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nerui-pt-pl30-1

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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_03-37-03_a358b85c7679/events.out.tfevents.1717472233.a358b85c7679.464996.0 +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: 0.0541
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- - Location Precision: 0.9244
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- - Location Recall: 0.9483
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- - Location F1: 0.9362
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  - Location Number: 116
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- - Organization Precision: 0.9608
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- - Organization Recall: 0.9304
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- - Organization F1: 0.9453
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  - Organization Number: 158
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- - Person Precision: 0.9762
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  - Person Recall: 0.9919
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- - Person F1: 0.9840
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  - Person Number: 124
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- - Overall Precision: 0.9548
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- - Overall Recall: 0.9548
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- - Overall F1: 0.9548
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- - Overall Accuracy: 0.9907
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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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- | 0.8833 | 1.0 | 96 | 0.4193 | 0.0 | 0.0 | 0.0 | 116 | 0.2982 | 0.1076 | 0.1581 | 158 | 0.2830 | 0.1210 | 0.1695 | 124 | 0.2857 | 0.0804 | 0.1255 | 0.8501 |
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- | 0.3788 | 2.0 | 192 | 0.2375 | 0.344 | 0.3707 | 0.3568 | 116 | 0.5535 | 0.5570 | 0.5552 | 158 | 0.5562 | 0.7581 | 0.6416 | 124 | 0.4967 | 0.5653 | 0.5288 | 0.9286 |
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- | 0.2233 | 3.0 | 288 | 0.1220 | 0.7008 | 0.7672 | 0.7325 | 116 | 0.6649 | 0.7785 | 0.7172 | 158 | 0.8897 | 0.9758 | 0.9308 | 124 | 0.7433 | 0.8367 | 0.7872 | 0.9618 |
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- | 0.1473 | 4.0 | 384 | 0.0942 | 0.7609 | 0.9052 | 0.8268 | 116 | 0.7403 | 0.8481 | 0.7906 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.8131 | 0.9070 | 0.8575 | 0.9712 |
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- | 0.118 | 5.0 | 480 | 0.0602 | 0.9027 | 0.8793 | 0.8908 | 116 | 0.8452 | 0.8987 | 0.8712 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.8993 | 0.9196 | 0.9093 | 0.9822 |
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- | 0.1004 | 6.0 | 576 | 0.0580 | 0.8254 | 0.8966 | 0.8595 | 116 | 0.8903 | 0.8734 | 0.8818 | 158 | 0.9457 | 0.9839 | 0.9644 | 124 | 0.8878 | 0.9146 | 0.9010 | 0.9808 |
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- | 0.0894 | 7.0 | 672 | 0.0506 | 0.9091 | 0.8621 | 0.8850 | 116 | 0.8563 | 0.9051 | 0.88 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9082 | 0.9196 | 0.9139 | 0.9824 |
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- | 0.078 | 8.0 | 768 | 0.0490 | 0.8618 | 0.9138 | 0.8870 | 116 | 0.9091 | 0.8861 | 0.8974 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9154 | 0.9246 | 0.92 | 0.9841 |
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- | 0.0717 | 9.0 | 864 | 0.0516 | 0.8770 | 0.9224 | 0.8992 | 116 | 0.8780 | 0.9114 | 0.8944 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9098 | 0.9372 | 0.9233 | 0.9849 |
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- | 0.067 | 10.0 | 960 | 0.0548 | 0.8421 | 0.9655 | 0.8996 | 116 | 0.9252 | 0.8608 | 0.8918 | 158 | 0.9389 | 0.9919 | 0.9647 | 124 | 0.9027 | 0.9322 | 0.9172 | 0.9805 |
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- | 0.065 | 11.0 | 1056 | 0.0423 | 0.8740 | 0.9569 | 0.9136 | 116 | 0.9295 | 0.9177 | 0.9236 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9289 | 0.9523 | 0.9404 | 0.9871 |
78
- | 0.0574 | 12.0 | 1152 | 0.0379 | 0.8992 | 0.9224 | 0.9106 | 116 | 0.9467 | 0.8987 | 0.9221 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9442 | 0.9347 | 0.9394 | 0.9890 |
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- | 0.0559 | 13.0 | 1248 | 0.0406 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9245 | 0.9304 | 0.9274 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9428 | 0.9523 | 0.9475 | 0.9882 |
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- | 0.0508 | 14.0 | 1344 | 0.0465 | 0.9016 | 0.9483 | 0.9244 | 116 | 0.9408 | 0.9051 | 0.9226 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.94 | 0.9447 | 0.9424 | 0.9876 |
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- | 0.0474 | 15.0 | 1440 | 0.0408 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.925 | 0.9367 | 0.9308 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9432 | 0.9598 | 0.9514 | 0.9876 |
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- | 0.0458 | 16.0 | 1536 | 0.0388 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9901 |
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- | 0.0456 | 17.0 | 1632 | 0.0464 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9080 | 0.9367 | 0.9221 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9291 | 0.9548 | 0.9418 | 0.9876 |
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- | 0.0436 | 18.0 | 1728 | 0.0398 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9901 |
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- | 0.0412 | 19.0 | 1824 | 0.0421 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.925 | 0.9367 | 0.9308 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9453 | 0.9548 | 0.95 | 0.9890 |
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- | 0.0384 | 20.0 | 1920 | 0.0467 | 0.8908 | 0.9138 | 0.9021 | 116 | 0.8982 | 0.9494 | 0.9231 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9177 | 0.9523 | 0.9346 | 0.9874 |
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- | 0.0369 | 21.0 | 2016 | 0.0414 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9308 | 0.9367 | 0.9338 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9360 | 0.9548 | 0.9453 | 0.9893 |
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- | 0.0332 | 22.0 | 2112 | 0.0409 | 0.9 | 0.9310 | 0.9153 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9887 |
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- | 0.035 | 23.0 | 2208 | 0.0373 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9909 |
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- | 0.0338 | 24.0 | 2304 | 0.0418 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9434 | 0.9494 | 0.9464 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9433 | 0.9623 | 0.9527 | 0.9885 |
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- | 0.0331 | 25.0 | 2400 | 0.0457 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9226 | 0.9051 | 0.9137 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9328 | 0.9422 | 0.9375 | 0.9876 |
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- | 0.0287 | 26.0 | 2496 | 0.0488 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9412 | 0.9114 | 0.9260 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9401 | 0.9472 | 0.9437 | 0.9882 |
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- | 0.0282 | 27.0 | 2592 | 0.0468 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9474 | 0.9114 | 0.9290 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9446 | 0.9422 | 0.9434 | 0.9879 |
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- | 0.0282 | 28.0 | 2688 | 0.0433 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9431 | 0.9573 | 0.9501 | 0.9896 |
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- | 0.0267 | 29.0 | 2784 | 0.0432 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9371 | 0.9430 | 0.9401 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9360 | 0.9548 | 0.9453 | 0.9885 |
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- | 0.0252 | 30.0 | 2880 | 0.0444 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9255 | 0.9430 | 0.9342 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9406 | 0.9548 | 0.9476 | 0.9890 |
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- | 0.0238 | 31.0 | 2976 | 0.0432 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9896 |
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- | 0.0228 | 32.0 | 3072 | 0.0406 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9896 |
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- | 0.0231 | 33.0 | 3168 | 0.0506 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9449 | 0.9472 | 0.9460 | 0.9893 |
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- | 0.0219 | 34.0 | 3264 | 0.0470 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9603 | 0.9758 | 0.9680 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9901 |
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- | 0.021 | 35.0 | 3360 | 0.0477 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9499 | 0.9523 | 0.9511 | 0.9901 |
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- | 0.0192 | 36.0 | 3456 | 0.0530 | 0.9098 | 0.9569 | 0.9328 | 116 | 0.9603 | 0.9177 | 0.9385 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9890 |
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- | 0.0208 | 37.0 | 3552 | 0.0456 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9416 | 0.9177 | 0.9295 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9425 | 0.9472 | 0.9449 | 0.9893 |
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- | 0.0193 | 38.0 | 3648 | 0.0423 | 0.9091 | 0.9483 | 0.9283 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9501 | 0.9573 | 0.9537 | 0.9909 |
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- | 0.0181 | 39.0 | 3744 | 0.0417 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9907 |
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- | 0.0196 | 40.0 | 3840 | 0.0464 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9494 | 0.9494 | 0.9494 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9479 | 0.9598 | 0.9538 | 0.9898 |
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- | 0.0179 | 41.0 | 3936 | 0.0444 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9451 | 0.9523 | 0.9487 | 0.9896 |
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- | 0.018 | 42.0 | 4032 | 0.0539 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9449 | 0.9472 | 0.9460 | 0.9890 |
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- | 0.017 | 43.0 | 4128 | 0.0420 | 0.9391 | 0.9310 | 0.9351 | 116 | 0.9554 | 0.9494 | 0.9524 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9915 |
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- | 0.0153 | 44.0 | 4224 | 0.0505 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9907 |
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- | 0.0162 | 45.0 | 4320 | 0.0496 | 0.8992 | 0.9224 | 0.9106 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9451 | 0.9523 | 0.9487 | 0.9898 |
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- | 0.0162 | 46.0 | 4416 | 0.0479 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9898 |
113
- | 0.018 | 47.0 | 4512 | 0.0466 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9177 | 0.9177 | 0.9177 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9377 | 0.9447 | 0.9412 | 0.9890 |
114
- | 0.0164 | 48.0 | 4608 | 0.0476 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9521 | 0.9497 | 0.9509 | 0.9896 |
115
- | 0.015 | 49.0 | 4704 | 0.0472 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9909 |
116
- | 0.0138 | 50.0 | 4800 | 0.0471 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9904 |
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- | 0.0149 | 51.0 | 4896 | 0.0501 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9901 |
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- | 0.0148 | 52.0 | 4992 | 0.0433 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9909 |
119
- | 0.0149 | 53.0 | 5088 | 0.0447 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9472 | 0.9472 | 0.9472 | 0.9898 |
120
- | 0.0144 | 54.0 | 5184 | 0.0460 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9901 |
121
- | 0.0135 | 55.0 | 5280 | 0.0508 | 0.9310 | 0.9310 | 0.9310 | 116 | 0.9434 | 0.9494 | 0.9464 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9501 | 0.9573 | 0.9537 | 0.9904 |
122
- | 0.0132 | 56.0 | 5376 | 0.0471 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9907 |
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- | 0.0125 | 57.0 | 5472 | 0.0480 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9909 |
124
- | 0.0137 | 58.0 | 5568 | 0.0482 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9909 |
125
- | 0.0113 | 59.0 | 5664 | 0.0461 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9901 |
126
- | 0.0122 | 60.0 | 5760 | 0.0477 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9904 |
127
- | 0.0112 | 61.0 | 5856 | 0.0491 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9907 |
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- | 0.0103 | 62.0 | 5952 | 0.0535 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9893 |
129
- | 0.012 | 63.0 | 6048 | 0.0495 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9896 |
130
- | 0.0117 | 64.0 | 6144 | 0.0491 | 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 | 0.9904 |
131
- | 0.0103 | 65.0 | 6240 | 0.0559 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9887 |
132
- | 0.0116 | 66.0 | 6336 | 0.0506 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9453 | 0.9548 | 0.95 | 0.9904 |
133
- | 0.0105 | 67.0 | 6432 | 0.0469 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9909 |
134
- | 0.0097 | 68.0 | 6528 | 0.0497 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9909 |
135
- | 0.0093 | 69.0 | 6624 | 0.0479 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9901 |
136
- | 0.0093 | 70.0 | 6720 | 0.0478 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9572 | 0.9548 | 0.9560 | 0.9901 |
137
- | 0.01 | 71.0 | 6816 | 0.0444 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9912 |
138
- | 0.0096 | 72.0 | 6912 | 0.0423 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9918 |
139
- | 0.0088 | 73.0 | 7008 | 0.0462 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9907 |
140
- | 0.01 | 74.0 | 7104 | 0.0477 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9915 |
141
- | 0.0083 | 75.0 | 7200 | 0.0490 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9907 |
142
- | 0.0085 | 76.0 | 7296 | 0.0482 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9478 | 0.9573 | 0.9525 | 0.9909 |
143
- | 0.0091 | 77.0 | 7392 | 0.0496 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9912 |
144
- | 0.0083 | 78.0 | 7488 | 0.0476 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9904 |
145
- | 0.0087 | 79.0 | 7584 | 0.0494 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9499 | 0.9523 | 0.9511 | 0.9898 |
146
- | 0.0077 | 80.0 | 7680 | 0.0506 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9901 |
147
- | 0.0086 | 81.0 | 7776 | 0.0518 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9299 | 0.9241 | 0.9270 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9380 | 0.9497 | 0.9438 | 0.9901 |
148
- | 0.0072 | 82.0 | 7872 | 0.0560 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9477 | 0.9177 | 0.9325 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9896 |
149
- | 0.008 | 83.0 | 7968 | 0.0515 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9904 |
150
- | 0.0062 | 84.0 | 8064 | 0.0530 | 0.9076 | 0.9310 | 0.9191 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9904 |
151
- | 0.0071 | 85.0 | 8160 | 0.0524 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9904 |
152
- | 0.007 | 86.0 | 8256 | 0.0543 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9497 | 0.9497 | 0.9497 | 0.9907 |
153
- | 0.0075 | 87.0 | 8352 | 0.0545 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9521 | 0.9497 | 0.9509 | 0.9901 |
154
- | 0.0085 | 88.0 | 8448 | 0.0537 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9904 |
155
- | 0.009 | 89.0 | 8544 | 0.0536 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9904 |
156
- | 0.0081 | 90.0 | 8640 | 0.0544 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9901 |
157
- | 0.0083 | 91.0 | 8736 | 0.0534 | 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 | 0.9907 |
158
- | 0.0077 | 92.0 | 8832 | 0.0539 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9907 |
159
- | 0.0071 | 93.0 | 8928 | 0.0541 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9547 | 0.9523 | 0.9535 | 0.9901 |
160
- | 0.0066 | 94.0 | 9024 | 0.0537 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9904 |
161
- | 0.0073 | 95.0 | 9120 | 0.0551 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9671 | 0.9304 | 0.9484 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9904 |
162
- | 0.006 | 96.0 | 9216 | 0.0550 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9904 |
163
- | 0.0068 | 97.0 | 9312 | 0.0545 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9523 | 0.9523 | 0.9523 | 0.9901 |
164
- | 0.0072 | 98.0 | 9408 | 0.0549 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9904 |
165
- | 0.0062 | 99.0 | 9504 | 0.0542 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9907 |
166
- | 0.0061 | 100.0 | 9600 | 0.0541 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9907 |
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: 0.0474
19
+ - Location Precision: 0.9407
20
+ - Location Recall: 0.9569
21
+ - Location F1: 0.9487
22
  - Location Number: 116
23
+ - Organization Precision: 0.9675
24
+ - Organization Recall: 0.9430
25
+ - Organization F1: 0.9551
26
  - Organization Number: 158
27
+ - Person Precision: 0.9685
28
  - Person Recall: 0.9919
29
+ - Person F1: 0.9801
30
  - Person Number: 124
31
+ - Overall Precision: 0.9599
32
+ - Overall Recall: 0.9623
33
+ - Overall F1: 0.9611
34
+ - Overall Accuracy: 0.9912
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
+ | 0.8685 | 1.0 | 96 | 0.4002 | 0.0 | 0.0 | 0.0 | 116 | 0.2589 | 0.1835 | 0.2148 | 158 | 0.3131 | 0.25 | 0.2780 | 124 | 0.2817 | 0.1508 | 0.1964 | 0.8600 |
66
+ | 0.3663 | 2.0 | 192 | 0.2149 | 0.3 | 0.3879 | 0.3383 | 116 | 0.5629 | 0.5380 | 0.5502 | 158 | 0.6084 | 0.8145 | 0.6966 | 124 | 0.4946 | 0.5804 | 0.5341 | 0.9286 |
67
+ | 0.2004 | 3.0 | 288 | 0.1089 | 0.8108 | 0.7759 | 0.7930 | 116 | 0.7033 | 0.8101 | 0.7529 | 158 | 0.8971 | 0.9839 | 0.9385 | 124 | 0.7925 | 0.8543 | 0.8222 | 0.9673 |
68
+ | 0.1345 | 4.0 | 384 | 0.0808 | 0.7698 | 0.9224 | 0.8392 | 116 | 0.8121 | 0.8481 | 0.8297 | 158 | 0.9462 | 0.9919 | 0.9685 | 124 | 0.8387 | 0.9146 | 0.8750 | 0.9731 |
69
+ | 0.1084 | 5.0 | 480 | 0.0553 | 0.8938 | 0.8707 | 0.8821 | 116 | 0.8938 | 0.9051 | 0.8994 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9175 | 0.9221 | 0.9198 | 0.9835 |
70
+ | 0.0959 | 6.0 | 576 | 0.0483 | 0.8385 | 0.9397 | 0.8862 | 116 | 0.8834 | 0.9114 | 0.8972 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.8974 | 0.9447 | 0.9204 | 0.9855 |
71
+ | 0.0827 | 7.0 | 672 | 0.0428 | 0.9455 | 0.8966 | 0.9204 | 116 | 0.8523 | 0.9494 | 0.8982 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9171 | 0.9447 | 0.9307 | 0.9871 |
72
+ | 0.08 | 8.0 | 768 | 0.0381 | 0.9145 | 0.9224 | 0.9185 | 116 | 0.9136 | 0.9367 | 0.9250 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9332 | 0.9472 | 0.9401 | 0.9896 |
73
+ | 0.0729 | 9.0 | 864 | 0.0486 | 0.872 | 0.9397 | 0.9046 | 116 | 0.9141 | 0.9430 | 0.9283 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9203 | 0.9573 | 0.9384 | 0.9844 |
74
+ | 0.0635 | 10.0 | 960 | 0.0435 | 0.8425 | 0.9224 | 0.8807 | 116 | 0.9136 | 0.9367 | 0.9250 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9087 | 0.9497 | 0.9287 | 0.9857 |
75
+ | 0.0614 | 11.0 | 1056 | 0.0421 | 0.8594 | 0.9483 | 0.9016 | 116 | 0.94 | 0.8924 | 0.9156 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9257 | 0.9397 | 0.9327 | 0.9865 |
76
+ | 0.0561 | 12.0 | 1152 | 0.0318 | 0.8852 | 0.9310 | 0.9076 | 116 | 0.9416 | 0.9177 | 0.9295 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9353 | 0.9447 | 0.94 | 0.9882 |
77
+ | 0.0546 | 13.0 | 1248 | 0.0305 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9371 | 0.9430 | 0.9401 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9455 | 0.9598 | 0.9526 | 0.9915 |
78
+ | 0.0475 | 14.0 | 1344 | 0.0348 | 0.9231 | 0.9310 | 0.9270 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9496 | 0.9472 | 0.9484 | 0.9896 |
79
+ | 0.0464 | 15.0 | 1440 | 0.0338 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9478 | 0.9573 | 0.9525 | 0.9904 |
80
+ | 0.0428 | 16.0 | 1536 | 0.0317 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9430 | 0.9430 | 0.9430 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9454 | 0.9573 | 0.9513 | 0.9907 |
81
+ | 0.0417 | 17.0 | 1632 | 0.0322 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9476 | 0.9548 | 0.9512 | 0.9912 |
82
+ | 0.0388 | 18.0 | 1728 | 0.0332 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9909 |
83
+ | 0.0366 | 19.0 | 1824 | 0.0317 | 0.9068 | 0.9224 | 0.9145 | 116 | 0.925 | 0.9367 | 0.9308 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9356 | 0.9497 | 0.9426 | 0.9909 |
84
+ | 0.0373 | 20.0 | 1920 | 0.0352 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9423 | 0.9304 | 0.9363 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9428 | 0.9523 | 0.9475 | 0.9893 |
85
+ | 0.0363 | 21.0 | 2016 | 0.0348 | 0.9106 | 0.9655 | 0.9372 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9502 | 0.9598 | 0.9550 | 0.9901 |
86
+ | 0.0333 | 22.0 | 2112 | 0.0326 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9622 | 0.9598 | 0.9610 | 0.9920 |
87
+ | 0.0334 | 23.0 | 2208 | 0.0332 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9603 | 0.9177 | 0.9385 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9569 | 0.9472 | 0.9520 | 0.9907 |
88
+ | 0.0311 | 24.0 | 2304 | 0.0336 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9545 | 0.9497 | 0.9521 | 0.9912 |
89
+ | 0.0291 | 25.0 | 2400 | 0.0459 | 0.8682 | 0.9655 | 0.9143 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9340 | 0.9598 | 0.9467 | 0.9887 |
90
+ | 0.0309 | 26.0 | 2496 | 0.0323 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9621 | 0.9573 | 0.9597 | 0.9923 |
91
+ | 0.03 | 27.0 | 2592 | 0.0337 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9544 | 0.9472 | 0.9508 | 0.9898 |
92
+ | 0.0251 | 28.0 | 2688 | 0.0360 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9367 | 0.9367 | 0.9367 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9404 | 0.9523 | 0.9463 | 0.9898 |
93
+ | 0.0228 | 29.0 | 2784 | 0.0436 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9430 | 0.9430 | 0.9430 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9431 | 0.9573 | 0.9501 | 0.9890 |
94
+ | 0.0248 | 30.0 | 2880 | 0.0401 | 0.9138 | 0.9138 | 0.9138 | 116 | 0.9313 | 0.9430 | 0.9371 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9890 |
95
+ | 0.0238 | 31.0 | 2976 | 0.0381 | 0.9412 | 0.9655 | 0.9532 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9620 | 0.9548 | 0.9584 | 0.9909 |
96
+ | 0.0213 | 32.0 | 3072 | 0.0407 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9419 | 0.9241 | 0.9329 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.945 | 0.9497 | 0.9474 | 0.9901 |
97
+ | 0.0222 | 33.0 | 3168 | 0.0342 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9539 | 0.9177 | 0.9355 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9570 | 0.9497 | 0.9533 | 0.9915 |
98
+ | 0.022 | 34.0 | 3264 | 0.0417 | 0.9083 | 0.9397 | 0.9237 | 116 | 0.9430 | 0.9430 | 0.9430 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9429 | 0.9548 | 0.9488 | 0.9898 |
99
+ | 0.0217 | 35.0 | 3360 | 0.0404 | 0.9153 | 0.9310 | 0.9231 | 116 | 0.9490 | 0.9430 | 0.9460 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9451 | 0.9523 | 0.9487 | 0.9909 |
100
+ | 0.0188 | 36.0 | 3456 | 0.0390 | 0.9474 | 0.9310 | 0.9391 | 116 | 0.9363 | 0.9304 | 0.9333 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9909 |
101
+ | 0.0212 | 37.0 | 3552 | 0.0352 | 0.9643 | 0.9310 | 0.9474 | 116 | 0.9497 | 0.9557 | 0.9527 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9621 | 0.9573 | 0.9597 | 0.9923 |
102
+ | 0.0183 | 38.0 | 3648 | 0.0390 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9434 | 0.9494 | 0.9464 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9915 |
103
+ | 0.0184 | 39.0 | 3744 | 0.0332 | 0.9483 | 0.9483 | 0.9483 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9621 | 0.9573 | 0.9597 | 0.9926 |
104
+ | 0.0176 | 40.0 | 3840 | 0.0409 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9606 | 0.9839 | 0.9721 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9901 |
105
+ | 0.0182 | 41.0 | 3936 | 0.0388 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9554 | 0.9494 | 0.9524 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9527 | 0.9623 | 0.9575 | 0.9923 |
106
+ | 0.0175 | 42.0 | 4032 | 0.0399 | 0.9098 | 0.9569 | 0.9328 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9480 | 0.9623 | 0.9551 | 0.9912 |
107
+ | 0.0169 | 43.0 | 4128 | 0.0381 | 0.9478 | 0.9397 | 0.9437 | 116 | 0.9245 | 0.9304 | 0.9274 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9497 | 0.9497 | 0.9497 | 0.9907 |
108
+ | 0.0166 | 44.0 | 4224 | 0.0399 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9531 | 0.9839 | 0.9683 | 124 | 0.9455 | 0.9598 | 0.9526 | 0.9907 |
109
+ | 0.015 | 45.0 | 4320 | 0.0362 | 0.9333 | 0.9655 | 0.9492 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.976 | 0.9839 | 0.9799 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9923 |
110
+ | 0.0163 | 46.0 | 4416 | 0.0411 | 0.9008 | 0.9397 | 0.9198 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9429 | 0.9548 | 0.9488 | 0.9901 |
111
+ | 0.0163 | 47.0 | 4512 | 0.0393 | 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 | 0.9915 |
112
+ | 0.0136 | 48.0 | 4608 | 0.0423 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9915 |
113
+ | 0.0147 | 49.0 | 4704 | 0.0378 | 0.9397 | 0.9397 | 0.9397 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9839 | 0.9839 | 0.9839 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9920 |
114
+ | 0.0126 | 50.0 | 4800 | 0.0433 | 0.9316 | 0.9397 | 0.9356 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9683 | 0.9839 | 0.976 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9909 |
115
+ | 0.0146 | 51.0 | 4896 | 0.0448 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9904 |
116
+ | 0.0146 | 52.0 | 4992 | 0.0469 | 0.9174 | 0.9569 | 0.9367 | 116 | 0.9669 | 0.9241 | 0.9450 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9904 |
117
+ | 0.0119 | 53.0 | 5088 | 0.0466 | 0.9160 | 0.9397 | 0.9277 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9429 | 0.9548 | 0.9488 | 0.9898 |
118
+ | 0.0128 | 54.0 | 5184 | 0.0531 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9454 | 0.9573 | 0.9513 | 0.9893 |
119
+ | 0.013 | 55.0 | 5280 | 0.0437 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9499 | 0.9523 | 0.9511 | 0.9909 |
120
+ | 0.0125 | 56.0 | 5376 | 0.0464 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9474 | 0.9497 | 0.9486 | 0.9896 |
121
+ | 0.012 | 57.0 | 5472 | 0.0429 | 0.9397 | 0.9397 | 0.9397 | 116 | 0.9363 | 0.9304 | 0.9333 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9904 |
122
+ | 0.012 | 58.0 | 5568 | 0.0482 | 0.9237 | 0.9397 | 0.9316 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9475 | 0.9523 | 0.9499 | 0.9893 |
123
+ | 0.0123 | 59.0 | 5664 | 0.0561 | 0.9167 | 0.9483 | 0.9322 | 116 | 0.9416 | 0.9177 | 0.9295 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9403 | 0.9497 | 0.9450 | 0.9887 |
124
+ | 0.0117 | 60.0 | 5760 | 0.0506 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9898 |
125
+ | 0.0115 | 61.0 | 5856 | 0.0482 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9898 |
126
+ | 0.0094 | 62.0 | 5952 | 0.0504 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9901 |
127
+ | 0.0101 | 63.0 | 6048 | 0.0478 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9904 |
128
+ | 0.0096 | 64.0 | 6144 | 0.0485 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9608 | 0.9304 | 0.9453 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9596 | 0.9548 | 0.9572 | 0.9915 |
129
+ | 0.0095 | 65.0 | 6240 | 0.0578 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9476 | 0.9548 | 0.9512 | 0.9896 |
130
+ | 0.0113 | 66.0 | 6336 | 0.0549 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9605 | 0.9241 | 0.9419 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9904 |
131
+ | 0.0088 | 67.0 | 6432 | 0.0499 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9476 | 0.9548 | 0.9512 | 0.9901 |
132
+ | 0.0094 | 68.0 | 6528 | 0.0439 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9573 | 0.9573 | 0.9573 | 0.9912 |
133
+ | 0.008 | 69.0 | 6624 | 0.0484 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9598 | 0.9598 | 0.9598 | 0.9907 |
134
+ | 0.0092 | 70.0 | 6720 | 0.0447 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9907 |
135
+ | 0.008 | 71.0 | 6816 | 0.0524 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9481 | 0.9241 | 0.9359 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9499 | 0.9523 | 0.9511 | 0.9898 |
136
+ | 0.0084 | 72.0 | 6912 | 0.0443 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9909 |
137
+ | 0.0085 | 73.0 | 7008 | 0.0468 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9909 |
138
+ | 0.0081 | 74.0 | 7104 | 0.0473 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9548 | 0.9548 | 0.9548 | 0.9912 |
139
+ | 0.0087 | 75.0 | 7200 | 0.0448 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9542 | 0.9241 | 0.9389 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9524 | 0.9548 | 0.9536 | 0.9912 |
140
+ | 0.0076 | 76.0 | 7296 | 0.0498 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9487 | 0.9367 | 0.9427 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9478 | 0.9573 | 0.9525 | 0.9904 |
141
+ | 0.0074 | 77.0 | 7392 | 0.0477 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9484 | 0.9304 | 0.9393 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.95 | 0.9548 | 0.9524 | 0.9907 |
142
+ | 0.008 | 78.0 | 7488 | 0.0429 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.984 | 0.9919 | 0.9880 | 124 | 0.9623 | 0.9623 | 0.9623 | 0.9923 |
143
+ | 0.0072 | 79.0 | 7584 | 0.0491 | 0.9244 | 0.9483 | 0.9362 | 116 | 0.9545 | 0.9304 | 0.9423 | 158 | 0.9609 | 0.9919 | 0.9762 | 124 | 0.9476 | 0.9548 | 0.9512 | 0.9896 |
144
+ | 0.0066 | 80.0 | 7680 | 0.0501 | 0.925 | 0.9569 | 0.9407 | 116 | 0.9673 | 0.9367 | 0.9518 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9912 |
145
+ | 0.0068 | 81.0 | 7776 | 0.0472 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9525 | 0.9573 | 0.9549 | 0.9907 |
146
+ | 0.0066 | 82.0 | 7872 | 0.0534 | 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 | 0.9901 |
147
+ | 0.0069 | 83.0 | 7968 | 0.0481 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9548 | 0.9367 | 0.9457 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9549 | 0.9573 | 0.9561 | 0.9909 |
148
+ | 0.0065 | 84.0 | 8064 | 0.0521 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9904 |
149
+ | 0.0063 | 85.0 | 8160 | 0.0548 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9904 |
150
+ | 0.0064 | 86.0 | 8256 | 0.0527 | 0.9322 | 0.9483 | 0.9402 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9904 |
151
+ | 0.007 | 87.0 | 8352 | 0.0479 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9551 | 0.9430 | 0.9490 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.955 | 0.9598 | 0.9574 | 0.9909 |
152
+ | 0.0062 | 88.0 | 8448 | 0.0478 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9622 | 0.9598 | 0.9610 | 0.9918 |
153
+ | 0.0057 | 89.0 | 8544 | 0.0476 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9598 | 0.9598 | 0.9598 | 0.9909 |
154
+ | 0.0058 | 90.0 | 8640 | 0.0475 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9610 | 0.9367 | 0.9487 | 158 | 0.9762 | 0.9919 | 0.9840 | 124 | 0.9597 | 0.9573 | 0.9585 | 0.9912 |
155
+ | 0.0066 | 91.0 | 8736 | 0.0508 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9574 | 0.9598 | 0.9586 | 0.9907 |
156
+ | 0.0061 | 92.0 | 8832 | 0.0507 | 0.9328 | 0.9569 | 0.9447 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9575 | 0.9623 | 0.9599 | 0.9907 |
157
+ | 0.0065 | 93.0 | 8928 | 0.0476 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9739 | 0.9430 | 0.9582 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9623 | 0.9623 | 0.9623 | 0.9920 |
158
+ | 0.0065 | 94.0 | 9024 | 0.0497 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9574 | 0.9598 | 0.9586 | 0.9907 |
159
+ | 0.007 | 95.0 | 9120 | 0.0472 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9574 | 0.9598 | 0.9586 | 0.9912 |
160
+ | 0.0076 | 96.0 | 9216 | 0.0495 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9599 | 0.9623 | 0.9611 | 0.9909 |
161
+ | 0.0057 | 97.0 | 9312 | 0.0483 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9599 | 0.9623 | 0.9611 | 0.9912 |
162
+ | 0.0058 | 98.0 | 9408 | 0.0471 | 0.9402 | 0.9483 | 0.9442 | 116 | 0.9613 | 0.9430 | 0.9521 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9574 | 0.9598 | 0.9586 | 0.9909 |
163
+ | 0.0063 | 99.0 | 9504 | 0.0477 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9599 | 0.9623 | 0.9611 | 0.9912 |
164
+ | 0.0055 | 100.0 | 9600 | 0.0474 | 0.9407 | 0.9569 | 0.9487 | 116 | 0.9675 | 0.9430 | 0.9551 | 158 | 0.9685 | 0.9919 | 0.9801 | 124 | 0.9599 | 0.9623 | 0.9611 | 0.9912 |
165
 
166
 
167
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