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nerui-pt-pl10-1

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  1. README.md +114 -116
  2. nerui-pt/pytorch_adapter.bin +1 -1
  3. nerui-pt/pytorch_model_head.bin +1 -1
  4. runs/Jun04_03-18-12_a358b85c7679/events.out.tfevents.1717471103.a358b85c7679.457610.0 +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: 0.0479
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- - Location Precision: 0.9316
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- - Location Recall: 0.9397
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- - Location F1: 0.9356
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  - Location Number: 116
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- - Organization Precision: 0.9477
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- - Organization Recall: 0.9177
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- - Organization F1: 0.9325
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  - Organization Number: 158
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- - Person Precision: 0.9683
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- - Person Recall: 0.9839
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- - Person F1: 0.976
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  - Person Number: 124
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- - Overall Precision: 0.9495
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- - Overall Recall: 0.9447
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- - Overall F1: 0.9471
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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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- | 0.8279 | 1.0 | 96 | 0.3868 | 0.2857 | 0.0345 | 0.0615 | 116 | 0.2222 | 0.3797 | 0.2804 | 158 | 0.25 | 0.3065 | 0.2754 | 124 | 0.2339 | 0.2563 | 0.2446 | 0.8677 |
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- | 0.3613 | 2.0 | 192 | 0.2065 | 0.3721 | 0.4138 | 0.3918 | 116 | 0.5906 | 0.6392 | 0.6140 | 158 | 0.5141 | 0.7339 | 0.6047 | 124 | 0.5031 | 0.6030 | 0.5486 | 0.9347 |
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- | 0.1915 | 3.0 | 288 | 0.0954 | 0.8447 | 0.75 | 0.7945 | 116 | 0.7234 | 0.8608 | 0.7861 | 158 | 0.9242 | 0.9839 | 0.9531 | 124 | 0.8156 | 0.8668 | 0.8404 | 0.9704 |
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- | 0.1356 | 4.0 | 384 | 0.0816 | 0.7609 | 0.9052 | 0.8268 | 116 | 0.7977 | 0.8734 | 0.8338 | 158 | 0.9462 | 0.9919 | 0.9685 | 124 | 0.8299 | 0.9196 | 0.8725 | 0.9717 |
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- | 0.1094 | 5.0 | 480 | 0.0581 | 0.9009 | 0.8621 | 0.8811 | 116 | 0.8679 | 0.8734 | 0.8707 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9093 | 0.9070 | 0.9082 | 0.9811 |
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- | 0.1026 | 6.0 | 576 | 0.0524 | 0.8425 | 0.9224 | 0.8807 | 116 | 0.9452 | 0.8734 | 0.9079 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9177 | 0.9246 | 0.9212 | 0.9838 |
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- | 0.0877 | 7.0 | 672 | 0.0449 | 0.9091 | 0.8621 | 0.8850 | 116 | 0.8706 | 0.9367 | 0.9024 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9138 | 0.9322 | 0.9229 | 0.9844 |
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- | 0.0774 | 8.0 | 768 | 0.0418 | 0.9024 | 0.9569 | 0.9289 | 116 | 0.9236 | 0.9177 | 0.9206 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9335 | 0.9523 | 0.9428 | 0.9863 |
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- | 0.0735 | 9.0 | 864 | 0.0368 | 0.9 | 0.9310 | 0.9153 | 116 | 0.9207 | 0.9557 | 0.9379 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9317 | 0.9598 | 0.9455 | 0.9887 |
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- | 0.0657 | 10.0 | 960 | 0.0412 | 0.8926 | 0.9310 | 0.9114 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.9462 | 0.9919 | 0.9685 | 124 | 0.9287 | 0.9497 | 0.9391 | 0.9865 |
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- | 0.0605 | 11.0 | 1056 | 0.0378 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9898 |
78
- | 0.0567 | 12.0 | 1152 | 0.0370 | 0.8824 | 0.9052 | 0.8936 | 116 | 0.9375 | 0.9494 | 0.9434 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9287 | 0.9497 | 0.9391 | 0.9882 |
79
- | 0.0546 | 13.0 | 1248 | 0.0360 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9385 | 0.9839 | 0.9606 | 124 | 0.9358 | 0.9523 | 0.9440 | 0.9898 |
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- | 0.0504 | 14.0 | 1344 | 0.0360 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9907 |
81
- | 0.0484 | 15.0 | 1440 | 0.0369 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9501 | 0.9573 | 0.9537 | 0.9901 |
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- | 0.0449 | 16.0 | 1536 | 0.0340 | 0.8852 | 0.9310 | 0.9076 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9425 | 0.9472 | 0.9449 | 0.9885 |
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- | 0.0432 | 17.0 | 1632 | 0.0353 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9901 |
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- | 0.0427 | 18.0 | 1728 | 0.0387 | 0.904 | 0.9741 | 0.9378 | 116 | 0.9597 | 0.9051 | 0.9316 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9499 | 0.9523 | 0.9511 | 0.9885 |
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- | 0.0421 | 19.0 | 1824 | 0.0363 | 0.9561 | 0.9397 | 0.9478 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9646 | 0.9573 | 0.9609 | 0.9898 |
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- | 0.0363 | 20.0 | 1920 | 0.0379 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9375 | 0.9494 | 0.9434 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9527 | 0.9623 | 0.9575 | 0.9893 |
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- | 0.0349 | 21.0 | 2016 | 0.0364 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9898 |
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- | 0.0373 | 22.0 | 2112 | 0.0324 | 0.9483 | 0.9483 | 0.9483 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9599 | 0.9623 | 0.9611 | 0.9918 |
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- | 0.0331 | 23.0 | 2208 | 0.0345 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9901 |
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- | 0.0317 | 24.0 | 2304 | 0.0406 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9527 | 0.9623 | 0.9575 | 0.9890 |
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- | 0.0328 | 25.0 | 2400 | 0.0368 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9474 | 0.9114 | 0.9290 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9544 | 0.9472 | 0.9508 | 0.9898 |
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- | 0.0299 | 26.0 | 2496 | 0.0364 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9907 |
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- | 0.0314 | 27.0 | 2592 | 0.0386 | 0.9483 | 0.9483 | 0.9483 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9907 |
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- | 0.0297 | 28.0 | 2688 | 0.0392 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9412 | 0.9114 | 0.9260 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9447 | 0.9447 | 0.9447 | 0.9887 |
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- | 0.0263 | 29.0 | 2784 | 0.0401 | 0.8810 | 0.9569 | 0.9174 | 116 | 0.9295 | 0.9177 | 0.9236 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9312 | 0.9523 | 0.9416 | 0.9890 |
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- | 0.026 | 30.0 | 2880 | 0.0483 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9317 | 0.9494 | 0.9404 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9455 | 0.9598 | 0.9526 | 0.9887 |
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- | 0.0271 | 31.0 | 2976 | 0.0421 | 0.8934 | 0.9397 | 0.9160 | 116 | 0.9187 | 0.9304 | 0.9245 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9289 | 0.9523 | 0.9404 | 0.9874 |
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- | 0.0263 | 32.0 | 3072 | 0.0404 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9896 |
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- | 0.0255 | 33.0 | 3168 | 0.0429 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9520 | 0.9472 | 0.9496 | 0.9896 |
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- | 0.0256 | 34.0 | 3264 | 0.0402 | 0.9397 | 0.9397 | 0.9397 | 116 | 0.9367 | 0.9367 | 0.9367 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9896 |
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- | 0.0202 | 35.0 | 3360 | 0.0407 | 0.9304 | 0.9224 | 0.9264 | 116 | 0.9375 | 0.9494 | 0.9434 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9453 | 0.9548 | 0.95 | 0.9904 |
102
- | 0.0232 | 36.0 | 3456 | 0.0391 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9898 |
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- | 0.0216 | 37.0 | 3552 | 0.0351 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9476 | 0.9548 | 0.9512 | 0.9898 |
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- | 0.0218 | 38.0 | 3648 | 0.0353 | 0.9304 | 0.9224 | 0.9264 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9909 |
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- | 0.0193 | 39.0 | 3744 | 0.0407 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9497 | 0.9497 | 0.9497 | 0.9904 |
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- | 0.0214 | 40.0 | 3840 | 0.0386 | 0.9483 | 0.9483 | 0.9483 | 116 | 0.9742 | 0.9557 | 0.9649 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9648 | 0.9648 | 0.9648 | 0.9918 |
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- | 0.0201 | 41.0 | 3936 | 0.0369 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9478 | 0.9573 | 0.9525 | 0.9901 |
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- | 0.0193 | 42.0 | 4032 | 0.0399 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9901 |
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- | 0.0198 | 43.0 | 4128 | 0.0393 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9598 | 0.9598 | 0.9598 | 0.9915 |
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- | 0.0195 | 44.0 | 4224 | 0.0413 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9447 | 0.9447 | 0.9447 | 0.9896 |
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- | 0.0173 | 45.0 | 4320 | 0.0384 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9497 | 0.9497 | 0.9497 | 0.9898 |
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- | 0.0199 | 46.0 | 4416 | 0.0408 | 0.9016 | 0.9483 | 0.9244 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9904 |
113
- | 0.0183 | 47.0 | 4512 | 0.0361 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9554 | 0.9494 | 0.9524 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9551 | 0.9623 | 0.9587 | 0.9912 |
114
- | 0.0194 | 48.0 | 4608 | 0.0444 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9893 |
115
- | 0.0158 | 49.0 | 4704 | 0.0417 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9497 | 0.9497 | 0.9497 | 0.9898 |
116
- | 0.0159 | 50.0 | 4800 | 0.0441 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9890 |
117
- | 0.0147 | 51.0 | 4896 | 0.0449 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9304 | 0.9304 | 0.9304 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9885 |
118
- | 0.0161 | 52.0 | 4992 | 0.0544 | 0.9060 | 0.9138 | 0.9099 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9518 | 0.9422 | 0.9470 | 0.9874 |
119
- | 0.0157 | 53.0 | 5088 | 0.0422 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9401 | 0.9472 | 0.9437 | 0.9893 |
120
- | 0.0163 | 54.0 | 5184 | 0.0470 | 0.9068 | 0.9224 | 0.9145 | 116 | 0.9367 | 0.9367 | 0.9367 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9887 |
121
- | 0.0158 | 55.0 | 5280 | 0.0436 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9125 | 0.9241 | 0.9182 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9332 | 0.9472 | 0.9401 | 0.9890 |
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- | 0.016 | 56.0 | 5376 | 0.0449 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9236 | 0.9177 | 0.9206 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9401 | 0.9472 | 0.9437 | 0.9887 |
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- | 0.0148 | 57.0 | 5472 | 0.0447 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9114 | 0.9114 | 0.9114 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9353 | 0.9447 | 0.94 | 0.9887 |
124
- | 0.015 | 58.0 | 5568 | 0.0446 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9536 | 0.9114 | 0.9320 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9519 | 0.9447 | 0.9483 | 0.9898 |
125
- | 0.0145 | 59.0 | 5664 | 0.0426 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9236 | 0.9177 | 0.9206 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9898 |
126
- | 0.0142 | 60.0 | 5760 | 0.0441 | 0.9573 | 0.9655 | 0.9614 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9598 | 0.9598 | 0.9598 | 0.9912 |
127
- | 0.0127 | 61.0 | 5856 | 0.0461 | 0.9487 | 0.9569 | 0.9528 | 116 | 0.9367 | 0.9367 | 0.9367 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9502 | 0.9598 | 0.9550 | 0.9909 |
128
- | 0.0131 | 62.0 | 5952 | 0.0470 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9896 |
129
- | 0.0137 | 63.0 | 6048 | 0.0427 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9912 |
130
- | 0.0117 | 64.0 | 6144 | 0.0469 | 0.9561 | 0.9397 | 0.9478 | 116 | 0.9245 | 0.9304 | 0.9274 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9904 |
131
- | 0.0131 | 65.0 | 6240 | 0.0437 | 0.9256 | 0.9655 | 0.9451 | 116 | 0.9226 | 0.9051 | 0.9137 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9380 | 0.9497 | 0.9438 | 0.9898 |
132
- | 0.0132 | 66.0 | 6336 | 0.0435 | 0.9565 | 0.9483 | 0.9524 | 116 | 0.9412 | 0.9114 | 0.9260 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9520 | 0.9472 | 0.9496 | 0.9901 |
133
- | 0.0117 | 67.0 | 6432 | 0.0413 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9172 | 0.9114 | 0.9143 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9378 | 0.9472 | 0.9425 | 0.9898 |
134
- | 0.0124 | 68.0 | 6528 | 0.0440 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9907 |
135
- | 0.0122 | 69.0 | 6624 | 0.0427 | 0.9558 | 0.9310 | 0.9432 | 116 | 0.9367 | 0.9367 | 0.9367 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9907 |
136
- | 0.0105 | 70.0 | 6720 | 0.0465 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9416 | 0.9177 | 0.9295 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9422 | 0.9422 | 0.9422 | 0.9887 |
137
- | 0.0115 | 71.0 | 6816 | 0.0467 | 0.9569 | 0.9569 | 0.9569 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9594 | 0.9497 | 0.9545 | 0.9904 |
138
- | 0.01 | 72.0 | 6912 | 0.0480 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9520 | 0.9472 | 0.9496 | 0.9907 |
139
- | 0.0112 | 73.0 | 7008 | 0.0464 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9520 | 0.9472 | 0.9496 | 0.9904 |
140
- | 0.0104 | 74.0 | 7104 | 0.0475 | 0.9397 | 0.9397 | 0.9397 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9595 | 0.9523 | 0.9559 | 0.9904 |
141
- | 0.0103 | 75.0 | 7200 | 0.0518 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9536 | 0.9114 | 0.9320 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9471 | 0.9447 | 0.9459 | 0.9890 |
142
- | 0.0106 | 76.0 | 7296 | 0.0484 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9520 | 0.9472 | 0.9496 | 0.9901 |
143
- | 0.0099 | 77.0 | 7392 | 0.0491 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9470 | 0.9051 | 0.9256 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9471 | 0.9447 | 0.9459 | 0.9893 |
144
- | 0.0097 | 78.0 | 7488 | 0.0462 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9536 | 0.9114 | 0.9320 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9495 | 0.9447 | 0.9471 | 0.9898 |
145
- | 0.0086 | 79.0 | 7584 | 0.0451 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9471 | 0.9447 | 0.9459 | 0.9901 |
146
- | 0.0094 | 80.0 | 7680 | 0.0496 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9474 | 0.9114 | 0.9290 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9468 | 0.9397 | 0.9433 | 0.9887 |
147
- | 0.0079 | 81.0 | 7776 | 0.0452 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9569 | 0.9472 | 0.9520 | 0.9901 |
148
- | 0.0075 | 82.0 | 7872 | 0.0472 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9567 | 0.9447 | 0.9507 | 0.9901 |
149
- | 0.0083 | 83.0 | 7968 | 0.0510 | 0.9483 | 0.9483 | 0.9483 | 116 | 0.9412 | 0.9114 | 0.9260 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9519 | 0.9447 | 0.9483 | 0.9898 |
150
- | 0.0085 | 84.0 | 8064 | 0.0474 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9355 | 0.9177 | 0.9265 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9425 | 0.9472 | 0.9449 | 0.9901 |
151
- | 0.0085 | 85.0 | 8160 | 0.0480 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9471 | 0.9447 | 0.9459 | 0.9898 |
152
- | 0.0092 | 86.0 | 8256 | 0.0472 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9495 | 0.9447 | 0.9471 | 0.9893 |
153
- | 0.0083 | 87.0 | 8352 | 0.0464 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9520 | 0.9472 | 0.9496 | 0.9904 |
154
- | 0.0081 | 88.0 | 8448 | 0.0442 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9355 | 0.9177 | 0.9265 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9909 |
155
- | 0.0085 | 89.0 | 8544 | 0.0436 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9295 | 0.9177 | 0.9236 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.94 | 0.9447 | 0.9424 | 0.9904 |
156
- | 0.0092 | 90.0 | 8640 | 0.0458 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9412 | 0.9114 | 0.9260 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9497 | 0.9497 | 0.9497 | 0.9907 |
157
- | 0.0087 | 91.0 | 8736 | 0.0473 | 0.9474 | 0.9310 | 0.9391 | 116 | 0.9416 | 0.9177 | 0.9295 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9518 | 0.9422 | 0.9470 | 0.9896 |
158
- | 0.0084 | 92.0 | 8832 | 0.0475 | 0.9397 | 0.9397 | 0.9397 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9520 | 0.9472 | 0.9496 | 0.9904 |
159
- | 0.0087 | 93.0 | 8928 | 0.0472 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9351 | 0.9114 | 0.9231 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9471 | 0.9447 | 0.9459 | 0.9901 |
160
- | 0.008 | 94.0 | 9024 | 0.0460 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9355 | 0.9177 | 0.9265 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9424 | 0.9447 | 0.9435 | 0.9901 |
161
- | 0.0075 | 95.0 | 9120 | 0.0459 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9355 | 0.9177 | 0.9265 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9449 | 0.9472 | 0.9460 | 0.9901 |
162
- | 0.0088 | 96.0 | 9216 | 0.0472 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9496 | 0.9472 | 0.9484 | 0.9898 |
163
- | 0.0079 | 97.0 | 9312 | 0.0472 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9471 | 0.9447 | 0.9459 | 0.9898 |
164
- | 0.0075 | 98.0 | 9408 | 0.0479 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9496 | 0.9472 | 0.9484 | 0.9901 |
165
- | 0.0075 | 99.0 | 9504 | 0.0479 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9495 | 0.9447 | 0.9471 | 0.9898 |
166
- | 0.0079 | 100.0 | 9600 | 0.0479 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9495 | 0.9447 | 0.9471 | 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: 0.0446
19
+ - Location Precision: 0.9244
20
+ - Location Recall: 0.9483
21
+ - Location F1: 0.9362
22
  - Location Number: 116
23
+ - Organization Precision: 0.9671
24
+ - Organization Recall: 0.9304
25
+ - Organization F1: 0.9484
26
  - Organization Number: 158
27
+ - Person Precision: 0.9609
28
+ - Person Recall: 0.9919
29
+ - Person F1: 0.9762
30
  - Person Number: 124
31
+ - Overall Precision: 0.9524
32
+ - Overall Recall: 0.9548
33
+ - Overall F1: 0.9536
34
+ - Overall Accuracy: 0.9907
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
+ | 0.8274 | 1.0 | 96 | 0.3896 | 0.3077 | 0.0345 | 0.0620 | 116 | 0.2133 | 0.3861 | 0.2748 | 158 | 0.2734 | 0.3065 | 0.2890 | 124 | 0.2352 | 0.2588 | 0.2464 | 0.8652 |
66
+ | 0.3677 | 2.0 | 192 | 0.2166 | 0.3923 | 0.4397 | 0.4146 | 116 | 0.5385 | 0.5316 | 0.5350 | 158 | 0.5673 | 0.7823 | 0.6576 | 124 | 0.5077 | 0.5829 | 0.5427 | 0.9319 |
67
+ | 0.1945 | 3.0 | 288 | 0.0954 | 0.85 | 0.7328 | 0.7870 | 116 | 0.7113 | 0.8734 | 0.7841 | 158 | 0.9385 | 0.9839 | 0.9606 | 124 | 0.8137 | 0.8668 | 0.8394 | 0.9706 |
68
+ | 0.1293 | 4.0 | 384 | 0.0825 | 0.8110 | 0.8879 | 0.8477 | 116 | 0.7784 | 0.9114 | 0.8397 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.8425 | 0.9271 | 0.8828 | 0.9747 |
69
+ | 0.1104 | 5.0 | 480 | 0.0516 | 0.8860 | 0.8707 | 0.8783 | 116 | 0.8757 | 0.9367 | 0.9052 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9118 | 0.9347 | 0.9231 | 0.9849 |
70
+ | 0.096 | 6.0 | 576 | 0.0490 | 0.7955 | 0.9052 | 0.8468 | 116 | 0.92 | 0.8734 | 0.8961 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.8927 | 0.9196 | 0.9059 | 0.9830 |
71
+ | 0.0809 | 7.0 | 672 | 0.0442 | 0.9048 | 0.8190 | 0.8597 | 116 | 0.8621 | 0.9494 | 0.9036 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9086 | 0.9246 | 0.9166 | 0.9844 |
72
+ | 0.0757 | 8.0 | 768 | 0.0419 | 0.8730 | 0.9483 | 0.9091 | 116 | 0.9182 | 0.9241 | 0.9211 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9221 | 0.9523 | 0.9370 | 0.9868 |
73
+ | 0.0694 | 9.0 | 864 | 0.0336 | 0.8926 | 0.9310 | 0.9114 | 116 | 0.9509 | 0.9810 | 0.9657 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9415 | 0.9698 | 0.9554 | 0.9918 |
74
+ | 0.0663 | 10.0 | 960 | 0.0414 | 0.8682 | 0.9655 | 0.9143 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9293 | 0.9573 | 0.9431 | 0.9871 |
75
+ | 0.0625 | 11.0 | 1056 | 0.0336 | 0.888 | 0.9569 | 0.9212 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9386 | 0.9598 | 0.9491 | 0.9898 |
76
+ | 0.0567 | 12.0 | 1152 | 0.0411 | 0.9043 | 0.8966 | 0.9004 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9424 | 0.9447 | 0.9435 | 0.9887 |
77
+ | 0.0546 | 13.0 | 1248 | 0.0326 | 0.9145 | 0.9224 | 0.9185 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9898 |
78
+ | 0.0473 | 14.0 | 1344 | 0.0381 | 0.9016 | 0.9483 | 0.9244 | 116 | 0.9667 | 0.9177 | 0.9416 | 158 | 0.9606 | 0.9839 | 0.9721 | 124 | 0.9449 | 0.9472 | 0.9460 | 0.9882 |
79
+ | 0.0478 | 15.0 | 1440 | 0.0309 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9732 | 0.9177 | 0.9446 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9545 | 0.9497 | 0.9521 | 0.9898 |
80
+ | 0.0436 | 16.0 | 1536 | 0.0326 | 0.9391 | 0.9310 | 0.9351 | 116 | 0.9437 | 0.9557 | 0.9497 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9526 | 0.9598 | 0.9562 | 0.9915 |
81
+ | 0.0426 | 17.0 | 1632 | 0.0373 | 0.8889 | 0.9655 | 0.9256 | 116 | 0.96 | 0.9114 | 0.9351 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.9333 | 0.9497 | 0.9415 | 0.9887 |
82
+ | 0.0399 | 18.0 | 1728 | 0.0320 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9896 |
83
+ | 0.0373 | 19.0 | 1824 | 0.0373 | 0.9391 | 0.9310 | 0.9351 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9909 |
84
+ | 0.0354 | 20.0 | 1920 | 0.0333 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9521 | 0.9497 | 0.9509 | 0.9904 |
85
+ | 0.0372 | 21.0 | 2016 | 0.0331 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9595 | 0.9523 | 0.9559 | 0.9909 |
86
+ | 0.034 | 22.0 | 2112 | 0.0341 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9898 |
87
+ | 0.0331 | 23.0 | 2208 | 0.0359 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9427 | 0.9367 | 0.9397 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9907 |
88
+ | 0.032 | 24.0 | 2304 | 0.0363 | 0.9397 | 0.9397 | 0.9397 | 116 | 0.9554 | 0.9494 | 0.9524 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9574 | 0.9598 | 0.9586 | 0.9904 |
89
+ | 0.0298 | 25.0 | 2400 | 0.0428 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9933 | 0.9367 | 0.9642 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9646 | 0.9598 | 0.9622 | 0.9915 |
90
+ | 0.0311 | 26.0 | 2496 | 0.0426 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9667 | 0.9177 | 0.9416 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9544 | 0.9472 | 0.9508 | 0.9898 |
91
+ | 0.0307 | 27.0 | 2592 | 0.0389 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9907 |
92
+ | 0.0274 | 28.0 | 2688 | 0.0439 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9496 | 0.9472 | 0.9484 | 0.9896 |
93
+ | 0.0254 | 29.0 | 2784 | 0.0409 | 0.9187 | 0.9741 | 0.9456 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9502 | 0.9598 | 0.9550 | 0.9901 |
94
+ | 0.0277 | 30.0 | 2880 | 0.0346 | 0.9469 | 0.9224 | 0.9345 | 116 | 0.9387 | 0.9684 | 0.9533 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9480 | 0.9623 | 0.9551 | 0.9915 |
95
+ | 0.0267 | 31.0 | 2976 | 0.0378 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9896 |
96
+ | 0.026 | 32.0 | 3072 | 0.0435 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9932 | 0.9241 | 0.9574 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9670 | 0.9573 | 0.9621 | 0.9904 |
97
+ | 0.0241 | 33.0 | 3168 | 0.0361 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9799 | 0.9241 | 0.9511 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9668 | 0.9523 | 0.9595 | 0.9907 |
98
+ | 0.0245 | 34.0 | 3264 | 0.0383 | 0.9565 | 0.9483 | 0.9524 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9621 | 0.9573 | 0.9597 | 0.9904 |
99
+ | 0.0228 | 35.0 | 3360 | 0.0424 | 0.9565 | 0.9483 | 0.9524 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.9606 | 0.9839 | 0.9721 | 124 | 0.9645 | 0.9548 | 0.9596 | 0.9898 |
100
+ | 0.0218 | 36.0 | 3456 | 0.0417 | 0.9333 | 0.9655 | 0.9492 | 116 | 0.9667 | 0.9177 | 0.9416 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.9499 | 0.9523 | 0.9511 | 0.9898 |
101
+ | 0.0221 | 37.0 | 3552 | 0.0416 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9606 | 0.9839 | 0.9721 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9893 |
102
+ | 0.0233 | 38.0 | 3648 | 0.0446 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9730 | 0.9114 | 0.9412 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9595 | 0.9523 | 0.9559 | 0.9896 |
103
+ | 0.0197 | 39.0 | 3744 | 0.0419 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9451 | 0.9523 | 0.9487 | 0.9898 |
104
+ | 0.0203 | 40.0 | 3840 | 0.0392 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9427 | 0.9367 | 0.9397 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9476 | 0.9548 | 0.9512 | 0.9907 |
105
+ | 0.0191 | 41.0 | 3936 | 0.0337 | 0.9397 | 0.9397 | 0.9397 | 116 | 0.9560 | 0.9620 | 0.9590 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9529 | 0.9648 | 0.9588 | 0.9923 |
106
+ | 0.017 | 42.0 | 4032 | 0.0371 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9412 | 0.9114 | 0.9260 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.9375 | 0.9422 | 0.9398 | 0.9879 |
107
+ | 0.0174 | 43.0 | 4128 | 0.0394 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9571 | 0.9523 | 0.9547 | 0.9912 |
108
+ | 0.018 | 44.0 | 4224 | 0.0450 | 0.9008 | 0.9397 | 0.9198 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9426 | 0.9497 | 0.9462 | 0.9893 |
109
+ | 0.018 | 45.0 | 4320 | 0.0392 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9497 | 0.9497 | 0.9497 | 0.9893 |
110
+ | 0.0167 | 46.0 | 4416 | 0.0415 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9449 | 0.9472 | 0.9460 | 0.9893 |
111
+ | 0.0167 | 47.0 | 4512 | 0.0409 | 0.9397 | 0.9397 | 0.9397 | 116 | 0.98 | 0.9304 | 0.9545 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9619 | 0.9523 | 0.9571 | 0.9904 |
112
+ | 0.0156 | 48.0 | 4608 | 0.0417 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9467 | 0.8987 | 0.9221 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9495 | 0.9447 | 0.9471 | 0.9890 |
113
+ | 0.0167 | 49.0 | 4704 | 0.0414 | 0.9492 | 0.9655 | 0.9573 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9575 | 0.9623 | 0.9599 | 0.9909 |
114
+ | 0.0153 | 50.0 | 4800 | 0.0403 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9737 | 0.9367 | 0.9548 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9574 | 0.9598 | 0.9586 | 0.9909 |
115
+ | 0.0175 | 51.0 | 4896 | 0.0351 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9904 |
116
+ | 0.015 | 52.0 | 4992 | 0.0383 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9504 | 0.9623 | 0.9563 | 0.9909 |
117
+ | 0.0156 | 53.0 | 5088 | 0.0409 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9733 | 0.9241 | 0.9481 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9499 | 0.9523 | 0.9511 | 0.9901 |
118
+ | 0.0142 | 54.0 | 5184 | 0.0394 | 0.9381 | 0.9138 | 0.9258 | 116 | 0.9383 | 0.9620 | 0.95 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9478 | 0.9573 | 0.9525 | 0.9907 |
119
+ | 0.0165 | 55.0 | 5280 | 0.0384 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9501 | 0.9573 | 0.9537 | 0.9909 |
120
+ | 0.0138 | 56.0 | 5376 | 0.0411 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9907 |
121
+ | 0.0136 | 57.0 | 5472 | 0.0429 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9904 |
122
+ | 0.0136 | 58.0 | 5568 | 0.0429 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9901 |
123
+ | 0.0138 | 59.0 | 5664 | 0.0395 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9355 | 0.9177 | 0.9265 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9378 | 0.9472 | 0.9425 | 0.9896 |
124
+ | 0.013 | 60.0 | 5760 | 0.0473 | 0.8976 | 0.9828 | 0.9383 | 116 | 0.9408 | 0.9051 | 0.9226 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9383 | 0.9548 | 0.9465 | 0.9890 |
125
+ | 0.0128 | 61.0 | 5856 | 0.0393 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9367 | 0.9367 | 0.9367 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9383 | 0.9548 | 0.9465 | 0.9904 |
126
+ | 0.011 | 62.0 | 5952 | 0.0399 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9599 | 0.9623 | 0.9611 | 0.9915 |
127
+ | 0.0121 | 63.0 | 6048 | 0.0441 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.9406 | 0.9548 | 0.9476 | 0.9904 |
128
+ | 0.0111 | 64.0 | 6144 | 0.0447 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.9453 | 0.9548 | 0.95 | 0.9898 |
129
+ | 0.0117 | 65.0 | 6240 | 0.0431 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9531 | 0.9839 | 0.9683 | 124 | 0.9451 | 0.9523 | 0.9487 | 0.9901 |
130
+ | 0.011 | 66.0 | 6336 | 0.0496 | 0.9187 | 0.9741 | 0.9456 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.9479 | 0.9598 | 0.9538 | 0.9907 |
131
+ | 0.0112 | 67.0 | 6432 | 0.0465 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9901 |
132
+ | 0.011 | 68.0 | 6528 | 0.0464 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9462 | 0.9919 | 0.9685 | 124 | 0.9429 | 0.9548 | 0.9488 | 0.9901 |
133
+ | 0.0095 | 69.0 | 6624 | 0.0453 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9429 | 0.9548 | 0.9488 | 0.9904 |
134
+ | 0.0118 | 70.0 | 6720 | 0.0483 | 0.9008 | 0.9397 | 0.9198 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9363 | 0.9598 | 0.9479 | 0.9896 |
135
+ | 0.0111 | 71.0 | 6816 | 0.0469 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9526 | 0.9598 | 0.9562 | 0.9912 |
136
+ | 0.0104 | 72.0 | 6912 | 0.0474 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9898 |
137
+ | 0.0104 | 73.0 | 7008 | 0.0445 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9667 | 0.9177 | 0.9416 | 158 | 0.9535 | 0.9919 | 0.9723 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9898 |
138
+ | 0.0115 | 74.0 | 7104 | 0.0486 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9893 |
139
+ | 0.0109 | 75.0 | 7200 | 0.0507 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9531 | 0.9839 | 0.9683 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9893 |
140
+ | 0.0094 | 76.0 | 7296 | 0.0523 | 0.9098 | 0.9569 | 0.9328 | 116 | 0.9803 | 0.9430 | 0.9613 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9527 | 0.9623 | 0.9575 | 0.9898 |
141
+ | 0.0107 | 77.0 | 7392 | 0.0482 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9474 | 0.9114 | 0.9290 | 158 | 0.9606 | 0.9839 | 0.9721 | 124 | 0.9425 | 0.9472 | 0.9449 | 0.9901 |
142
+ | 0.0095 | 78.0 | 7488 | 0.0532 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.9476 | 0.9548 | 0.9512 | 0.9896 |
143
+ | 0.0097 | 79.0 | 7584 | 0.0459 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9912 |
144
+ | 0.0089 | 80.0 | 7680 | 0.0504 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9887 |
145
+ | 0.0095 | 81.0 | 7776 | 0.0468 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9363 | 0.9304 | 0.9333 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9451 | 0.9523 | 0.9487 | 0.9907 |
146
+ | 0.0091 | 82.0 | 7872 | 0.0458 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9904 |
147
+ | 0.0084 | 83.0 | 7968 | 0.0522 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9799 | 0.9241 | 0.9511 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9595 | 0.9523 | 0.9559 | 0.9901 |
148
+ | 0.009 | 84.0 | 8064 | 0.0516 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9799 | 0.9241 | 0.9511 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9901 |
149
+ | 0.0075 | 85.0 | 8160 | 0.0495 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9451 | 0.9523 | 0.9487 | 0.9896 |
150
+ | 0.0089 | 86.0 | 8256 | 0.0494 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9890 |
151
+ | 0.0087 | 87.0 | 8352 | 0.0518 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9531 | 0.9839 | 0.9683 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9893 |
152
+ | 0.0096 | 88.0 | 8448 | 0.0470 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.96 | 0.9114 | 0.9351 | 158 | 0.9531 | 0.9839 | 0.9683 | 124 | 0.9422 | 0.9422 | 0.9422 | 0.9890 |
153
+ | 0.0081 | 89.0 | 8544 | 0.0464 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9531 | 0.9839 | 0.9683 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9904 |
154
+ | 0.0083 | 90.0 | 8640 | 0.0468 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9531 | 0.9839 | 0.9683 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9896 |
155
+ | 0.0079 | 91.0 | 8736 | 0.0455 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9427 | 0.9367 | 0.9397 | 158 | 0.9531 | 0.9839 | 0.9683 | 124 | 0.9380 | 0.9497 | 0.9438 | 0.9898 |
156
+ | 0.0086 | 92.0 | 8832 | 0.0436 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9912 |
157
+ | 0.0079 | 93.0 | 8928 | 0.0450 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9531 | 0.9839 | 0.9683 | 124 | 0.9497 | 0.9497 | 0.9497 | 0.9901 |
158
+ | 0.0083 | 94.0 | 9024 | 0.0442 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9453 | 0.9548 | 0.95 | 0.9907 |
159
+ | 0.0076 | 95.0 | 9120 | 0.0451 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9904 |
160
+ | 0.0072 | 96.0 | 9216 | 0.0459 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9735 | 0.9304 | 0.9515 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9909 |
161
+ | 0.0072 | 97.0 | 9312 | 0.0449 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9907 |
162
+ | 0.0059 | 98.0 | 9408 | 0.0450 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9909 |
163
+ | 0.0081 | 99.0 | 9504 | 0.0446 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9909 |
164
+ | 0.0074 | 100.0 | 9600 | 0.0446 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9907 |
165
 
166
 
167
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