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nerui-pt-pl10-3

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  1. README.md +113 -115
  2. nerui-pt/pytorch_adapter.bin +1 -1
  3. nerui-pt/pytorch_model_head.bin +1 -1
  4. runs/Jun04_04-15-26_a358b85c7679/events.out.tfevents.1717474537.a358b85c7679.479976.0 +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: 0.0598
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- - Location Precision: 0.8842
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- - Location Recall: 0.9767
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- - Location F1: 0.9282
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  - Location Number: 86
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- - Organization Precision: 0.9766
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- - Organization Recall: 0.9382
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- - Organization F1: 0.9570
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  - Organization Number: 178
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- - Person Precision: 0.9690
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  - Person Recall: 0.9766
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- - Person F1: 0.9728
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  - Person Number: 128
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- - Overall Precision: 0.9519
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- - Overall Recall: 0.9592
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- - Overall F1: 0.9555
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- - Overall Accuracy: 0.9897
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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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- | 0.8484 | 1.0 | 96 | 0.3767 | 0.0 | 0.0 | 0.0 | 86 | 0.2589 | 0.2865 | 0.272 | 178 | 0.3218 | 0.4375 | 0.3709 | 128 | 0.2869 | 0.2730 | 0.2797 | 0.8772 |
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- | 0.3556 | 2.0 | 192 | 0.2040 | 0.42 | 0.4884 | 0.4516 | 86 | 0.6067 | 0.5112 | 0.5549 | 178 | 0.64 | 0.875 | 0.7393 | 128 | 0.5765 | 0.625 | 0.5998 | 0.9352 |
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- | 0.1803 | 3.0 | 288 | 0.0955 | 0.7901 | 0.7442 | 0.7665 | 86 | 0.7732 | 0.8427 | 0.8065 | 178 | 0.9474 | 0.9844 | 0.9655 | 128 | 0.8333 | 0.8673 | 0.8500 | 0.9709 |
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- | 0.1258 | 4.0 | 384 | 0.0814 | 0.7320 | 0.8256 | 0.7760 | 86 | 0.8571 | 0.8427 | 0.8499 | 178 | 0.9767 | 0.9844 | 0.9805 | 128 | 0.8653 | 0.8852 | 0.8752 | 0.9760 |
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- | 0.1029 | 5.0 | 480 | 0.0594 | 0.8132 | 0.8605 | 0.8362 | 86 | 0.8663 | 0.9101 | 0.8877 | 178 | 0.9767 | 0.9844 | 0.9805 | 128 | 0.8894 | 0.9235 | 0.9061 | 0.9814 |
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- | 0.0898 | 6.0 | 576 | 0.0619 | 0.7647 | 0.9070 | 0.8298 | 86 | 0.9152 | 0.8483 | 0.8805 | 178 | 0.9844 | 0.9844 | 0.9844 | 128 | 0.8987 | 0.9056 | 0.9022 | 0.9819 |
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- | 0.0828 | 7.0 | 672 | 0.0529 | 0.8105 | 0.8953 | 0.8508 | 86 | 0.8505 | 0.9270 | 0.8871 | 178 | 0.9692 | 0.9844 | 0.9767 | 128 | 0.8783 | 0.9388 | 0.9075 | 0.9833 |
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- | 0.0748 | 8.0 | 768 | 0.0466 | 0.8851 | 0.8953 | 0.8902 | 86 | 0.8667 | 0.9494 | 0.9062 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9046 | 0.9439 | 0.9238 | 0.9849 |
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- | 0.0689 | 9.0 | 864 | 0.0526 | 0.8421 | 0.9302 | 0.8840 | 86 | 0.9101 | 0.9101 | 0.9101 | 178 | 0.9618 | 0.9844 | 0.9730 | 128 | 0.9109 | 0.9388 | 0.9246 | 0.9843 |
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- | 0.0668 | 10.0 | 960 | 0.0513 | 0.8351 | 0.9419 | 0.8852 | 86 | 0.9096 | 0.9045 | 0.9070 | 178 | 0.9618 | 0.9844 | 0.9730 | 128 | 0.9086 | 0.9388 | 0.9235 | 0.9843 |
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- | 0.06 | 11.0 | 1056 | 0.0446 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9205 | 0.9101 | 0.9153 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9242 | 0.9337 | 0.9289 | 0.9862 |
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- | 0.0601 | 12.0 | 1152 | 0.0484 | 0.8478 | 0.9070 | 0.8764 | 86 | 0.9076 | 0.9382 | 0.9227 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.9111 | 0.9413 | 0.9260 | 0.9849 |
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- | 0.0532 | 13.0 | 1248 | 0.0550 | 0.8333 | 0.9302 | 0.8791 | 86 | 0.9257 | 0.9101 | 0.9178 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.915 | 0.9337 | 0.9242 | 0.9846 |
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- | 0.0497 | 14.0 | 1344 | 0.0459 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9 | 0.9101 | 0.9050 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9870 |
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- | 0.0493 | 15.0 | 1440 | 0.0429 | 0.8602 | 0.9302 | 0.8939 | 86 | 0.9116 | 0.9270 | 0.9192 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9227 | 0.9439 | 0.9332 | 0.9876 |
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- | 0.0456 | 16.0 | 1536 | 0.0435 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9222 | 0.9326 | 0.9274 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9322 | 0.9464 | 0.9392 | 0.9876 |
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- | 0.0436 | 17.0 | 1632 | 0.0516 | 0.8989 | 0.9302 | 0.9143 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9542 | 0.9766 | 0.9653 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9852 |
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- | 0.0407 | 18.0 | 1728 | 0.0482 | 0.8889 | 0.9302 | 0.9091 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.9244 | 0.9362 | 0.9303 | 0.9862 |
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- | 0.0393 | 19.0 | 1824 | 0.0433 | 0.8667 | 0.9070 | 0.8864 | 86 | 0.9322 | 0.9270 | 0.9296 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9340 | 0.9388 | 0.9364 | 0.9870 |
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- | 0.039 | 20.0 | 1920 | 0.0465 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9140 | 0.9551 | 0.9341 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9216 | 0.9592 | 0.9400 | 0.9865 |
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- | 0.0372 | 21.0 | 2016 | 0.0426 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9375 | 0.9270 | 0.9322 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9367 | 0.9439 | 0.9403 | 0.9889 |
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- | 0.0358 | 22.0 | 2112 | 0.0480 | 0.8119 | 0.9535 | 0.8770 | 86 | 0.9306 | 0.9045 | 0.9174 | 178 | 0.9609 | 0.9609 | 0.9609 | 128 | 0.9104 | 0.9337 | 0.9219 | 0.9862 |
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- | 0.034 | 23.0 | 2208 | 0.0435 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.9435 | 0.9382 | 0.9408 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9884 |
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- | 0.0331 | 24.0 | 2304 | 0.0546 | 0.8283 | 0.9535 | 0.8865 | 86 | 0.9286 | 0.8764 | 0.9017 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9188 | 0.9235 | 0.9211 | 0.9843 |
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- | 0.0319 | 25.0 | 2400 | 0.0454 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9392 | 0.9464 | 0.9428 | 0.9887 |
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- | 0.0309 | 26.0 | 2496 | 0.0446 | 0.9205 | 0.9419 | 0.9310 | 86 | 0.9157 | 0.9157 | 0.9157 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9365 | 0.9413 | 0.9389 | 0.9887 |
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- | 0.0303 | 27.0 | 2592 | 0.0401 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9365 | 0.9413 | 0.9389 | 0.9892 |
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- | 0.0301 | 28.0 | 2688 | 0.0431 | 0.9310 | 0.9419 | 0.9364 | 86 | 0.9492 | 0.9438 | 0.9465 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9541 | 0.9541 | 0.9541 | 0.9903 |
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- | 0.0295 | 29.0 | 2784 | 0.0460 | 0.8804 | 0.9419 | 0.9101 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9876 |
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- | 0.0273 | 30.0 | 2880 | 0.0414 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9435 | 0.9382 | 0.9408 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9444 | 0.9541 | 0.9492 | 0.9892 |
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- | 0.027 | 31.0 | 2976 | 0.0426 | 0.9310 | 0.9419 | 0.9364 | 86 | 0.9162 | 0.9213 | 0.9188 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9391 | 0.9439 | 0.9415 | 0.9892 |
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- | 0.0235 | 32.0 | 3072 | 0.0448 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9529 | 0.9101 | 0.9310 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9486 | 0.9413 | 0.9449 | 0.9900 |
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- | 0.0272 | 33.0 | 3168 | 0.0457 | 0.8602 | 0.9302 | 0.8939 | 86 | 0.9209 | 0.9157 | 0.9183 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9246 | 0.9388 | 0.9316 | 0.9879 |
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- | 0.028 | 34.0 | 3264 | 0.0431 | 0.9205 | 0.9419 | 0.9310 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9490 | 0.9490 | 0.9490 | 0.9897 |
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- | 0.0258 | 35.0 | 3360 | 0.0445 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9887 |
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- | 0.0229 | 36.0 | 3456 | 0.0489 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9429 | 0.9270 | 0.9348 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9442 | 0.9490 | 0.9466 | 0.9881 |
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- | 0.0242 | 37.0 | 3552 | 0.0446 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9185 | 0.9494 | 0.9337 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9328 | 0.9566 | 0.9446 | 0.9889 |
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- | 0.0248 | 38.0 | 3648 | 0.0512 | 0.8542 | 0.9535 | 0.9011 | 86 | 0.9415 | 0.9045 | 0.9226 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9316 | 0.9388 | 0.9352 | 0.9868 |
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- | 0.0211 | 39.0 | 3744 | 0.0534 | 0.8526 | 0.9419 | 0.8950 | 86 | 0.9235 | 0.9494 | 0.9363 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9236 | 0.9566 | 0.9398 | 0.9865 |
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- | 0.021 | 40.0 | 3840 | 0.0460 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9371 | 0.9213 | 0.9292 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9887 |
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- | 0.0192 | 41.0 | 3936 | 0.0517 | 0.9213 | 0.9535 | 0.9371 | 86 | 0.9477 | 0.9157 | 0.9314 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9487 | 0.9439 | 0.9463 | 0.9881 |
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- | 0.0194 | 42.0 | 4032 | 0.0535 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9529 | 0.9101 | 0.9310 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9439 | 0.9439 | 0.9439 | 0.9860 |
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- | 0.02 | 43.0 | 4128 | 0.0493 | 0.9213 | 0.9535 | 0.9371 | 86 | 0.9429 | 0.9270 | 0.9348 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9466 | 0.9490 | 0.9478 | 0.9889 |
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- | 0.0187 | 44.0 | 4224 | 0.0500 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9535 | 0.9213 | 0.9371 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9488 | 0.9464 | 0.9476 | 0.9887 |
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- | 0.019 | 45.0 | 4320 | 0.0513 | 0.8542 | 0.9535 | 0.9011 | 86 | 0.9422 | 0.9157 | 0.9288 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9295 | 0.9413 | 0.9354 | 0.9870 |
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- | 0.0181 | 46.0 | 4416 | 0.0545 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9586 | 0.9101 | 0.9337 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9440 | 0.9464 | 0.9452 | 0.9879 |
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- | 0.0189 | 47.0 | 4512 | 0.0530 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9489 | 0.9382 | 0.9435 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.9323 | 0.9490 | 0.9406 | 0.9865 |
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- | 0.0171 | 48.0 | 4608 | 0.0473 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9535 | 0.9213 | 0.9371 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.9415 | 0.9439 | 0.9427 | 0.9889 |
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- | 0.0168 | 49.0 | 4704 | 0.0541 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9480 | 0.9213 | 0.9345 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9464 | 0.9464 | 0.9464 | 0.9887 |
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- | 0.0163 | 50.0 | 4800 | 0.0511 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9538 | 0.9270 | 0.9402 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9538 | 0.9490 | 0.9514 | 0.9895 |
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- | 0.0161 | 51.0 | 4896 | 0.0524 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9538 | 0.9270 | 0.9402 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9490 | 0.9490 | 0.9490 | 0.9892 |
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- | 0.0142 | 52.0 | 4992 | 0.0539 | 0.9101 | 0.9419 | 0.9257 | 86 | 0.9492 | 0.9438 | 0.9465 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9467 | 0.9515 | 0.9491 | 0.9887 |
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- | 0.0149 | 53.0 | 5088 | 0.0525 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.95 | 0.9607 | 0.9553 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9449 | 0.9617 | 0.9532 | 0.9889 |
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- | 0.0166 | 54.0 | 5184 | 0.0501 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9657 | 0.9494 | 0.9575 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9471 | 0.9592 | 0.9531 | 0.9892 |
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- | 0.0156 | 55.0 | 5280 | 0.0509 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9708 | 0.9326 | 0.9513 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9590 | 0.9541 | 0.9565 | 0.9900 |
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- | 0.016 | 56.0 | 5376 | 0.0492 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9709 | 0.9382 | 0.9543 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9615 | 0.9566 | 0.9591 | 0.9900 |
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- | 0.0161 | 57.0 | 5472 | 0.0478 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9602 | 0.9494 | 0.9548 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9496 | 0.9617 | 0.9556 | 0.9897 |
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- | 0.0146 | 58.0 | 5568 | 0.0500 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9709 | 0.9382 | 0.9543 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9566 | 0.9566 | 0.9566 | 0.9900 |
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- | 0.0131 | 59.0 | 5664 | 0.0514 | 0.9222 | 0.9651 | 0.9432 | 86 | 0.9708 | 0.9326 | 0.9513 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9589 | 0.9515 | 0.9552 | 0.9895 |
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- | 0.0155 | 60.0 | 5760 | 0.0535 | 0.9111 | 0.9535 | 0.9318 | 86 | 0.9706 | 0.9270 | 0.9483 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9588 | 0.9490 | 0.9538 | 0.9892 |
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- | 0.0134 | 61.0 | 5856 | 0.0510 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9598 | 0.9382 | 0.9489 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9517 | 0.9541 | 0.9529 | 0.9892 |
128
- | 0.0138 | 62.0 | 5952 | 0.0532 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9711 | 0.9438 | 0.9573 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9519 | 0.9592 | 0.9555 | 0.9889 |
129
- | 0.0117 | 63.0 | 6048 | 0.0513 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9655 | 0.9438 | 0.9545 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9543 | 0.9592 | 0.9567 | 0.9895 |
130
- | 0.0134 | 64.0 | 6144 | 0.0516 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9651 | 0.9326 | 0.9486 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9541 | 0.9541 | 0.9541 | 0.9903 |
131
- | 0.0115 | 65.0 | 6240 | 0.0538 | 0.9121 | 0.9651 | 0.9379 | 86 | 0.9708 | 0.9326 | 0.9513 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9590 | 0.9541 | 0.9565 | 0.9897 |
132
- | 0.0127 | 66.0 | 6336 | 0.0501 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9708 | 0.9326 | 0.9513 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9565 | 0.9541 | 0.9553 | 0.9903 |
133
- | 0.0123 | 67.0 | 6432 | 0.0488 | 0.9032 | 0.9767 | 0.9385 | 86 | 0.9765 | 0.9326 | 0.9540 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9591 | 0.9566 | 0.9579 | 0.9900 |
134
- | 0.0126 | 68.0 | 6528 | 0.0465 | 0.9222 | 0.9651 | 0.9432 | 86 | 0.9767 | 0.9438 | 0.9600 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9641 | 0.9592 | 0.9616 | 0.9906 |
135
- | 0.0132 | 69.0 | 6624 | 0.0512 | 0.9222 | 0.9651 | 0.9432 | 86 | 0.9767 | 0.9438 | 0.9600 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9641 | 0.9592 | 0.9616 | 0.9906 |
136
- | 0.013 | 70.0 | 6720 | 0.0545 | 0.9032 | 0.9767 | 0.9385 | 86 | 0.9708 | 0.9326 | 0.9513 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9566 | 0.9566 | 0.9566 | 0.9892 |
137
- | 0.0124 | 71.0 | 6816 | 0.0523 | 0.8936 | 0.9767 | 0.9333 | 86 | 0.9659 | 0.9551 | 0.9605 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9523 | 0.9668 | 0.9595 | 0.9903 |
138
- | 0.0115 | 72.0 | 6912 | 0.0558 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9765 | 0.9326 | 0.9540 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9590 | 0.9541 | 0.9565 | 0.9900 |
139
- | 0.0115 | 73.0 | 7008 | 0.0562 | 0.9130 | 0.9767 | 0.9438 | 86 | 0.9709 | 0.9382 | 0.9543 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9592 | 0.9592 | 0.9592 | 0.9900 |
140
- | 0.0116 | 74.0 | 7104 | 0.0555 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9483 | 0.9270 | 0.9375 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9395 | 0.9515 | 0.9455 | 0.9892 |
141
- | 0.0119 | 75.0 | 7200 | 0.0586 | 0.8947 | 0.9884 | 0.9392 | 86 | 0.9822 | 0.9326 | 0.9568 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9592 | 0.9592 | 0.9592 | 0.9903 |
142
- | 0.0118 | 76.0 | 7296 | 0.0601 | 0.8854 | 0.9884 | 0.9341 | 86 | 0.9702 | 0.9157 | 0.9422 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9515 | 0.9515 | 0.9515 | 0.9892 |
143
- | 0.0105 | 77.0 | 7392 | 0.0591 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9708 | 0.9326 | 0.9513 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9518 | 0.9566 | 0.9542 | 0.9895 |
144
- | 0.0113 | 78.0 | 7488 | 0.0556 | 0.9022 | 0.9651 | 0.9326 | 86 | 0.9708 | 0.9326 | 0.9513 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9565 | 0.9541 | 0.9553 | 0.9892 |
145
- | 0.0097 | 79.0 | 7584 | 0.0593 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9706 | 0.9270 | 0.9483 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9517 | 0.9541 | 0.9529 | 0.9900 |
146
- | 0.0091 | 80.0 | 7680 | 0.0575 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9709 | 0.9382 | 0.9543 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9495 | 0.9592 | 0.9543 | 0.9892 |
147
- | 0.0092 | 81.0 | 7776 | 0.0538 | 0.8936 | 0.9767 | 0.9333 | 86 | 0.9766 | 0.9382 | 0.9570 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9567 | 0.9592 | 0.9580 | 0.9906 |
148
- | 0.0114 | 82.0 | 7872 | 0.0554 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9543 | 0.9382 | 0.9462 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9398 | 0.9566 | 0.9482 | 0.9887 |
149
- | 0.0083 | 83.0 | 7968 | 0.0574 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9706 | 0.9270 | 0.9483 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9540 | 0.9515 | 0.9527 | 0.9897 |
150
- | 0.0087 | 84.0 | 8064 | 0.0563 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9595 | 0.9326 | 0.9459 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9446 | 0.9566 | 0.9506 | 0.9892 |
151
- | 0.0106 | 85.0 | 8160 | 0.0560 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9651 | 0.9326 | 0.9486 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9468 | 0.9541 | 0.9504 | 0.9889 |
152
- | 0.0101 | 86.0 | 8256 | 0.0607 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9586 | 0.9101 | 0.9337 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9415 | 0.9439 | 0.9427 | 0.9879 |
153
- | 0.0089 | 87.0 | 8352 | 0.0589 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9765 | 0.9326 | 0.9540 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9492 | 0.9541 | 0.9517 | 0.9892 |
154
- | 0.0096 | 88.0 | 8448 | 0.0569 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9653 | 0.9382 | 0.9516 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9468 | 0.9541 | 0.9504 | 0.9897 |
155
- | 0.0084 | 89.0 | 8544 | 0.0567 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9655 | 0.9438 | 0.9545 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9518 | 0.9566 | 0.9542 | 0.9903 |
156
- | 0.0087 | 90.0 | 8640 | 0.0601 | 0.8660 | 0.9767 | 0.9180 | 86 | 0.9647 | 0.9213 | 0.9425 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9419 | 0.9515 | 0.9467 | 0.9895 |
157
- | 0.0074 | 91.0 | 8736 | 0.0609 | 0.875 | 0.9767 | 0.9231 | 86 | 0.9704 | 0.9213 | 0.9452 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9467 | 0.9515 | 0.9491 | 0.9887 |
158
- | 0.0091 | 92.0 | 8832 | 0.0611 | 0.875 | 0.9767 | 0.9231 | 86 | 0.9766 | 0.9382 | 0.9570 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9495 | 0.9592 | 0.9543 | 0.9895 |
159
- | 0.0076 | 93.0 | 8928 | 0.0590 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9824 | 0.9382 | 0.9598 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9567 | 0.9592 | 0.9580 | 0.9903 |
160
- | 0.0075 | 94.0 | 9024 | 0.0612 | 0.8936 | 0.9767 | 0.9333 | 86 | 0.9709 | 0.9382 | 0.9543 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9543 | 0.9592 | 0.9567 | 0.9900 |
161
- | 0.0085 | 95.0 | 9120 | 0.0591 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9709 | 0.9382 | 0.9543 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9495 | 0.9592 | 0.9543 | 0.9906 |
162
- | 0.0081 | 96.0 | 9216 | 0.0615 | 0.875 | 0.9767 | 0.9231 | 86 | 0.9765 | 0.9326 | 0.9540 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9494 | 0.9566 | 0.9530 | 0.9892 |
163
- | 0.0086 | 97.0 | 9312 | 0.0606 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9766 | 0.9382 | 0.9570 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9519 | 0.9592 | 0.9555 | 0.9897 |
164
- | 0.0083 | 98.0 | 9408 | 0.0603 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9766 | 0.9382 | 0.9570 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9519 | 0.9592 | 0.9555 | 0.9897 |
165
- | 0.0089 | 99.0 | 9504 | 0.0599 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9766 | 0.9382 | 0.9570 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9519 | 0.9592 | 0.9555 | 0.9897 |
166
- | 0.0085 | 100.0 | 9600 | 0.0598 | 0.8842 | 0.9767 | 0.9282 | 86 | 0.9766 | 0.9382 | 0.9570 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9519 | 0.9592 | 0.9555 | 0.9897 |
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: 0.0600
19
+ - Location Precision: 0.8646
20
+ - Location Recall: 0.9651
21
+ - Location F1: 0.9121
22
  - Location Number: 86
23
+ - Organization Precision: 0.9480
24
+ - Organization Recall: 0.9213
25
+ - Organization F1: 0.9345
26
  - Organization Number: 178
27
+ - Person Precision: 0.9766
28
  - Person Recall: 0.9766
29
+ - Person F1: 0.9766
30
  - Person Number: 128
31
+ - Overall Precision: 0.9370
32
+ - Overall Recall: 0.9490
33
+ - Overall F1: 0.9430
34
+ - Overall Accuracy: 0.9879
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
+ | 0.8464 | 1.0 | 96 | 0.3799 | 0.0 | 0.0 | 0.0 | 86 | 0.2409 | 0.2978 | 0.2663 | 178 | 0.3154 | 0.3672 | 0.3394 | 128 | 0.2667 | 0.2551 | 0.2608 | 0.8748 |
66
+ | 0.3634 | 2.0 | 192 | 0.2157 | 0.3509 | 0.4651 | 0.4 | 86 | 0.6235 | 0.5674 | 0.5941 | 178 | 0.5843 | 0.7578 | 0.6599 | 128 | 0.5385 | 0.6071 | 0.5707 | 0.9331 |
67
+ | 0.1975 | 3.0 | 288 | 0.0942 | 0.7831 | 0.7558 | 0.7692 | 86 | 0.7304 | 0.8371 | 0.7801 | 178 | 0.9470 | 0.9766 | 0.9615 | 128 | 0.8091 | 0.8648 | 0.8360 | 0.9692 |
68
+ | 0.1277 | 4.0 | 384 | 0.0909 | 0.7396 | 0.8256 | 0.7802 | 86 | 0.8110 | 0.7472 | 0.7778 | 178 | 0.9466 | 0.9688 | 0.9575 | 128 | 0.8389 | 0.8367 | 0.8378 | 0.9703 |
69
+ | 0.1039 | 5.0 | 480 | 0.0632 | 0.7551 | 0.8605 | 0.8043 | 86 | 0.8876 | 0.8876 | 0.8876 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.8812 | 0.9082 | 0.8945 | 0.9784 |
70
+ | 0.0916 | 6.0 | 576 | 0.0719 | 0.6724 | 0.9070 | 0.7723 | 86 | 0.9032 | 0.7865 | 0.8408 | 178 | 0.9615 | 0.9766 | 0.9690 | 128 | 0.8554 | 0.875 | 0.8651 | 0.9744 |
71
+ | 0.0815 | 7.0 | 672 | 0.0528 | 0.8409 | 0.8605 | 0.8506 | 86 | 0.8743 | 0.9382 | 0.9051 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9015 | 0.9337 | 0.9173 | 0.9841 |
72
+ | 0.0776 | 8.0 | 768 | 0.0514 | 0.8824 | 0.8721 | 0.8772 | 86 | 0.8967 | 0.9270 | 0.9116 | 178 | 0.9764 | 0.9688 | 0.9725 | 128 | 0.9192 | 0.9286 | 0.9239 | 0.9830 |
73
+ | 0.0697 | 9.0 | 864 | 0.0519 | 0.7961 | 0.9535 | 0.8677 | 86 | 0.9070 | 0.8764 | 0.8914 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9030 | 0.9260 | 0.9144 | 0.9825 |
74
+ | 0.0641 | 10.0 | 960 | 0.0573 | 0.8119 | 0.9535 | 0.8770 | 86 | 0.9075 | 0.8820 | 0.8946 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9055 | 0.9286 | 0.9169 | 0.9803 |
75
+ | 0.0613 | 11.0 | 1056 | 0.0494 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9527 | 0.9045 | 0.9280 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9389 | 0.9413 | 0.9401 | 0.9854 |
76
+ | 0.0578 | 12.0 | 1152 | 0.0461 | 0.8438 | 0.9419 | 0.8901 | 86 | 0.8956 | 0.9157 | 0.9056 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9066 | 0.9413 | 0.9237 | 0.9857 |
77
+ | 0.0527 | 13.0 | 1248 | 0.0581 | 0.8367 | 0.9535 | 0.8913 | 86 | 0.9294 | 0.8876 | 0.9080 | 178 | 0.9538 | 0.9688 | 0.9612 | 128 | 0.9146 | 0.9286 | 0.9215 | 0.9827 |
78
+ | 0.0485 | 14.0 | 1344 | 0.0523 | 0.8298 | 0.9070 | 0.8667 | 86 | 0.9306 | 0.9045 | 0.9174 | 178 | 0.9615 | 0.9766 | 0.9690 | 128 | 0.9169 | 0.9286 | 0.9227 | 0.9830 |
79
+ | 0.0467 | 15.0 | 1440 | 0.0490 | 0.8778 | 0.9186 | 0.8977 | 86 | 0.9266 | 0.9213 | 0.9239 | 178 | 0.9615 | 0.9766 | 0.9690 | 128 | 0.9270 | 0.9388 | 0.9328 | 0.9849 |
80
+ | 0.0459 | 16.0 | 1536 | 0.0469 | 0.8421 | 0.9302 | 0.8840 | 86 | 0.9261 | 0.9157 | 0.9209 | 178 | 0.9612 | 0.9688 | 0.9650 | 128 | 0.9175 | 0.9362 | 0.9268 | 0.9865 |
81
+ | 0.0449 | 17.0 | 1632 | 0.0481 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9153 | 0.9101 | 0.9127 | 178 | 0.9615 | 0.9766 | 0.9690 | 128 | 0.9179 | 0.9413 | 0.9295 | 0.9854 |
82
+ | 0.0419 | 18.0 | 1728 | 0.0519 | 0.8511 | 0.9302 | 0.8889 | 86 | 0.9405 | 0.8876 | 0.9133 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9308 | 0.9260 | 0.9284 | 0.9843 |
83
+ | 0.0408 | 19.0 | 1824 | 0.0408 | 0.9080 | 0.9186 | 0.9133 | 86 | 0.9341 | 0.9551 | 0.9444 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9421 | 0.9541 | 0.9480 | 0.9879 |
84
+ | 0.0378 | 20.0 | 1920 | 0.0570 | 0.8081 | 0.9302 | 0.8649 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9175 | 0.9362 | 0.9268 | 0.9852 |
85
+ | 0.0373 | 21.0 | 2016 | 0.0538 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9521 | 0.8933 | 0.9217 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9361 | 0.9337 | 0.9349 | 0.9846 |
86
+ | 0.0369 | 22.0 | 2112 | 0.0506 | 0.8351 | 0.9419 | 0.8852 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9223 | 0.9388 | 0.9305 | 0.9854 |
87
+ | 0.0357 | 23.0 | 2208 | 0.0469 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9480 | 0.9213 | 0.9345 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9347 | 0.9490 | 0.9418 | 0.9879 |
88
+ | 0.0347 | 24.0 | 2304 | 0.0499 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9322 | 0.9270 | 0.9296 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9347 | 0.9490 | 0.9418 | 0.9860 |
89
+ | 0.034 | 25.0 | 2400 | 0.0472 | 0.8696 | 0.9302 | 0.8989 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9690 | 0.9766 | 0.9728 | 128 | 0.9316 | 0.9388 | 0.9352 | 0.9868 |
90
+ | 0.031 | 26.0 | 2496 | 0.0428 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9879 |
91
+ | 0.0302 | 27.0 | 2592 | 0.0519 | 0.8317 | 0.9767 | 0.8984 | 86 | 0.9253 | 0.9045 | 0.9148 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9181 | 0.9439 | 0.9308 | 0.9868 |
92
+ | 0.0288 | 28.0 | 2688 | 0.0437 | 0.8901 | 0.9419 | 0.9153 | 86 | 0.9385 | 0.9438 | 0.9412 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9421 | 0.9541 | 0.9480 | 0.9879 |
93
+ | 0.0282 | 29.0 | 2784 | 0.0406 | 0.9011 | 0.9535 | 0.9266 | 86 | 0.9389 | 0.9494 | 0.9441 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9447 | 0.9592 | 0.9519 | 0.9903 |
94
+ | 0.0279 | 30.0 | 2880 | 0.0520 | 0.8469 | 0.9651 | 0.9022 | 86 | 0.9651 | 0.9326 | 0.9486 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9397 | 0.9541 | 0.9468 | 0.9862 |
95
+ | 0.0261 | 31.0 | 2976 | 0.0489 | 0.8317 | 0.9767 | 0.8984 | 86 | 0.9306 | 0.9045 | 0.9174 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9204 | 0.9439 | 0.9320 | 0.9868 |
96
+ | 0.0239 | 32.0 | 3072 | 0.0426 | 0.8542 | 0.9535 | 0.9011 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9273 | 0.9439 | 0.9355 | 0.9889 |
97
+ | 0.0262 | 33.0 | 3168 | 0.0508 | 0.8617 | 0.9419 | 0.9000 | 86 | 0.9318 | 0.9213 | 0.9266 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9296 | 0.9439 | 0.9367 | 0.9865 |
98
+ | 0.0233 | 34.0 | 3264 | 0.0522 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9371 | 0.9213 | 0.9292 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9868 |
99
+ | 0.0234 | 35.0 | 3360 | 0.0454 | 0.8557 | 0.9651 | 0.9071 | 86 | 0.9593 | 0.9270 | 0.9429 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9419 | 0.9515 | 0.9467 | 0.9889 |
100
+ | 0.0242 | 36.0 | 3456 | 0.0452 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9657 | 0.9494 | 0.9575 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9471 | 0.9592 | 0.9531 | 0.9892 |
101
+ | 0.0223 | 37.0 | 3552 | 0.0422 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9432 | 0.9326 | 0.9379 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9372 | 0.9515 | 0.9443 | 0.9892 |
102
+ | 0.0225 | 38.0 | 3648 | 0.0490 | 0.82 | 0.9535 | 0.8817 | 86 | 0.9357 | 0.8989 | 0.9169 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9198 | 0.9362 | 0.9279 | 0.9860 |
103
+ | 0.0233 | 39.0 | 3744 | 0.0521 | 0.8485 | 0.9767 | 0.9081 | 86 | 0.9326 | 0.9326 | 0.9326 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9259 | 0.9566 | 0.9410 | 0.9870 |
104
+ | 0.0197 | 40.0 | 3840 | 0.0488 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9235 | 0.9494 | 0.9363 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9305 | 0.9566 | 0.9434 | 0.9884 |
105
+ | 0.0205 | 41.0 | 3936 | 0.0494 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9372 | 0.9515 | 0.9443 | 0.9884 |
106
+ | 0.0206 | 42.0 | 4032 | 0.0436 | 0.8989 | 0.9302 | 0.9143 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9416 | 0.9464 | 0.9440 | 0.9887 |
107
+ | 0.0194 | 43.0 | 4128 | 0.0476 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9486 | 0.9326 | 0.9405 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9395 | 0.9515 | 0.9455 | 0.9889 |
108
+ | 0.019 | 44.0 | 4224 | 0.0517 | 0.8454 | 0.9535 | 0.8962 | 86 | 0.9529 | 0.9101 | 0.9310 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9342 | 0.9413 | 0.9377 | 0.9876 |
109
+ | 0.0199 | 45.0 | 4320 | 0.0490 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9540 | 0.9326 | 0.9432 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9395 | 0.9515 | 0.9455 | 0.9881 |
110
+ | 0.0165 | 46.0 | 4416 | 0.0579 | 0.8660 | 0.9767 | 0.9180 | 86 | 0.9415 | 0.9045 | 0.9226 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9862 |
111
+ | 0.0178 | 47.0 | 4512 | 0.0522 | 0.8542 | 0.9535 | 0.9011 | 86 | 0.9422 | 0.9157 | 0.9288 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9876 |
112
+ | 0.0173 | 48.0 | 4608 | 0.0547 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9379 | 0.9326 | 0.9352 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9348 | 0.9515 | 0.9431 | 0.9879 |
113
+ | 0.0176 | 49.0 | 4704 | 0.0536 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9593 | 0.9270 | 0.9429 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9418 | 0.9490 | 0.9454 | 0.9873 |
114
+ | 0.0173 | 50.0 | 4800 | 0.0541 | 0.8681 | 0.9186 | 0.8927 | 86 | 0.9486 | 0.9326 | 0.9405 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9415 | 0.9439 | 0.9427 | 0.9870 |
115
+ | 0.016 | 51.0 | 4896 | 0.0534 | 0.8602 | 0.9302 | 0.8939 | 86 | 0.9408 | 0.8933 | 0.9164 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9333 | 0.9286 | 0.9309 | 0.9852 |
116
+ | 0.0144 | 52.0 | 4992 | 0.0561 | 0.8710 | 0.9419 | 0.9050 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9365 | 0.9413 | 0.9389 | 0.9879 |
117
+ | 0.0163 | 53.0 | 5088 | 0.0604 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9322 | 0.9270 | 0.9296 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9325 | 0.9515 | 0.9419 | 0.9876 |
118
+ | 0.0157 | 54.0 | 5184 | 0.0543 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9345 | 0.9464 | 0.9404 | 0.9868 |
119
+ | 0.015 | 55.0 | 5280 | 0.0539 | 0.875 | 0.9767 | 0.9231 | 86 | 0.9368 | 0.9157 | 0.9261 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9347 | 0.9490 | 0.9418 | 0.9876 |
120
+ | 0.0124 | 56.0 | 5376 | 0.0579 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9360 | 0.9045 | 0.9200 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9318 | 0.9413 | 0.9365 | 0.9868 |
121
+ | 0.0143 | 57.0 | 5472 | 0.0590 | 0.84 | 0.9767 | 0.9032 | 86 | 0.9148 | 0.9045 | 0.9096 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9158 | 0.9439 | 0.9296 | 0.9860 |
122
+ | 0.014 | 58.0 | 5568 | 0.0608 | 0.8660 | 0.9767 | 0.9180 | 86 | 0.9415 | 0.9045 | 0.9226 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9868 |
123
+ | 0.0139 | 59.0 | 5664 | 0.0554 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9435 | 0.9382 | 0.9408 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9373 | 0.9541 | 0.9456 | 0.9873 |
124
+ | 0.0147 | 60.0 | 5760 | 0.0585 | 0.8557 | 0.9651 | 0.9071 | 86 | 0.9480 | 0.9213 | 0.9345 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9370 | 0.9490 | 0.9430 | 0.9870 |
125
+ | 0.0136 | 61.0 | 5856 | 0.0562 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9435 | 0.9382 | 0.9408 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9373 | 0.9541 | 0.9456 | 0.9870 |
126
+ | 0.0134 | 62.0 | 5952 | 0.0526 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9282 | 0.9438 | 0.9359 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9330 | 0.9592 | 0.9459 | 0.9884 |
127
+ | 0.014 | 63.0 | 6048 | 0.0560 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9278 | 0.9382 | 0.9330 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9352 | 0.9566 | 0.9458 | 0.9876 |
128
+ | 0.0136 | 64.0 | 6144 | 0.0489 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9282 | 0.9438 | 0.9359 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9352 | 0.9566 | 0.9458 | 0.9892 |
129
+ | 0.0124 | 65.0 | 6240 | 0.0550 | 0.8925 | 0.9651 | 0.9274 | 86 | 0.9659 | 0.9551 | 0.9605 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9545 | 0.9643 | 0.9594 | 0.9895 |
130
+ | 0.0117 | 66.0 | 6336 | 0.0521 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9540 | 0.9326 | 0.9432 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9395 | 0.9515 | 0.9455 | 0.9887 |
131
+ | 0.0127 | 67.0 | 6432 | 0.0509 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9655 | 0.9438 | 0.9545 | 178 | 0.9843 | 0.9766 | 0.9804 | 128 | 0.9470 | 0.9566 | 0.9518 | 0.9892 |
132
+ | 0.012 | 68.0 | 6528 | 0.0563 | 0.9 | 0.9419 | 0.9205 | 86 | 0.9282 | 0.9438 | 0.9359 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9373 | 0.9541 | 0.9456 | 0.9879 |
133
+ | 0.0118 | 69.0 | 6624 | 0.0548 | 0.8660 | 0.9767 | 0.9180 | 86 | 0.9483 | 0.9270 | 0.9375 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9373 | 0.9541 | 0.9456 | 0.9887 |
134
+ | 0.0119 | 70.0 | 6720 | 0.0591 | 0.8557 | 0.9651 | 0.9071 | 86 | 0.9375 | 0.9270 | 0.9322 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9302 | 0.9515 | 0.9407 | 0.9873 |
135
+ | 0.0119 | 71.0 | 6816 | 0.0608 | 0.8913 | 0.9535 | 0.9213 | 86 | 0.9286 | 0.9494 | 0.9389 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9353 | 0.9592 | 0.9471 | 0.9870 |
136
+ | 0.0102 | 72.0 | 6912 | 0.0570 | 0.8817 | 0.9535 | 0.9162 | 86 | 0.9382 | 0.9382 | 0.9382 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9373 | 0.9541 | 0.9456 | 0.9879 |
137
+ | 0.0108 | 73.0 | 7008 | 0.0602 | 0.8571 | 0.9767 | 0.9130 | 86 | 0.9422 | 0.9157 | 0.9288 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9323 | 0.9490 | 0.9406 | 0.9876 |
138
+ | 0.0112 | 74.0 | 7104 | 0.0605 | 0.8542 | 0.9535 | 0.9011 | 86 | 0.9477 | 0.9157 | 0.9314 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9870 |
139
+ | 0.011 | 75.0 | 7200 | 0.0666 | 0.84 | 0.9767 | 0.9032 | 86 | 0.9133 | 0.8876 | 0.9003 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9152 | 0.9362 | 0.9256 | 0.9857 |
140
+ | 0.0098 | 76.0 | 7296 | 0.0570 | 0.8723 | 0.9535 | 0.9111 | 86 | 0.9326 | 0.9326 | 0.9326 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9325 | 0.9515 | 0.9419 | 0.9879 |
141
+ | 0.0098 | 77.0 | 7392 | 0.0579 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9322 | 0.9270 | 0.9296 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9302 | 0.9515 | 0.9407 | 0.9876 |
142
+ | 0.0099 | 78.0 | 7488 | 0.0626 | 0.8571 | 0.9767 | 0.9130 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9277 | 0.9490 | 0.9382 | 0.9865 |
143
+ | 0.0107 | 79.0 | 7584 | 0.0580 | 0.8830 | 0.9651 | 0.9222 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9345 | 0.9464 | 0.9404 | 0.9873 |
144
+ | 0.0103 | 80.0 | 7680 | 0.0593 | 0.8660 | 0.9767 | 0.9180 | 86 | 0.9326 | 0.9326 | 0.9326 | 178 | 0.9688 | 0.9688 | 0.9688 | 128 | 0.9280 | 0.9541 | 0.9409 | 0.9881 |
145
+ | 0.0091 | 81.0 | 7776 | 0.0626 | 0.8660 | 0.9767 | 0.9180 | 86 | 0.9543 | 0.9382 | 0.9462 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.94 | 0.9592 | 0.9495 | 0.9887 |
146
+ | 0.0105 | 82.0 | 7872 | 0.0579 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9298 | 0.9464 | 0.9381 | 0.9868 |
147
+ | 0.0103 | 83.0 | 7968 | 0.0657 | 0.8660 | 0.9767 | 0.9180 | 86 | 0.9527 | 0.9045 | 0.9280 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9391 | 0.9439 | 0.9415 | 0.9865 |
148
+ | 0.0118 | 84.0 | 8064 | 0.0636 | 0.8660 | 0.9767 | 0.9180 | 86 | 0.9364 | 0.9101 | 0.9231 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9322 | 0.9464 | 0.9392 | 0.9865 |
149
+ | 0.0095 | 85.0 | 8160 | 0.0632 | 0.8632 | 0.9535 | 0.9061 | 86 | 0.9310 | 0.9101 | 0.9205 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9295 | 0.9413 | 0.9354 | 0.9868 |
150
+ | 0.0089 | 86.0 | 8256 | 0.0606 | 0.8660 | 0.9767 | 0.9180 | 86 | 0.9415 | 0.9045 | 0.9226 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9343 | 0.9439 | 0.9391 | 0.9862 |
151
+ | 0.0086 | 87.0 | 8352 | 0.0599 | 0.8557 | 0.9651 | 0.9071 | 86 | 0.9480 | 0.9213 | 0.9345 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9347 | 0.9490 | 0.9418 | 0.9879 |
152
+ | 0.0104 | 88.0 | 8448 | 0.0596 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9483 | 0.9270 | 0.9375 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9372 | 0.9515 | 0.9443 | 0.9892 |
153
+ | 0.0081 | 89.0 | 8544 | 0.0583 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9483 | 0.9270 | 0.9375 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9372 | 0.9515 | 0.9443 | 0.9895 |
154
+ | 0.0076 | 90.0 | 8640 | 0.0589 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9429 | 0.9270 | 0.9348 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9348 | 0.9515 | 0.9431 | 0.9887 |
155
+ | 0.0092 | 91.0 | 8736 | 0.0612 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9425 | 0.9213 | 0.9318 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9347 | 0.9490 | 0.9418 | 0.9881 |
156
+ | 0.008 | 92.0 | 8832 | 0.0596 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9480 | 0.9213 | 0.9345 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9370 | 0.9490 | 0.9430 | 0.9879 |
157
+ | 0.0086 | 93.0 | 8928 | 0.0602 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9314 | 0.9157 | 0.9235 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9298 | 0.9464 | 0.9381 | 0.9865 |
158
+ | 0.0063 | 94.0 | 9024 | 0.0605 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9593 | 0.9270 | 0.9429 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9419 | 0.9515 | 0.9467 | 0.9876 |
159
+ | 0.0078 | 95.0 | 9120 | 0.0594 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9543 | 0.9382 | 0.9462 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9422 | 0.9566 | 0.9494 | 0.9887 |
160
+ | 0.0079 | 96.0 | 9216 | 0.0588 | 0.8737 | 0.9651 | 0.9171 | 86 | 0.9483 | 0.9270 | 0.9375 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9395 | 0.9515 | 0.9455 | 0.9881 |
161
+ | 0.0083 | 97.0 | 9312 | 0.0615 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9593 | 0.9270 | 0.9429 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9419 | 0.9515 | 0.9467 | 0.9881 |
162
+ | 0.0075 | 98.0 | 9408 | 0.0611 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9535 | 0.9213 | 0.9371 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9394 | 0.9490 | 0.9442 | 0.9873 |
163
+ | 0.0083 | 99.0 | 9504 | 0.0600 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9535 | 0.9213 | 0.9371 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9394 | 0.9490 | 0.9442 | 0.9876 |
164
+ | 0.0074 | 100.0 | 9600 | 0.0600 | 0.8646 | 0.9651 | 0.9121 | 86 | 0.9480 | 0.9213 | 0.9345 | 178 | 0.9766 | 0.9766 | 0.9766 | 128 | 0.9370 | 0.9490 | 0.9430 | 0.9879 |
165
 
166
 
167
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