0.5640 | 0.6722 | 0.8199 | | 0.8448 | 5.9515 | 982 | 0.6762 | 0.5845 | 0.6762 | 0.8223 | | 0.8448 | 5.9636 | 984 | 0.6872 | 0.5653 | 0.6872 | 0.8290 | | 0.8448 | 5.9758 | 986 | 0.6952 | 0.5653 | 0.6952 | 0.8338 | | 0.8448 | 5.9879 | 988 | 0.7079 | 0.6354 | 0.7079 | 0.8414 | | 0.8448 | 6.0 | 990 | 0.7130 | 0.6023 | 0.7130 | 0.8444 | | 0.8448 | 6.0121 | 992 | 0.7044 | 0.6354 | 0.7044 | 0.8393 | | 0.8448 | 6.0242 | 994 | 0.6860 | 0.6354 | 0.6860 | 0.8282 | | 0.8448 | 6.0364 | 996 | 0.6554 | 0.6354 | 0.6554 | 0.8096 | | 0.8448 | 6.0485 | 998 | 0.6413 | 0.6354 | 0.6413 | 0.8008 | | 0.509 | 6.0606 | 1000 | 0.6344 | 0.6354 | 0.6344 | 0.7965 | | 0.509 | 6.0727 | 1002 | 0.6279 | 0.6539 | 0.6279 | 0.7924 | | 0.509 | 6.0848 | 1004 | 0.6264 | 0.6539 | 0.6264 | 0.7915 | | 0.509 | 6.0970 | 1006 | 0.6278 | 0.6539 | 0.6278 | 0.7923 | | 0.509 | 6.1091 | 1008 | 0.6341 | 0.6539 | 0.6341 | 0.7963 | | 0.509 | 6.1212 | 1010 | 0.6347 | 0.6539 | 0.6347 | 0.7967 | | 0.509 | 6.1333 | 1012 | 0.6292 | 0.6360 | 0.6292 | 0.7932 | | 0.509 | 6.1455 | 1014 | 0.6238 | 0.6360 | 0.6238 | 0.7898 | | 0.509 | 6.1576 | 1016 | 0.6142 | 0.6316 | 0.6142 | 0.7837 | | 0.509 | 6.1697 | 1018 | 0.6127 | 0.6316 | 0.6127 | 0.7827 | | 0.509 | 6.1818 | 1020 | 0.6120 | 0.6316 | 0.6120 | 0.7823 | | 0.509 | 6.1939 | 1022 | 0.6136 | 0.6316 | 0.6136 | 0.7833 | | 0.509 | 6.2061 | 1024 | 0.6084 | 0.6310 | 0.6084 | 0.7800 | | 0.509 | 6.2182 | 1026 | 0.6084 | 0.6655 | 0.6084 | 0.7800 | | 0.509 | 6.2303 | 1028 | 0.6001 | 0.6602 | 0.6001 | 0.7746 | | 0.509 | 6.2424 | 1030 | 0.5937 | 0.6602 | 0.5937 | 0.7705 | | 0.509 | 6.2545 | 1032 | 0.5873 | 0.6602 | 0.5873 | 0.7663 | | 0.509 | 6.2667 | 1034 | 0.5786 | 0.6602 | 0.5786 | 0.7607 | | 0.509 | 6.2788 | 1036 | 0.5613 | 0.6880 | 0.5613 | 0.7492 | | 0.509 | 6.2909 | 1038 | 0.5540 | 0.7047 | 0.5540 | 0.7443 | | 0.509 | 6.3030 | 1040 | 0.5580 | 0.6890 | 0.5580 | 0.7470 | | 0.509 | 6.3152 | 1042 | 0.5639 | 0.6890 | 0.5639 | 0.7510 | | 0.509 | 6.3273 | 1044 | 0.5709 | 0.6280 | 0.5709 | 0.7556 | | 0.509 | 6.3394 | 1046 | 0.5795 | 0.6114 | 0.5795 | 0.7612 | | 0.509 | 6.3515 | 1048 | 0.5814 | 0.6114 | 0.5814 | 0.7625 | | 0.509 | 6.3636 | 1050 | 0.5801 | 0.6280 | 0.5801 | 0.7617 | | 0.509 | 6.3758 | 1052 | 0.5803 | 0.5972 | 0.5803 | 0.7617 | | 0.509 | 6.3879 | 1054 | 0.5943 | 0.5972 | 0.5943 | 0.7709 | | 0.509 | 6.4 | 1056 | 0.6053 | 0.5972 | 0.6053 | 0.7780 | | 0.509 | 6.4121 | 1058 | 0.6147 | 0.5455 | 0.6147 | 0.7840 | | 0.509 | 6.4242 | 1060 | 0.6205 | 0.5633 | 0.6205 | 0.7877 | | 0.509 | 6.4364 | 1062 | 0.6153 | 0.5633 | 0.6153 | 0.7844 | | 0.509 | 6.4485 | 1064 | 0.6135 | 0.5633 | 0.6135 | 0.7833 | | 0.509 | 6.4606 | 1066 | 0.6144 | 0.5633 | 0.6144 | 0.7838 | | 0.509 | 6.4727 | 1068 | 0.6130 | 0.5633 | 0.6130 | 0.7829 | | 0.509 | 6.4848 | 1070 | 0.6079 | 0.5633 | 0.6079 | 0.7797 | | 0.509 | 6.4970 | 1072 | 0.6047 | 0.5793 | 0.6047 | 0.7776 | | 0.509 | 6.5091 | 1074 | 0.6024 | 0.5793 | 0.6024 | 0.7761 | | 0.509 | 6.5212 | 1076 | 0.6019 | 0.5965 | 0.6019 | 0.7758 | | 0.509 | 6.5333 | 1078 | 0.6057 | 0.6310 | 0.6057 | 0.7783 | | 0.509 | 6.5455 | 1080 | 0.6098 | 0.6602 | 0.6098 | 0.7809 | | 0.509 | 6.5576 | 1082 | 0.6273 | 0.6447 | 0.6273 | 0.7920 | | 0.509 | 6.5697 | 1084 | 0.6511 | 0.6447 | 0.6511 | 0.8069 | | 0.509 | 6.5818 | 1086 | 0.6642 | 0.6447 | 0.6642 | 0.8150 | | 0.509 | 6.5939 | 1088 | 0.6555 | 0.6447 | 0.6555 | 0.8096 | | 0.509 | 6.6061 | 1090 | 0.6320 | 0.6447 | 0.6320 | 0.7950 | | 0.509 | 6.6182 | 1092 | 0.6053 | 0.6303 | 0.6053 | 0.7780 | | 0.509 | 6.6303 | 1094 | 0.5860 | 0.6880 | 0.5860 | 0.7655 | | 0.509 | 6.6424 | 1096 | 0.5736 | 0.6880 | 0.5736 | 0.7573 | | 0.509 | 6.6545 | 1098 | 0.5666 | 0.6880 | 0.5666 | 0.7527 | | 0.509 | 6.6667 | 1100 | 0.5637 | 0.7141 | 0.5637 | 0.7508 | | 0.509 | 6.6788 | 1102 | 0.5634 | 0.6880 | 0.5634 | 0.7506 | | 0.509 | 6.6909 | 1104 | 0.5714 | 0.6880 | 0.5714 | 0.7559 | | 0.509 | 6.7030 | 1106 | 0.5832 | 0.6880 | 0.5832 | 0.7637 | | 0.509 | 6.7152 | 1108 | 0.5972 | 0.6880 | 0.5972 | 0.7728 | | 0.509 | 6.7273 | 1110 | 0.6138 | 0.6880 | 0.6138 | 0.7835 | | 0.509 | 6.7394 | 1112 | 0.6351 | 0.6880 | 0.6351 | 0.7969 | | 0.509 | 6.7515 | 1114 | 0.6568 | 0.6880 | 0.6568 | 0.8104 | | 0.509 | 6.7636 | 1116 | 0.6744 | 0.6310 | 0.6744 | 0.8212 | | 0.509 | 6.7758 | 1118 | 0.6925 | 0.6310 | 0.6925 | 0.8322 | | 0.509 | 6.7879 | 1120 | 0.7266 | 0.6310 | 0.7266 | 0.8524 | | 0.509 | 6.8 | 1122 | 0.7545 | 0.6310 | 0.7545 | 0.8686 | | 0.509 | 6.8121 | 1124 | 0.7746 | 0.5997 | 0.7746 | 0.8801 | | 0.509 | 6.8242 | 1126 | 0.7815 | 0.5997 | 0.7815 | 0.8840 | | 0.509 | 6.8364 | 1128 | 0.7768 | 0.5997 | 0.7768 | 0.8814 | | 0.509 | 6.8485 | 1130 | 0.7797 | 0.6310 | 0.7797 | 0.8830 | | 0.509 | 6.8606 | 1132 | 0.7795 | 0.6310 | 0.7795 | 0.8829 | | 0.509 | 6.8727 | 1134 | 0.7635 | 0.5997 | 0.7635 | 0.8738 | | 0.509 | 6.8848 | 1136 | 0.7491 | 0.5965 | 0.7491 | 0.8655 | | 0.509 | 6.8970 | 1138 | 0.7421 | 0.5965 | 0.7421 | 0.8615 | | 0.509 | 6.9091 | 1140 | 0.7422 | 0.5965 | 0.7422 | 0.8615 | | 0.509 | 6.9212 | 1142 | 0.7405 | 0.5965 | 0.7405 | 0.8605 | | 0.509 | 6.9333 | 1144 | 0.7434 | 0.5965 | 0.7434 | 0.8622 | | 0.509 | 6.9455 | 1146 | 0.7405 | 0.5997 | 0.7405 | 0.8605 | | 0.509 | 6.9576 | 1148 | 0.7344 | 0.6310 | 0.7344 | 0.8570 | | 0.509 | 6.9697 | 1150 | 0.7232 | 0.6310 | 0.7232 | 0.8504 | | 0.509 | 6.9818 | 1152 | 0.7129 | 0.6310 | 0.7129 | 0.8443 | | 0.509 | 6.9939 | 1154 | 0.7015 | 0.6310 | 0.7015 | 0.8375 | | 0.509 | 7.0061 | 1156 | 0.6798 | 0.6310 | 0.6798 | 0.8245 | | 0.509 | 7.0182 | 1158 | 0.6692 | 0.6942 | 0.6692 | 0.8180 | | 0.509 | 7.0303 | 1160 | 0.6595 | 0.6942 | 0.6595 | 0.8121 | | 0.509 | 7.0424 | 1162 | 0.6639 | 0.6942 | 0.6639 | 0.8148 | | 0.509 | 7.0545 | 1164 | 0.6659 | 0.6942 | 0.6659 | 0.8160 | | 0.509 | 7.0667 | 1166 | 0.6725 | 0.6942 | 0.6725 | 0.8201 | | 0.509 | 7.0788 | 1168 | 0.6716 | 0.6942 | 0.6716 | 0.8195 | | 0.509 | 7.0909 | 1170 | 0.6739 | 0.6942 | 0.6739 | 0.8209 | | 0.509 | 7.1030 | 1172 | 0.6743 | 0.6942 | 0.6743 | 0.8212 | | 0.509 | 7.1152 | 1174 | 0.6710 | 0.6942 | 0.6710 | 0.8192 | | 0.509 | 7.1273 | 1176 | 0.6681 | 0.6942 | 0.6681 | 0.8174 | | 0.509 | 7.1394 | 1178 | 0.6539 | 0.6942 | 0.6539 | 0.8086 | | 0.509 | 7.1515 | 1180 | 0.6486 | 0.6942 | 0.6486 | 0.8054 | | 0.509 | 7.1636 | 1182 | 0.6493 | 0.6942 | 0.6493 | 0.8058 | | 0.509 | 7.1758 | 1184 | 0.6451 | 0.6942 | 0.6451 | 0.8032 | | 0.509 | 7.1879 | 1186 | 0.6428 | 0.5818 | 0.6428 | 0.8017 | | 0.509 | 7.2 | 1188 | 0.6457 | 0.5818 | 0.6457 | 0.8036 | | 0.509 | 7.2121 | 1190 | 0.6534 | 0.5845 | 0.6534 | 0.8084 | | 0.509 | 7.2242 | 1192 | 0.6586 | 0.5845 | 0.6586 | 0.8115 | | 0.509 | 7.2364 | 1194 | 0.6639 | 0.5845 | 0.6639 | 0.8148 | | 0.509 | 7.2485 | 1196 | 0.6675 | 0.5845 | 0.6675 | 0.8170 | | 0.509 | 7.2606 | 1198 | 0.6670 | 0.5845 | 0.6670 | 0.8167 | | 0.509 | 7.2727 | 1200 | 0.6676 | 0.5845 | 0.6676 | 0.8170 | | 0.509 | 7.2848 | 1202 | 0.6622 | 0.5845 | 0.6622 | 0.8137 | | 0.509 | 7.2970 | 1204 | 0.6539 | 0.5845 | 0.6539 | 0.8086 | | 0.509 | 7.3091 | 1206 | 0.6502 | 0.5845 | 0.6502 | 0.8063 | | 0.509 | 7.3212 | 1208 | 0.6415 | 0.6539 | 0.6415 | 0.8009 | | 0.509 | 7.3333 | 1210 | 0.6306 | 0.6488 | 0.6306 | 0.7941 | | 0.509 | 7.3455 | 1212 | 0.6210 | 0.6488 | 0.6210 | 0.7881 | | 0.509 | 7.3576 | 1214 | 0.6137 | 0.6719 | 0.6137 | 0.7834 | | 0.509 | 7.3697 | 1216 | 0.6073 | 0.6719 | 0.6073 | 0.7793 | | 0.509 | 7.3818 | 1218 | 0.6021 | 0.6719 | 0.6021 | 0.7760 | | 0.509 | 7.3939 | 1220 | 0.5979 | 0.6719 | 0.5979 | 0.7732 | | 0.509 | 7.4061 | 1222 | 0.5950 | 0.6719 | 0.5950 | 0.7714 | | 0.509 | 7.4182 | 1224 | 0.6015 | 0.6942 | 0.6015 | 0.7756 | | 0.509 | 7.4303 | 1226 | 0.6168 | 0.7008 | 0.6168 | 0.7854 | | 0.509 | 7.4424 | 1228 | 0.6251 | 0.7008 | 0.6251 | 0.7907 | | 0.509 | 7.4545 | 1230 | 0.6251 | 0.7008 | 0.6251 | 0.7906 | | 0.509 | 7.4667 | 1232 | 0.6211 | 0.7008 | 0.6211 | 0.7881 | | 0.509 | 7.4788 | 1234 | 0.6268 | 0.7008 | 0.6268 | 0.7917 | | 0.509 | 7.4909 | 1236 | 0.6259 | 0.7008 | 0.6259 | 0.7911 | | 0.509 | 7.5030 | 1238 | 0.6225 | 0.7008 | 0.6225 | 0.7890 | | 0.509 | 7.5152 | 1240 | 0.6225 | 0.7008 | 0.6225 | 0.7890 | | 0.509 | 7.5273 | 1242 | 0.6185 | 0.6942 | 0.6185 | 0.7864 | | 0.509 | 7.5394 | 1244 | 0.6193 | 0.6942 | 0.6193 | 0.7870 | | 0.509 | 7.5515 | 1246 | 0.6285 | 0.7008 | 0.6285 | 0.7928 | | 0.509 | 7.5636 | 1248 | 0.6438 | 0.7078 | 0.6438 | 0.8024 | | 0.509 | 7.5758 | 1250 | 0.6627 | 0.6775 | 0.6627 | 0.8141 | | 0.509 | 7.5879 | 1252 | 0.6761 | 0.6447 | 0.6761 | 0.8222 | | 0.509 | 7.6 | 1254 | 0.6685 | 0.6447 | 0.6685 | 0.8176 | | 0.509 | 7.6121 | 1256 | 0.6674 | 0.6447 | 0.6674 | 0.8170 | | 0.509 | 7.6242 | 1258 | 0.6664 | 0.6447 | 0.6664 | 0.8163 | | 0.509 | 7.6364 | 1260 | 0.6621 | 0.6447 | 0.6621 | 0.8137 | | 0.509 | 7.6485 | 1262 | 0.6629 | 0.6447 | 0.6629 | 0.8142 | | 0.509 | 7.6606 | 1264 | 0.6649 | 0.6503 | 0.6649 | 0.8154 | | 0.509 | 7.6727 | 1266 | 0.6684 | 0.6503 | 0.6684 | 0.8175 | | 0.509 | 7.6848 | 1268 | 0.6633 | 0.6503 | 0.6633 | 0.8144 | | 0.509 | 7.6970 | 1270 | 0.6507 | 0.6503 | 0.6507 | 0.8067 | | 0.509 | 7.7091 | 1272 | 0.6407 | 0.6454 | 0.6407 | 0.8004 | | 0.509 | 7.7212 | 1274 | 0.6292 | 0.6595 | 0.6292 | 0.7933 | | 0.509 | 7.7333 | 1276 | 0.6172 | 0.6595 | 0.6172 | 0.7857 | | 0.509 | 7.7455 | 1278 | 0.6083 | 0.6539 | 0.6083 | 0.7799 | | 0.509 | 7.7576 | 1280 | 0.5998 | 0.6488 | 0.5998 | 0.7745 | | 0.509 | 7.7697 | 1282 | 0.5939 | 0.6441 | 0.5939 | 0.7707 | | 0.509 | 7.7818 | 1284 | 0.5927 | 0.5793 | 0.5927 | 0.7699 | | 0.509 | 7.7939 | 1286 | 0.5882 | 0.5793 | 0.5882 | 0.7669 | | 0.509 | 7.8061 | 1288 | 0.5801 | 0.6719 | 0.5801 | 0.7617 | | 0.509 | 7.8182 | 1290 | 0.5774 | 0.6719 | 0.5774 | 0.7599 | | 0.509 | 7.8303 | 1292 | 0.5783 | 0.6774 | 0.5783 | 0.7604 | | 0.509 | 7.8424 | 1294 | 0.5858 | 0.7008 | 0.5858 | 0.7654 | | 0.509 | 7.8545 | 1296 | 0.5927 | 0.7008 | 0.5927 | 0.7699 | | 0.509 | 7.8667 | 1298 | 0.5934 | 0.7008 | 0.5934 | 0.7703 | | 0.509 | 7.8788 | 1300 | 0.5925 | 0.7008 | 0.5925 | 0.7698 | | 0.509 | 7.8909 | 1302 | 0.5987 | 0.7008 | 0.5987 | 0.7738 | | 0.509 | 7.9030 | 1304 | 0.6071 | 0.7008 | 0.6071 | 0.7792 | | 0.509 | 7.9152 | 1306 | 0.6113 | 0.6775 | 0.6113 | 0.7818 | | 0.509 | 7.9273 | 1308 | 0.6085 | 0.6775 | 0.6085 | 0.7801 | | 0.509 | 7.9394 | 1310 | 0.5988 | 0.7008 | 0.5988 | 0.7738 | | 0.509 | 7.9515 | 1312 | 0.5873 | 0.6834 | 0.5873 | 0.7663 | | 0.509 | 7.9636 | 1314 | 0.5799 | 0.6719 | 0.5799 | 0.7615 | | 0.509 | 7.9758 | 1316 | 0.5765 | 0.6557 | 0.5765 | 0.7593 | | 0.509 | 7.9879 | 1318 | 0.5760 | 0.6557 | 0.5760 | 0.7590 | | 0.509 | 8.0 | 1320 | 0.5780 | 0.6557 | 0.5780 | 0.7602 | | 0.509 | 8.0121 | 1322 | 0.5826 | 0.6774 | 0.5826 | 0.7633 | | 0.509 | 8.0242 | 1324 | 0.5894 | 0.6774 | 0.5894 | 0.7677 | | 0.509 | 8.0364 | 1326 | 0.5912 | 0.6774 | 0.5912 | 0.7689 | | 0.509 | 8.0485 | 1328 | 0.5962 | 0.6834 | 0.5962 | 0.7721 | | 0.509 | 8.0606 | 1330 | 0.6050 | 0.6533 | 0.6050 | 0.7778 | | 0.509 | 8.0727 | 1332 | 0.6165 | 0.6588 | 0.6165 | 0.7852 | | 0.509 | 8.0848 | 1334 | 0.6312 | 0.6588 | 0.6312 | 0.7945 | | 0.509 | 8.0970 | 1336 | 0.6341 | 0.6775 | 0.6341 | 0.7963 | | 0.509 | 8.1091 | 1338 | 0.6275 | 0.6588 | 0.6275 | 0.7921 | | 0.509 | 8.1212 | 1340 | 0.6147 | 0.6588 | 0.6147 | 0.7840 | | 0.509 | 8.1333 | 1342 | 0.6074 | 0.6533 | 0.6074 | 0.7793 | | 0.509 | 8.1455 | 1344 | 0.6013 | 0.6533 | 0.6013 | 0.7754 | | 0.509 | 8.1576 | 1346 | 0.5951 | 0.6607 | 0.5951 | 0.7714 | | 0.509 | 8.1697 | 1348 | 0.5884 | 0.6607 | 0.5884 | 0.7671 | | 0.509 | 8.1818 | 1350 | 0.5856 | 0.6607 | 0.5856 | 0.7652 | | 0.509 | 8.1939 | 1352 | 0.5828 | 0.6607 | 0.5828 | 0.7634 | | 0.509 | 8.2061 | 1354 | 0.5819 | 0.6607 | 0.5819 | 0.7628 | | 0.509 | 8.2182 | 1356 | 0.5833 | 0.6557 | 0.5833 | 0.7638 | | 0.509 | 8.2303 | 1358 | 0.5865 | 0.6724 | 0.5865 | 0.7658 | | 0.509 | 8.2424 | 1360 | 0.5900 | 0.6557 | 0.5900 | 0.7681 | | 0.509 | 8.2545 | 1362 | 0.5926 | 0.6557 | 0.5926 | 0.7698 | | 0.509 | 8.2667 | 1364 | 0.5956 | 0.6607 | 0.5956 | 0.7718 | | 0.509 | 8.2788 | 1366 | 0.5981 | 0.6774 | 0.5981 | 0.7734 | | 0.509 | 8.2909 | 1368 | 0.6014 | 0.6774 | 0.6014 | 0.7755 | | 0.509 | 8.3030 | 1370 | 0.6079 | 0.6834 | 0.6079 | 0.7797 | | 0.509 | 8.3152 | 1372 | 0.6145 | 0.6588 | 0.6145 | 0.7839 | | 0.509 | 8.3273 | 1374 | 0.6224 | 0.6588 | 0.6224 | 0.7889 | | 0.509 | 8.3394 | 1376 | 0.6287 | 0.6588 | 0.6287 | 0.7929 | | 0.509 | 8.3515 | 1378 | 0.6299 | 0.6588 | 0.6299 | 0.7937 | | 0.509 | 8.3636 | 1380 | 0.6318 | 0.6588 | 0.6318 | 0.7949 | | 0.509 | 8.3758 | 1382 | 0.6329 | 0.6775 | 0.6329 | 0.7956 | | 0.509 | 8.3879 | 1384 | 0.6313 | 0.6775 | 0.6313 | 0.7945 | | 0.509 | 8.4 | 1386 | 0.6302 | 0.6942 | 0.6302 | 0.7938 | | 0.509 | 8.4121 | 1388 | 0.6242 | 0.6942 | 0.6242 | 0.7900 | | 0.509 | 8.4242 | 1390 | 0.6203 | 0.6942 | 0.6203 | 0.7876 | | 0.509 | 8.4364 | 1392 | 0.6117 | 0.6942 | 0.6117 | 0.7821 | | 0.509 | 8.4485 | 1394 | 0.6097 | 0.6942 | 0.6097 | 0.7808 | | 0.509 | 8.4606 | 1396 | 0.6060 | 0.6942 | 0.6060 | 0.7785 | | 0.509 | 8.4727 | 1398 | 0.6016 | 0.6774 | 0.6016 | 0.7756 | | 0.509 | 8.4848 | 1400 | 0.5980 | 0.6774 | 0.5980 | 0.7733 | | 0.509 | 8.4970 | 1402 | 0.5946 | 0.6774 | 0.5946 | 0.7711 | | 0.509 | 8.5091 | 1404 | 0.5904 | 0.6719 | 0.5904 | 0.7684 | | 0.509 | 8.5212 | 1406 | 0.5858 | 0.6719 | 0.5858 | 0.7653 | | 0.509 | 8.5333 | 1408 | 0.5832 | 0.6719 | 0.5832 | 0.7637 | | 0.509 | 8.5455 | 1410 | 0.5838 | 0.6880 | 0.5838 | 0.7641 | | 0.509 | 8.5576 | 1412 | 0.5890 | 0.6942 | 0.5890 | 0.7675 | | 0.509 | 8.5697 | 1414 | 0.5962 | 0.6942 | 0.5962 | 0.7721 | | 0.509 | 8.5818 | 1416 | 0.6010 | 0.6942 | 0.6010 | 0.7753 | | 0.509 | 8.5939 | 1418 | 0.6042 | 0.6942 | 0.6042 | 0.7773 | | 0.509 | 8.6061 | 1420 | 0.6017 | 0.6942 | 0.6017 | 0.7757 | | 0.509 | 8.6182 | 1422 | 0.5970 | 0.6942 | 0.5970 | 0.7727 | | 0.509 | 8.6303 | 1424 | 0.5966 | 0.7008 | 0.5966 | 0.7724 | | 0.509 | 8.6424 | 1426 | 0.5981 | 0.7008 | 0.5981 | 0.7734 | | 0.509 | 8.6545 | 1428 | 0.5984 | 0.6713 | 0.5984 | 0.7736 | | 0.509 | 8.6667 | 1430 | 0.5993 | 0.6713 | 0.5993 | 0.7742 | | 0.509 | 8.6788 | 1432 | 0.6037 | 0.6713 | 0.6037 | 0.7770 | | 0.509 | 8.6909 | 1434 | 0.6088 | 0.6713 | 0.6088 | 0.7803 | | 0.509 | 8.7030 | 1436 | 0.6120 | 0.6713 | 0.6120 | 0.7823 | | 0.509 | 8.7152 | 1438 | 0.6105 | 0.6713 | 0.6105 | 0.7814 | | 0.509 | 8.7273 | 1440 | 0.6105 | 0.6713 | 0.6105 | 0.7813 | | 0.509 | 8.7394 | 1442 | 0.6118 | 0.7355 | 0.6118 | 0.7822 | | 0.509 | 8.7515 | 1444 | 0.6109 | 0.7355 | 0.6109 | 0.7816 | | 0.509 | 8.7636 | 1446 | 0.6135 | 0.7355 | 0.6135 | 0.7832 | | 0.509 | 8.7758 | 1448 | 0.6075 | 0.7355 | 0.6075 | 0.7794 | | 0.509 | 8.7879 | 1450 | 0.6022 | 0.7355 | 0.6022 | 0.7760 | | 0.509 | 8.8 | 1452 | 0.5973 | 0.7533 | 0.5973 | 0.7728 | | 0.509 | 8.8121 | 1454 | 0.5939 | 0.6942 | 0.5939 | 0.7707 | | 0.509 | 8.8242 | 1456 | 0.5968 | 0.7533 | 0.5968 | 0.7725 | | 0.509 | 8.8364 | 1458 | 0.6061 | 0.7618 | 0.6061 | 0.7785 | | 0.509 | 8.8485 | 1460 | 0.6116 | 0.7618 | 0.6116 | 0.7821 | | 0.509 | 8.8606 | 1462 | 0.6209 | 0.7355 | 0.6209 | 0.7880 | | 0.509 | 8.8727 | 1464 | 0.6316 | 0.7355 | 0.6316 | 0.7948 | | 0.509 | 8.8848 | 1466 | 0.6318 | 0.7355 | 0.6318 | 0.7948 | | 0.509 | 8.8970 | 1468 | 0.6229 | 0.7355 | 0.6229 | 0.7893 | | 0.509 | 8.9091 | 1470 | 0.6176 | 0.7618 | 0.6176 | 0.7858 | | 0.509 | 8.9212 | 1472 | 0.6069 | 0.7533 | 0.6069 | 0.7790 | | 0.509 | 8.9333 | 1474 | 0.5983 | 0.6942 | 0.5983 | 0.7735 | | 0.509 | 8.9455 | 1476 | 0.5879 | 0.6880 | 0.5879 | 0.7667 | | 0.509 | 8.9576 | 1478 | 0.5823 | 0.6880 | 0.5823 | 0.7631 | | 0.509 | 8.9697 | 1480 | 0.5799 | 0.6719 | 0.5799 | 0.7615 | | 0.509 | 8.9818 | 1482 | 0.5804 | 0.6719 | 0.5804 | 0.7618 | | 0.509 | 8.9939 | 1484 | 0.5807 | 0.6719 | 0.5807 | 0.7620 | | 0.509 | 9.0061 | 1486 | 0.5813 | 0.6719 | 0.5813 | 0.7624 | | 0.509 | 9.0182 | 1488 | 0.5834 | 0.6719 | 0.5834 | 0.7638 | | 0.509 | 9.0303 | 1490 | 0.5851 | 0.6719 | 0.5851 | 0.7649 | | 0.509 | 9.0424 | 1492 | 0.5875 | 0.6719 | 0.5875 | 0.7665 | | 0.509 | 9.0545 | 1494 | 0.5898 | 0.6719 | 0.5898 | 0.7680 | | 0.509 | 9.0667 | 1496 | 0.5908 | 0.6719 | 0.5908 | 0.7686 | | 0.509 | 9.0788 | 1498 | 0.5916 | 0.6719 | 0.5916 | 0.7691 | | 0.3724 | 9.0909 | 1500 | 0.5923 | 0.6719 | 0.5923 | 0.7696 | | 0.3724 | 9.1030 | 1502 | 0.5924 | 0.6719 | 0.5924 | 0.7697 | | 0.3724 | 9.1152 | 1504 | 0.5921 | 0.6719 | 0.5921 | 0.7695 | | 0.3724 | 9.1273 | 1506 | 0.5916 | 0.6719 | 0.5916 | 0.7692 | | 0.3724 | 9.1394 | 1508 | 0.5915 | 0.6719 | 0.5915 | 0.7691 | | 0.3724 | 9.1515 | 1510 | 0.5917 | 0.6719 | 0.5917 | 0.7692 | | 0.3724 | 9.1636 | 1512 | 0.5922 | 0.6719 | 0.5922 | 0.7696 | | 0.3724 | 9.1758 | 1514 | 0.5927 | 0.6719 | 0.5927 | 0.7699 | | 0.3724 | 9.1879 | 1516 | 0.5925 | 0.6719 | 0.5925 | 0.7697 | | 0.3724 | 9.2 | 1518 | 0.5921 | 0.6719 | 0.5921 | 0.7695 | | 0.3724 | 9.2121 | 1520 | 0.5921 | 0.6719 | 0.5921 | 0.7695 | | 0.3724 | 9.2242 | 1522 | 0.5936 | 0.6719 | 0.5936 | 0.7705 | | 0.3724 | 9.2364 | 1524 | 0.5958 | 0.6719 | 0.5958 | 0.7719 | | 0.3724 | 9.2485 | 1526 | 0.5989 | 0.6942 | 0.5989 | 0.7739 | | 0.3724 | 9.2606 | 1528 | 0.6023 | 0.6942 | 0.6023 | 0.7761 | | 0.3724 | 9.2727 | 1530 | 0.6060 | 0.6942 | 0.6060 | 0.7785 | | 0.3724 | 9.2848 | 1532 | 0.6087 | 0.6942 | 0.6087 | 0.7802 | | 0.3724 | 9.2970 | 1534 | 0.6098 | 0.6942 | 0.6098 | 0.7809 | | 0.3724 | 9.3091 | 1536 | 0.6081 | 0.6942 | 0.6081 | 0.7798 | | 0.3724 | 9.3212 | 1538 | 0.6064 | 0.6942 | 0.6064 | 0.7787 | | 0.3724 | 9.3333 | 1540 | 0.6038 | 0.6942 | 0.6038 | 0.7771 | | 0.3724 | 9.3455 | 1542 | 0.6017 | 0.6942 | 0.6017 | 0.7757 | | 0.3724 | 9.3576 | 1544 | 0.6003 | 0.6942 | 0.6003 | 0.7748 | | 0.3724 | 9.3697 | 1546 | 0.5994 | 0.6774 | 0.5994 | 0.7742 | | 0.3724 | 9.3818 | 1548 | 0.5981 | 0.6774 | 0.5981 | 0.7734 | | 0.3724 | 9.3939 | 1550 | 0.5984 | 0.6942 | 0.5984 | 0.7736 | | 0.3724 | 9.4061 | 1552 | 0.6002 | 0.6942 | 0.6002 | 0.7747 | | 0.3724 | 9.4182 | 1554 | 0.6042 | 0.6942 | 0.6042 | 0.7773 | | 0.3724 | 9.4303 | 1556 | 0.6072 | 0.6942 | 0.6072 | 0.7793 | | 0.3724 | 9.4424 | 1558 | 0.6102 | 0.6942 | 0.6102 | 0.7811 | | 0.3724 | 9.4545 | 1560 | 0.6119 | 0.6942 | 0.6119 | 0.7823 | | 0.3724 | 9.4667 | 1562 | 0.6132 | 0.6942 | 0.6132 | 0.7831 | | 0.3724 | 9.4788 | 1564 | 0.6127 | 0.6942 | 0.6127 | 0.7827 | | 0.3724 | 9.4909 | 1566 | 0.6108 | 0.6942 | 0.6108 | 0.7815 | | 0.3724 | 9.5030 | 1568 | 0.6095 | 0.6942 | 0.6095 | 0.7807 | | 0.3724 | 9.5152 | 1570 | 0.6082 | 0.6942 | 0.6082 | 0.7799 | | 0.3724 | 9.5273 | 1572 | 0.6093 | 0.6942 | 0.6093 | 0.7806 | | 0.3724 | 9.5394 | 1574 | 0.6116 | 0.6942 | 0.6116 | 0.7821 | | 0.3724 | 9.5515 | 1576 | 0.6128 | 0.6942 | 0.6128 | 0.7828 | | 0.3724 | 9.5636 | 1578 | 0.6136 | 0.6942 | 0.6136 | 0.7833 | | 0.3724 | 9.5758 | 1580 | 0.6141 | 0.6942 | 0.6141 | 0.7836 | | 0.3724 | 9.5879 | 1582 | 0.6137 | 0.6942 | 0.6137 | 0.7834 | | 0.3724 | 9.6 | 1584 | 0.6115 | 0.6942 | 0.6115 | 0.7820 | | 0.3724 | 9.6121 | 1586 | 0.6103 | 0.6942 | 0.6103 | 0.7812 | | 0.3724 | 9.6242 | 1588 | 0.6090 | 0.6942 | 0.6090 | 0.7804 | | 0.3724 | 9.6364 | 1590 | 0.6079 | 0.6942 | 0.6079 | 0.7797 | | 0.3724 | 9.6485 | 1592 | 0.6069 | 0.6942 | 0.6069 | 0.7790 | | 0.3724 | 9.6606 | 1594 | 0.6070 | 0.6942 | 0.6070 | 0.7791 | | 0.3724 | 9.6727 | 1596 | 0.6083 | 0.6942 | 0.6083 | 0.7800 | | 0.3724 | 9.6848 | 1598 | 0.6086 | 0.6942 | 0.6086 | 0.7801 | | 0.3724 | 9.6970 | 1600 | 0.6089 | 0.6942 | 0.6089 | 0.7803 | | 0.3724 | 9.7091 | 1602 | 0.6084 | 0.6942 | 0.6084 | 0.7800 | | 0.3724 | 9.7212 | 1604 | 0.6088 | 0.6942 | 0.6088 | 0.7803 | | 0.3724 | 9.7333 | 1606 | 0.6102 | 0.6942 | 0.6102 | 0.7811 | | 0.3724 | 9.7455 | 1608 | 0.6115 | 0.6942 | 0.6115 | 0.7820 | | 0.3724 | 9.7576 | 1610 | 0.6121 | 0.6942 | 0.6121 | 0.7824 | | 0.3724 | 9.7697 | 1612 | 0.6127 | 0.6942 | 0.6127 | 0.7827 | | 0.3724 | 9.7818 | 1614 | 0.6131 | 0.6942 | 0.6131 | 0.7830 | | 0.3724 | 9.7939 | 1616 | 0.6142 | 0.6942 | 0.6142 | 0.7837 | | 0.3724 | 9.8061 | 1618 | 0.6153 | 0.6942 | 0.6153 | 0.7844 | | 0.3724 | 9.8182 | 1620 | 0.6159 | 0.6942 | 0.6159 | 0.7848 | | 0.3724 | 9.8303 | 1622 | 0.6167 | 0.6942 | 0.6167 | 0.7853 | | 0.3724 | 9.8424 | 1624 | 0.6178 | 0.6942 | 0.6178 | 0.7860 | | 0.3724 | 9.8545 | 1626 | 0.6185 | 0.6942 | 0.6185 | 0.7864 | | 0.3724 | 9.8667 | 1628 | 0.6191 | 0.6942 | 0.6191 | 0.7868 | | 0.3724 | 9.8788 | 1630 | 0.6191 | 0.7533 | 0.6191 | 0.7868 | | 0.3724 | 9.8909 | 1632 | 0.6184 | 0.7533 | 0.6184 | 0.7864 | | 0.3724 | 9.9030 | 1634 | 0.6174 | 0.7533 | 0.6174 | 0.7858 | | 0.3724 | 9.9152 | 1636 | 0.6163 | 0.7533 | 0.6163 | 0.7850 | | 0.3724 | 9.9273 | 1638 | 0.6152 | 0.6942 | 0.6152 | 0.7844 | | 0.3724 | 9.9394 | 1640 | 0.6145 | 0.6942 | 0.6145 | 0.7839 | | 0.3724 | 9.9515 | 1642 | 0.6140 | 0.6942 | 0.6140 | 0.7836 | | 0.3724 | 9.9636 | 1644 | 0.6137 | 0.6942 | 0.6137 | 0.7834 | | 0.3724 | 9.9758 | 1646 | 0.6136 | 0.6942 | 0.6136 | 0.7833 | | 0.3724 | 9.9879 | 1648 | 0.6135 | 0.6942 | 0.6135 | 0.7833 | | 0.3724 | 10.0 | 1650 | 0.6135 | 0.6942 | 0.6135 | 0.7832 | ### Framework versions - Transformers 4.44.2 - Pytorch 2.4.0+cu118 - Datasets 2.21.0 - Tokenizers 0.19.1