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nerui-pt-pl20-2

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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_03-56-25_a358b85c7679/events.out.tfevents.1717473395.a358b85c7679.472569.0 +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: 0.0657
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- - Location Precision: 0.91
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  - Location Recall: 0.9785
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- - Location F1: 0.9430
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  - Location Number: 93
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- - Organization Precision: 0.95
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- - Organization Recall: 0.9157
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- - Organization F1: 0.9325
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  - Organization Number: 166
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- - Person Precision: 0.9789
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- - Person Recall: 0.9789
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- - Person F1: 0.9789
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  - Person Number: 142
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- - Overall Precision: 0.9502
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- - Overall Recall: 0.9526
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- - Overall F1: 0.9514
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- - Overall Accuracy: 0.9898
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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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- | 0.8599 | 1.0 | 96 | 0.4034 | 0.0 | 0.0 | 0.0 | 93 | 0.2787 | 0.2048 | 0.2361 | 166 | 0.3137 | 0.2254 | 0.2623 | 142 | 0.2882 | 0.1646 | 0.2095 | 0.8584 |
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- | 0.3669 | 2.0 | 192 | 0.2569 | 0.2721 | 0.4301 | 0.3333 | 93 | 0.4813 | 0.4639 | 0.4724 | 166 | 0.4566 | 0.7042 | 0.5540 | 142 | 0.4125 | 0.5411 | 0.4682 | 0.9199 |
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- | 0.215 | 3.0 | 288 | 0.1132 | 0.7955 | 0.7527 | 0.7735 | 93 | 0.6700 | 0.8193 | 0.7371 | 166 | 0.9459 | 0.9859 | 0.9655 | 142 | 0.7882 | 0.8628 | 0.8238 | 0.9668 |
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- | 0.1398 | 4.0 | 384 | 0.0817 | 0.7714 | 0.8710 | 0.8182 | 93 | 0.7966 | 0.8494 | 0.8222 | 166 | 0.9459 | 0.9859 | 0.9655 | 142 | 0.8419 | 0.9027 | 0.8712 | 0.9750 |
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- | 0.1119 | 5.0 | 480 | 0.0657 | 0.8265 | 0.8710 | 0.8482 | 93 | 0.8471 | 0.8675 | 0.8571 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.8878 | 0.9077 | 0.8977 | 0.9805 |
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- | 0.1003 | 6.0 | 576 | 0.0632 | 0.7768 | 0.9355 | 0.8488 | 93 | 0.9013 | 0.8253 | 0.8616 | 166 | 0.9722 | 0.9859 | 0.9790 | 142 | 0.8922 | 0.9077 | 0.8999 | 0.9808 |
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- | 0.0868 | 7.0 | 672 | 0.0539 | 0.8866 | 0.9247 | 0.9053 | 93 | 0.8686 | 0.9157 | 0.8915 | 166 | 0.9722 | 0.9859 | 0.9790 | 142 | 0.9087 | 0.9426 | 0.9253 | 0.9844 |
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- | 0.0797 | 8.0 | 768 | 0.0556 | 0.7826 | 0.9677 | 0.8654 | 93 | 0.8944 | 0.8675 | 0.8807 | 166 | 0.9790 | 0.9859 | 0.9825 | 142 | 0.8926 | 0.9327 | 0.9122 | 0.9824 |
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- | 0.0735 | 9.0 | 864 | 0.0472 | 0.8286 | 0.9355 | 0.8788 | 93 | 0.8817 | 0.8976 | 0.8896 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9036 | 0.9352 | 0.9191 | 0.9841 |
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- | 0.0694 | 10.0 | 960 | 0.0475 | 0.8108 | 0.9677 | 0.8824 | 93 | 0.9177 | 0.8735 | 0.8951 | 166 | 0.9790 | 0.9859 | 0.9825 | 142 | 0.9102 | 0.9352 | 0.9225 | 0.9849 |
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- | 0.0622 | 11.0 | 1056 | 0.0388 | 0.9053 | 0.9247 | 0.9149 | 93 | 0.8960 | 0.9337 | 0.9145 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9268 | 0.9476 | 0.9371 | 0.9885 |
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- | 0.0597 | 12.0 | 1152 | 0.0421 | 0.8173 | 0.9140 | 0.8629 | 93 | 0.9048 | 0.9157 | 0.9102 | 166 | 0.9653 | 0.9789 | 0.9720 | 142 | 0.9038 | 0.9377 | 0.9204 | 0.9863 |
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- | 0.0548 | 13.0 | 1248 | 0.0412 | 0.8846 | 0.9892 | 0.9340 | 93 | 0.9557 | 0.9096 | 0.9321 | 166 | 0.9790 | 0.9859 | 0.9825 | 142 | 0.9457 | 0.9551 | 0.9504 | 0.9888 |
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- | 0.0484 | 14.0 | 1344 | 0.0366 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9096 | 0.9096 | 0.9096 | 166 | 0.9722 | 0.9859 | 0.9790 | 142 | 0.9270 | 0.9501 | 0.9384 | 0.9893 |
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- | 0.0482 | 15.0 | 1440 | 0.0412 | 0.91 | 0.9785 | 0.9430 | 93 | 0.95 | 0.9157 | 0.9325 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9502 | 0.9526 | 0.9514 | 0.9879 |
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- | 0.0422 | 16.0 | 1536 | 0.0418 | 0.8505 | 0.9785 | 0.91 | 93 | 0.95 | 0.9157 | 0.9325 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9340 | 0.9526 | 0.9432 | 0.9882 |
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- | 0.0435 | 17.0 | 1632 | 0.0346 | 0.9020 | 0.9892 | 0.9436 | 93 | 0.9212 | 0.9157 | 0.9184 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9340 | 0.9526 | 0.9432 | 0.9904 |
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- | 0.0425 | 18.0 | 1728 | 0.0412 | 0.9109 | 0.9892 | 0.9485 | 93 | 0.9036 | 0.9036 | 0.9036 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9291 | 0.9476 | 0.9383 | 0.9893 |
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- | 0.0376 | 19.0 | 1824 | 0.0414 | 0.8990 | 0.9570 | 0.9271 | 93 | 0.9259 | 0.9036 | 0.9146 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9355 | 0.9401 | 0.9378 | 0.9888 |
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- | 0.0361 | 20.0 | 1920 | 0.0425 | 0.8491 | 0.9677 | 0.9045 | 93 | 0.9268 | 0.9157 | 0.9212 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9223 | 0.9476 | 0.9348 | 0.9877 |
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- | 0.0331 | 21.0 | 2016 | 0.0466 | 0.8273 | 0.9785 | 0.8966 | 93 | 0.9281 | 0.8554 | 0.8903 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9185 | 0.9277 | 0.9231 | 0.9868 |
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- | 0.0329 | 22.0 | 2112 | 0.0393 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9167 | 0.9277 | 0.9222 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9364 | 0.9551 | 0.9457 | 0.9898 |
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- | 0.0319 | 23.0 | 2208 | 0.0474 | 0.8889 | 0.9462 | 0.9167 | 93 | 0.9198 | 0.8976 | 0.9085 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9236 | 0.9352 | 0.9294 | 0.9868 |
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- | 0.0301 | 24.0 | 2304 | 0.0450 | 0.9082 | 0.9570 | 0.9319 | 93 | 0.9157 | 0.9157 | 0.9157 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9358 | 0.9451 | 0.9404 | 0.9888 |
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- | 0.0307 | 25.0 | 2400 | 0.0517 | 0.89 | 0.9570 | 0.9223 | 93 | 0.9313 | 0.8976 | 0.9141 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9355 | 0.9401 | 0.9378 | 0.9874 |
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- | 0.0286 | 26.0 | 2496 | 0.0528 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9304 | 0.8855 | 0.9074 | 166 | 0.9586 | 0.9789 | 0.9686 | 142 | 0.9307 | 0.9377 | 0.9342 | 0.9860 |
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- | 0.0278 | 27.0 | 2592 | 0.0509 | 0.8641 | 0.9570 | 0.9082 | 93 | 0.9304 | 0.8855 | 0.9074 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9282 | 0.9352 | 0.9317 | 0.9855 |
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- | 0.026 | 28.0 | 2688 | 0.0497 | 0.8824 | 0.9677 | 0.9231 | 93 | 0.9379 | 0.9096 | 0.9235 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9360 | 0.9476 | 0.9418 | 0.9871 |
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- | 0.0256 | 29.0 | 2784 | 0.0438 | 0.8738 | 0.9677 | 0.9184 | 93 | 0.9313 | 0.8976 | 0.9141 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9333 | 0.9426 | 0.9380 | 0.9888 |
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- | 0.0223 | 30.0 | 2880 | 0.0537 | 0.8812 | 0.9570 | 0.9175 | 93 | 0.9146 | 0.9036 | 0.9091 | 166 | 0.9521 | 0.9789 | 0.9653 | 142 | 0.9197 | 0.9426 | 0.9310 | 0.9857 |
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- | 0.023 | 31.0 | 2976 | 0.0402 | 0.8990 | 0.9570 | 0.9271 | 93 | 0.8994 | 0.9157 | 0.9075 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9268 | 0.9476 | 0.9371 | 0.9890 |
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- | 0.0236 | 32.0 | 3072 | 0.0433 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9321 | 0.9096 | 0.9207 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9406 | 0.9476 | 0.9441 | 0.9896 |
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- | 0.0249 | 33.0 | 3168 | 0.0477 | 0.8505 | 0.9785 | 0.91 | 93 | 0.9125 | 0.8795 | 0.8957 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9216 | 0.9377 | 0.9295 | 0.9871 |
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- | 0.0197 | 34.0 | 3264 | 0.0499 | 0.8835 | 0.9785 | 0.9286 | 93 | 0.9080 | 0.8916 | 0.8997 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9265 | 0.9426 | 0.9345 | 0.9885 |
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- | 0.0214 | 35.0 | 3360 | 0.0559 | 0.9082 | 0.9570 | 0.9319 | 93 | 0.9157 | 0.9157 | 0.9157 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9360 | 0.9476 | 0.9418 | 0.9882 |
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- | 0.0211 | 36.0 | 3456 | 0.0508 | 0.8990 | 0.9570 | 0.9271 | 93 | 0.9157 | 0.9157 | 0.9157 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9337 | 0.9476 | 0.9406 | 0.9879 |
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- | 0.0191 | 37.0 | 3552 | 0.0514 | 0.9158 | 0.9355 | 0.9255 | 93 | 0.9157 | 0.9157 | 0.9157 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9380 | 0.9426 | 0.9403 | 0.9885 |
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- | 0.0193 | 38.0 | 3648 | 0.0570 | 0.8932 | 0.9892 | 0.9388 | 93 | 0.9427 | 0.8916 | 0.9164 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9428 | 0.9451 | 0.9440 | 0.9882 |
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- | 0.0181 | 39.0 | 3744 | 0.0511 | 0.8687 | 0.9247 | 0.8958 | 93 | 0.9207 | 0.9096 | 0.9152 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9261 | 0.9377 | 0.9318 | 0.9877 |
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- | 0.0168 | 40.0 | 3840 | 0.0503 | 0.88 | 0.9462 | 0.9119 | 93 | 0.9091 | 0.9036 | 0.9063 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9263 | 0.9401 | 0.9332 | 0.9882 |
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- | 0.0169 | 41.0 | 3936 | 0.0550 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9255 | 0.8976 | 0.9113 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9380 | 0.9426 | 0.9403 | 0.9877 |
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- | 0.0162 | 42.0 | 4032 | 0.0586 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9367 | 0.8916 | 0.9136 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9426 | 0.9426 | 0.9426 | 0.9885 |
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- | 0.0169 | 43.0 | 4128 | 0.0544 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9367 | 0.8916 | 0.9136 | 166 | 0.9653 | 0.9789 | 0.9720 | 142 | 0.9378 | 0.9401 | 0.9390 | 0.9868 |
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- | 0.0153 | 44.0 | 4224 | 0.0589 | 0.91 | 0.9785 | 0.9430 | 93 | 0.9264 | 0.9096 | 0.9179 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9384 | 0.9501 | 0.9442 | 0.9877 |
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- | 0.0155 | 45.0 | 4320 | 0.0524 | 0.91 | 0.9785 | 0.9430 | 93 | 0.9444 | 0.9217 | 0.9329 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9480 | 0.9551 | 0.9516 | 0.9890 |
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- | 0.0159 | 46.0 | 4416 | 0.0560 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9437 | 0.9096 | 0.9264 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9478 | 0.9501 | 0.9489 | 0.9888 |
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- | 0.0144 | 47.0 | 4512 | 0.0540 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9152 | 0.9096 | 0.9124 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9361 | 0.9501 | 0.9431 | 0.9890 |
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- | 0.0154 | 48.0 | 4608 | 0.0559 | 0.8812 | 0.9570 | 0.9175 | 93 | 0.9379 | 0.9096 | 0.9235 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9381 | 0.9451 | 0.9416 | 0.9882 |
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- | 0.0136 | 49.0 | 4704 | 0.0577 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.945 | 0.9426 | 0.9438 | 0.9885 |
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- | 0.0138 | 50.0 | 4800 | 0.0629 | 0.8835 | 0.9785 | 0.9286 | 93 | 0.9367 | 0.8916 | 0.9136 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9403 | 0.9426 | 0.9415 | 0.9877 |
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- | 0.0154 | 51.0 | 4896 | 0.0589 | 0.8922 | 0.9785 | 0.9333 | 93 | 0.9554 | 0.9036 | 0.9288 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.95 | 0.9476 | 0.9488 | 0.9893 |
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- | 0.013 | 52.0 | 4992 | 0.0599 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9490 | 0.8976 | 0.9226 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9475 | 0.9451 | 0.9463 | 0.9885 |
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- | 0.0131 | 53.0 | 5088 | 0.0541 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9321 | 0.9096 | 0.9207 | 166 | 0.9787 | 0.9718 | 0.9753 | 142 | 0.9381 | 0.9451 | 0.9416 | 0.9893 |
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- | 0.0131 | 54.0 | 5184 | 0.0579 | 0.91 | 0.9785 | 0.9430 | 93 | 0.9321 | 0.9096 | 0.9207 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9431 | 0.9501 | 0.9466 | 0.9890 |
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- | 0.0119 | 55.0 | 5280 | 0.0607 | 0.8932 | 0.9892 | 0.9388 | 93 | 0.9615 | 0.9036 | 0.9317 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9501 | 0.9501 | 0.9501 | 0.9888 |
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- | 0.0125 | 56.0 | 5376 | 0.0618 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9554 | 0.9036 | 0.9288 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9524 | 0.9476 | 0.95 | 0.9888 |
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- | 0.0131 | 57.0 | 5472 | 0.0587 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9494 | 0.9036 | 0.9259 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.95 | 0.9476 | 0.9488 | 0.9890 |
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- | 0.0114 | 58.0 | 5568 | 0.0605 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9437 | 0.9096 | 0.9264 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9454 | 0.9501 | 0.9478 | 0.9888 |
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- | 0.0109 | 59.0 | 5664 | 0.0604 | 0.88 | 0.9462 | 0.9119 | 93 | 0.9317 | 0.9036 | 0.9174 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9332 | 0.9401 | 0.9366 | 0.9877 |
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- | 0.0103 | 60.0 | 5760 | 0.0631 | 0.8922 | 0.9785 | 0.9333 | 93 | 0.9490 | 0.8976 | 0.9226 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9475 | 0.9451 | 0.9463 | 0.9888 |
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- | 0.0113 | 61.0 | 5856 | 0.0631 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9434 | 0.9036 | 0.9231 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9475 | 0.9451 | 0.9463 | 0.9890 |
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- | 0.0099 | 62.0 | 5952 | 0.0672 | 0.8835 | 0.9785 | 0.9286 | 93 | 0.9363 | 0.8855 | 0.9102 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9401 | 0.9401 | 0.9401 | 0.9879 |
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- | 0.0105 | 63.0 | 6048 | 0.0580 | 0.91 | 0.9785 | 0.9430 | 93 | 0.9437 | 0.9096 | 0.9264 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9501 | 0.9501 | 0.9501 | 0.9898 |
130
- | 0.0097 | 64.0 | 6144 | 0.0569 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9379 | 0.9096 | 0.9235 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9429 | 0.9476 | 0.9453 | 0.9898 |
131
- | 0.0087 | 65.0 | 6240 | 0.0616 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9264 | 0.9096 | 0.9179 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9360 | 0.9476 | 0.9418 | 0.9890 |
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- | 0.0097 | 66.0 | 6336 | 0.0663 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9548 | 0.8916 | 0.9221 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.945 | 0.9426 | 0.9438 | 0.9885 |
133
- | 0.009 | 67.0 | 6432 | 0.0662 | 0.8835 | 0.9785 | 0.9286 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9428 | 0.9451 | 0.9440 | 0.9879 |
134
- | 0.0077 | 68.0 | 6528 | 0.0588 | 0.8713 | 0.9462 | 0.9072 | 93 | 0.9207 | 0.9096 | 0.9152 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9310 | 0.9426 | 0.9368 | 0.9885 |
135
- | 0.0092 | 69.0 | 6624 | 0.0646 | 0.8788 | 0.9355 | 0.9062 | 93 | 0.9036 | 0.9036 | 0.9036 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9216 | 0.9377 | 0.9295 | 0.9871 |
136
- | 0.0089 | 70.0 | 6720 | 0.0635 | 0.8812 | 0.9570 | 0.9175 | 93 | 0.925 | 0.8916 | 0.9080 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9330 | 0.9377 | 0.9353 | 0.9879 |
137
- | 0.0087 | 71.0 | 6816 | 0.0637 | 0.91 | 0.9785 | 0.9430 | 93 | 0.9390 | 0.9277 | 0.9333 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9481 | 0.9576 | 0.9529 | 0.9898 |
138
- | 0.0079 | 72.0 | 6912 | 0.0616 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9437 | 0.9096 | 0.9264 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.95 | 0.9476 | 0.9488 | 0.9898 |
139
- | 0.0078 | 73.0 | 7008 | 0.0640 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9363 | 0.8855 | 0.9102 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9378 | 0.9401 | 0.9390 | 0.9888 |
140
- | 0.0084 | 74.0 | 7104 | 0.0607 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.9379 | 0.9096 | 0.9235 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9501 | 0.9501 | 0.9501 | 0.9904 |
141
- | 0.0076 | 75.0 | 7200 | 0.0597 | 0.8990 | 0.9570 | 0.9271 | 93 | 0.9268 | 0.9157 | 0.9212 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9406 | 0.9476 | 0.9441 | 0.9893 |
142
- | 0.0082 | 76.0 | 7296 | 0.0619 | 0.8922 | 0.9785 | 0.9333 | 93 | 0.9490 | 0.8976 | 0.9226 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9475 | 0.9451 | 0.9463 | 0.9896 |
143
- | 0.0069 | 77.0 | 7392 | 0.0641 | 0.8922 | 0.9785 | 0.9333 | 93 | 0.9551 | 0.8976 | 0.9255 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9499 | 0.9451 | 0.9475 | 0.9893 |
144
- | 0.0067 | 78.0 | 7488 | 0.0633 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9475 | 0.9451 | 0.9463 | 0.9890 |
145
- | 0.0062 | 79.0 | 7584 | 0.0620 | 0.8990 | 0.9570 | 0.9271 | 93 | 0.9202 | 0.9036 | 0.9119 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9356 | 0.9426 | 0.9391 | 0.9888 |
146
- | 0.0073 | 80.0 | 7680 | 0.0636 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.9317 | 0.9036 | 0.9174 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9453 | 0.9476 | 0.9465 | 0.9896 |
147
- | 0.0085 | 81.0 | 7776 | 0.0650 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.9259 | 0.9036 | 0.9146 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9453 | 0.9476 | 0.9465 | 0.9888 |
148
- | 0.008 | 82.0 | 7872 | 0.0632 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9321 | 0.9096 | 0.9207 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9453 | 0.9476 | 0.9465 | 0.9901 |
149
- | 0.0061 | 83.0 | 7968 | 0.0659 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.9264 | 0.9096 | 0.9179 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9431 | 0.9501 | 0.9466 | 0.9893 |
150
- | 0.0066 | 84.0 | 8064 | 0.0684 | 0.91 | 0.9785 | 0.9430 | 93 | 0.9497 | 0.9096 | 0.9292 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9525 | 0.9501 | 0.9513 | 0.9896 |
151
- | 0.0068 | 85.0 | 8160 | 0.0681 | 0.8932 | 0.9892 | 0.9388 | 93 | 0.9434 | 0.9036 | 0.9231 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9454 | 0.9501 | 0.9478 | 0.9890 |
152
- | 0.0068 | 86.0 | 8256 | 0.0645 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9202 | 0.9036 | 0.9119 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9404 | 0.9451 | 0.9428 | 0.9898 |
153
- | 0.0062 | 87.0 | 8352 | 0.0658 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.9321 | 0.9096 | 0.9207 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9454 | 0.9501 | 0.9478 | 0.9898 |
154
- | 0.0057 | 88.0 | 8448 | 0.0660 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.9268 | 0.9157 | 0.9212 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9432 | 0.9526 | 0.9479 | 0.9890 |
155
- | 0.0054 | 89.0 | 8544 | 0.0662 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9152 | 0.9096 | 0.9124 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9360 | 0.9476 | 0.9418 | 0.9888 |
156
- | 0.0047 | 90.0 | 8640 | 0.0659 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9264 | 0.9096 | 0.9179 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9406 | 0.9476 | 0.9441 | 0.9893 |
157
- | 0.0071 | 91.0 | 8736 | 0.0664 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9102 | 0.9157 | 0.9129 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9315 | 0.9501 | 0.9407 | 0.9885 |
158
- | 0.0062 | 92.0 | 8832 | 0.0671 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.9317 | 0.9036 | 0.9174 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9453 | 0.9476 | 0.9465 | 0.9893 |
159
- | 0.0066 | 93.0 | 8928 | 0.0653 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.95 | 0.9157 | 0.9325 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9526 | 0.9526 | 0.9526 | 0.9901 |
160
- | 0.0057 | 94.0 | 9024 | 0.0662 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9379 | 0.9096 | 0.9235 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9431 | 0.9501 | 0.9466 | 0.9893 |
161
- | 0.0053 | 95.0 | 9120 | 0.0662 | 0.91 | 0.9785 | 0.9430 | 93 | 0.9379 | 0.9096 | 0.9235 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9454 | 0.9501 | 0.9478 | 0.9896 |
162
- | 0.0051 | 96.0 | 9216 | 0.0656 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.9379 | 0.9096 | 0.9235 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9478 | 0.9501 | 0.9489 | 0.9898 |
163
- | 0.0057 | 97.0 | 9312 | 0.0655 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.95 | 0.9157 | 0.9325 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9526 | 0.9526 | 0.9526 | 0.9901 |
164
- | 0.0071 | 98.0 | 9408 | 0.0657 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.95 | 0.9157 | 0.9325 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9526 | 0.9526 | 0.9526 | 0.9901 |
165
- | 0.0051 | 99.0 | 9504 | 0.0656 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.95 | 0.9157 | 0.9325 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9526 | 0.9526 | 0.9526 | 0.9901 |
166
- | 0.0057 | 100.0 | 9600 | 0.0657 | 0.91 | 0.9785 | 0.9430 | 93 | 0.95 | 0.9157 | 0.9325 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9502 | 0.9526 | 0.9514 | 0.9898 |
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: 0.0659
19
+ - Location Precision: 0.875
20
  - Location Recall: 0.9785
21
+ - Location F1: 0.9239
22
  - Location Number: 93
23
+ - Organization Precision: 0.9430
24
+ - Organization Recall: 0.8976
25
+ - Organization F1: 0.9198
26
  - Organization Number: 166
27
+ - Person Precision: 0.9650
28
+ - Person Recall: 0.9718
29
+ - Person F1: 0.9684
30
  - Person Number: 142
31
+ - Overall Precision: 0.9333
32
+ - Overall Recall: 0.9426
33
+ - Overall F1: 0.9380
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
+ | 0.8355 | 1.0 | 96 | 0.3860 | 0.125 | 0.0108 | 0.0198 | 93 | 0.2687 | 0.3253 | 0.2943 | 166 | 0.2477 | 0.3873 | 0.3022 | 142 | 0.2552 | 0.2743 | 0.2644 | 0.8705 |
66
+ | 0.3665 | 2.0 | 192 | 0.2359 | 0.2975 | 0.3871 | 0.3364 | 93 | 0.5309 | 0.5181 | 0.5244 | 166 | 0.4516 | 0.6901 | 0.5460 | 142 | 0.44 | 0.5486 | 0.4883 | 0.9243 |
67
+ | 0.201 | 3.0 | 288 | 0.0994 | 0.8523 | 0.8065 | 0.8287 | 93 | 0.6919 | 0.8253 | 0.7527 | 166 | 0.9589 | 0.9859 | 0.9722 | 142 | 0.8148 | 0.8778 | 0.8451 | 0.9701 |
68
+ | 0.1372 | 4.0 | 384 | 0.0864 | 0.7193 | 0.8817 | 0.7923 | 93 | 0.7737 | 0.8855 | 0.8258 | 166 | 0.9589 | 0.9859 | 0.9722 | 142 | 0.82 | 0.9202 | 0.8672 | 0.9734 |
69
+ | 0.1141 | 5.0 | 480 | 0.0641 | 0.8542 | 0.8817 | 0.8677 | 93 | 0.8333 | 0.8735 | 0.8529 | 166 | 0.9655 | 0.9859 | 0.9756 | 142 | 0.8843 | 0.9152 | 0.8995 | 0.9813 |
70
+ | 0.0964 | 6.0 | 576 | 0.0601 | 0.7521 | 0.9462 | 0.8381 | 93 | 0.8710 | 0.8133 | 0.8411 | 166 | 0.9790 | 0.9859 | 0.9825 | 142 | 0.8747 | 0.9052 | 0.8897 | 0.9811 |
71
+ | 0.0877 | 7.0 | 672 | 0.0540 | 0.83 | 0.8925 | 0.8601 | 93 | 0.8793 | 0.9217 | 0.9 | 166 | 0.9655 | 0.9859 | 0.9756 | 142 | 0.8974 | 0.9377 | 0.9171 | 0.9813 |
72
+ | 0.0764 | 8.0 | 768 | 0.0547 | 0.8214 | 0.9892 | 0.8976 | 93 | 0.9193 | 0.8916 | 0.9052 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9155 | 0.9451 | 0.9301 | 0.9827 |
73
+ | 0.0681 | 9.0 | 864 | 0.0442 | 0.8812 | 0.9570 | 0.9175 | 93 | 0.8902 | 0.9277 | 0.9086 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9205 | 0.9526 | 0.9363 | 0.9846 |
74
+ | 0.066 | 10.0 | 960 | 0.0491 | 0.8505 | 0.9785 | 0.91 | 93 | 0.9487 | 0.8916 | 0.9193 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9333 | 0.9426 | 0.9380 | 0.9855 |
75
+ | 0.0604 | 11.0 | 1056 | 0.0464 | 0.8889 | 0.9462 | 0.9167 | 93 | 0.9042 | 0.9096 | 0.9069 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9265 | 0.9426 | 0.9345 | 0.9860 |
76
+ | 0.059 | 12.0 | 1152 | 0.0488 | 0.8958 | 0.9247 | 0.9101 | 93 | 0.8889 | 0.9157 | 0.9021 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9218 | 0.9401 | 0.9309 | 0.9860 |
77
+ | 0.0545 | 13.0 | 1248 | 0.0419 | 0.8824 | 0.9677 | 0.9231 | 93 | 0.9212 | 0.9157 | 0.9184 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9315 | 0.9501 | 0.9407 | 0.9874 |
78
+ | 0.0525 | 14.0 | 1344 | 0.0446 | 0.8980 | 0.9462 | 0.9215 | 93 | 0.9118 | 0.9337 | 0.9226 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9294 | 0.9526 | 0.9409 | 0.9871 |
79
+ | 0.0478 | 15.0 | 1440 | 0.0429 | 0.8889 | 0.9462 | 0.9167 | 93 | 0.9036 | 0.9036 | 0.9036 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9263 | 0.9401 | 0.9332 | 0.9882 |
80
+ | 0.0466 | 16.0 | 1536 | 0.0460 | 0.8627 | 0.9462 | 0.9026 | 93 | 0.9091 | 0.9036 | 0.9063 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9195 | 0.9401 | 0.9297 | 0.9863 |
81
+ | 0.0442 | 17.0 | 1632 | 0.0399 | 0.8585 | 0.9785 | 0.9146 | 93 | 0.9198 | 0.8976 | 0.9085 | 166 | 0.9858 | 0.9789 | 0.9823 | 142 | 0.9267 | 0.9451 | 0.9358 | 0.9879 |
82
+ | 0.042 | 18.0 | 1728 | 0.0402 | 0.8654 | 0.9677 | 0.9137 | 93 | 0.9371 | 0.8976 | 0.9169 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9333 | 0.9426 | 0.9380 | 0.9882 |
83
+ | 0.0384 | 19.0 | 1824 | 0.0404 | 0.8585 | 0.9785 | 0.9146 | 93 | 0.9371 | 0.8976 | 0.9169 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9312 | 0.9451 | 0.9381 | 0.9882 |
84
+ | 0.0365 | 20.0 | 1920 | 0.0457 | 0.8812 | 0.9570 | 0.9175 | 93 | 0.8851 | 0.9277 | 0.9059 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9137 | 0.9501 | 0.9315 | 0.9860 |
85
+ | 0.0363 | 21.0 | 2016 | 0.0477 | 0.8273 | 0.9785 | 0.8966 | 93 | 0.9290 | 0.8675 | 0.8972 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9189 | 0.9327 | 0.9257 | 0.9855 |
86
+ | 0.0344 | 22.0 | 2112 | 0.0464 | 0.8725 | 0.9570 | 0.9128 | 93 | 0.8988 | 0.9096 | 0.9042 | 166 | 0.9653 | 0.9789 | 0.9720 | 142 | 0.9155 | 0.9451 | 0.9301 | 0.9863 |
87
+ | 0.0313 | 23.0 | 2208 | 0.0449 | 0.8824 | 0.9677 | 0.9231 | 93 | 0.9379 | 0.9096 | 0.9235 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9383 | 0.9476 | 0.9429 | 0.9885 |
88
+ | 0.0311 | 24.0 | 2304 | 0.0442 | 0.8824 | 0.9677 | 0.9231 | 93 | 0.9273 | 0.9217 | 0.9245 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9340 | 0.9526 | 0.9432 | 0.9879 |
89
+ | 0.031 | 25.0 | 2400 | 0.0506 | 0.8738 | 0.9677 | 0.9184 | 93 | 0.9494 | 0.9036 | 0.9259 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9381 | 0.9451 | 0.9416 | 0.9860 |
90
+ | 0.0294 | 26.0 | 2496 | 0.0510 | 0.8812 | 0.9570 | 0.9175 | 93 | 0.9539 | 0.8735 | 0.9119 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9419 | 0.9302 | 0.9360 | 0.9874 |
91
+ | 0.0283 | 27.0 | 2592 | 0.0515 | 0.8318 | 0.9570 | 0.89 | 93 | 0.9030 | 0.8976 | 0.9003 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9106 | 0.9401 | 0.9252 | 0.9852 |
92
+ | 0.0286 | 28.0 | 2688 | 0.0476 | 0.8571 | 0.9677 | 0.9091 | 93 | 0.9141 | 0.8976 | 0.9058 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9220 | 0.9426 | 0.9322 | 0.9857 |
93
+ | 0.0252 | 29.0 | 2784 | 0.0472 | 0.8476 | 0.9570 | 0.8990 | 93 | 0.9375 | 0.9036 | 0.9202 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9265 | 0.9426 | 0.9345 | 0.9868 |
94
+ | 0.0262 | 30.0 | 2880 | 0.0478 | 0.8713 | 0.9462 | 0.9072 | 93 | 0.9053 | 0.9217 | 0.9134 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9201 | 0.9476 | 0.9337 | 0.9877 |
95
+ | 0.0252 | 31.0 | 2976 | 0.0459 | 0.9 | 0.9677 | 0.9326 | 93 | 0.9202 | 0.9036 | 0.9119 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9335 | 0.9451 | 0.9393 | 0.9893 |
96
+ | 0.0228 | 32.0 | 3072 | 0.0474 | 0.8585 | 0.9785 | 0.9146 | 93 | 0.9363 | 0.8855 | 0.9102 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9309 | 0.9401 | 0.9355 | 0.9863 |
97
+ | 0.0226 | 33.0 | 3168 | 0.0494 | 0.8824 | 0.9677 | 0.9231 | 93 | 0.9255 | 0.8976 | 0.9113 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9310 | 0.9426 | 0.9368 | 0.9879 |
98
+ | 0.0212 | 34.0 | 3264 | 0.0513 | 0.8364 | 0.9892 | 0.9064 | 93 | 0.9477 | 0.8735 | 0.9091 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9284 | 0.9377 | 0.9330 | 0.9877 |
99
+ | 0.0221 | 35.0 | 3360 | 0.0475 | 0.8667 | 0.9785 | 0.9192 | 93 | 0.9375 | 0.9036 | 0.9202 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9337 | 0.9476 | 0.9406 | 0.9877 |
100
+ | 0.0216 | 36.0 | 3456 | 0.0497 | 0.8426 | 0.9785 | 0.9055 | 93 | 0.9477 | 0.8735 | 0.9091 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9282 | 0.9352 | 0.9317 | 0.9866 |
101
+ | 0.0197 | 37.0 | 3552 | 0.0447 | 0.8990 | 0.9570 | 0.9271 | 93 | 0.9273 | 0.9217 | 0.9245 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9384 | 0.9501 | 0.9442 | 0.9882 |
102
+ | 0.0201 | 38.0 | 3648 | 0.0532 | 0.8491 | 0.9677 | 0.9045 | 93 | 0.9241 | 0.8795 | 0.9012 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9236 | 0.9352 | 0.9294 | 0.9863 |
103
+ | 0.0179 | 39.0 | 3744 | 0.0524 | 0.8598 | 0.9892 | 0.9200 | 93 | 0.9542 | 0.8795 | 0.9154 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9378 | 0.9401 | 0.9390 | 0.9879 |
104
+ | 0.0174 | 40.0 | 3840 | 0.0529 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9434 | 0.9036 | 0.9231 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9403 | 0.9426 | 0.9415 | 0.9882 |
105
+ | 0.0173 | 41.0 | 3936 | 0.0475 | 0.9263 | 0.9462 | 0.9362 | 93 | 0.9212 | 0.9157 | 0.9184 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9404 | 0.9451 | 0.9428 | 0.9893 |
106
+ | 0.0169 | 42.0 | 4032 | 0.0544 | 0.8585 | 0.9785 | 0.9146 | 93 | 0.9363 | 0.8855 | 0.9102 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9238 | 0.9377 | 0.9307 | 0.9874 |
107
+ | 0.0166 | 43.0 | 4128 | 0.0543 | 0.8654 | 0.9677 | 0.9137 | 93 | 0.9359 | 0.8795 | 0.9068 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9280 | 0.9327 | 0.9303 | 0.9877 |
108
+ | 0.0173 | 44.0 | 4224 | 0.0546 | 0.89 | 0.9570 | 0.9223 | 93 | 0.9268 | 0.9157 | 0.9212 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9289 | 0.9451 | 0.9370 | 0.9877 |
109
+ | 0.0166 | 45.0 | 4320 | 0.0575 | 0.8654 | 0.9677 | 0.9137 | 93 | 0.9355 | 0.8735 | 0.9034 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9279 | 0.9302 | 0.9290 | 0.9868 |
110
+ | 0.0166 | 46.0 | 4416 | 0.0603 | 0.8571 | 0.9677 | 0.9091 | 93 | 0.9255 | 0.8976 | 0.9113 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9242 | 0.9426 | 0.9333 | 0.9863 |
111
+ | 0.0159 | 47.0 | 4512 | 0.0573 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.95 | 0.9157 | 0.9325 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9383 | 0.9476 | 0.9429 | 0.9885 |
112
+ | 0.0146 | 48.0 | 4608 | 0.0633 | 0.8667 | 0.9785 | 0.9192 | 93 | 0.9542 | 0.8795 | 0.9154 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9375 | 0.9352 | 0.9363 | 0.9877 |
113
+ | 0.0129 | 49.0 | 4704 | 0.0630 | 0.8911 | 0.9677 | 0.9278 | 93 | 0.9207 | 0.9096 | 0.9152 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9289 | 0.9451 | 0.9370 | 0.9866 |
114
+ | 0.0141 | 50.0 | 4800 | 0.0630 | 0.8846 | 0.9892 | 0.9340 | 93 | 0.9371 | 0.8976 | 0.9169 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9289 | 0.9451 | 0.9370 | 0.9871 |
115
+ | 0.0135 | 51.0 | 4896 | 0.0608 | 0.8654 | 0.9677 | 0.9137 | 93 | 0.9551 | 0.8976 | 0.9255 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9332 | 0.9401 | 0.9366 | 0.9866 |
116
+ | 0.0134 | 52.0 | 4992 | 0.0661 | 0.8990 | 0.9570 | 0.9271 | 93 | 0.9329 | 0.9217 | 0.9273 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9360 | 0.9476 | 0.9418 | 0.9871 |
117
+ | 0.0131 | 53.0 | 5088 | 0.0592 | 0.9278 | 0.9677 | 0.9474 | 93 | 0.9390 | 0.9277 | 0.9333 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9432 | 0.9526 | 0.9479 | 0.9890 |
118
+ | 0.0127 | 54.0 | 5184 | 0.0612 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9308 | 0.8916 | 0.9108 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9310 | 0.9426 | 0.9368 | 0.9868 |
119
+ | 0.0136 | 55.0 | 5280 | 0.0612 | 0.8835 | 0.9785 | 0.9286 | 93 | 0.9494 | 0.9036 | 0.9259 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9335 | 0.9451 | 0.9393 | 0.9877 |
120
+ | 0.0133 | 56.0 | 5376 | 0.0566 | 0.8585 | 0.9785 | 0.9146 | 93 | 0.9551 | 0.8976 | 0.9255 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9310 | 0.9426 | 0.9368 | 0.9885 |
121
+ | 0.0131 | 57.0 | 5472 | 0.0581 | 0.8932 | 0.9892 | 0.9388 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9381 | 0.9451 | 0.9416 | 0.9882 |
122
+ | 0.0124 | 58.0 | 5568 | 0.0581 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9333 | 0.9426 | 0.9380 | 0.9874 |
123
+ | 0.0131 | 59.0 | 5664 | 0.0589 | 0.8846 | 0.9892 | 0.9340 | 93 | 0.9494 | 0.9036 | 0.9259 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9406 | 0.9476 | 0.9441 | 0.9882 |
124
+ | 0.0108 | 60.0 | 5760 | 0.0575 | 0.8932 | 0.9892 | 0.9388 | 93 | 0.9623 | 0.9217 | 0.9415 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9457 | 0.9551 | 0.9504 | 0.9898 |
125
+ | 0.0097 | 61.0 | 5856 | 0.0581 | 0.91 | 0.9785 | 0.9430 | 93 | 0.95 | 0.9157 | 0.9325 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9478 | 0.9501 | 0.9489 | 0.9893 |
126
+ | 0.0102 | 62.0 | 5952 | 0.0607 | 0.9010 | 0.9785 | 0.9381 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9403 | 0.9426 | 0.9415 | 0.9879 |
127
+ | 0.0112 | 63.0 | 6048 | 0.0644 | 0.8585 | 0.9785 | 0.9146 | 93 | 0.9363 | 0.8855 | 0.9102 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9261 | 0.9377 | 0.9318 | 0.9857 |
128
+ | 0.009 | 64.0 | 6144 | 0.0635 | 0.8824 | 0.9677 | 0.9231 | 93 | 0.9379 | 0.9096 | 0.9235 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9335 | 0.9451 | 0.9393 | 0.9885 |
129
+ | 0.0095 | 65.0 | 6240 | 0.0660 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9375 | 0.9036 | 0.9202 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9267 | 0.9451 | 0.9358 | 0.9866 |
130
+ | 0.0092 | 66.0 | 6336 | 0.0665 | 0.8835 | 0.9785 | 0.9286 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9310 | 0.9426 | 0.9368 | 0.9871 |
131
+ | 0.0103 | 67.0 | 6432 | 0.0615 | 0.8571 | 0.9677 | 0.9091 | 93 | 0.9313 | 0.8976 | 0.9141 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9195 | 0.9401 | 0.9297 | 0.9868 |
132
+ | 0.0086 | 68.0 | 6528 | 0.0615 | 0.8558 | 0.9570 | 0.9036 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9261 | 0.9377 | 0.9318 | 0.9877 |
133
+ | 0.0097 | 69.0 | 6624 | 0.0620 | 0.8835 | 0.9785 | 0.9286 | 93 | 0.9423 | 0.8855 | 0.9130 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9307 | 0.9377 | 0.9342 | 0.9879 |
134
+ | 0.0083 | 70.0 | 6720 | 0.0625 | 0.8667 | 0.9785 | 0.9192 | 93 | 0.9304 | 0.8855 | 0.9074 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9216 | 0.9377 | 0.9295 | 0.9874 |
135
+ | 0.0079 | 71.0 | 6816 | 0.0575 | 0.9192 | 0.9785 | 0.9479 | 93 | 0.95 | 0.9157 | 0.9325 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9454 | 0.9501 | 0.9478 | 0.9896 |
136
+ | 0.0082 | 72.0 | 6912 | 0.0683 | 0.8585 | 0.9785 | 0.9146 | 93 | 0.9542 | 0.8795 | 0.9154 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9328 | 0.9352 | 0.9340 | 0.9874 |
137
+ | 0.0087 | 73.0 | 7008 | 0.0593 | 0.8762 | 0.9892 | 0.9293 | 93 | 0.9419 | 0.8795 | 0.9097 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9284 | 0.9377 | 0.9330 | 0.9882 |
138
+ | 0.007 | 74.0 | 7104 | 0.0607 | 0.8762 | 0.9892 | 0.9293 | 93 | 0.9490 | 0.8976 | 0.9226 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9335 | 0.9451 | 0.9393 | 0.9877 |
139
+ | 0.0082 | 75.0 | 7200 | 0.0617 | 0.8932 | 0.9892 | 0.9388 | 93 | 0.9487 | 0.8916 | 0.9193 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9428 | 0.9451 | 0.9440 | 0.9893 |
140
+ | 0.0075 | 76.0 | 7296 | 0.0615 | 0.9020 | 0.9892 | 0.9436 | 93 | 0.9563 | 0.9217 | 0.9387 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9505 | 0.9576 | 0.9540 | 0.9896 |
141
+ | 0.0073 | 77.0 | 7392 | 0.0674 | 0.8679 | 0.9892 | 0.9246 | 93 | 0.9542 | 0.8795 | 0.9154 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9307 | 0.9377 | 0.9342 | 0.9882 |
142
+ | 0.0073 | 78.0 | 7488 | 0.0666 | 0.8654 | 0.9677 | 0.9137 | 93 | 0.9363 | 0.8855 | 0.9102 | 166 | 0.9653 | 0.9789 | 0.9720 | 142 | 0.9284 | 0.9377 | 0.9330 | 0.9868 |
143
+ | 0.0084 | 79.0 | 7584 | 0.0674 | 0.8667 | 0.9785 | 0.9192 | 93 | 0.9427 | 0.8916 | 0.9164 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9333 | 0.9426 | 0.9380 | 0.9874 |
144
+ | 0.0078 | 80.0 | 7680 | 0.0658 | 0.8762 | 0.9892 | 0.9293 | 93 | 0.9487 | 0.8916 | 0.9193 | 166 | 0.9720 | 0.9789 | 0.9754 | 142 | 0.9381 | 0.9451 | 0.9416 | 0.9885 |
145
+ | 0.0083 | 81.0 | 7776 | 0.0630 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9490 | 0.8976 | 0.9226 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9333 | 0.9426 | 0.9380 | 0.9879 |
146
+ | 0.0069 | 82.0 | 7872 | 0.0661 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9481 | 0.8795 | 0.9125 | 166 | 0.9517 | 0.9718 | 0.9617 | 142 | 0.9305 | 0.9352 | 0.9328 | 0.9877 |
147
+ | 0.0068 | 83.0 | 7968 | 0.0675 | 0.8571 | 0.9677 | 0.9091 | 93 | 0.9487 | 0.8916 | 0.9193 | 166 | 0.9583 | 0.9718 | 0.9650 | 142 | 0.9284 | 0.9377 | 0.9330 | 0.9874 |
148
+ | 0.0062 | 84.0 | 8064 | 0.0648 | 0.8738 | 0.9677 | 0.9184 | 93 | 0.9613 | 0.8976 | 0.9283 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9401 | 0.9401 | 0.9401 | 0.9885 |
149
+ | 0.0066 | 85.0 | 8160 | 0.0631 | 0.9091 | 0.9677 | 0.9375 | 93 | 0.9451 | 0.9337 | 0.9394 | 166 | 0.9718 | 0.9718 | 0.9718 | 142 | 0.9457 | 0.9551 | 0.9504 | 0.9896 |
150
+ | 0.0061 | 86.0 | 8256 | 0.0701 | 0.8505 | 0.9785 | 0.91 | 93 | 0.9610 | 0.8916 | 0.9250 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9332 | 0.9401 | 0.9366 | 0.9871 |
151
+ | 0.0069 | 87.0 | 8352 | 0.0652 | 0.8725 | 0.9570 | 0.9128 | 93 | 0.9375 | 0.9036 | 0.9202 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9309 | 0.9401 | 0.9355 | 0.9879 |
152
+ | 0.0064 | 88.0 | 8448 | 0.0647 | 0.8654 | 0.9677 | 0.9137 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9789 | 0.9789 | 0.9789 | 142 | 0.9356 | 0.9426 | 0.9391 | 0.9879 |
153
+ | 0.0058 | 89.0 | 8544 | 0.0624 | 0.91 | 0.9785 | 0.9430 | 93 | 0.9437 | 0.9096 | 0.9264 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9429 | 0.9476 | 0.9453 | 0.9890 |
154
+ | 0.0058 | 90.0 | 8640 | 0.0643 | 0.8846 | 0.9892 | 0.9340 | 93 | 0.9490 | 0.8976 | 0.9226 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9381 | 0.9451 | 0.9416 | 0.9882 |
155
+ | 0.0067 | 91.0 | 8736 | 0.0670 | 0.8762 | 0.9892 | 0.9293 | 93 | 0.9551 | 0.8976 | 0.9255 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9381 | 0.9451 | 0.9416 | 0.9888 |
156
+ | 0.0058 | 92.0 | 8832 | 0.0675 | 0.8654 | 0.9677 | 0.9137 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9309 | 0.9401 | 0.9355 | 0.9877 |
157
+ | 0.0054 | 93.0 | 8928 | 0.0676 | 0.8738 | 0.9677 | 0.9184 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9332 | 0.9401 | 0.9366 | 0.9877 |
158
+ | 0.0054 | 94.0 | 9024 | 0.0666 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9371 | 0.8976 | 0.9169 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9310 | 0.9426 | 0.9368 | 0.9879 |
159
+ | 0.0062 | 95.0 | 9120 | 0.0664 | 0.8835 | 0.9785 | 0.9286 | 93 | 0.9434 | 0.9036 | 0.9231 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9358 | 0.9451 | 0.9404 | 0.9879 |
160
+ | 0.0057 | 96.0 | 9216 | 0.0657 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9371 | 0.8976 | 0.9169 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9310 | 0.9426 | 0.9368 | 0.9877 |
161
+ | 0.0059 | 97.0 | 9312 | 0.0659 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9375 | 0.9036 | 0.9202 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9312 | 0.9451 | 0.9381 | 0.9879 |
162
+ | 0.0063 | 98.0 | 9408 | 0.0656 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9371 | 0.8976 | 0.9169 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9310 | 0.9426 | 0.9368 | 0.9879 |
163
+ | 0.0056 | 99.0 | 9504 | 0.0658 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9333 | 0.9426 | 0.9380 | 0.9879 |
164
+ | 0.0055 | 100.0 | 9600 | 0.0659 | 0.875 | 0.9785 | 0.9239 | 93 | 0.9430 | 0.8976 | 0.9198 | 166 | 0.9650 | 0.9718 | 0.9684 | 142 | 0.9333 | 0.9426 | 0.9380 | 0.9879 |
165
 
166
 
167
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