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nerui-lora-r16-3

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  1. README.md +113 -115
  2. nerui-lora/pytorch_adapter.bin +1 -1
  3. nerui-lora/pytorch_model_head.bin +1 -1
  4. runs/Jun04_02-20-58_a358b85c7679/events.out.tfevents.1717467668.a358b85c7679.435273.0 +2 -2
README.md CHANGED
@@ -1,6 +1,4 @@
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  ---
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- language:
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- - id
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  license: mit
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  base_model: indolem/indobert-base-uncased
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  tags:
@@ -17,23 +15,23 @@ should probably proofread and complete it, then remove this comment. -->
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  This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.0440
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- - Location Precision: 0.8925
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  - Location Recall: 0.9651
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- - Location F1: 0.9274
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  - Location Number: 86
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- - Organization Precision: 0.9375
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- - Organization Recall: 0.9270
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- - Organization F1: 0.9322
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  - Organization Number: 178
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- - Person Precision: 0.9764
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- - Person Recall: 0.9688
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- - Person F1: 0.9725
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  - Person Number: 128
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- - Overall Precision: 0.9394
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- - Overall Recall: 0.9490
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- - Overall F1: 0.9442
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- - Overall Accuracy: 0.9879
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  ## Model description
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@@ -64,106 +62,106 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
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  |:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:|
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- | 1.0702 | 1.0 | 96 | 0.6541 | 0.0 | 0.0 | 0.0 | 86 | 0.0 | 0.0 | 0.0 | 178 | 0.0 | 0.0 | 0.0 | 128 | 0.0 | 0.0 | 0.0 | 0.8435 |
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- | 0.6334 | 2.0 | 192 | 0.5098 | 0.0 | 0.0 | 0.0 | 86 | 0.6 | 0.0169 | 0.0328 | 178 | 0.0 | 0.0 | 0.0 | 128 | 0.375 | 0.0077 | 0.015 | 0.8440 |
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- | 0.5002 | 3.0 | 288 | 0.3652 | 0.25 | 0.0233 | 0.0426 | 86 | 0.3671 | 0.1629 | 0.2257 | 178 | 0.3252 | 0.3125 | 0.3187 | 128 | 0.3381 | 0.1811 | 0.2359 | 0.8758 |
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- | 0.3547 | 4.0 | 384 | 0.2533 | 0.4889 | 0.2558 | 0.3359 | 86 | 0.5178 | 0.5730 | 0.544 | 178 | 0.5776 | 0.7266 | 0.6436 | 128 | 0.5385 | 0.5536 | 0.5459 | 0.9247 |
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- | 0.2464 | 5.0 | 480 | 0.1831 | 0.7013 | 0.6279 | 0.6626 | 86 | 0.6136 | 0.7584 | 0.6784 | 178 | 0.7655 | 0.8672 | 0.8132 | 128 | 0.6787 | 0.7653 | 0.7194 | 0.9503 |
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- | 0.1901 | 6.0 | 576 | 0.1432 | 0.7553 | 0.8256 | 0.7889 | 86 | 0.7353 | 0.8427 | 0.7853 | 178 | 0.8897 | 0.9453 | 0.9167 | 128 | 0.7880 | 0.8724 | 0.8281 | 0.9636 |
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- | 0.159 | 7.0 | 672 | 0.1220 | 0.7684 | 0.8488 | 0.8066 | 86 | 0.7853 | 0.8427 | 0.8130 | 178 | 0.8849 | 0.9609 | 0.9213 | 128 | 0.8141 | 0.8827 | 0.8470 | 0.9671 |
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- | 0.1398 | 8.0 | 768 | 0.0960 | 0.7895 | 0.8721 | 0.8287 | 86 | 0.8289 | 0.8708 | 0.8493 | 178 | 0.9462 | 0.9609 | 0.9535 | 128 | 0.8568 | 0.9005 | 0.8781 | 0.9738 |
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- | 0.1294 | 9.0 | 864 | 0.0884 | 0.8295 | 0.8488 | 0.8391 | 86 | 0.8272 | 0.8876 | 0.8564 | 178 | 0.9470 | 0.9766 | 0.9615 | 128 | 0.8662 | 0.9082 | 0.8867 | 0.9752 |
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- | 0.1202 | 10.0 | 960 | 0.0821 | 0.8152 | 0.8721 | 0.8427 | 86 | 0.8325 | 0.9213 | 0.8747 | 178 | 0.9328 | 0.9766 | 0.9542 | 128 | 0.8605 | 0.9286 | 0.8933 | 0.9768 |
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- | 0.1081 | 11.0 | 1056 | 0.0783 | 0.8172 | 0.8837 | 0.8492 | 86 | 0.8715 | 0.8764 | 0.8739 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.8834 | 0.9082 | 0.8956 | 0.9776 |
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- | 0.1022 | 12.0 | 1152 | 0.0719 | 0.8370 | 0.8953 | 0.8652 | 86 | 0.8617 | 0.9101 | 0.8852 | 178 | 0.9398 | 0.9766 | 0.9579 | 128 | 0.8814 | 0.9286 | 0.9043 | 0.9781 |
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- | 0.0991 | 13.0 | 1248 | 0.0685 | 0.8667 | 0.9070 | 0.8864 | 86 | 0.8846 | 0.9045 | 0.8944 | 178 | 0.9542 | 0.9766 | 0.9653 | 128 | 0.9032 | 0.9286 | 0.9157 | 0.9803 |
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- | 0.0916 | 14.0 | 1344 | 0.0666 | 0.8043 | 0.8605 | 0.8315 | 86 | 0.8876 | 0.8876 | 0.8876 | 178 | 0.9538 | 0.9688 | 0.9612 | 128 | 0.89 | 0.9082 | 0.8990 | 0.9781 |
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- | 0.088 | 15.0 | 1440 | 0.0613 | 0.8556 | 0.8953 | 0.875 | 86 | 0.8871 | 0.9270 | 0.9066 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.9037 | 0.9337 | 0.9184 | 0.9811 |
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- | 0.0851 | 16.0 | 1536 | 0.0614 | 0.8404 | 0.9186 | 0.8778 | 86 | 0.8804 | 0.9101 | 0.8950 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.8968 | 0.9311 | 0.9136 | 0.9814 |
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- | 0.0821 | 17.0 | 1632 | 0.0598 | 0.8462 | 0.8953 | 0.8701 | 86 | 0.8846 | 0.9045 | 0.8944 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9027 | 0.9235 | 0.9130 | 0.9811 |
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- | 0.0791 | 18.0 | 1728 | 0.0573 | 0.8764 | 0.9070 | 0.8914 | 86 | 0.8852 | 0.9101 | 0.8975 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.9077 | 0.9286 | 0.9180 | 0.9816 |
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- | 0.0792 | 19.0 | 1824 | 0.0576 | 0.8478 | 0.9070 | 0.8764 | 86 | 0.8907 | 0.9157 | 0.9030 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.9035 | 0.9311 | 0.9171 | 0.9806 |
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- | 0.0734 | 20.0 | 1920 | 0.0563 | 0.8211 | 0.9070 | 0.8619 | 86 | 0.8846 | 0.9045 | 0.8944 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9010 | 0.9286 | 0.9146 | 0.9814 |
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- | 0.0716 | 21.0 | 2016 | 0.0563 | 0.8316 | 0.9186 | 0.8729 | 86 | 0.8876 | 0.8876 | 0.8876 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.8980 | 0.9209 | 0.9093 | 0.9816 |
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- | 0.0703 | 22.0 | 2112 | 0.0565 | 0.8602 | 0.9302 | 0.8939 | 86 | 0.8717 | 0.9157 | 0.8932 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9042 | 0.9388 | 0.9212 | 0.9819 |
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- | 0.0687 | 23.0 | 2208 | 0.0558 | 0.7843 | 0.9302 | 0.8511 | 86 | 0.8844 | 0.8596 | 0.8718 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.8883 | 0.9133 | 0.9006 | 0.9800 |
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- | 0.0669 | 24.0 | 2304 | 0.0564 | 0.7980 | 0.9186 | 0.8541 | 86 | 0.8902 | 0.8652 | 0.8775 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.8925 | 0.9107 | 0.9015 | 0.9811 |
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- | 0.0653 | 25.0 | 2400 | 0.0542 | 0.8163 | 0.9302 | 0.8696 | 86 | 0.9075 | 0.8820 | 0.8946 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9073 | 0.9235 | 0.9153 | 0.9825 |
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- | 0.0638 | 26.0 | 2496 | 0.0524 | 0.8061 | 0.9186 | 0.8587 | 86 | 0.9153 | 0.9101 | 0.9127 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9104 | 0.9337 | 0.9219 | 0.9825 |
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- | 0.0618 | 27.0 | 2592 | 0.0521 | 0.8511 | 0.9302 | 0.8889 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.92 | 0.9388 | 0.9293 | 0.9841 |
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- | 0.0611 | 28.0 | 2688 | 0.0531 | 0.8 | 0.9302 | 0.8602 | 86 | 0.9133 | 0.8876 | 0.9003 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9075 | 0.9260 | 0.9167 | 0.9822 |
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- | 0.06 | 29.0 | 2784 | 0.0506 | 0.8511 | 0.9302 | 0.8889 | 86 | 0.9011 | 0.9213 | 0.9111 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9156 | 0.9413 | 0.9283 | 0.9825 |
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- | 0.0586 | 30.0 | 2880 | 0.0494 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9050 | 0.9101 | 0.9076 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9221 | 0.9362 | 0.9291 | 0.9838 |
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- | 0.0549 | 31.0 | 2976 | 0.0497 | 0.8602 | 0.9302 | 0.8939 | 86 | 0.9056 | 0.9157 | 0.9106 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.92 | 0.9388 | 0.9293 | 0.9838 |
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- | 0.0549 | 32.0 | 3072 | 0.0481 | 0.8889 | 0.9302 | 0.9091 | 86 | 0.9061 | 0.9213 | 0.9136 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9246 | 0.9388 | 0.9316 | 0.9854 |
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- | 0.0561 | 33.0 | 3168 | 0.0483 | 0.8182 | 0.9419 | 0.8757 | 86 | 0.9075 | 0.8820 | 0.8946 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9073 | 0.9235 | 0.9153 | 0.9827 |
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- | 0.0566 | 34.0 | 3264 | 0.0455 | 0.8977 | 0.9186 | 0.9080 | 86 | 0.9286 | 0.9494 | 0.9389 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9370 | 0.9490 | 0.9430 | 0.9870 |
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- | 0.0529 | 35.0 | 3360 | 0.0477 | 0.8889 | 0.9302 | 0.9091 | 86 | 0.8913 | 0.9213 | 0.9061 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9177 | 0.9388 | 0.9281 | 0.9852 |
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- | 0.0507 | 36.0 | 3456 | 0.0481 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9071 | 0.9326 | 0.9197 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9183 | 0.9464 | 0.9322 | 0.9854 |
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- | 0.0536 | 37.0 | 3552 | 0.0457 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9050 | 0.9101 | 0.9076 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9194 | 0.9311 | 0.9252 | 0.9852 |
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- | 0.0512 | 38.0 | 3648 | 0.0491 | 0.8438 | 0.9419 | 0.8901 | 86 | 0.9006 | 0.9157 | 0.9081 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9134 | 0.9413 | 0.9271 | 0.9841 |
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- | 0.0489 | 39.0 | 3744 | 0.0478 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9171 | 0.9326 | 0.9248 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9257 | 0.9541 | 0.9397 | 0.9862 |
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- | 0.0503 | 40.0 | 3840 | 0.0456 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9295 | 0.9413 | 0.9354 | 0.9862 |
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- | 0.0502 | 41.0 | 3936 | 0.0473 | 0.8438 | 0.9419 | 0.8901 | 86 | 0.9310 | 0.9101 | 0.9205 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9860 |
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- | 0.0478 | 42.0 | 4032 | 0.0452 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9111 | 0.9213 | 0.9162 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9870 |
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- | 0.0456 | 43.0 | 4128 | 0.0476 | 0.8333 | 0.9302 | 0.8791 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9204 | 0.9439 | 0.9320 | 0.9849 |
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- | 0.0457 | 44.0 | 4224 | 0.0481 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9852 |
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- | 0.0462 | 45.0 | 4320 | 0.0481 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9291 | 0.9362 | 0.9327 | 0.9849 |
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- | 0.045 | 46.0 | 4416 | 0.0502 | 0.8351 | 0.9419 | 0.8852 | 86 | 0.9133 | 0.8876 | 0.9003 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9144 | 0.9260 | 0.9202 | 0.9838 |
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- | 0.0453 | 47.0 | 4512 | 0.0465 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9222 | 0.9326 | 0.9274 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9273 | 0.9439 | 0.9355 | 0.9857 |
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- | 0.0439 | 48.0 | 4608 | 0.0463 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9857 |
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- | 0.0431 | 49.0 | 4704 | 0.0462 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9153 | 0.9101 | 0.9127 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9244 | 0.9362 | 0.9303 | 0.9854 |
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- | 0.041 | 50.0 | 4800 | 0.0463 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9371 | 0.9213 | 0.9292 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9860 |
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- | 0.0412 | 51.0 | 4896 | 0.0459 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9322 | 0.9270 | 0.9296 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9857 |
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- | 0.0408 | 52.0 | 4992 | 0.0464 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9295 | 0.9413 | 0.9354 | 0.9852 |
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- | 0.0412 | 53.0 | 5088 | 0.0482 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9347 | 0.9490 | 0.9418 | 0.9865 |
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- | 0.0411 | 54.0 | 5184 | 0.0444 | 0.8889 | 0.9302 | 0.9091 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9391 | 0.9439 | 0.9415 | 0.9862 |
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- | 0.042 | 55.0 | 5280 | 0.0456 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9371 | 0.9213 | 0.9292 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9367 | 0.9439 | 0.9403 | 0.9860 |
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- | 0.0396 | 56.0 | 5376 | 0.0454 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9248 | 0.9413 | 0.9330 | 0.9868 |
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- | 0.0376 | 57.0 | 5472 | 0.0471 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9295 | 0.9413 | 0.9354 | 0.9854 |
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- | 0.04 | 58.0 | 5568 | 0.0450 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9246 | 0.9388 | 0.9316 | 0.9862 |
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- | 0.0385 | 59.0 | 5664 | 0.0450 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9153 | 0.9101 | 0.9127 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9221 | 0.9362 | 0.9291 | 0.9862 |
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- | 0.0399 | 60.0 | 5760 | 0.0455 | 0.8526 | 0.9419 | 0.8950 | 86 | 0.92 | 0.9045 | 0.9122 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9219 | 0.9337 | 0.9278 | 0.9862 |
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- | 0.0393 | 61.0 | 5856 | 0.0449 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9870 |
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- | 0.0382 | 62.0 | 5952 | 0.0443 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9322 | 0.9270 | 0.9296 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9873 |
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- | 0.0382 | 63.0 | 6048 | 0.0442 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9171 | 0.9326 | 0.9248 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9252 | 0.9464 | 0.9357 | 0.9865 |
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- | 0.038 | 64.0 | 6144 | 0.0434 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9868 |
131
- | 0.0362 | 65.0 | 6240 | 0.0459 | 0.8602 | 0.9302 | 0.8939 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9320 | 0.9439 | 0.9379 | 0.9860 |
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- | 0.0369 | 66.0 | 6336 | 0.0464 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9253 | 0.9045 | 0.9148 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9266 | 0.9337 | 0.9301 | 0.9854 |
133
- | 0.0361 | 67.0 | 6432 | 0.0450 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9326 | 0.9326 | 0.9326 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9347 | 0.9490 | 0.9418 | 0.9873 |
134
- | 0.0352 | 68.0 | 6528 | 0.0453 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9345 | 0.9464 | 0.9404 | 0.9865 |
135
- | 0.0356 | 69.0 | 6624 | 0.0451 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9322 | 0.9270 | 0.9296 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9345 | 0.9464 | 0.9404 | 0.9865 |
136
- | 0.0337 | 70.0 | 6720 | 0.0442 | 0.8542 | 0.9535 | 0.9011 | 86 | 0.9322 | 0.9270 | 0.9296 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9275 | 0.9464 | 0.9369 | 0.9868 |
137
- | 0.0371 | 71.0 | 6816 | 0.0447 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9275 | 0.9464 | 0.9369 | 0.9865 |
138
- | 0.0342 | 72.0 | 6912 | 0.0442 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9371 | 0.9213 | 0.9292 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9440 | 0.9464 | 0.9452 | 0.9870 |
139
- | 0.0355 | 73.0 | 7008 | 0.0440 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9432 | 0.9326 | 0.9379 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9418 | 0.9490 | 0.9454 | 0.9873 |
140
- | 0.0353 | 74.0 | 7104 | 0.0437 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9535 | 0.9213 | 0.9371 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9868 |
141
- | 0.034 | 75.0 | 7200 | 0.0441 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9429 | 0.9270 | 0.9348 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9394 | 0.9490 | 0.9442 | 0.9873 |
142
- | 0.0341 | 76.0 | 7296 | 0.0466 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9277 | 0.9490 | 0.9382 | 0.9862 |
143
- | 0.0345 | 77.0 | 7392 | 0.0454 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9865 |
144
- | 0.0351 | 78.0 | 7488 | 0.0442 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9477 | 0.9157 | 0.9314 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9439 | 0.9439 | 0.9439 | 0.9868 |
145
- | 0.033 | 79.0 | 7584 | 0.0434 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9322 | 0.9270 | 0.9296 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9345 | 0.9464 | 0.9404 | 0.9870 |
146
- | 0.0324 | 80.0 | 7680 | 0.0443 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9323 | 0.9490 | 0.9406 | 0.9868 |
147
- | 0.033 | 81.0 | 7776 | 0.0450 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9432 | 0.9326 | 0.9379 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9372 | 0.9515 | 0.9443 | 0.9870 |
148
- | 0.0334 | 82.0 | 7872 | 0.0447 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9320 | 0.9439 | 0.9379 | 0.9870 |
149
- | 0.0324 | 83.0 | 7968 | 0.0437 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9322 | 0.9464 | 0.9392 | 0.9876 |
150
- | 0.0344 | 84.0 | 8064 | 0.0442 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9364 | 0.9388 | 0.9376 | 0.9870 |
151
- | 0.0333 | 85.0 | 8160 | 0.0445 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9306 | 0.9045 | 0.9174 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9289 | 0.9337 | 0.9313 | 0.9860 |
152
- | 0.0317 | 86.0 | 8256 | 0.0466 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9340 | 0.9388 | 0.9364 | 0.9860 |
153
- | 0.0337 | 87.0 | 8352 | 0.0451 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9865 |
154
- | 0.0339 | 88.0 | 8448 | 0.0444 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9483 | 0.9270 | 0.9375 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9873 |
155
- | 0.0322 | 89.0 | 8544 | 0.0441 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9865 |
156
- | 0.0303 | 90.0 | 8640 | 0.0452 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9425 | 0.9213 | 0.9318 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9392 | 0.9464 | 0.9428 | 0.9873 |
157
- | 0.0309 | 91.0 | 8736 | 0.0448 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9868 |
158
- | 0.0311 | 92.0 | 8832 | 0.0447 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9865 |
159
- | 0.0329 | 93.0 | 8928 | 0.0445 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9429 | 0.9270 | 0.9348 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9418 | 0.9490 | 0.9454 | 0.9876 |
160
- | 0.031 | 94.0 | 9024 | 0.0445 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9429 | 0.9270 | 0.9348 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9418 | 0.9490 | 0.9454 | 0.9876 |
161
- | 0.0323 | 95.0 | 9120 | 0.0441 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9429 | 0.9270 | 0.9348 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9873 |
162
- | 0.0304 | 96.0 | 9216 | 0.0436 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9876 |
163
- | 0.0317 | 97.0 | 9312 | 0.0437 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9375 | 0.9270 | 0.9322 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9394 | 0.9490 | 0.9442 | 0.9881 |
164
- | 0.0308 | 98.0 | 9408 | 0.0437 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9375 | 0.9270 | 0.9322 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9394 | 0.9490 | 0.9442 | 0.9879 |
165
- | 0.0304 | 99.0 | 9504 | 0.0440 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9375 | 0.9270 | 0.9322 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9394 | 0.9490 | 0.9442 | 0.9879 |
166
- | 0.0301 | 100.0 | 9600 | 0.0440 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9375 | 0.9270 | 0.9322 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9394 | 0.9490 | 0.9442 | 0.9879 |
167
 
168
 
169
  ### Framework versions
 
1
  ---
 
 
2
  license: mit
3
  base_model: indolem/indobert-base-uncased
4
  tags:
 
15
 
16
  This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co/indolem/indobert-base-uncased) on an unknown dataset.
17
  It achieves the following results on the evaluation set:
18
+ - Loss: 0.0458
19
+ - Location Precision: 0.9022
20
  - Location Recall: 0.9651
21
+ - Location F1: 0.9326
22
  - Location Number: 86
23
+ - Organization Precision: 0.9314
24
+ - Organization Recall: 0.9157
25
+ - Organization F1: 0.9235
26
  - Organization Number: 178
27
+ - Person Precision: 0.9843
28
+ - Person Recall: 0.9766
29
+ - Person F1: 0.9804
30
  - Person Number: 128
31
+ - Overall Precision: 0.9416
32
+ - Overall Recall: 0.9464
33
+ - Overall F1: 0.9440
34
+ - Overall Accuracy: 0.9884
35
 
36
  ## Model description
37
 
 
62
 
63
  | Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
64
  |:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:|
65
+ | 1.0611 | 1.0 | 96 | 0.6536 | 0.0 | 0.0 | 0.0 | 86 | 0.0 | 0.0 | 0.0 | 178 | 0.0 | 0.0 | 0.0 | 128 | 0.0 | 0.0 | 0.0 | 0.8435 |
66
+ | 0.6324 | 2.0 | 192 | 0.5023 | 0.0 | 0.0 | 0.0 | 86 | 0.5556 | 0.0281 | 0.0535 | 178 | 0.0 | 0.0 | 0.0 | 128 | 0.4167 | 0.0128 | 0.0248 | 0.8448 |
67
+ | 0.4878 | 3.0 | 288 | 0.3482 | 0.25 | 0.0233 | 0.0426 | 86 | 0.3936 | 0.2079 | 0.2721 | 178 | 0.3543 | 0.3516 | 0.3529 | 128 | 0.3668 | 0.2143 | 0.2705 | 0.8799 |
68
+ | 0.341 | 4.0 | 384 | 0.2386 | 0.5185 | 0.3256 | 0.4 | 86 | 0.5308 | 0.6292 | 0.5758 | 178 | 0.5767 | 0.7344 | 0.6460 | 128 | 0.5467 | 0.5969 | 0.5707 | 0.9296 |
69
+ | 0.2391 | 5.0 | 480 | 0.1745 | 0.7179 | 0.6512 | 0.6829 | 86 | 0.6603 | 0.7753 | 0.7132 | 178 | 0.8151 | 0.9297 | 0.8686 | 128 | 0.7229 | 0.7985 | 0.7588 | 0.9547 |
70
+ | 0.1867 | 6.0 | 576 | 0.1380 | 0.7396 | 0.8256 | 0.7802 | 86 | 0.7385 | 0.8090 | 0.7721 | 178 | 0.9118 | 0.9688 | 0.9394 | 128 | 0.7939 | 0.8648 | 0.8278 | 0.9655 |
71
+ | 0.1578 | 7.0 | 672 | 0.1150 | 0.75 | 0.8372 | 0.7912 | 86 | 0.7755 | 0.8539 | 0.8128 | 178 | 0.9058 | 0.9766 | 0.9398 | 128 | 0.8116 | 0.8903 | 0.8491 | 0.9690 |
72
+ | 0.1374 | 8.0 | 768 | 0.0980 | 0.7766 | 0.8488 | 0.8111 | 86 | 0.8105 | 0.8652 | 0.8370 | 178 | 0.9191 | 0.9766 | 0.9470 | 128 | 0.8381 | 0.8980 | 0.8670 | 0.9730 |
73
+ | 0.1267 | 9.0 | 864 | 0.0882 | 0.77 | 0.8953 | 0.8280 | 86 | 0.8511 | 0.8989 | 0.8743 | 178 | 0.9328 | 0.9766 | 0.9542 | 128 | 0.8578 | 0.9235 | 0.8894 | 0.9749 |
74
+ | 0.115 | 10.0 | 960 | 0.0822 | 0.8061 | 0.9186 | 0.8587 | 86 | 0.8474 | 0.9045 | 0.8750 | 178 | 0.9328 | 0.9766 | 0.9542 | 128 | 0.8649 | 0.9311 | 0.8968 | 0.9765 |
75
+ | 0.1082 | 11.0 | 1056 | 0.0755 | 0.7835 | 0.8837 | 0.8306 | 86 | 0.8495 | 0.8876 | 0.8681 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.8647 | 0.9133 | 0.8883 | 0.9768 |
76
+ | 0.1032 | 12.0 | 1152 | 0.0724 | 0.8495 | 0.9186 | 0.8827 | 86 | 0.8579 | 0.9157 | 0.8859 | 178 | 0.9323 | 0.9688 | 0.9502 | 128 | 0.8798 | 0.9337 | 0.9059 | 0.9781 |
77
+ | 0.0944 | 13.0 | 1248 | 0.0646 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.875 | 0.9045 | 0.8895 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.8988 | 0.9286 | 0.9134 | 0.9800 |
78
+ | 0.0923 | 14.0 | 1344 | 0.0638 | 0.8242 | 0.8721 | 0.8475 | 86 | 0.8743 | 0.8989 | 0.8864 | 178 | 0.9538 | 0.9688 | 0.9612 | 128 | 0.8886 | 0.9158 | 0.9020 | 0.9798 |
79
+ | 0.0918 | 15.0 | 1440 | 0.0623 | 0.8571 | 0.9070 | 0.8814 | 86 | 0.8859 | 0.9157 | 0.9006 | 178 | 0.9615 | 0.9766 | 0.9690 | 128 | 0.9037 | 0.9337 | 0.9184 | 0.9806 |
80
+ | 0.0848 | 16.0 | 1536 | 0.0615 | 0.8298 | 0.9070 | 0.8667 | 86 | 0.8696 | 0.8989 | 0.8840 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.8941 | 0.9260 | 0.9098 | 0.9798 |
81
+ | 0.0818 | 17.0 | 1632 | 0.0594 | 0.8495 | 0.9186 | 0.8827 | 86 | 0.8840 | 0.8989 | 0.8914 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9032 | 0.9286 | 0.9157 | 0.9814 |
82
+ | 0.0797 | 18.0 | 1728 | 0.0577 | 0.8764 | 0.9070 | 0.8914 | 86 | 0.8840 | 0.8989 | 0.8914 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9121 | 0.9260 | 0.9190 | 0.9814 |
83
+ | 0.0745 | 19.0 | 1824 | 0.0573 | 0.8667 | 0.9070 | 0.8864 | 86 | 0.8852 | 0.9101 | 0.8975 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9102 | 0.9311 | 0.9206 | 0.9814 |
84
+ | 0.0747 | 20.0 | 1920 | 0.0554 | 0.8478 | 0.9070 | 0.8764 | 86 | 0.8907 | 0.9157 | 0.9030 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9082 | 0.9337 | 0.9208 | 0.9816 |
85
+ | 0.0702 | 21.0 | 2016 | 0.0560 | 0.8387 | 0.9070 | 0.8715 | 86 | 0.8876 | 0.8876 | 0.8876 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9048 | 0.9209 | 0.9128 | 0.9811 |
86
+ | 0.0701 | 22.0 | 2112 | 0.0550 | 0.8316 | 0.9186 | 0.8729 | 86 | 0.8871 | 0.9270 | 0.9066 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9022 | 0.9413 | 0.9213 | 0.9822 |
87
+ | 0.0663 | 23.0 | 2208 | 0.0520 | 0.8478 | 0.9070 | 0.8764 | 86 | 0.9045 | 0.9045 | 0.9045 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9146 | 0.9286 | 0.9215 | 0.9833 |
88
+ | 0.0666 | 24.0 | 2304 | 0.0543 | 0.8211 | 0.9070 | 0.8619 | 86 | 0.8870 | 0.8820 | 0.8845 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9 | 0.9184 | 0.9091 | 0.9806 |
89
+ | 0.0635 | 25.0 | 2400 | 0.0524 | 0.8316 | 0.9186 | 0.8729 | 86 | 0.8927 | 0.8876 | 0.8901 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.905 | 0.9235 | 0.9141 | 0.9822 |
90
+ | 0.0632 | 26.0 | 2496 | 0.0519 | 0.8421 | 0.9302 | 0.8840 | 86 | 0.8927 | 0.8876 | 0.8901 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9075 | 0.9260 | 0.9167 | 0.9825 |
91
+ | 0.0596 | 27.0 | 2592 | 0.0489 | 0.8495 | 0.9186 | 0.8827 | 86 | 0.8840 | 0.8989 | 0.8914 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9055 | 0.9286 | 0.9169 | 0.9830 |
92
+ | 0.0608 | 28.0 | 2688 | 0.0508 | 0.8316 | 0.9186 | 0.8729 | 86 | 0.8927 | 0.8876 | 0.8901 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9073 | 0.9235 | 0.9153 | 0.9825 |
93
+ | 0.0591 | 29.0 | 2784 | 0.0464 | 0.8966 | 0.9070 | 0.9017 | 86 | 0.8962 | 0.9213 | 0.9086 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9221 | 0.9362 | 0.9291 | 0.9843 |
94
+ | 0.0582 | 30.0 | 2880 | 0.0472 | 0.8864 | 0.9070 | 0.8966 | 86 | 0.9126 | 0.9382 | 0.9252 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9273 | 0.9439 | 0.9355 | 0.9857 |
95
+ | 0.0567 | 31.0 | 2976 | 0.0518 | 0.8333 | 0.9302 | 0.8791 | 86 | 0.8971 | 0.8820 | 0.8895 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9073 | 0.9235 | 0.9153 | 0.9825 |
96
+ | 0.0545 | 32.0 | 3072 | 0.0493 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.8956 | 0.9157 | 0.9056 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9152 | 0.9362 | 0.9256 | 0.9841 |
97
+ | 0.0526 | 33.0 | 3168 | 0.0488 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.8944 | 0.9045 | 0.8994 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9125 | 0.9311 | 0.9217 | 0.9843 |
98
+ | 0.0536 | 34.0 | 3264 | 0.0481 | 0.8989 | 0.9302 | 0.9143 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9843 |
99
+ | 0.0501 | 35.0 | 3360 | 0.0482 | 0.8889 | 0.9302 | 0.9091 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9846 |
100
+ | 0.0541 | 36.0 | 3456 | 0.0481 | 0.8889 | 0.9302 | 0.9091 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9857 |
101
+ | 0.0513 | 37.0 | 3552 | 0.0475 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9857 |
102
+ | 0.0506 | 38.0 | 3648 | 0.0483 | 0.8602 | 0.9302 | 0.8939 | 86 | 0.9045 | 0.9045 | 0.9045 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9196 | 0.9337 | 0.9266 | 0.9846 |
103
+ | 0.0483 | 39.0 | 3744 | 0.0498 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9273 | 0.9439 | 0.9355 | 0.9854 |
104
+ | 0.0481 | 40.0 | 3840 | 0.0467 | 0.8876 | 0.9186 | 0.9029 | 86 | 0.8950 | 0.9101 | 0.9025 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9219 | 0.9337 | 0.9278 | 0.9846 |
105
+ | 0.0463 | 41.0 | 3936 | 0.0471 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9050 | 0.9101 | 0.9076 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9221 | 0.9362 | 0.9291 | 0.9846 |
106
+ | 0.0461 | 42.0 | 4032 | 0.0456 | 0.8977 | 0.9186 | 0.9080 | 86 | 0.9282 | 0.9438 | 0.9359 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9369 | 0.9464 | 0.9416 | 0.9870 |
107
+ | 0.0454 | 43.0 | 4128 | 0.0459 | 0.8791 | 0.9302 | 0.9040 | 86 | 0.9111 | 0.9213 | 0.9162 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9860 |
108
+ | 0.0459 | 44.0 | 4224 | 0.0470 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9282 | 0.9438 | 0.9359 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.935 | 0.9541 | 0.9444 | 0.9873 |
109
+ | 0.0465 | 45.0 | 4320 | 0.0464 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9322 | 0.9270 | 0.9296 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9870 |
110
+ | 0.0468 | 46.0 | 4416 | 0.0483 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9854 |
111
+ | 0.0432 | 47.0 | 4512 | 0.0477 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9293 | 0.9388 | 0.9340 | 0.9857 |
112
+ | 0.0434 | 48.0 | 4608 | 0.0450 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9270 | 0.9270 | 0.9270 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9868 |
113
+ | 0.0442 | 49.0 | 4704 | 0.0464 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9253 | 0.9045 | 0.9148 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9289 | 0.9337 | 0.9313 | 0.9849 |
114
+ | 0.0421 | 50.0 | 4800 | 0.0474 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9218 | 0.9270 | 0.9244 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9865 |
115
+ | 0.0421 | 51.0 | 4896 | 0.0462 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9106 | 0.9157 | 0.9132 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9862 |
116
+ | 0.0415 | 52.0 | 4992 | 0.0461 | 0.8602 | 0.9302 | 0.8939 | 86 | 0.9056 | 0.9157 | 0.9106 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.92 | 0.9388 | 0.9293 | 0.9865 |
117
+ | 0.0418 | 53.0 | 5088 | 0.0455 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9050 | 0.9101 | 0.9076 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9198 | 0.9362 | 0.9279 | 0.9857 |
118
+ | 0.0416 | 54.0 | 5184 | 0.0450 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9865 |
119
+ | 0.0403 | 55.0 | 5280 | 0.0456 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9153 | 0.9101 | 0.9127 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9316 | 0.9388 | 0.9352 | 0.9862 |
120
+ | 0.0424 | 56.0 | 5376 | 0.0458 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9195 | 0.8989 | 0.9091 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9289 | 0.9337 | 0.9313 | 0.9843 |
121
+ | 0.0391 | 57.0 | 5472 | 0.0450 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9111 | 0.9213 | 0.9162 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9273 | 0.9439 | 0.9355 | 0.9868 |
122
+ | 0.039 | 58.0 | 5568 | 0.0462 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9101 | 0.9101 | 0.9101 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9857 |
123
+ | 0.0367 | 59.0 | 5664 | 0.0457 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.8939 | 0.8989 | 0.8964 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9148 | 0.9311 | 0.9229 | 0.9860 |
124
+ | 0.0396 | 60.0 | 5760 | 0.0450 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9101 | 0.9101 | 0.9101 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9221 | 0.9362 | 0.9291 | 0.9865 |
125
+ | 0.038 | 61.0 | 5856 | 0.0451 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9876 |
126
+ | 0.0359 | 62.0 | 5952 | 0.0451 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9367 | 0.9439 | 0.9403 | 0.9870 |
127
+ | 0.0366 | 63.0 | 6048 | 0.0456 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9370 | 0.9490 | 0.9430 | 0.9881 |
128
+ | 0.0346 | 64.0 | 6144 | 0.0452 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9876 |
129
+ | 0.0338 | 65.0 | 6240 | 0.0457 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9347 | 0.9490 | 0.9418 | 0.9881 |
130
+ | 0.0352 | 66.0 | 6336 | 0.0455 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9101 | 0.9101 | 0.9101 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9244 | 0.9362 | 0.9303 | 0.9873 |
131
+ | 0.0351 | 67.0 | 6432 | 0.0456 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9040 | 0.8989 | 0.9014 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9217 | 0.9311 | 0.9264 | 0.9857 |
132
+ | 0.0333 | 68.0 | 6528 | 0.0462 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9116 | 0.9270 | 0.9192 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9277 | 0.9490 | 0.9382 | 0.9881 |
133
+ | 0.0356 | 69.0 | 6624 | 0.0452 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9091 | 0.8989 | 0.9040 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9289 | 0.9337 | 0.9313 | 0.9862 |
134
+ | 0.0336 | 70.0 | 6720 | 0.0455 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9879 |
135
+ | 0.0331 | 71.0 | 6816 | 0.0459 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9116 | 0.9270 | 0.9192 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9252 | 0.9464 | 0.9357 | 0.9876 |
136
+ | 0.0351 | 72.0 | 6912 | 0.0469 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.8989 | 0.8989 | 0.8989 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9194 | 0.9311 | 0.9252 | 0.9852 |
137
+ | 0.0333 | 73.0 | 7008 | 0.0466 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9876 |
138
+ | 0.0345 | 74.0 | 7104 | 0.0455 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9101 | 0.9101 | 0.9101 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9271 | 0.9413 | 0.9342 | 0.9873 |
139
+ | 0.033 | 75.0 | 7200 | 0.0458 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9879 |
140
+ | 0.0334 | 76.0 | 7296 | 0.0455 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9205 | 0.9101 | 0.9153 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9881 |
141
+ | 0.0332 | 77.0 | 7392 | 0.0442 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9213 | 0.9213 | 0.9213 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9296 | 0.9439 | 0.9367 | 0.9884 |
142
+ | 0.0337 | 78.0 | 7488 | 0.0470 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9881 |
143
+ | 0.0334 | 79.0 | 7584 | 0.0465 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9369 | 0.9464 | 0.9416 | 0.9873 |
144
+ | 0.0319 | 80.0 | 7680 | 0.0455 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9418 | 0.9490 | 0.9454 | 0.9879 |
145
+ | 0.032 | 81.0 | 7776 | 0.0465 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9418 | 0.9490 | 0.9454 | 0.9876 |
146
+ | 0.0328 | 82.0 | 7872 | 0.0450 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9106 | 0.9157 | 0.9132 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9273 | 0.9439 | 0.9355 | 0.9884 |
147
+ | 0.032 | 83.0 | 7968 | 0.0449 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9106 | 0.9157 | 0.9132 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9273 | 0.9439 | 0.9355 | 0.9881 |
148
+ | 0.0309 | 84.0 | 8064 | 0.0451 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9106 | 0.9157 | 0.9132 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9273 | 0.9439 | 0.9355 | 0.9879 |
149
+ | 0.0315 | 85.0 | 8160 | 0.0455 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9205 | 0.9101 | 0.9153 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9879 |
150
+ | 0.0305 | 86.0 | 8256 | 0.0456 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9394 | 0.9490 | 0.9442 | 0.9879 |
151
+ | 0.0318 | 87.0 | 8352 | 0.0457 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9369 | 0.9464 | 0.9416 | 0.9873 |
152
+ | 0.0317 | 88.0 | 8448 | 0.0459 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9369 | 0.9464 | 0.9416 | 0.9873 |
153
+ | 0.0319 | 89.0 | 8544 | 0.0463 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9392 | 0.9464 | 0.9428 | 0.9876 |
154
+ | 0.0311 | 90.0 | 8640 | 0.0465 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9870 |
155
+ | 0.0297 | 91.0 | 8736 | 0.0460 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9391 | 0.9439 | 0.9415 | 0.9876 |
156
+ | 0.0306 | 92.0 | 8832 | 0.0462 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9391 | 0.9439 | 0.9415 | 0.9876 |
157
+ | 0.0335 | 93.0 | 8928 | 0.0460 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.92 | 0.9045 | 0.9122 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9340 | 0.9388 | 0.9364 | 0.9870 |
158
+ | 0.0288 | 94.0 | 9024 | 0.0462 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9418 | 0.9490 | 0.9454 | 0.9881 |
159
+ | 0.0296 | 95.0 | 9120 | 0.0459 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9440 | 0.9464 | 0.9452 | 0.9881 |
160
+ | 0.0317 | 96.0 | 9216 | 0.0455 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9884 |
161
+ | 0.0298 | 97.0 | 9312 | 0.0457 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9884 |
162
+ | 0.0295 | 98.0 | 9408 | 0.0456 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9884 |
163
+ | 0.0303 | 99.0 | 9504 | 0.0458 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9884 |
164
+ | 0.0304 | 100.0 | 9600 | 0.0458 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9884 |
165
 
166
 
167
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