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distilbert-base-cased-finetuned-ner-test
This model is a fine-tuned version of distilbert-base-cased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.4459
- Precision: 0.6234
- Recall: 0.6069
- F1: 0.6150
- Accuracy: 0.9426
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: 3e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 500
Training results
Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
---|---|---|---|---|---|---|---|
No log | 1.0 | 9 | 0.6413 | 0.0 | 0.0 | 0.0 | 0.8832 |
No log | 2.0 | 18 | 0.5973 | 0.0 | 0.0 | 0.0 | 0.8832 |
No log | 3.0 | 27 | 0.5139 | 0.0 | 0.0 | 0.0 | 0.8832 |
No log | 4.0 | 36 | 0.4620 | 0.2354 | 0.0598 | 0.0954 | 0.8859 |
No log | 5.0 | 45 | 0.4293 | 0.3225 | 0.0995 | 0.1520 | 0.8943 |
No log | 6.0 | 54 | 0.3842 | 0.4036 | 0.2005 | 0.2679 | 0.9086 |
No log | 7.0 | 63 | 0.3360 | 0.3802 | 0.3005 | 0.3357 | 0.9110 |
No log | 8.0 | 72 | 0.3121 | 0.4072 | 0.3402 | 0.3707 | 0.9157 |
No log | 9.0 | 81 | 0.2932 | 0.4492 | 0.3630 | 0.4015 | 0.9187 |
No log | 10.0 | 90 | 0.2897 | 0.4596 | 0.3968 | 0.4259 | 0.9215 |
No log | 11.0 | 99 | 0.2838 | 0.5115 | 0.4111 | 0.4559 | 0.9250 |
No log | 12.0 | 108 | 0.2715 | 0.4724 | 0.4582 | 0.4652 | 0.9251 |
No log | 13.0 | 117 | 0.2846 | 0.5373 | 0.4116 | 0.4661 | 0.9274 |
No log | 14.0 | 126 | 0.2675 | 0.5003 | 0.4958 | 0.4980 | 0.9282 |
No log | 15.0 | 135 | 0.2857 | 0.5200 | 0.4751 | 0.4965 | 0.9297 |
No log | 16.0 | 144 | 0.2686 | 0.5235 | 0.4899 | 0.5061 | 0.9296 |
No log | 17.0 | 153 | 0.2883 | 0.5426 | 0.4958 | 0.5181 | 0.9323 |
No log | 18.0 | 162 | 0.2702 | 0.5124 | 0.5339 | 0.5229 | 0.9314 |
No log | 19.0 | 171 | 0.2920 | 0.5563 | 0.4889 | 0.5204 | 0.9330 |
No log | 20.0 | 180 | 0.2817 | 0.5480 | 0.4984 | 0.5220 | 0.9333 |
No log | 21.0 | 189 | 0.2836 | 0.5570 | 0.5270 | 0.5416 | 0.9336 |
No log | 22.0 | 198 | 0.2872 | 0.5151 | 0.5492 | 0.5316 | 0.9324 |
No log | 23.0 | 207 | 0.2902 | 0.5401 | 0.5772 | 0.5581 | 0.9335 |
No log | 24.0 | 216 | 0.2960 | 0.5326 | 0.5450 | 0.5387 | 0.9339 |
No log | 25.0 | 225 | 0.3013 | 0.5674 | 0.5370 | 0.5518 | 0.9353 |
No log | 26.0 | 234 | 0.3000 | 0.5999 | 0.5196 | 0.5568 | 0.9375 |
No log | 27.0 | 243 | 0.2974 | 0.5785 | 0.5286 | 0.5524 | 0.9362 |
No log | 28.0 | 252 | 0.2950 | 0.5561 | 0.5714 | 0.5637 | 0.9358 |
No log | 29.0 | 261 | 0.2968 | 0.5744 | 0.5640 | 0.5691 | 0.9370 |
No log | 30.0 | 270 | 0.2969 | 0.5684 | 0.5672 | 0.5678 | 0.9372 |
No log | 31.0 | 279 | 0.3129 | 0.5689 | 0.5614 | 0.5651 | 0.9368 |
No log | 32.0 | 288 | 0.2970 | 0.5676 | 0.5772 | 0.5724 | 0.9371 |
No log | 33.0 | 297 | 0.2977 | 0.5728 | 0.5825 | 0.5776 | 0.9383 |
No log | 34.0 | 306 | 0.3178 | 0.5563 | 0.5545 | 0.5554 | 0.9369 |
No log | 35.0 | 315 | 0.3214 | 0.5737 | 0.5683 | 0.5710 | 0.9382 |
No log | 36.0 | 324 | 0.3297 | 0.5618 | 0.5487 | 0.5551 | 0.9378 |
No log | 37.0 | 333 | 0.3175 | 0.6110 | 0.5328 | 0.5692 | 0.9378 |
No log | 38.0 | 342 | 0.3313 | 0.6166 | 0.5259 | 0.5677 | 0.9389 |
No log | 39.0 | 351 | 0.3154 | 0.5944 | 0.5646 | 0.5791 | 0.9388 |
No log | 40.0 | 360 | 0.3268 | 0.5859 | 0.5593 | 0.5723 | 0.9390 |
No log | 41.0 | 369 | 0.3147 | 0.5532 | 0.5910 | 0.5715 | 0.9382 |
No log | 42.0 | 378 | 0.3190 | 0.5631 | 0.5831 | 0.5729 | 0.9377 |
No log | 43.0 | 387 | 0.3200 | 0.5581 | 0.5667 | 0.5624 | 0.9376 |
No log | 44.0 | 396 | 0.3267 | 0.5878 | 0.5794 | 0.5835 | 0.9393 |
No log | 45.0 | 405 | 0.3314 | 0.5934 | 0.5767 | 0.5849 | 0.9402 |
No log | 46.0 | 414 | 0.3373 | 0.6108 | 0.5630 | 0.5859 | 0.9399 |
No log | 47.0 | 423 | 0.3230 | 0.5762 | 0.5841 | 0.5801 | 0.9389 |
No log | 48.0 | 432 | 0.3257 | 0.5594 | 0.6058 | 0.5817 | 0.9383 |
No log | 49.0 | 441 | 0.3395 | 0.5975 | 0.5640 | 0.5803 | 0.9404 |
No log | 50.0 | 450 | 0.3253 | 0.5778 | 0.5873 | 0.5825 | 0.9392 |
No log | 51.0 | 459 | 0.3328 | 0.5650 | 0.5841 | 0.5744 | 0.9384 |
No log | 52.0 | 468 | 0.3426 | 0.5965 | 0.5529 | 0.5739 | 0.9399 |
No log | 53.0 | 477 | 0.3385 | 0.6008 | 0.5804 | 0.5904 | 0.9411 |
No log | 54.0 | 486 | 0.3452 | 0.5848 | 0.5894 | 0.5871 | 0.9400 |
No log | 55.0 | 495 | 0.3478 | 0.6094 | 0.5778 | 0.5932 | 0.9405 |
0.1368 | 56.0 | 504 | 0.3482 | 0.5861 | 0.5799 | 0.5830 | 0.9393 |
0.1368 | 57.0 | 513 | 0.3402 | 0.5891 | 0.5963 | 0.5927 | 0.9394 |
0.1368 | 58.0 | 522 | 0.3457 | 0.5855 | 0.5831 | 0.5843 | 0.9397 |
0.1368 | 59.0 | 531 | 0.3425 | 0.6 | 0.5905 | 0.5952 | 0.9403 |
0.1368 | 60.0 | 540 | 0.3415 | 0.5776 | 0.5947 | 0.5860 | 0.9392 |
0.1368 | 61.0 | 549 | 0.3490 | 0.5739 | 0.5857 | 0.5797 | 0.9385 |
0.1368 | 62.0 | 558 | 0.3551 | 0.5711 | 0.5968 | 0.5837 | 0.9399 |
0.1368 | 63.0 | 567 | 0.3496 | 0.5807 | 0.6074 | 0.5937 | 0.9411 |
0.1368 | 64.0 | 576 | 0.3485 | 0.5882 | 0.5820 | 0.5851 | 0.9404 |
0.1368 | 65.0 | 585 | 0.3535 | 0.6026 | 0.5704 | 0.5860 | 0.9407 |
0.1368 | 66.0 | 594 | 0.3503 | 0.5740 | 0.6116 | 0.5922 | 0.9394 |
0.1368 | 67.0 | 603 | 0.3575 | 0.5853 | 0.5921 | 0.5886 | 0.9395 |
0.1368 | 68.0 | 612 | 0.3528 | 0.5927 | 0.5751 | 0.5838 | 0.9394 |
0.1368 | 69.0 | 621 | 0.3500 | 0.5748 | 0.5995 | 0.5869 | 0.9398 |
0.1368 | 70.0 | 630 | 0.3586 | 0.5864 | 0.5762 | 0.5813 | 0.9392 |
0.1368 | 71.0 | 639 | 0.3487 | 0.5592 | 0.6143 | 0.5855 | 0.9369 |
0.1368 | 72.0 | 648 | 0.3587 | 0.5886 | 0.5905 | 0.5895 | 0.9392 |
0.1368 | 73.0 | 657 | 0.3749 | 0.6253 | 0.5651 | 0.5937 | 0.9413 |
0.1368 | 74.0 | 666 | 0.3573 | 0.5633 | 0.6101 | 0.5857 | 0.9389 |
0.1368 | 75.0 | 675 | 0.3625 | 0.5484 | 0.6169 | 0.5807 | 0.9378 |
0.1368 | 76.0 | 684 | 0.3716 | 0.5853 | 0.5921 | 0.5886 | 0.9388 |
0.1368 | 77.0 | 693 | 0.3759 | 0.6053 | 0.5841 | 0.5945 | 0.9407 |
0.1368 | 78.0 | 702 | 0.3607 | 0.6038 | 0.5741 | 0.5886 | 0.9407 |
0.1368 | 79.0 | 711 | 0.3636 | 0.5728 | 0.6037 | 0.5878 | 0.9399 |
0.1368 | 80.0 | 720 | 0.3705 | 0.6036 | 0.5794 | 0.5913 | 0.9408 |
0.1368 | 81.0 | 729 | 0.3648 | 0.5757 | 0.6058 | 0.5904 | 0.9390 |
0.1368 | 82.0 | 738 | 0.3511 | 0.5810 | 0.6032 | 0.5919 | 0.9401 |
0.1368 | 83.0 | 747 | 0.3761 | 0.6107 | 0.5778 | 0.5938 | 0.9418 |
0.1368 | 84.0 | 756 | 0.3671 | 0.5841 | 0.5841 | 0.5841 | 0.9400 |
0.1368 | 85.0 | 765 | 0.3583 | 0.5795 | 0.6016 | 0.5903 | 0.9398 |
0.1368 | 86.0 | 774 | 0.3691 | 0.5955 | 0.6005 | 0.5980 | 0.9413 |
0.1368 | 87.0 | 783 | 0.3632 | 0.5872 | 0.5899 | 0.5885 | 0.9401 |
0.1368 | 88.0 | 792 | 0.3793 | 0.6056 | 0.5825 | 0.5939 | 0.9419 |
0.1368 | 89.0 | 801 | 0.3778 | 0.5933 | 0.5852 | 0.5892 | 0.9404 |
0.1368 | 90.0 | 810 | 0.3830 | 0.5719 | 0.5995 | 0.5854 | 0.9396 |
0.1368 | 91.0 | 819 | 0.3803 | 0.6123 | 0.5757 | 0.5934 | 0.9414 |
0.1368 | 92.0 | 828 | 0.3751 | 0.5888 | 0.5963 | 0.5925 | 0.9400 |
0.1368 | 93.0 | 837 | 0.3857 | 0.5927 | 0.5937 | 0.5932 | 0.9402 |
0.1368 | 94.0 | 846 | 0.3991 | 0.6018 | 0.5757 | 0.5884 | 0.9400 |
0.1368 | 95.0 | 855 | 0.3861 | 0.5831 | 0.6032 | 0.5930 | 0.9387 |
0.1368 | 96.0 | 864 | 0.3797 | 0.5853 | 0.6011 | 0.5931 | 0.9391 |
0.1368 | 97.0 | 873 | 0.3836 | 0.5946 | 0.5937 | 0.5941 | 0.9406 |
0.1368 | 98.0 | 882 | 0.3731 | 0.5962 | 0.6085 | 0.6023 | 0.9407 |
0.1368 | 99.0 | 891 | 0.3695 | 0.5991 | 0.6111 | 0.6050 | 0.9406 |
0.1368 | 100.0 | 900 | 0.3943 | 0.6039 | 0.5720 | 0.5875 | 0.9407 |
0.1368 | 101.0 | 909 | 0.3859 | 0.5947 | 0.5884 | 0.5915 | 0.9401 |
0.1368 | 102.0 | 918 | 0.3719 | 0.5947 | 0.6048 | 0.5997 | 0.9397 |
0.1368 | 103.0 | 927 | 0.3752 | 0.5807 | 0.6222 | 0.6008 | 0.9399 |
0.1368 | 104.0 | 936 | 0.3913 | 0.6063 | 0.5915 | 0.5988 | 0.9410 |
0.1368 | 105.0 | 945 | 0.3911 | 0.5728 | 0.6095 | 0.5906 | 0.9384 |
0.1368 | 106.0 | 954 | 0.3929 | 0.6053 | 0.5884 | 0.5967 | 0.9409 |
0.1368 | 107.0 | 963 | 0.3901 | 0.5633 | 0.6122 | 0.5867 | 0.9380 |
0.1368 | 108.0 | 972 | 0.3977 | 0.6226 | 0.5831 | 0.6022 | 0.9415 |
0.1368 | 109.0 | 981 | 0.3833 | 0.5564 | 0.6233 | 0.5880 | 0.9377 |
0.1368 | 110.0 | 990 | 0.3910 | 0.6008 | 0.5899 | 0.5953 | 0.9413 |
0.1368 | 111.0 | 999 | 0.3796 | 0.5944 | 0.5878 | 0.5911 | 0.9407 |
0.0066 | 112.0 | 1008 | 0.3934 | 0.6009 | 0.5974 | 0.5991 | 0.9408 |
0.0066 | 113.0 | 1017 | 0.3943 | 0.5832 | 0.5915 | 0.5873 | 0.9397 |
0.0066 | 114.0 | 1026 | 0.3992 | 0.6075 | 0.5905 | 0.5989 | 0.9411 |
0.0066 | 115.0 | 1035 | 0.3948 | 0.6099 | 0.5974 | 0.6036 | 0.9417 |
0.0066 | 116.0 | 1044 | 0.3844 | 0.5907 | 0.6153 | 0.6027 | 0.9407 |
0.0066 | 117.0 | 1053 | 0.3867 | 0.5931 | 0.6053 | 0.5991 | 0.9408 |
0.0066 | 118.0 | 1062 | 0.3856 | 0.5927 | 0.6106 | 0.6015 | 0.9407 |
0.0066 | 119.0 | 1071 | 0.3936 | 0.6173 | 0.5847 | 0.6005 | 0.9420 |
0.0066 | 120.0 | 1080 | 0.3881 | 0.5785 | 0.6259 | 0.6013 | 0.9415 |
0.0066 | 121.0 | 1089 | 0.3974 | 0.6332 | 0.5735 | 0.6019 | 0.9427 |
0.0066 | 122.0 | 1098 | 0.3836 | 0.5663 | 0.6233 | 0.5935 | 0.9392 |
0.0066 | 123.0 | 1107 | 0.3798 | 0.6102 | 0.5947 | 0.6024 | 0.9423 |
0.0066 | 124.0 | 1116 | 0.3831 | 0.5782 | 0.6101 | 0.5937 | 0.9401 |
0.0066 | 125.0 | 1125 | 0.3935 | 0.6162 | 0.5852 | 0.6003 | 0.9417 |
0.0066 | 126.0 | 1134 | 0.3940 | 0.5912 | 0.6021 | 0.5966 | 0.9406 |
0.0066 | 127.0 | 1143 | 0.3950 | 0.5914 | 0.5989 | 0.5952 | 0.9406 |
0.0066 | 128.0 | 1152 | 0.3896 | 0.6064 | 0.5984 | 0.6024 | 0.9406 |
0.0066 | 129.0 | 1161 | 0.3922 | 0.6077 | 0.6058 | 0.6068 | 0.9414 |
0.0066 | 130.0 | 1170 | 0.3908 | 0.5849 | 0.6233 | 0.6035 | 0.9403 |
0.0066 | 131.0 | 1179 | 0.3977 | 0.6275 | 0.5873 | 0.6067 | 0.9421 |
0.0066 | 132.0 | 1188 | 0.3967 | 0.5985 | 0.6011 | 0.5998 | 0.9411 |
0.0066 | 133.0 | 1197 | 0.3952 | 0.5938 | 0.5979 | 0.5958 | 0.9407 |
0.0066 | 134.0 | 1206 | 0.4015 | 0.5884 | 0.6005 | 0.5944 | 0.9407 |
0.0066 | 135.0 | 1215 | 0.3964 | 0.5892 | 0.5995 | 0.5943 | 0.9408 |
0.0066 | 136.0 | 1224 | 0.4038 | 0.6024 | 0.5899 | 0.5961 | 0.9416 |
0.0066 | 137.0 | 1233 | 0.4010 | 0.5946 | 0.5984 | 0.5965 | 0.9415 |
0.0066 | 138.0 | 1242 | 0.3984 | 0.6036 | 0.5963 | 0.5999 | 0.9419 |
0.0066 | 139.0 | 1251 | 0.3977 | 0.6218 | 0.5915 | 0.6063 | 0.9429 |
0.0066 | 140.0 | 1260 | 0.4087 | 0.6307 | 0.5910 | 0.6102 | 0.9429 |
0.0066 | 141.0 | 1269 | 0.4020 | 0.6008 | 0.6005 | 0.6007 | 0.9413 |
0.0066 | 142.0 | 1278 | 0.3921 | 0.5814 | 0.6122 | 0.5964 | 0.9407 |
0.0066 | 143.0 | 1287 | 0.3962 | 0.6086 | 0.5958 | 0.6021 | 0.9421 |
0.0066 | 144.0 | 1296 | 0.3875 | 0.5814 | 0.6085 | 0.5946 | 0.9405 |
0.0066 | 145.0 | 1305 | 0.3938 | 0.6204 | 0.5984 | 0.6092 | 0.9428 |
0.0066 | 146.0 | 1314 | 0.3869 | 0.5872 | 0.6286 | 0.6072 | 0.9390 |
0.0066 | 147.0 | 1323 | 0.4102 | 0.6274 | 0.5720 | 0.5984 | 0.9422 |
0.0066 | 148.0 | 1332 | 0.3789 | 0.5903 | 0.6206 | 0.6051 | 0.9416 |
0.0066 | 149.0 | 1341 | 0.3783 | 0.6149 | 0.5905 | 0.6024 | 0.9427 |
0.0066 | 150.0 | 1350 | 0.3902 | 0.6040 | 0.6053 | 0.6047 | 0.9422 |
0.0066 | 151.0 | 1359 | 0.3955 | 0.6128 | 0.5937 | 0.6031 | 0.9423 |
0.0066 | 152.0 | 1368 | 0.3840 | 0.5799 | 0.6180 | 0.5984 | 0.9406 |
0.0066 | 153.0 | 1377 | 0.3942 | 0.5875 | 0.6095 | 0.5983 | 0.9411 |
0.0066 | 154.0 | 1386 | 0.4000 | 0.6151 | 0.5894 | 0.6020 | 0.9418 |
0.0066 | 155.0 | 1395 | 0.3940 | 0.5936 | 0.5958 | 0.5947 | 0.9408 |
0.0066 | 156.0 | 1404 | 0.3967 | 0.6111 | 0.5952 | 0.6031 | 0.9423 |
0.0066 | 157.0 | 1413 | 0.3939 | 0.6056 | 0.6053 | 0.6055 | 0.9420 |
0.0066 | 158.0 | 1422 | 0.3935 | 0.6053 | 0.6053 | 0.6053 | 0.9414 |
0.0066 | 159.0 | 1431 | 0.3981 | 0.6142 | 0.6048 | 0.6094 | 0.9418 |
0.0066 | 160.0 | 1440 | 0.4030 | 0.5978 | 0.6095 | 0.6036 | 0.9416 |
0.0066 | 161.0 | 1449 | 0.4128 | 0.6272 | 0.5910 | 0.6086 | 0.9422 |
0.0066 | 162.0 | 1458 | 0.4068 | 0.5901 | 0.6101 | 0.5999 | 0.9410 |
0.0066 | 163.0 | 1467 | 0.4083 | 0.6037 | 0.6021 | 0.6029 | 0.9414 |
0.0066 | 164.0 | 1476 | 0.4084 | 0.6135 | 0.6005 | 0.6070 | 0.9416 |
0.0066 | 165.0 | 1485 | 0.4060 | 0.5861 | 0.6143 | 0.5998 | 0.9408 |
0.0066 | 166.0 | 1494 | 0.4123 | 0.6210 | 0.5947 | 0.6076 | 0.9417 |
0.0031 | 167.0 | 1503 | 0.4073 | 0.5969 | 0.6079 | 0.6024 | 0.9411 |
0.0031 | 168.0 | 1512 | 0.4043 | 0.6017 | 0.5995 | 0.6006 | 0.9414 |
0.0031 | 169.0 | 1521 | 0.4026 | 0.5998 | 0.5915 | 0.5956 | 0.9416 |
0.0031 | 170.0 | 1530 | 0.4069 | 0.5992 | 0.6042 | 0.6017 | 0.9416 |
0.0031 | 171.0 | 1539 | 0.4103 | 0.6134 | 0.5926 | 0.6028 | 0.9423 |
0.0031 | 172.0 | 1548 | 0.4083 | 0.6019 | 0.6063 | 0.6041 | 0.9416 |
0.0031 | 173.0 | 1557 | 0.4061 | 0.5869 | 0.6090 | 0.5978 | 0.9406 |
0.0031 | 174.0 | 1566 | 0.4005 | 0.6006 | 0.6016 | 0.6011 | 0.9414 |
0.0031 | 175.0 | 1575 | 0.4035 | 0.6065 | 0.5905 | 0.5984 | 0.9418 |
0.0031 | 176.0 | 1584 | 0.4066 | 0.5987 | 0.6016 | 0.6002 | 0.9416 |
0.0031 | 177.0 | 1593 | 0.4174 | 0.6148 | 0.5963 | 0.6054 | 0.9421 |
0.0031 | 178.0 | 1602 | 0.4154 | 0.6116 | 0.6032 | 0.6074 | 0.9418 |
0.0031 | 179.0 | 1611 | 0.4120 | 0.5866 | 0.6111 | 0.5986 | 0.9409 |
0.0031 | 180.0 | 1620 | 0.4121 | 0.5843 | 0.6016 | 0.5928 | 0.9407 |
0.0031 | 181.0 | 1629 | 0.4157 | 0.6049 | 0.5905 | 0.5976 | 0.9406 |
0.0031 | 182.0 | 1638 | 0.4183 | 0.5832 | 0.5974 | 0.5902 | 0.9393 |
0.0031 | 183.0 | 1647 | 0.4336 | 0.6198 | 0.5831 | 0.6009 | 0.9420 |
0.0031 | 184.0 | 1656 | 0.4149 | 0.5911 | 0.5958 | 0.5934 | 0.9406 |
0.0031 | 185.0 | 1665 | 0.4124 | 0.6117 | 0.5942 | 0.6028 | 0.9426 |
0.0031 | 186.0 | 1674 | 0.4108 | 0.5859 | 0.5952 | 0.5906 | 0.9406 |
0.0031 | 187.0 | 1683 | 0.4043 | 0.5938 | 0.5926 | 0.5932 | 0.9413 |
0.0031 | 188.0 | 1692 | 0.4047 | 0.5878 | 0.5968 | 0.5923 | 0.9403 |
0.0031 | 189.0 | 1701 | 0.4106 | 0.5995 | 0.5947 | 0.5971 | 0.9415 |
0.0031 | 190.0 | 1710 | 0.4031 | 0.5937 | 0.6101 | 0.6018 | 0.9410 |
0.0031 | 191.0 | 1719 | 0.4121 | 0.6067 | 0.6 | 0.6034 | 0.9414 |
0.0031 | 192.0 | 1728 | 0.4143 | 0.6015 | 0.6021 | 0.6018 | 0.9415 |
0.0031 | 193.0 | 1737 | 0.4124 | 0.5980 | 0.5958 | 0.5969 | 0.9414 |
0.0031 | 194.0 | 1746 | 0.4101 | 0.6033 | 0.5995 | 0.6014 | 0.9405 |
0.0031 | 195.0 | 1755 | 0.4161 | 0.6046 | 0.5963 | 0.6004 | 0.9414 |
0.0031 | 196.0 | 1764 | 0.4194 | 0.6128 | 0.5894 | 0.6009 | 0.9416 |
0.0031 | 197.0 | 1773 | 0.4113 | 0.5994 | 0.6127 | 0.6060 | 0.9411 |
0.0031 | 198.0 | 1782 | 0.4106 | 0.5915 | 0.6122 | 0.6017 | 0.9408 |
0.0031 | 199.0 | 1791 | 0.4118 | 0.6161 | 0.5937 | 0.6047 | 0.9424 |
0.0031 | 200.0 | 1800 | 0.4160 | 0.6281 | 0.5852 | 0.6059 | 0.9428 |
0.0031 | 201.0 | 1809 | 0.4103 | 0.6117 | 0.5968 | 0.6042 | 0.9425 |
0.0031 | 202.0 | 1818 | 0.4082 | 0.6149 | 0.5947 | 0.6046 | 0.9423 |
0.0031 | 203.0 | 1827 | 0.4017 | 0.5924 | 0.6222 | 0.6070 | 0.9411 |
0.0031 | 204.0 | 1836 | 0.4067 | 0.6166 | 0.5989 | 0.6076 | 0.9427 |
0.0031 | 205.0 | 1845 | 0.4024 | 0.5958 | 0.6090 | 0.6023 | 0.9418 |
0.0031 | 206.0 | 1854 | 0.4015 | 0.6165 | 0.6048 | 0.6106 | 0.9431 |
0.0031 | 207.0 | 1863 | 0.3951 | 0.6011 | 0.6180 | 0.6094 | 0.9424 |
0.0031 | 208.0 | 1872 | 0.4024 | 0.6170 | 0.6069 | 0.6119 | 0.9437 |
0.0031 | 209.0 | 1881 | 0.3998 | 0.6005 | 0.6116 | 0.6060 | 0.9426 |
0.0031 | 210.0 | 1890 | 0.4037 | 0.6025 | 0.6048 | 0.6036 | 0.9423 |
0.0031 | 211.0 | 1899 | 0.4077 | 0.6057 | 0.6005 | 0.6031 | 0.9426 |
0.0031 | 212.0 | 1908 | 0.4113 | 0.5994 | 0.6016 | 0.6005 | 0.9422 |
0.0031 | 213.0 | 1917 | 0.4144 | 0.6154 | 0.5995 | 0.6073 | 0.9432 |
0.0031 | 214.0 | 1926 | 0.4179 | 0.6159 | 0.5931 | 0.6043 | 0.9429 |
0.0031 | 215.0 | 1935 | 0.4122 | 0.5954 | 0.6175 | 0.6062 | 0.9414 |
0.0031 | 216.0 | 1944 | 0.4150 | 0.6140 | 0.6069 | 0.6104 | 0.9428 |
0.0031 | 217.0 | 1953 | 0.4171 | 0.6143 | 0.6016 | 0.6079 | 0.9422 |
0.0031 | 218.0 | 1962 | 0.4203 | 0.6278 | 0.6016 | 0.6144 | 0.9430 |
0.0031 | 219.0 | 1971 | 0.4088 | 0.5902 | 0.6196 | 0.6045 | 0.9404 |
0.0031 | 220.0 | 1980 | 0.4147 | 0.6228 | 0.6090 | 0.6158 | 0.9428 |
0.0031 | 221.0 | 1989 | 0.4195 | 0.6251 | 0.5921 | 0.6082 | 0.9421 |
0.0031 | 222.0 | 1998 | 0.4235 | 0.6021 | 0.6069 | 0.6045 | 0.9408 |
0.002 | 223.0 | 2007 | 0.4109 | 0.6191 | 0.6106 | 0.6148 | 0.9415 |
0.002 | 224.0 | 2016 | 0.4054 | 0.6091 | 0.6011 | 0.6051 | 0.9413 |
0.002 | 225.0 | 2025 | 0.4150 | 0.6167 | 0.5984 | 0.6074 | 0.9421 |
0.002 | 226.0 | 2034 | 0.4189 | 0.6010 | 0.6106 | 0.6058 | 0.9412 |
0.002 | 227.0 | 2043 | 0.4529 | 0.6398 | 0.5714 | 0.6037 | 0.9417 |
0.002 | 228.0 | 2052 | 0.4175 | 0.5568 | 0.6328 | 0.5924 | 0.9368 |
0.002 | 229.0 | 2061 | 0.4229 | 0.6254 | 0.5751 | 0.5992 | 0.9424 |
0.002 | 230.0 | 2070 | 0.4120 | 0.5737 | 0.6159 | 0.5940 | 0.9393 |
0.002 | 231.0 | 2079 | 0.4194 | 0.6179 | 0.5921 | 0.6047 | 0.9420 |
0.002 | 232.0 | 2088 | 0.4177 | 0.6092 | 0.6005 | 0.6048 | 0.9420 |
0.002 | 233.0 | 2097 | 0.4138 | 0.5956 | 0.6048 | 0.6002 | 0.9404 |
0.002 | 234.0 | 2106 | 0.4081 | 0.5916 | 0.6032 | 0.5973 | 0.9405 |
0.002 | 235.0 | 2115 | 0.4129 | 0.6303 | 0.5873 | 0.6081 | 0.9431 |
0.002 | 236.0 | 2124 | 0.4062 | 0.5895 | 0.6079 | 0.5986 | 0.9403 |
0.002 | 237.0 | 2133 | 0.4056 | 0.5953 | 0.6063 | 0.6008 | 0.9406 |
0.002 | 238.0 | 2142 | 0.4076 | 0.6083 | 0.6005 | 0.6044 | 0.9412 |
0.002 | 239.0 | 2151 | 0.4087 | 0.6096 | 0.6048 | 0.6072 | 0.9420 |
0.002 | 240.0 | 2160 | 0.4143 | 0.6094 | 0.6026 | 0.6060 | 0.9424 |
0.002 | 241.0 | 2169 | 0.4202 | 0.6205 | 0.5873 | 0.6034 | 0.9428 |
0.002 | 242.0 | 2178 | 0.4157 | 0.6133 | 0.5984 | 0.6058 | 0.9423 |
0.002 | 243.0 | 2187 | 0.4173 | 0.6083 | 0.5958 | 0.6020 | 0.9423 |
0.002 | 244.0 | 2196 | 0.4275 | 0.6001 | 0.5931 | 0.5966 | 0.9415 |
0.002 | 245.0 | 2205 | 0.4288 | 0.6192 | 0.5963 | 0.6075 | 0.9426 |
0.002 | 246.0 | 2214 | 0.4250 | 0.6218 | 0.5862 | 0.6035 | 0.9421 |
0.002 | 247.0 | 2223 | 0.4169 | 0.6177 | 0.6053 | 0.6114 | 0.9418 |
0.002 | 248.0 | 2232 | 0.4143 | 0.6061 | 0.6122 | 0.6091 | 0.9410 |
0.002 | 249.0 | 2241 | 0.4108 | 0.6027 | 0.6116 | 0.6071 | 0.9410 |
0.002 | 250.0 | 2250 | 0.4127 | 0.6095 | 0.6095 | 0.6095 | 0.9420 |
0.002 | 251.0 | 2259 | 0.4183 | 0.6216 | 0.5989 | 0.6101 | 0.9428 |
0.002 | 252.0 | 2268 | 0.4212 | 0.6195 | 0.5910 | 0.6049 | 0.9421 |
0.002 | 253.0 | 2277 | 0.4133 | 0.5808 | 0.6159 | 0.5978 | 0.9399 |
0.002 | 254.0 | 2286 | 0.4147 | 0.6068 | 0.5937 | 0.6002 | 0.9416 |
0.002 | 255.0 | 2295 | 0.4170 | 0.6205 | 0.5857 | 0.6026 | 0.9427 |
0.002 | 256.0 | 2304 | 0.4153 | 0.6170 | 0.5942 | 0.6054 | 0.9428 |
0.002 | 257.0 | 2313 | 0.4102 | 0.5975 | 0.6111 | 0.6042 | 0.9415 |
0.002 | 258.0 | 2322 | 0.4097 | 0.6187 | 0.6 | 0.6092 | 0.9423 |
0.002 | 259.0 | 2331 | 0.4074 | 0.6034 | 0.6085 | 0.6059 | 0.9411 |
0.002 | 260.0 | 2340 | 0.4109 | 0.6179 | 0.6032 | 0.6104 | 0.9425 |
0.002 | 261.0 | 2349 | 0.4122 | 0.6142 | 0.6048 | 0.6094 | 0.9429 |
0.002 | 262.0 | 2358 | 0.4171 | 0.6302 | 0.5905 | 0.6097 | 0.9432 |
0.002 | 263.0 | 2367 | 0.4198 | 0.6044 | 0.6005 | 0.6024 | 0.9421 |
0.002 | 264.0 | 2376 | 0.4131 | 0.5934 | 0.6138 | 0.6034 | 0.9414 |
0.002 | 265.0 | 2385 | 0.4067 | 0.6200 | 0.5974 | 0.6085 | 0.9416 |
0.002 | 266.0 | 2394 | 0.4041 | 0.6133 | 0.6101 | 0.6117 | 0.9425 |
0.002 | 267.0 | 2403 | 0.4070 | 0.6001 | 0.6185 | 0.6092 | 0.9424 |
0.002 | 268.0 | 2412 | 0.4135 | 0.6149 | 0.6101 | 0.6125 | 0.9429 |
0.002 | 269.0 | 2421 | 0.4155 | 0.6298 | 0.6021 | 0.6156 | 0.9432 |
0.002 | 270.0 | 2430 | 0.4159 | 0.6220 | 0.6042 | 0.6130 | 0.9428 |
0.002 | 271.0 | 2439 | 0.4106 | 0.5896 | 0.6164 | 0.6027 | 0.9412 |
0.002 | 272.0 | 2448 | 0.4162 | 0.6117 | 0.6143 | 0.6130 | 0.9422 |
0.002 | 273.0 | 2457 | 0.4163 | 0.6198 | 0.6106 | 0.6151 | 0.9428 |
0.002 | 274.0 | 2466 | 0.4086 | 0.6125 | 0.6122 | 0.6123 | 0.9424 |
0.002 | 275.0 | 2475 | 0.4162 | 0.6277 | 0.6058 | 0.6166 | 0.9428 |
0.002 | 276.0 | 2484 | 0.4113 | 0.6023 | 0.6153 | 0.6087 | 0.9422 |
0.002 | 277.0 | 2493 | 0.4152 | 0.6152 | 0.6005 | 0.6078 | 0.9423 |
0.0019 | 278.0 | 2502 | 0.4149 | 0.6172 | 0.5989 | 0.6079 | 0.9417 |
0.0019 | 279.0 | 2511 | 0.4087 | 0.6065 | 0.6116 | 0.6091 | 0.9410 |
0.0019 | 280.0 | 2520 | 0.4107 | 0.6066 | 0.6069 | 0.6067 | 0.9411 |
0.0019 | 281.0 | 2529 | 0.4135 | 0.6201 | 0.5968 | 0.6083 | 0.9423 |
0.0019 | 282.0 | 2538 | 0.4134 | 0.6176 | 0.6016 | 0.6095 | 0.9425 |
0.0019 | 283.0 | 2547 | 0.4099 | 0.5772 | 0.6228 | 0.5991 | 0.9402 |
0.0019 | 284.0 | 2556 | 0.4114 | 0.6113 | 0.6058 | 0.6086 | 0.9428 |
0.0019 | 285.0 | 2565 | 0.4152 | 0.6461 | 0.5942 | 0.6191 | 0.9440 |
0.0019 | 286.0 | 2574 | 0.4017 | 0.6182 | 0.6159 | 0.6170 | 0.9428 |
0.0019 | 287.0 | 2583 | 0.4020 | 0.6063 | 0.6169 | 0.6116 | 0.9420 |
0.0019 | 288.0 | 2592 | 0.4123 | 0.6019 | 0.6111 | 0.6065 | 0.9422 |
0.0019 | 289.0 | 2601 | 0.4187 | 0.6166 | 0.6042 | 0.6104 | 0.9428 |
0.0019 | 290.0 | 2610 | 0.4205 | 0.6218 | 0.5889 | 0.6049 | 0.9425 |
0.0019 | 291.0 | 2619 | 0.4187 | 0.6180 | 0.5889 | 0.6031 | 0.9424 |
0.0019 | 292.0 | 2628 | 0.4185 | 0.6123 | 0.5899 | 0.6009 | 0.9419 |
0.0019 | 293.0 | 2637 | 0.4183 | 0.6153 | 0.5942 | 0.6046 | 0.9425 |
0.0019 | 294.0 | 2646 | 0.4194 | 0.6300 | 0.5847 | 0.6065 | 0.9430 |
0.0019 | 295.0 | 2655 | 0.4195 | 0.6281 | 0.5915 | 0.6093 | 0.9432 |
0.0019 | 296.0 | 2664 | 0.4134 | 0.6171 | 0.6037 | 0.6103 | 0.9427 |
0.0019 | 297.0 | 2673 | 0.4127 | 0.6121 | 0.6153 | 0.6137 | 0.9424 |
0.0019 | 298.0 | 2682 | 0.4152 | 0.6119 | 0.6132 | 0.6126 | 0.9423 |
0.0019 | 299.0 | 2691 | 0.4242 | 0.6227 | 0.5974 | 0.6098 | 0.9429 |
0.0019 | 300.0 | 2700 | 0.4220 | 0.6189 | 0.6032 | 0.6109 | 0.9426 |
0.0019 | 301.0 | 2709 | 0.4231 | 0.6095 | 0.6095 | 0.6095 | 0.9421 |
0.0019 | 302.0 | 2718 | 0.4246 | 0.5891 | 0.6085 | 0.5986 | 0.9406 |
0.0019 | 303.0 | 2727 | 0.4277 | 0.6074 | 0.6058 | 0.6066 | 0.9411 |
0.0019 | 304.0 | 2736 | 0.4294 | 0.6035 | 0.5968 | 0.6002 | 0.9408 |
0.0019 | 305.0 | 2745 | 0.4304 | 0.6099 | 0.5947 | 0.6022 | 0.9413 |
0.0019 | 306.0 | 2754 | 0.4282 | 0.6198 | 0.5884 | 0.6037 | 0.9417 |
0.0019 | 307.0 | 2763 | 0.4207 | 0.5769 | 0.6153 | 0.5955 | 0.9390 |
0.0019 | 308.0 | 2772 | 0.4196 | 0.5999 | 0.6116 | 0.6057 | 0.9408 |
0.0019 | 309.0 | 2781 | 0.4265 | 0.6136 | 0.5889 | 0.6010 | 0.9419 |
0.0019 | 310.0 | 2790 | 0.4259 | 0.5965 | 0.6053 | 0.6008 | 0.9405 |
0.0019 | 311.0 | 2799 | 0.4249 | 0.5989 | 0.6074 | 0.6031 | 0.9404 |
0.0019 | 312.0 | 2808 | 0.4258 | 0.5967 | 0.6090 | 0.6028 | 0.9403 |
0.0019 | 313.0 | 2817 | 0.4235 | 0.6034 | 0.6085 | 0.6059 | 0.9403 |
0.0019 | 314.0 | 2826 | 0.4239 | 0.6146 | 0.6042 | 0.6094 | 0.9405 |
0.0019 | 315.0 | 2835 | 0.4267 | 0.6309 | 0.5878 | 0.6086 | 0.9417 |
0.0019 | 316.0 | 2844 | 0.4288 | 0.6251 | 0.5857 | 0.6048 | 0.9419 |
0.0019 | 317.0 | 2853 | 0.4264 | 0.5939 | 0.6106 | 0.6021 | 0.9398 |
0.0019 | 318.0 | 2862 | 0.4275 | 0.5965 | 0.6085 | 0.6024 | 0.9400 |
0.0019 | 319.0 | 2871 | 0.4277 | 0.6077 | 0.6048 | 0.6062 | 0.9409 |
0.0019 | 320.0 | 2880 | 0.4316 | 0.6030 | 0.6026 | 0.6028 | 0.9409 |
0.0019 | 321.0 | 2889 | 0.4323 | 0.5984 | 0.6016 | 0.6000 | 0.9406 |
0.0019 | 322.0 | 2898 | 0.4329 | 0.6118 | 0.5905 | 0.6010 | 0.9414 |
0.0019 | 323.0 | 2907 | 0.4324 | 0.6176 | 0.5931 | 0.6051 | 0.9420 |
0.0019 | 324.0 | 2916 | 0.4282 | 0.6104 | 0.5984 | 0.6043 | 0.9420 |
0.0019 | 325.0 | 2925 | 0.4257 | 0.6116 | 0.6016 | 0.6066 | 0.9425 |
0.0019 | 326.0 | 2934 | 0.4229 | 0.5869 | 0.6127 | 0.5995 | 0.9404 |
0.0019 | 327.0 | 2943 | 0.4228 | 0.5831 | 0.6127 | 0.5975 | 0.9398 |
0.0019 | 328.0 | 2952 | 0.4214 | 0.5815 | 0.6116 | 0.5962 | 0.9395 |
0.0019 | 329.0 | 2961 | 0.4230 | 0.6001 | 0.6042 | 0.6022 | 0.9412 |
0.0019 | 330.0 | 2970 | 0.4280 | 0.6165 | 0.5963 | 0.6062 | 0.9423 |
0.0019 | 331.0 | 2979 | 0.4237 | 0.6043 | 0.6011 | 0.6027 | 0.9412 |
0.0019 | 332.0 | 2988 | 0.4223 | 0.6027 | 0.6011 | 0.6019 | 0.9411 |
0.0019 | 333.0 | 2997 | 0.4266 | 0.6179 | 0.5921 | 0.6047 | 0.9424 |
0.0015 | 334.0 | 3006 | 0.4279 | 0.6184 | 0.5995 | 0.6088 | 0.9426 |
0.0015 | 335.0 | 3015 | 0.4330 | 0.6237 | 0.5910 | 0.6069 | 0.9426 |
0.0015 | 336.0 | 3024 | 0.4378 | 0.6318 | 0.5783 | 0.6039 | 0.9423 |
0.0015 | 337.0 | 3033 | 0.4342 | 0.6203 | 0.5878 | 0.6036 | 0.9419 |
0.0015 | 338.0 | 3042 | 0.4311 | 0.6161 | 0.5979 | 0.6069 | 0.9420 |
0.0015 | 339.0 | 3051 | 0.4281 | 0.6097 | 0.6016 | 0.6056 | 0.9421 |
0.0015 | 340.0 | 3060 | 0.4260 | 0.5995 | 0.6026 | 0.6011 | 0.9415 |
0.0015 | 341.0 | 3069 | 0.4289 | 0.5865 | 0.6079 | 0.5970 | 0.9406 |
0.0015 | 342.0 | 3078 | 0.4304 | 0.6010 | 0.6090 | 0.6050 | 0.9413 |
0.0015 | 343.0 | 3087 | 0.4316 | 0.6059 | 0.5995 | 0.6027 | 0.9411 |
0.0015 | 344.0 | 3096 | 0.4419 | 0.6331 | 0.5815 | 0.6062 | 0.9421 |
0.0015 | 345.0 | 3105 | 0.4352 | 0.6204 | 0.5942 | 0.6070 | 0.9420 |
0.0015 | 346.0 | 3114 | 0.4285 | 0.6044 | 0.6127 | 0.6085 | 0.9409 |
0.0015 | 347.0 | 3123 | 0.4262 | 0.6061 | 0.6122 | 0.6091 | 0.9410 |
0.0015 | 348.0 | 3132 | 0.4351 | 0.6345 | 0.5905 | 0.6117 | 0.9429 |
0.0015 | 349.0 | 3141 | 0.4282 | 0.6179 | 0.6032 | 0.6104 | 0.9421 |
0.0015 | 350.0 | 3150 | 0.4268 | 0.6148 | 0.6048 | 0.6098 | 0.9418 |
0.0015 | 351.0 | 3159 | 0.4269 | 0.6162 | 0.6032 | 0.6096 | 0.9421 |
0.0015 | 352.0 | 3168 | 0.4290 | 0.6200 | 0.5974 | 0.6085 | 0.9424 |
0.0015 | 353.0 | 3177 | 0.4240 | 0.6056 | 0.6085 | 0.6070 | 0.9415 |
0.0015 | 354.0 | 3186 | 0.4248 | 0.5821 | 0.6286 | 0.6044 | 0.9404 |
0.0015 | 355.0 | 3195 | 0.4262 | 0.5932 | 0.6265 | 0.6094 | 0.9412 |
0.0015 | 356.0 | 3204 | 0.4299 | 0.6146 | 0.6074 | 0.6110 | 0.9421 |
0.0015 | 357.0 | 3213 | 0.4335 | 0.6291 | 0.5931 | 0.6106 | 0.9426 |
0.0015 | 358.0 | 3222 | 0.4301 | 0.6296 | 0.5989 | 0.6139 | 0.9427 |
0.0015 | 359.0 | 3231 | 0.4273 | 0.6290 | 0.6037 | 0.6161 | 0.9426 |
0.0015 | 360.0 | 3240 | 0.4230 | 0.6261 | 0.6042 | 0.6150 | 0.9423 |
0.0015 | 361.0 | 3249 | 0.4231 | 0.6233 | 0.6058 | 0.6144 | 0.9424 |
0.0015 | 362.0 | 3258 | 0.4257 | 0.6271 | 0.6058 | 0.6163 | 0.9427 |
0.0015 | 363.0 | 3267 | 0.4223 | 0.6095 | 0.6169 | 0.6132 | 0.9414 |
0.0015 | 364.0 | 3276 | 0.4240 | 0.6082 | 0.6185 | 0.6133 | 0.9417 |
0.0015 | 365.0 | 3285 | 0.4284 | 0.6218 | 0.6116 | 0.6167 | 0.9426 |
0.0015 | 366.0 | 3294 | 0.4356 | 0.6337 | 0.5995 | 0.6161 | 0.9431 |
0.0015 | 367.0 | 3303 | 0.4469 | 0.6478 | 0.5926 | 0.6190 | 0.9433 |
0.0015 | 368.0 | 3312 | 0.4478 | 0.6459 | 0.5937 | 0.6187 | 0.9433 |
0.0015 | 369.0 | 3321 | 0.4398 | 0.6335 | 0.6 | 0.6163 | 0.9430 |
0.0015 | 370.0 | 3330 | 0.4342 | 0.6211 | 0.6053 | 0.6131 | 0.9424 |
0.0015 | 371.0 | 3339 | 0.4319 | 0.6181 | 0.6079 | 0.6130 | 0.9422 |
0.0015 | 372.0 | 3348 | 0.4319 | 0.625 | 0.6085 | 0.6166 | 0.9428 |
0.0015 | 373.0 | 3357 | 0.4316 | 0.6264 | 0.6032 | 0.6146 | 0.9430 |
0.0015 | 374.0 | 3366 | 0.4288 | 0.6166 | 0.6143 | 0.6154 | 0.9425 |
0.0015 | 375.0 | 3375 | 0.4305 | 0.6187 | 0.6069 | 0.6127 | 0.9425 |
0.0015 | 376.0 | 3384 | 0.4321 | 0.6200 | 0.6 | 0.6098 | 0.9427 |
0.0015 | 377.0 | 3393 | 0.4316 | 0.6228 | 0.6011 | 0.6117 | 0.9429 |
0.0015 | 378.0 | 3402 | 0.4337 | 0.6276 | 0.6011 | 0.6141 | 0.9431 |
0.0015 | 379.0 | 3411 | 0.4366 | 0.6424 | 0.5968 | 0.6188 | 0.9437 |
0.0015 | 380.0 | 3420 | 0.4387 | 0.6447 | 0.5942 | 0.6184 | 0.9438 |
0.0015 | 381.0 | 3429 | 0.4357 | 0.6226 | 0.6085 | 0.6155 | 0.9428 |
0.0015 | 382.0 | 3438 | 0.4294 | 0.5981 | 0.6228 | 0.6102 | 0.9410 |
0.0015 | 383.0 | 3447 | 0.4280 | 0.6103 | 0.6116 | 0.6110 | 0.9419 |
0.0015 | 384.0 | 3456 | 0.4309 | 0.6291 | 0.6048 | 0.6167 | 0.9433 |
0.0015 | 385.0 | 3465 | 0.4326 | 0.6311 | 0.6011 | 0.6157 | 0.9432 |
0.0015 | 386.0 | 3474 | 0.4337 | 0.6338 | 0.6026 | 0.6178 | 0.9433 |
0.0015 | 387.0 | 3483 | 0.4312 | 0.6239 | 0.6101 | 0.6169 | 0.9429 |
0.0015 | 388.0 | 3492 | 0.4305 | 0.6152 | 0.6116 | 0.6134 | 0.9422 |
0.0014 | 389.0 | 3501 | 0.4291 | 0.6154 | 0.6180 | 0.6167 | 0.9424 |
0.0014 | 390.0 | 3510 | 0.4313 | 0.6220 | 0.6138 | 0.6178 | 0.9429 |
0.0014 | 391.0 | 3519 | 0.4355 | 0.6297 | 0.6063 | 0.6178 | 0.9435 |
0.0014 | 392.0 | 3528 | 0.4368 | 0.6294 | 0.6085 | 0.6188 | 0.9433 |
0.0014 | 393.0 | 3537 | 0.4379 | 0.6327 | 0.6042 | 0.6181 | 0.9433 |
0.0014 | 394.0 | 3546 | 0.4368 | 0.6273 | 0.6037 | 0.6153 | 0.9431 |
0.0014 | 395.0 | 3555 | 0.4372 | 0.5974 | 0.6132 | 0.6052 | 0.9410 |
0.0014 | 396.0 | 3564 | 0.4378 | 0.6149 | 0.6074 | 0.6111 | 0.9421 |
0.0014 | 397.0 | 3573 | 0.4419 | 0.6302 | 0.6005 | 0.6150 | 0.9427 |
0.0014 | 398.0 | 3582 | 0.4438 | 0.6209 | 0.6074 | 0.6141 | 0.9425 |
0.0014 | 399.0 | 3591 | 0.4458 | 0.6230 | 0.6058 | 0.6143 | 0.9427 |
0.0014 | 400.0 | 3600 | 0.4436 | 0.6212 | 0.6116 | 0.6164 | 0.9429 |
0.0014 | 401.0 | 3609 | 0.4423 | 0.6125 | 0.6138 | 0.6131 | 0.9423 |
0.0014 | 402.0 | 3618 | 0.4404 | 0.6146 | 0.6101 | 0.6123 | 0.9422 |
0.0014 | 403.0 | 3627 | 0.4400 | 0.6231 | 0.6 | 0.6113 | 0.9425 |
0.0014 | 404.0 | 3636 | 0.4396 | 0.6199 | 0.6005 | 0.6101 | 0.9426 |
0.0014 | 405.0 | 3645 | 0.4403 | 0.6194 | 0.6037 | 0.6115 | 0.9429 |
0.0014 | 406.0 | 3654 | 0.4429 | 0.6238 | 0.6037 | 0.6136 | 0.9428 |
0.0014 | 407.0 | 3663 | 0.4406 | 0.6096 | 0.6122 | 0.6109 | 0.9422 |
0.0014 | 408.0 | 3672 | 0.4403 | 0.6132 | 0.6132 | 0.6132 | 0.9426 |
0.0014 | 409.0 | 3681 | 0.4397 | 0.6186 | 0.6101 | 0.6143 | 0.9426 |
0.0014 | 410.0 | 3690 | 0.4390 | 0.6188 | 0.6090 | 0.6139 | 0.9424 |
0.0014 | 411.0 | 3699 | 0.4393 | 0.6169 | 0.6074 | 0.6121 | 0.9421 |
0.0014 | 412.0 | 3708 | 0.4413 | 0.6183 | 0.6085 | 0.6133 | 0.9424 |
0.0014 | 413.0 | 3717 | 0.4409 | 0.6150 | 0.6111 | 0.6131 | 0.9424 |
0.0014 | 414.0 | 3726 | 0.4401 | 0.6120 | 0.6116 | 0.6118 | 0.9422 |
0.0014 | 415.0 | 3735 | 0.4404 | 0.6151 | 0.6106 | 0.6129 | 0.9424 |
0.0014 | 416.0 | 3744 | 0.4405 | 0.6185 | 0.6074 | 0.6129 | 0.9423 |
0.0014 | 417.0 | 3753 | 0.4393 | 0.6234 | 0.6106 | 0.6169 | 0.9426 |
0.0014 | 418.0 | 3762 | 0.4385 | 0.6213 | 0.6111 | 0.6162 | 0.9425 |
0.0014 | 419.0 | 3771 | 0.4386 | 0.6258 | 0.6069 | 0.6162 | 0.9429 |
0.0014 | 420.0 | 3780 | 0.4386 | 0.6251 | 0.6026 | 0.6137 | 0.9429 |
0.0014 | 421.0 | 3789 | 0.4399 | 0.6280 | 0.6037 | 0.6156 | 0.9431 |
0.0014 | 422.0 | 3798 | 0.4405 | 0.6181 | 0.6011 | 0.6094 | 0.9427 |
0.0014 | 423.0 | 3807 | 0.4416 | 0.6239 | 0.6048 | 0.6142 | 0.9428 |
0.0014 | 424.0 | 3816 | 0.4419 | 0.6259 | 0.6063 | 0.6160 | 0.9429 |
0.0014 | 425.0 | 3825 | 0.4437 | 0.6284 | 0.6048 | 0.6163 | 0.9430 |
0.0014 | 426.0 | 3834 | 0.4429 | 0.6264 | 0.6032 | 0.6146 | 0.9427 |
0.0014 | 427.0 | 3843 | 0.4465 | 0.6414 | 0.5952 | 0.6175 | 0.9432 |
0.0014 | 428.0 | 3852 | 0.4521 | 0.6366 | 0.5868 | 0.6107 | 0.9427 |
0.0014 | 429.0 | 3861 | 0.4503 | 0.6308 | 0.5931 | 0.6114 | 0.9428 |
0.0014 | 430.0 | 3870 | 0.4474 | 0.6267 | 0.5979 | 0.6120 | 0.9427 |
0.0014 | 431.0 | 3879 | 0.4424 | 0.6103 | 0.6048 | 0.6075 | 0.9421 |
0.0014 | 432.0 | 3888 | 0.4418 | 0.6147 | 0.6069 | 0.6108 | 0.9426 |
0.0014 | 433.0 | 3897 | 0.4411 | 0.6157 | 0.6069 | 0.6112 | 0.9427 |
0.0014 | 434.0 | 3906 | 0.4380 | 0.6089 | 0.6122 | 0.6106 | 0.9422 |
0.0014 | 435.0 | 3915 | 0.4383 | 0.6078 | 0.6101 | 0.6089 | 0.9417 |
0.0014 | 436.0 | 3924 | 0.4392 | 0.6155 | 0.6074 | 0.6115 | 0.9420 |
0.0014 | 437.0 | 3933 | 0.4399 | 0.6162 | 0.6074 | 0.6118 | 0.9421 |
0.0014 | 438.0 | 3942 | 0.4396 | 0.6172 | 0.6090 | 0.6130 | 0.9419 |
0.0014 | 439.0 | 3951 | 0.4399 | 0.6147 | 0.6053 | 0.6100 | 0.9418 |
0.0014 | 440.0 | 3960 | 0.4397 | 0.6157 | 0.6069 | 0.6112 | 0.9422 |
0.0014 | 441.0 | 3969 | 0.4396 | 0.6180 | 0.6053 | 0.6116 | 0.9423 |
0.0014 | 442.0 | 3978 | 0.4388 | 0.6141 | 0.6063 | 0.6102 | 0.9421 |
0.0014 | 443.0 | 3987 | 0.4389 | 0.6101 | 0.6085 | 0.6093 | 0.9422 |
0.0014 | 444.0 | 3996 | 0.4404 | 0.6111 | 0.6069 | 0.6090 | 0.9421 |
0.0013 | 445.0 | 4005 | 0.4443 | 0.6295 | 0.6042 | 0.6166 | 0.9431 |
0.0013 | 446.0 | 4014 | 0.4459 | 0.6330 | 0.6005 | 0.6163 | 0.9432 |
0.0013 | 447.0 | 4023 | 0.4442 | 0.6213 | 0.6042 | 0.6127 | 0.9426 |
0.0013 | 448.0 | 4032 | 0.4432 | 0.6043 | 0.6101 | 0.6072 | 0.9417 |
0.0013 | 449.0 | 4041 | 0.4436 | 0.6023 | 0.6106 | 0.6064 | 0.9414 |
0.0013 | 450.0 | 4050 | 0.4436 | 0.6018 | 0.6116 | 0.6067 | 0.9414 |
0.0013 | 451.0 | 4059 | 0.4429 | 0.6007 | 0.6122 | 0.6064 | 0.9414 |
0.0013 | 452.0 | 4068 | 0.4427 | 0.6069 | 0.6111 | 0.6090 | 0.9418 |
0.0013 | 453.0 | 4077 | 0.4441 | 0.6139 | 0.6058 | 0.6099 | 0.9419 |
0.0013 | 454.0 | 4086 | 0.4439 | 0.6170 | 0.6053 | 0.6111 | 0.9422 |
0.0013 | 455.0 | 4095 | 0.4445 | 0.6146 | 0.6042 | 0.6094 | 0.9421 |
0.0013 | 456.0 | 4104 | 0.4449 | 0.6138 | 0.6079 | 0.6108 | 0.9420 |
0.0013 | 457.0 | 4113 | 0.4444 | 0.6145 | 0.6090 | 0.6117 | 0.9421 |
0.0013 | 458.0 | 4122 | 0.4450 | 0.6189 | 0.6085 | 0.6137 | 0.9425 |
0.0013 | 459.0 | 4131 | 0.4460 | 0.6224 | 0.6053 | 0.6137 | 0.9427 |
0.0013 | 460.0 | 4140 | 0.4448 | 0.6191 | 0.6063 | 0.6127 | 0.9427 |
0.0013 | 461.0 | 4149 | 0.4445 | 0.6160 | 0.6085 | 0.6122 | 0.9425 |
0.0013 | 462.0 | 4158 | 0.4442 | 0.6137 | 0.6095 | 0.6116 | 0.9421 |
0.0013 | 463.0 | 4167 | 0.4443 | 0.6149 | 0.6116 | 0.6133 | 0.9423 |
0.0013 | 464.0 | 4176 | 0.4433 | 0.6135 | 0.6106 | 0.6120 | 0.9418 |
0.0013 | 465.0 | 4185 | 0.4431 | 0.6138 | 0.6106 | 0.6122 | 0.9418 |
0.0013 | 466.0 | 4194 | 0.4432 | 0.6130 | 0.6101 | 0.6115 | 0.9414 |
0.0013 | 467.0 | 4203 | 0.4434 | 0.6135 | 0.6090 | 0.6113 | 0.9414 |
0.0013 | 468.0 | 4212 | 0.4436 | 0.6195 | 0.6090 | 0.6142 | 0.9421 |
0.0013 | 469.0 | 4221 | 0.4439 | 0.6204 | 0.6095 | 0.6149 | 0.9423 |
0.0013 | 470.0 | 4230 | 0.4441 | 0.6226 | 0.6101 | 0.6162 | 0.9424 |
0.0013 | 471.0 | 4239 | 0.4437 | 0.6167 | 0.6111 | 0.6139 | 0.9421 |
0.0013 | 472.0 | 4248 | 0.4445 | 0.6202 | 0.6090 | 0.6145 | 0.9424 |
0.0013 | 473.0 | 4257 | 0.4446 | 0.6220 | 0.6095 | 0.6157 | 0.9424 |
0.0013 | 474.0 | 4266 | 0.4425 | 0.6087 | 0.6116 | 0.6102 | 0.9413 |
0.0013 | 475.0 | 4275 | 0.4425 | 0.6052 | 0.6116 | 0.6084 | 0.9411 |
0.0013 | 476.0 | 4284 | 0.4420 | 0.5977 | 0.6148 | 0.6062 | 0.9408 |
0.0013 | 477.0 | 4293 | 0.4417 | 0.5953 | 0.6148 | 0.6049 | 0.9407 |
0.0013 | 478.0 | 4302 | 0.4418 | 0.5990 | 0.6148 | 0.6068 | 0.9410 |
0.0013 | 479.0 | 4311 | 0.4423 | 0.6035 | 0.6153 | 0.6094 | 0.9411 |
0.0013 | 480.0 | 4320 | 0.4432 | 0.6099 | 0.6106 | 0.6103 | 0.9415 |
0.0013 | 481.0 | 4329 | 0.4446 | 0.6153 | 0.6085 | 0.6119 | 0.9420 |
0.0013 | 482.0 | 4338 | 0.4455 | 0.6175 | 0.6074 | 0.6124 | 0.9421 |
0.0013 | 483.0 | 4347 | 0.4456 | 0.6184 | 0.6079 | 0.6131 | 0.9421 |
0.0013 | 484.0 | 4356 | 0.4464 | 0.6202 | 0.6074 | 0.6137 | 0.9423 |
0.0013 | 485.0 | 4365 | 0.4466 | 0.6203 | 0.6069 | 0.6135 | 0.9423 |
0.0013 | 486.0 | 4374 | 0.4466 | 0.6193 | 0.6069 | 0.6130 | 0.9423 |
0.0013 | 487.0 | 4383 | 0.4466 | 0.6239 | 0.6074 | 0.6155 | 0.9425 |
0.0013 | 488.0 | 4392 | 0.4463 | 0.6231 | 0.6079 | 0.6154 | 0.9424 |
0.0013 | 489.0 | 4401 | 0.4464 | 0.6238 | 0.6079 | 0.6158 | 0.9425 |
0.0013 | 490.0 | 4410 | 0.4467 | 0.6265 | 0.6079 | 0.6171 | 0.9427 |
0.0013 | 491.0 | 4419 | 0.4468 | 0.6247 | 0.6069 | 0.6157 | 0.9426 |
0.0013 | 492.0 | 4428 | 0.4466 | 0.6236 | 0.6074 | 0.6154 | 0.9425 |
0.0013 | 493.0 | 4437 | 0.4463 | 0.6208 | 0.6063 | 0.6135 | 0.9424 |
0.0013 | 494.0 | 4446 | 0.4462 | 0.6227 | 0.6069 | 0.6147 | 0.9425 |
0.0013 | 495.0 | 4455 | 0.4461 | 0.6232 | 0.6063 | 0.6146 | 0.9425 |
0.0013 | 496.0 | 4464 | 0.4460 | 0.6228 | 0.6063 | 0.6145 | 0.9425 |
0.0013 | 497.0 | 4473 | 0.4459 | 0.6227 | 0.6069 | 0.6147 | 0.9425 |
0.0013 | 498.0 | 4482 | 0.4459 | 0.6232 | 0.6074 | 0.6152 | 0.9426 |
0.0013 | 499.0 | 4491 | 0.4459 | 0.6230 | 0.6069 | 0.6148 | 0.9426 |
0.0012 | 500.0 | 4500 | 0.4459 | 0.6234 | 0.6069 | 0.6150 | 0.9426 |
Framework versions
- Transformers 4.26.1
- Pytorch 1.13.1+cu116
- Datasets 2.10.1
- Tokenizers 0.13.2