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nerui-lora-r8-4

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  1. README.md +111 -113
  2. nerui-lora/pytorch_adapter.bin +1 -1
  3. nerui-lora/pytorch_model_head.bin +1 -1
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: 0.0454
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- - Location Precision: 0.8611
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- - Location Recall: 0.9029
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- - Location F1: 0.8815
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  - Location Number: 103
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- - Organization Precision: 0.8817
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- - Organization Recall: 0.8713
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- - Organization F1: 0.8765
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  - Organization Number: 171
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  - Person Precision: 0.9695
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  - Person Recall: 0.9695
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  - Person F1: 0.9695
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  - Person Number: 131
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- - Overall Precision: 0.9044
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- - Overall Recall: 0.9111
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- - Overall F1: 0.9077
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- - Overall Accuracy: 0.9848
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  ## Model description
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@@ -64,106 +62,106 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
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  |:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:|
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- | 1.1639 | 1.0 | 96 | 0.6983 | 0.0 | 0.0 | 0.0 | 103 | 0.0 | 0.0 | 0.0 | 171 | 0.0 | 0.0 | 0.0 | 131 | 0.0 | 0.0 | 0.0 | 0.8373 |
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- | 0.6685 | 2.0 | 192 | 0.5650 | 0.0 | 0.0 | 0.0 | 103 | 0.0 | 0.0 | 0.0 | 171 | 0.0 | 0.0 | 0.0 | 131 | 0.0 | 0.0 | 0.0 | 0.8376 |
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- | 0.553 | 3.0 | 288 | 0.4425 | 0.0 | 0.0 | 0.0 | 103 | 0.3889 | 0.0409 | 0.0741 | 171 | 0.225 | 0.0687 | 0.1053 | 131 | 0.2623 | 0.0395 | 0.0687 | 0.8470 |
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- | 0.4403 | 4.0 | 384 | 0.3329 | 0.2 | 0.0485 | 0.0781 | 103 | 0.3694 | 0.2398 | 0.2908 | 171 | 0.3924 | 0.4733 | 0.4291 | 131 | 0.3673 | 0.2667 | 0.3090 | 0.8835 |
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- | 0.3288 | 5.0 | 480 | 0.2455 | 0.425 | 0.3301 | 0.3716 | 103 | 0.5248 | 0.6199 | 0.5684 | 171 | 0.5449 | 0.6947 | 0.6107 | 131 | 0.5145 | 0.5704 | 0.5410 | 0.9263 |
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- | 0.2474 | 6.0 | 576 | 0.1893 | 0.6429 | 0.6117 | 0.6269 | 103 | 0.6337 | 0.7485 | 0.6863 | 171 | 0.7763 | 0.9008 | 0.8339 | 131 | 0.6836 | 0.7630 | 0.7211 | 0.9506 |
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- | 0.1962 | 7.0 | 672 | 0.1534 | 0.7957 | 0.7184 | 0.7551 | 103 | 0.6965 | 0.8187 | 0.7527 | 171 | 0.8803 | 0.9542 | 0.9158 | 131 | 0.7775 | 0.8370 | 0.8062 | 0.9605 |
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- | 0.1659 | 8.0 | 768 | 0.1277 | 0.81 | 0.7864 | 0.7980 | 103 | 0.7581 | 0.8246 | 0.7899 | 171 | 0.9124 | 0.9542 | 0.9328 | 131 | 0.8203 | 0.8568 | 0.8382 | 0.9652 |
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- | 0.1495 | 9.0 | 864 | 0.1119 | 0.8571 | 0.8155 | 0.8358 | 103 | 0.7656 | 0.8596 | 0.8099 | 171 | 0.9007 | 0.9695 | 0.9338 | 131 | 0.8306 | 0.8840 | 0.8565 | 0.9691 |
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- | 0.1342 | 10.0 | 960 | 0.1009 | 0.85 | 0.8252 | 0.8374 | 103 | 0.7884 | 0.8713 | 0.8278 | 171 | 0.9 | 0.9618 | 0.9299 | 131 | 0.8392 | 0.8889 | 0.8633 | 0.9707 |
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- | 0.1241 | 11.0 | 1056 | 0.0915 | 0.8286 | 0.8447 | 0.8365 | 103 | 0.8156 | 0.8538 | 0.8343 | 171 | 0.9265 | 0.9618 | 0.9438 | 131 | 0.8548 | 0.8864 | 0.8703 | 0.9727 |
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- | 0.1188 | 12.0 | 1152 | 0.0854 | 0.8269 | 0.8350 | 0.8309 | 103 | 0.8343 | 0.8830 | 0.8580 | 171 | 0.9197 | 0.9618 | 0.9403 | 131 | 0.8602 | 0.8963 | 0.8779 | 0.9746 |
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- | 0.1102 | 13.0 | 1248 | 0.0798 | 0.8654 | 0.8738 | 0.8696 | 103 | 0.8444 | 0.8889 | 0.8661 | 171 | 0.9333 | 0.9618 | 0.9474 | 131 | 0.8783 | 0.9086 | 0.8932 | 0.9762 |
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- | 0.1044 | 14.0 | 1344 | 0.0780 | 0.89 | 0.8641 | 0.8768 | 103 | 0.8830 | 0.8830 | 0.8830 | 171 | 0.9403 | 0.9618 | 0.9509 | 131 | 0.9037 | 0.9037 | 0.9037 | 0.9782 |
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- | 0.1009 | 15.0 | 1440 | 0.0721 | 0.9091 | 0.8738 | 0.8911 | 103 | 0.8478 | 0.9123 | 0.8789 | 171 | 0.9478 | 0.9695 | 0.9585 | 131 | 0.8945 | 0.9210 | 0.9075 | 0.9782 |
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- | 0.0978 | 16.0 | 1536 | 0.0696 | 0.8932 | 0.8932 | 0.8932 | 103 | 0.8462 | 0.9006 | 0.8725 | 171 | 0.9403 | 0.9618 | 0.9509 | 131 | 0.8878 | 0.9185 | 0.9029 | 0.9779 |
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- | 0.0962 | 17.0 | 1632 | 0.0680 | 0.92 | 0.8932 | 0.9064 | 103 | 0.8793 | 0.8947 | 0.8870 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9140 | 0.9185 | 0.9163 | 0.9801 |
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- | 0.0909 | 18.0 | 1728 | 0.0644 | 0.91 | 0.8835 | 0.8966 | 103 | 0.8611 | 0.9064 | 0.8832 | 171 | 0.9403 | 0.9618 | 0.9509 | 131 | 0.8986 | 0.9185 | 0.9084 | 0.9798 |
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- | 0.088 | 19.0 | 1824 | 0.0634 | 0.9192 | 0.8835 | 0.9010 | 103 | 0.8757 | 0.9064 | 0.8908 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9807 |
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- | 0.0836 | 20.0 | 1920 | 0.0636 | 0.8846 | 0.8932 | 0.8889 | 103 | 0.8619 | 0.9123 | 0.8864 | 171 | 0.9403 | 0.9618 | 0.9509 | 131 | 0.8926 | 0.9235 | 0.9078 | 0.9798 |
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- | 0.0836 | 21.0 | 2016 | 0.0599 | 0.8846 | 0.8932 | 0.8889 | 103 | 0.8636 | 0.8889 | 0.8761 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.8959 | 0.9136 | 0.9046 | 0.9807 |
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- | 0.0827 | 22.0 | 2112 | 0.0596 | 0.8598 | 0.8932 | 0.8762 | 103 | 0.8470 | 0.9064 | 0.8757 | 171 | 0.9403 | 0.9618 | 0.9509 | 131 | 0.8797 | 0.9210 | 0.8999 | 0.9798 |
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- | 0.077 | 23.0 | 2208 | 0.0583 | 0.8667 | 0.8835 | 0.8750 | 103 | 0.8693 | 0.8947 | 0.8818 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.8983 | 0.9160 | 0.9071 | 0.9807 |
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- | 0.0774 | 24.0 | 2304 | 0.0580 | 0.8230 | 0.9029 | 0.8611 | 103 | 0.8580 | 0.8480 | 0.8529 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.8771 | 0.8988 | 0.8878 | 0.9787 |
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- | 0.0782 | 25.0 | 2400 | 0.0571 | 0.875 | 0.8835 | 0.8792 | 103 | 0.8922 | 0.8713 | 0.8817 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9059 | 0.9037 | 0.9048 | 0.9798 |
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- | 0.0771 | 26.0 | 2496 | 0.0560 | 0.9020 | 0.8932 | 0.8976 | 103 | 0.8729 | 0.9240 | 0.8977 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9084 | 0.9309 | 0.9195 | 0.9820 |
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- | 0.0726 | 27.0 | 2592 | 0.0534 | 0.92 | 0.8932 | 0.9064 | 103 | 0.8736 | 0.9298 | 0.9008 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9084 | 0.9309 | 0.9195 | 0.9826 |
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- | 0.0712 | 28.0 | 2688 | 0.0528 | 0.8932 | 0.8932 | 0.8932 | 103 | 0.8764 | 0.9123 | 0.8940 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9034 | 0.9235 | 0.9133 | 0.9826 |
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- | 0.0703 | 29.0 | 2784 | 0.0505 | 0.9192 | 0.8835 | 0.9010 | 103 | 0.8736 | 0.9298 | 0.9008 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9128 | 0.9309 | 0.9218 | 0.9845 |
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- | 0.0649 | 30.0 | 2880 | 0.0501 | 0.9286 | 0.8835 | 0.9055 | 103 | 0.8791 | 0.9357 | 0.9065 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9128 | 0.9309 | 0.9218 | 0.9837 |
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- | 0.0642 | 31.0 | 2976 | 0.0501 | 0.8519 | 0.8932 | 0.8720 | 103 | 0.8686 | 0.8889 | 0.8786 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.8940 | 0.9160 | 0.9049 | 0.9820 |
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- | 0.0664 | 32.0 | 3072 | 0.0506 | 0.8426 | 0.8835 | 0.8626 | 103 | 0.9024 | 0.8655 | 0.8836 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9012 | 0.9012 | 0.9012 | 0.9818 |
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- | 0.0659 | 33.0 | 3168 | 0.0509 | 0.8349 | 0.8835 | 0.8585 | 103 | 0.8976 | 0.8713 | 0.8843 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9017 | 0.9062 | 0.9039 | 0.9820 |
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- | 0.0667 | 34.0 | 3264 | 0.0507 | 0.8835 | 0.8835 | 0.8835 | 103 | 0.8757 | 0.9064 | 0.8908 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9053 | 0.9210 | 0.9131 | 0.9826 |
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- | 0.0639 | 35.0 | 3360 | 0.0510 | 0.8598 | 0.8932 | 0.8762 | 103 | 0.9042 | 0.8830 | 0.8935 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9113 | 0.9136 | 0.9125 | 0.9826 |
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- | 0.0632 | 36.0 | 3456 | 0.0505 | 0.8762 | 0.8932 | 0.8846 | 103 | 0.9059 | 0.9006 | 0.9032 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9165 | 0.9210 | 0.9187 | 0.9837 |
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- | 0.0632 | 37.0 | 3552 | 0.0487 | 0.9286 | 0.8835 | 0.9055 | 103 | 0.9029 | 0.9240 | 0.9133 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9284 | 0.9284 | 0.9284 | 0.9845 |
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- | 0.0605 | 38.0 | 3648 | 0.0502 | 0.8679 | 0.8932 | 0.8804 | 103 | 0.9141 | 0.8713 | 0.8922 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9177 | 0.9086 | 0.9132 | 0.9832 |
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- | 0.0609 | 39.0 | 3744 | 0.0470 | 0.8679 | 0.8932 | 0.8804 | 103 | 0.8902 | 0.9006 | 0.8953 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9075 | 0.9210 | 0.9142 | 0.9843 |
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- | 0.0601 | 40.0 | 3840 | 0.0469 | 0.8922 | 0.8835 | 0.8878 | 103 | 0.9059 | 0.9006 | 0.9032 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9208 | 0.9185 | 0.9197 | 0.9848 |
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- | 0.0588 | 41.0 | 3936 | 0.0464 | 0.92 | 0.8932 | 0.9064 | 103 | 0.8983 | 0.9298 | 0.9138 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9242 | 0.9333 | 0.9287 | 0.9865 |
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- | 0.0576 | 42.0 | 4032 | 0.0452 | 0.92 | 0.8932 | 0.9064 | 103 | 0.8933 | 0.9298 | 0.9112 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9220 | 0.9333 | 0.9276 | 0.9870 |
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- | 0.057 | 43.0 | 4128 | 0.0457 | 0.8679 | 0.8932 | 0.8804 | 103 | 0.8994 | 0.8889 | 0.8941 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9115 | 0.9160 | 0.9138 | 0.9854 |
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- | 0.056 | 44.0 | 4224 | 0.0453 | 0.8932 | 0.8932 | 0.8932 | 103 | 0.8953 | 0.9006 | 0.8980 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9165 | 0.9210 | 0.9187 | 0.9848 |
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- | 0.0557 | 45.0 | 4320 | 0.0455 | 0.8598 | 0.8932 | 0.8762 | 103 | 0.8941 | 0.8889 | 0.8915 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9071 | 0.9160 | 0.9115 | 0.9851 |
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- | 0.0565 | 46.0 | 4416 | 0.0474 | 0.8304 | 0.9029 | 0.8651 | 103 | 0.8963 | 0.8596 | 0.8776 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.8995 | 0.9062 | 0.9028 | 0.9829 |
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- | 0.0534 | 47.0 | 4512 | 0.0448 | 0.8932 | 0.8932 | 0.8932 | 103 | 0.8908 | 0.9064 | 0.8986 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9167 | 0.9235 | 0.9200 | 0.9859 |
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- | 0.0523 | 48.0 | 4608 | 0.0452 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.9096 | 0.8830 | 0.8961 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9138 | 0.9160 | 0.9149 | 0.9859 |
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- | 0.0523 | 49.0 | 4704 | 0.0456 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8882 | 0.8830 | 0.8856 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9049 | 0.9160 | 0.9104 | 0.9848 |
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- | 0.0509 | 50.0 | 4800 | 0.0464 | 0.8532 | 0.9029 | 0.8774 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9107 | 0.9062 | 0.9084 | 0.9829 |
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- | 0.052 | 51.0 | 4896 | 0.0468 | 0.8246 | 0.9126 | 0.8664 | 103 | 0.9068 | 0.8538 | 0.8795 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9039 | 0.9062 | 0.9051 | 0.9843 |
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- | 0.0511 | 52.0 | 4992 | 0.0443 | 0.9020 | 0.8932 | 0.8976 | 103 | 0.8953 | 0.9006 | 0.8980 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9210 | 0.9210 | 0.9210 | 0.9862 |
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- | 0.051 | 53.0 | 5088 | 0.0457 | 0.8532 | 0.9029 | 0.8774 | 103 | 0.8982 | 0.8772 | 0.8876 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9069 | 0.9136 | 0.9102 | 0.9840 |
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- | 0.0483 | 54.0 | 5184 | 0.0448 | 0.9029 | 0.9029 | 0.9029 | 103 | 0.8914 | 0.9123 | 0.9017 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9193 | 0.9284 | 0.9238 | 0.9856 |
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- | 0.0525 | 55.0 | 5280 | 0.0451 | 0.8774 | 0.9029 | 0.8900 | 103 | 0.8902 | 0.9006 | 0.8953 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9122 | 0.9235 | 0.9178 | 0.9854 |
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- | 0.0479 | 56.0 | 5376 | 0.0445 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.8941 | 0.8889 | 0.8915 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9118 | 0.9185 | 0.9151 | 0.9851 |
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- | 0.0486 | 57.0 | 5472 | 0.0445 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.8889 | 0.8889 | 0.8889 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9848 |
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- | 0.0457 | 58.0 | 5568 | 0.0437 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.8947 | 0.8947 | 0.8947 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9120 | 0.9210 | 0.9165 | 0.9856 |
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- | 0.0478 | 59.0 | 5664 | 0.0441 | 0.8532 | 0.9029 | 0.8774 | 103 | 0.8922 | 0.8713 | 0.8817 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9066 | 0.9111 | 0.9089 | 0.9848 |
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- | 0.0472 | 60.0 | 5760 | 0.0440 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8929 | 0.8772 | 0.8850 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9091 | 0.9136 | 0.9113 | 0.9851 |
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- | 0.049 | 61.0 | 5856 | 0.0445 | 0.8857 | 0.9029 | 0.8942 | 103 | 0.8844 | 0.8947 | 0.8895 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9120 | 0.9210 | 0.9165 | 0.9854 |
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- | 0.0476 | 62.0 | 5952 | 0.0456 | 0.8378 | 0.9029 | 0.8692 | 103 | 0.8862 | 0.8655 | 0.8757 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.8998 | 0.9086 | 0.9042 | 0.9840 |
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- | 0.0457 | 63.0 | 6048 | 0.0440 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.8953 | 0.9006 | 0.8980 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9122 | 0.9235 | 0.9178 | 0.9859 |
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- | 0.0446 | 64.0 | 6144 | 0.0448 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.8935 | 0.8830 | 0.8882 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9115 | 0.9160 | 0.9138 | 0.9845 |
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- | 0.0465 | 65.0 | 6240 | 0.0447 | 0.8545 | 0.9126 | 0.8826 | 103 | 0.8988 | 0.8830 | 0.8909 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9856 |
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- | 0.0456 | 66.0 | 6336 | 0.0451 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.8976 | 0.8713 | 0.8843 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9134 | 0.9111 | 0.9122 | 0.9848 |
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- | 0.043 | 67.0 | 6432 | 0.0466 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8957 | 0.8538 | 0.8743 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9104 | 0.9037 | 0.9071 | 0.9823 |
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- | 0.0441 | 68.0 | 6528 | 0.0455 | 0.8704 | 0.9126 | 0.8910 | 103 | 0.8824 | 0.8772 | 0.8798 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9071 | 0.9160 | 0.9115 | 0.9845 |
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- | 0.0439 | 69.0 | 6624 | 0.0454 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.8824 | 0.8772 | 0.8798 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9069 | 0.9136 | 0.9102 | 0.9848 |
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- | 0.0439 | 70.0 | 6720 | 0.0450 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8935 | 0.8830 | 0.8882 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9093 | 0.9160 | 0.9127 | 0.9851 |
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- | 0.0428 | 71.0 | 6816 | 0.0447 | 0.8785 | 0.9126 | 0.8952 | 103 | 0.8889 | 0.8889 | 0.8889 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9120 | 0.9210 | 0.9165 | 0.9859 |
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- | 0.0438 | 72.0 | 6912 | 0.0464 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.9068 | 0.8538 | 0.8795 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.915 | 0.9037 | 0.9093 | 0.9829 |
139
- | 0.0431 | 73.0 | 7008 | 0.0448 | 0.8624 | 0.9126 | 0.8868 | 103 | 0.8876 | 0.8772 | 0.8824 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9071 | 0.9160 | 0.9115 | 0.9856 |
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- | 0.0415 | 74.0 | 7104 | 0.0458 | 0.8532 | 0.9029 | 0.8774 | 103 | 0.8862 | 0.8655 | 0.8757 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9042 | 0.9086 | 0.9064 | 0.9843 |
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- | 0.0429 | 75.0 | 7200 | 0.0461 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8810 | 0.8655 | 0.8732 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9042 | 0.9086 | 0.9064 | 0.9840 |
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- | 0.0426 | 76.0 | 7296 | 0.0454 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8810 | 0.8655 | 0.8732 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9042 | 0.9086 | 0.9064 | 0.9845 |
143
- | 0.043 | 77.0 | 7392 | 0.0456 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.8862 | 0.8655 | 0.8757 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9086 | 0.9086 | 0.9086 | 0.9845 |
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- | 0.0397 | 78.0 | 7488 | 0.0450 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8976 | 0.8713 | 0.8843 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9111 | 0.9111 | 0.9111 | 0.9856 |
145
- | 0.0411 | 79.0 | 7584 | 0.0449 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8810 | 0.8655 | 0.8732 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9042 | 0.9086 | 0.9064 | 0.9848 |
146
- | 0.0417 | 80.0 | 7680 | 0.0448 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8876 | 0.8772 | 0.8824 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9069 | 0.9136 | 0.9102 | 0.9856 |
147
- | 0.0423 | 81.0 | 7776 | 0.0446 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8876 | 0.8772 | 0.8824 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9069 | 0.9136 | 0.9102 | 0.9856 |
148
- | 0.0434 | 82.0 | 7872 | 0.0445 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.9102 | 0.8889 | 0.8994 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9163 | 0.9185 | 0.9174 | 0.9862 |
149
- | 0.0394 | 83.0 | 7968 | 0.0449 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8810 | 0.8655 | 0.8732 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9042 | 0.9086 | 0.9064 | 0.9851 |
150
- | 0.0413 | 84.0 | 8064 | 0.0454 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8970 | 0.8655 | 0.8810 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9109 | 0.9086 | 0.9098 | 0.9851 |
151
- | 0.0408 | 85.0 | 8160 | 0.0457 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8916 | 0.8655 | 0.8783 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9086 | 0.9086 | 0.9086 | 0.9843 |
152
- | 0.0412 | 86.0 | 8256 | 0.0455 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8810 | 0.8655 | 0.8732 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9042 | 0.9086 | 0.9064 | 0.9845 |
153
- | 0.0425 | 87.0 | 8352 | 0.0454 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8810 | 0.8655 | 0.8732 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9042 | 0.9086 | 0.9064 | 0.9843 |
154
- | 0.0404 | 88.0 | 8448 | 0.0452 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8817 | 0.8713 | 0.8765 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9044 | 0.9111 | 0.9077 | 0.9851 |
155
- | 0.0403 | 89.0 | 8544 | 0.0459 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8862 | 0.8655 | 0.8757 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9064 | 0.9086 | 0.9075 | 0.9843 |
156
- | 0.0395 | 90.0 | 8640 | 0.0451 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8765 | 0.8713 | 0.8739 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9022 | 0.9111 | 0.9066 | 0.9845 |
157
- | 0.0413 | 91.0 | 8736 | 0.0450 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8765 | 0.8713 | 0.8739 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9022 | 0.9111 | 0.9066 | 0.9848 |
158
- | 0.039 | 92.0 | 8832 | 0.0452 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8765 | 0.8713 | 0.8739 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9022 | 0.9111 | 0.9066 | 0.9848 |
159
- | 0.0402 | 93.0 | 8928 | 0.0454 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8817 | 0.8713 | 0.8765 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9044 | 0.9111 | 0.9077 | 0.9848 |
160
- | 0.0397 | 94.0 | 9024 | 0.0453 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8765 | 0.8713 | 0.8739 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9022 | 0.9111 | 0.9066 | 0.9848 |
161
- | 0.0409 | 95.0 | 9120 | 0.0455 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8817 | 0.8713 | 0.8765 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9044 | 0.9111 | 0.9077 | 0.9848 |
162
- | 0.039 | 96.0 | 9216 | 0.0455 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8765 | 0.8713 | 0.8739 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9022 | 0.9111 | 0.9066 | 0.9845 |
163
- | 0.0402 | 97.0 | 9312 | 0.0456 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8765 | 0.8713 | 0.8739 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9022 | 0.9111 | 0.9066 | 0.9845 |
164
- | 0.0382 | 98.0 | 9408 | 0.0455 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8817 | 0.8713 | 0.8765 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9044 | 0.9111 | 0.9077 | 0.9848 |
165
- | 0.0392 | 99.0 | 9504 | 0.0455 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8817 | 0.8713 | 0.8765 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9044 | 0.9111 | 0.9077 | 0.9848 |
166
- | 0.0412 | 100.0 | 9600 | 0.0454 | 0.8611 | 0.9029 | 0.8815 | 103 | 0.8817 | 0.8713 | 0.8765 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9044 | 0.9111 | 0.9077 | 0.9848 |
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: 0.0437
19
+ - Location Precision: 0.8739
20
+ - Location Recall: 0.9417
21
+ - Location F1: 0.9065
22
  - Location Number: 103
23
+ - Organization Precision: 0.9152
24
+ - Organization Recall: 0.8830
25
+ - Organization F1: 0.8988
26
  - Organization Number: 171
27
  - Person Precision: 0.9695
28
  - Person Recall: 0.9695
29
  - Person F1: 0.9695
30
  - Person Number: 131
31
+ - Overall Precision: 0.9214
32
+ - Overall Recall: 0.9259
33
+ - Overall F1: 0.9236
34
+ - Overall Accuracy: 0.9870
35
 
36
  ## Model description
37
 
 
62
 
63
  | Training Loss | Epoch | Step | Validation Loss | Location Precision | Location Recall | Location F1 | Location Number | Organization Precision | Organization Recall | Organization F1 | Organization Number | Person Precision | Person Recall | Person F1 | Person Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
64
  |:-------------:|:-----:|:----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:-----------------:|:--------------:|:----------:|:----------------:|
65
+ | 1.1566 | 1.0 | 96 | 0.6952 | 0.0 | 0.0 | 0.0 | 103 | 0.0 | 0.0 | 0.0 | 171 | 0.0 | 0.0 | 0.0 | 131 | 0.0 | 0.0 | 0.0 | 0.8373 |
66
+ | 0.6676 | 2.0 | 192 | 0.5653 | 0.0 | 0.0 | 0.0 | 103 | 0.0 | 0.0 | 0.0 | 171 | 0.0 | 0.0 | 0.0 | 131 | 0.0 | 0.0 | 0.0 | 0.8376 |
67
+ | 0.5559 | 3.0 | 288 | 0.4487 | 0.0 | 0.0 | 0.0 | 103 | 0.375 | 0.0351 | 0.0642 | 171 | 0.2188 | 0.0534 | 0.0859 | 131 | 0.26 | 0.0321 | 0.0571 | 0.8456 |
68
+ | 0.4455 | 4.0 | 384 | 0.3389 | 0.2083 | 0.0485 | 0.0787 | 103 | 0.3509 | 0.2339 | 0.2807 | 171 | 0.3816 | 0.4427 | 0.4099 | 131 | 0.3552 | 0.2543 | 0.2964 | 0.8818 |
69
+ | 0.3416 | 5.0 | 480 | 0.2583 | 0.3971 | 0.2621 | 0.3158 | 103 | 0.4923 | 0.5614 | 0.5246 | 171 | 0.5176 | 0.6718 | 0.5847 | 131 | 0.4873 | 0.5210 | 0.5036 | 0.9207 |
70
+ | 0.2637 | 6.0 | 576 | 0.2006 | 0.6316 | 0.5825 | 0.6061 | 103 | 0.6490 | 0.7895 | 0.7124 | 171 | 0.7124 | 0.8321 | 0.7676 | 131 | 0.6667 | 0.7506 | 0.7062 | 0.9489 |
71
+ | 0.2115 | 7.0 | 672 | 0.1649 | 0.7273 | 0.6990 | 0.7129 | 103 | 0.6946 | 0.8246 | 0.7540 | 171 | 0.8542 | 0.9389 | 0.8945 | 131 | 0.7534 | 0.8296 | 0.7897 | 0.9586 |
72
+ | 0.1785 | 8.0 | 768 | 0.1343 | 0.8316 | 0.7670 | 0.7980 | 103 | 0.7461 | 0.8421 | 0.7912 | 171 | 0.9 | 0.9618 | 0.9299 | 131 | 0.8154 | 0.8617 | 0.8379 | 0.9652 |
73
+ | 0.1541 | 9.0 | 864 | 0.1175 | 0.8384 | 0.8058 | 0.8218 | 103 | 0.7737 | 0.8596 | 0.8144 | 171 | 0.8936 | 0.9618 | 0.9265 | 131 | 0.8279 | 0.8790 | 0.8527 | 0.9682 |
74
+ | 0.1387 | 10.0 | 960 | 0.1095 | 0.8235 | 0.8155 | 0.8195 | 103 | 0.7853 | 0.8772 | 0.8287 | 171 | 0.8944 | 0.9695 | 0.9304 | 131 | 0.8299 | 0.8914 | 0.8595 | 0.9696 |
75
+ | 0.1275 | 11.0 | 1056 | 0.0995 | 0.85 | 0.8252 | 0.8374 | 103 | 0.7937 | 0.8772 | 0.8333 | 171 | 0.9 | 0.9618 | 0.9299 | 131 | 0.8415 | 0.8914 | 0.8657 | 0.9710 |
76
+ | 0.1212 | 12.0 | 1152 | 0.0935 | 0.8641 | 0.8641 | 0.8641 | 103 | 0.7917 | 0.8889 | 0.8375 | 171 | 0.9 | 0.9618 | 0.9299 | 131 | 0.8437 | 0.9062 | 0.8738 | 0.9724 |
77
+ | 0.1164 | 13.0 | 1248 | 0.0875 | 0.8627 | 0.8544 | 0.8585 | 103 | 0.8010 | 0.8947 | 0.8453 | 171 | 0.9 | 0.9618 | 0.9299 | 131 | 0.8476 | 0.9062 | 0.8759 | 0.9724 |
78
+ | 0.1105 | 14.0 | 1344 | 0.0820 | 0.8922 | 0.8835 | 0.8878 | 103 | 0.8466 | 0.8713 | 0.8588 | 171 | 0.9265 | 0.9618 | 0.9438 | 131 | 0.8841 | 0.9037 | 0.8938 | 0.9768 |
79
+ | 0.1063 | 15.0 | 1440 | 0.0793 | 0.9175 | 0.8641 | 0.89 | 103 | 0.7908 | 0.9064 | 0.8447 | 171 | 0.9065 | 0.9618 | 0.9333 | 131 | 0.8565 | 0.9136 | 0.8841 | 0.9751 |
80
+ | 0.1018 | 16.0 | 1536 | 0.0783 | 0.8762 | 0.8932 | 0.8846 | 103 | 0.8010 | 0.9181 | 0.8556 | 171 | 0.9065 | 0.9618 | 0.9333 | 131 | 0.8523 | 0.9259 | 0.8876 | 0.9749 |
81
+ | 0.0986 | 17.0 | 1632 | 0.0725 | 0.9109 | 0.8932 | 0.9020 | 103 | 0.8280 | 0.9006 | 0.8627 | 171 | 0.9407 | 0.9695 | 0.9549 | 131 | 0.8839 | 0.9210 | 0.9021 | 0.9779 |
82
+ | 0.093 | 18.0 | 1728 | 0.0693 | 0.9010 | 0.8835 | 0.8922 | 103 | 0.8432 | 0.9123 | 0.8764 | 171 | 0.9333 | 0.9618 | 0.9474 | 131 | 0.8860 | 0.9210 | 0.9031 | 0.9779 |
83
+ | 0.0897 | 19.0 | 1824 | 0.0699 | 0.8762 | 0.8932 | 0.8846 | 103 | 0.8470 | 0.9064 | 0.8757 | 171 | 0.9270 | 0.9695 | 0.9478 | 131 | 0.88 | 0.9235 | 0.9012 | 0.9782 |
84
+ | 0.0876 | 20.0 | 1920 | 0.0679 | 0.8846 | 0.8932 | 0.8889 | 103 | 0.8201 | 0.9064 | 0.8611 | 171 | 0.9065 | 0.9618 | 0.9333 | 131 | 0.8634 | 0.9210 | 0.8913 | 0.9765 |
85
+ | 0.0846 | 21.0 | 2016 | 0.0654 | 0.8679 | 0.8932 | 0.8804 | 103 | 0.8378 | 0.9064 | 0.8708 | 171 | 0.9197 | 0.9618 | 0.9403 | 131 | 0.8715 | 0.9210 | 0.8956 | 0.9785 |
86
+ | 0.0843 | 22.0 | 2112 | 0.0664 | 0.8932 | 0.8932 | 0.8932 | 103 | 0.8325 | 0.9298 | 0.8785 | 171 | 0.9197 | 0.9618 | 0.9403 | 131 | 0.8747 | 0.9309 | 0.9019 | 0.9787 |
87
+ | 0.0823 | 23.0 | 2208 | 0.0611 | 0.8679 | 0.8932 | 0.8804 | 103 | 0.8492 | 0.8889 | 0.8686 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.8897 | 0.9160 | 0.9027 | 0.9801 |
88
+ | 0.0808 | 24.0 | 2304 | 0.0627 | 0.8505 | 0.8835 | 0.8667 | 103 | 0.8415 | 0.9006 | 0.8701 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.8794 | 0.9185 | 0.8986 | 0.9798 |
89
+ | 0.0809 | 25.0 | 2400 | 0.0598 | 0.875 | 0.8835 | 0.8792 | 103 | 0.8424 | 0.9064 | 0.8732 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.8836 | 0.9185 | 0.9007 | 0.9807 |
90
+ | 0.078 | 26.0 | 2496 | 0.0581 | 0.9010 | 0.8835 | 0.8922 | 103 | 0.8441 | 0.9181 | 0.8796 | 171 | 0.9403 | 0.9618 | 0.9509 | 131 | 0.8884 | 0.9235 | 0.9056 | 0.9818 |
91
+ | 0.0774 | 27.0 | 2592 | 0.0582 | 0.92 | 0.8932 | 0.9064 | 103 | 0.8503 | 0.9298 | 0.8883 | 171 | 0.9403 | 0.9618 | 0.9509 | 131 | 0.8955 | 0.9309 | 0.9128 | 0.9812 |
92
+ | 0.0732 | 28.0 | 2688 | 0.0623 | 0.9020 | 0.8932 | 0.8976 | 103 | 0.8659 | 0.9064 | 0.8857 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9010 | 0.9210 | 0.9109 | 0.9815 |
93
+ | 0.0746 | 29.0 | 2784 | 0.0553 | 0.9109 | 0.8932 | 0.9020 | 103 | 0.8827 | 0.9240 | 0.9029 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9150 | 0.9309 | 0.9229 | 0.9829 |
94
+ | 0.0695 | 30.0 | 2880 | 0.0536 | 0.9109 | 0.8932 | 0.9020 | 103 | 0.8827 | 0.9240 | 0.9029 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9104 | 0.9284 | 0.9193 | 0.9832 |
95
+ | 0.0691 | 31.0 | 2976 | 0.0533 | 0.8762 | 0.8932 | 0.8846 | 103 | 0.8807 | 0.9064 | 0.8934 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9010 | 0.9210 | 0.9109 | 0.9826 |
96
+ | 0.0665 | 32.0 | 3072 | 0.0518 | 0.8835 | 0.8835 | 0.8835 | 103 | 0.8652 | 0.9006 | 0.8825 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.8961 | 0.9160 | 0.9060 | 0.9823 |
97
+ | 0.0649 | 33.0 | 3168 | 0.0527 | 0.8288 | 0.8932 | 0.8598 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.8968 | 0.9012 | 0.8990 | 0.9809 |
98
+ | 0.0645 | 34.0 | 3264 | 0.0506 | 0.8835 | 0.8835 | 0.8835 | 103 | 0.8966 | 0.9123 | 0.9043 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9098 | 0.9210 | 0.9153 | 0.9843 |
99
+ | 0.063 | 35.0 | 3360 | 0.0515 | 0.8505 | 0.8835 | 0.8667 | 103 | 0.8889 | 0.8889 | 0.8889 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.8978 | 0.9111 | 0.9044 | 0.9826 |
100
+ | 0.0637 | 36.0 | 3456 | 0.0508 | 0.8505 | 0.8835 | 0.8667 | 103 | 0.8830 | 0.8830 | 0.8830 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.8954 | 0.9086 | 0.9020 | 0.9818 |
101
+ | 0.0614 | 37.0 | 3552 | 0.0495 | 0.9010 | 0.8835 | 0.8922 | 103 | 0.8729 | 0.9240 | 0.8977 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9036 | 0.9259 | 0.9146 | 0.9829 |
102
+ | 0.0599 | 38.0 | 3648 | 0.0495 | 0.8585 | 0.8835 | 0.8708 | 103 | 0.8982 | 0.8772 | 0.8876 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9039 | 0.9062 | 0.9051 | 0.9820 |
103
+ | 0.06 | 39.0 | 3744 | 0.0495 | 0.8519 | 0.8932 | 0.8720 | 103 | 0.8728 | 0.8830 | 0.8779 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.8981 | 0.9136 | 0.9058 | 0.9820 |
104
+ | 0.0576 | 40.0 | 3840 | 0.0480 | 0.8667 | 0.8835 | 0.8750 | 103 | 0.8994 | 0.8889 | 0.8941 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9113 | 0.9136 | 0.9125 | 0.9837 |
105
+ | 0.0597 | 41.0 | 3936 | 0.0485 | 0.8679 | 0.8932 | 0.8804 | 103 | 0.875 | 0.9006 | 0.8876 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9010 | 0.9210 | 0.9109 | 0.9829 |
106
+ | 0.0581 | 42.0 | 4032 | 0.0473 | 0.8598 | 0.8932 | 0.8762 | 103 | 0.8736 | 0.8889 | 0.8812 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.8983 | 0.9160 | 0.9071 | 0.9829 |
107
+ | 0.0597 | 43.0 | 4128 | 0.0479 | 0.8679 | 0.8932 | 0.8804 | 103 | 0.8736 | 0.8889 | 0.8812 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9027 | 0.9160 | 0.9093 | 0.9826 |
108
+ | 0.0568 | 44.0 | 4224 | 0.0481 | 0.8519 | 0.8932 | 0.8720 | 103 | 0.8982 | 0.8772 | 0.8876 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9066 | 0.9111 | 0.9089 | 0.9826 |
109
+ | 0.0561 | 45.0 | 4320 | 0.0470 | 0.8519 | 0.8932 | 0.8720 | 103 | 0.8876 | 0.8772 | 0.8824 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9044 | 0.9111 | 0.9077 | 0.9834 |
110
+ | 0.0552 | 46.0 | 4416 | 0.0478 | 0.8519 | 0.8932 | 0.8720 | 103 | 0.9036 | 0.8772 | 0.8902 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9111 | 0.9111 | 0.9111 | 0.9837 |
111
+ | 0.0562 | 47.0 | 4512 | 0.0461 | 0.8762 | 0.8932 | 0.8846 | 103 | 0.8644 | 0.8947 | 0.8793 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9007 | 0.9185 | 0.9095 | 0.9840 |
112
+ | 0.0533 | 48.0 | 4608 | 0.0474 | 0.8545 | 0.9126 | 0.8826 | 103 | 0.9085 | 0.8713 | 0.8896 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9136 | 0.9136 | 0.9136 | 0.9837 |
113
+ | 0.0522 | 49.0 | 4704 | 0.0461 | 0.8468 | 0.9126 | 0.8785 | 103 | 0.8772 | 0.8772 | 0.8772 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.8983 | 0.9160 | 0.9071 | 0.9843 |
114
+ | 0.052 | 50.0 | 4800 | 0.0464 | 0.8559 | 0.9223 | 0.8879 | 103 | 0.8793 | 0.8947 | 0.8870 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9014 | 0.9259 | 0.9135 | 0.9840 |
115
+ | 0.054 | 51.0 | 4896 | 0.0467 | 0.8571 | 0.9320 | 0.8930 | 103 | 0.9030 | 0.8713 | 0.8869 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9118 | 0.9185 | 0.9151 | 0.9854 |
116
+ | 0.0525 | 52.0 | 4992 | 0.0460 | 0.8829 | 0.9515 | 0.9159 | 103 | 0.8671 | 0.8772 | 0.8721 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9036 | 0.9259 | 0.9146 | 0.9840 |
117
+ | 0.0501 | 53.0 | 5088 | 0.0466 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.8922 | 0.8713 | 0.8817 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9120 | 0.9210 | 0.9165 | 0.9848 |
118
+ | 0.0498 | 54.0 | 5184 | 0.0449 | 0.8716 | 0.9223 | 0.8962 | 103 | 0.8779 | 0.8830 | 0.8805 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9053 | 0.9210 | 0.9131 | 0.9840 |
119
+ | 0.0504 | 55.0 | 5280 | 0.0456 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.8982 | 0.8772 | 0.8876 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9144 | 0.9235 | 0.9189 | 0.9854 |
120
+ | 0.0486 | 56.0 | 5376 | 0.0453 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.8736 | 0.8889 | 0.8812 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9036 | 0.9259 | 0.9146 | 0.9845 |
121
+ | 0.0497 | 57.0 | 5472 | 0.0457 | 0.8509 | 0.9417 | 0.8940 | 103 | 0.8982 | 0.8772 | 0.8876 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9078 | 0.9235 | 0.9155 | 0.9845 |
122
+ | 0.0487 | 58.0 | 5568 | 0.0460 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9036 | 0.8772 | 0.8902 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9167 | 0.9235 | 0.9200 | 0.9854 |
123
+ | 0.0473 | 59.0 | 5664 | 0.0456 | 0.8559 | 0.9223 | 0.8879 | 103 | 0.8922 | 0.8713 | 0.8817 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9071 | 0.9160 | 0.9115 | 0.9851 |
124
+ | 0.0463 | 60.0 | 5760 | 0.0454 | 0.8559 | 0.9223 | 0.8879 | 103 | 0.8970 | 0.8655 | 0.8810 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9091 | 0.9136 | 0.9113 | 0.9854 |
125
+ | 0.0486 | 61.0 | 5856 | 0.0456 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.8970 | 0.8655 | 0.8810 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9140 | 0.9185 | 0.9163 | 0.9856 |
126
+ | 0.0484 | 62.0 | 5952 | 0.0465 | 0.8571 | 0.9320 | 0.8930 | 103 | 0.8970 | 0.8655 | 0.8810 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9093 | 0.9160 | 0.9127 | 0.9851 |
127
+ | 0.0461 | 63.0 | 6048 | 0.0451 | 0.875 | 0.9515 | 0.9116 | 103 | 0.8988 | 0.8830 | 0.8909 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9148 | 0.9284 | 0.9216 | 0.9856 |
128
+ | 0.0455 | 64.0 | 6144 | 0.0451 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.8976 | 0.8713 | 0.8843 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9140 | 0.9185 | 0.9163 | 0.9854 |
129
+ | 0.0472 | 65.0 | 6240 | 0.0453 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9030 | 0.8713 | 0.8869 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9165 | 0.9210 | 0.9187 | 0.9859 |
130
+ | 0.0453 | 66.0 | 6336 | 0.0451 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9146 | 0.8772 | 0.8955 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9212 | 0.9235 | 0.9223 | 0.9865 |
131
+ | 0.045 | 67.0 | 6432 | 0.0450 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9085 | 0.8713 | 0.8896 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9187 | 0.9210 | 0.9199 | 0.9856 |
132
+ | 0.0466 | 68.0 | 6528 | 0.0440 | 0.8909 | 0.9515 | 0.9202 | 103 | 0.9036 | 0.8772 | 0.8902 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9214 | 0.9259 | 0.9236 | 0.9867 |
133
+ | 0.046 | 69.0 | 6624 | 0.0446 | 0.8649 | 0.9320 | 0.8972 | 103 | 0.9085 | 0.8713 | 0.8896 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9163 | 0.9185 | 0.9174 | 0.9854 |
134
+ | 0.0436 | 70.0 | 6720 | 0.0440 | 0.8649 | 0.9320 | 0.8972 | 103 | 0.9091 | 0.8772 | 0.8929 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9165 | 0.9210 | 0.9187 | 0.9862 |
135
+ | 0.0445 | 71.0 | 6816 | 0.0446 | 0.8673 | 0.9515 | 0.9074 | 103 | 0.8988 | 0.8830 | 0.8909 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9126 | 0.9284 | 0.9204 | 0.9862 |
136
+ | 0.0437 | 72.0 | 6912 | 0.0459 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.9024 | 0.8655 | 0.8836 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9160 | 0.9160 | 0.9160 | 0.9854 |
137
+ | 0.0434 | 73.0 | 7008 | 0.0444 | 0.875 | 0.9515 | 0.9116 | 103 | 0.9091 | 0.8772 | 0.8929 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9191 | 0.9259 | 0.9225 | 0.9862 |
138
+ | 0.0441 | 74.0 | 7104 | 0.0445 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9091 | 0.8772 | 0.8929 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9189 | 0.9235 | 0.9212 | 0.9862 |
139
+ | 0.0439 | 75.0 | 7200 | 0.0446 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9091 | 0.8772 | 0.8929 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9189 | 0.9235 | 0.9212 | 0.9862 |
140
+ | 0.042 | 76.0 | 7296 | 0.0447 | 0.8661 | 0.9417 | 0.9023 | 103 | 0.8982 | 0.8772 | 0.8876 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9122 | 0.9235 | 0.9178 | 0.9859 |
141
+ | 0.0428 | 77.0 | 7392 | 0.0449 | 0.8649 | 0.9320 | 0.8972 | 103 | 0.9085 | 0.8713 | 0.8896 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9163 | 0.9185 | 0.9174 | 0.9865 |
142
+ | 0.0435 | 78.0 | 7488 | 0.0444 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9091 | 0.8772 | 0.8929 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9189 | 0.9235 | 0.9212 | 0.9867 |
143
+ | 0.0416 | 79.0 | 7584 | 0.0439 | 0.8661 | 0.9417 | 0.9023 | 103 | 0.9102 | 0.8889 | 0.8994 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9171 | 0.9284 | 0.9227 | 0.9862 |
144
+ | 0.0414 | 80.0 | 7680 | 0.0436 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.9096 | 0.8830 | 0.8961 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9189 | 0.9235 | 0.9212 | 0.9867 |
145
+ | 0.043 | 81.0 | 7776 | 0.0437 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9212 | 0.9235 | 0.9223 | 0.9870 |
146
+ | 0.0433 | 82.0 | 7872 | 0.0434 | 0.8818 | 0.9417 | 0.9108 | 103 | 0.9157 | 0.8889 | 0.9021 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9238 | 0.9284 | 0.9261 | 0.9873 |
147
+ | 0.0428 | 83.0 | 7968 | 0.0439 | 0.8661 | 0.9417 | 0.9023 | 103 | 0.9212 | 0.8889 | 0.9048 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9216 | 0.9284 | 0.9250 | 0.9867 |
148
+ | 0.0418 | 84.0 | 8064 | 0.0435 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9157 | 0.8889 | 0.9021 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9216 | 0.9284 | 0.9250 | 0.9867 |
149
+ | 0.0416 | 85.0 | 8160 | 0.0435 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9212 | 0.9235 | 0.9223 | 0.9870 |
150
+ | 0.0413 | 86.0 | 8256 | 0.0439 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9212 | 0.8889 | 0.9048 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9238 | 0.9284 | 0.9261 | 0.9873 |
151
+ | 0.0423 | 87.0 | 8352 | 0.0440 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.9085 | 0.8713 | 0.8896 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9185 | 0.9185 | 0.9185 | 0.9865 |
152
+ | 0.0409 | 88.0 | 8448 | 0.0439 | 0.8818 | 0.9417 | 0.9108 | 103 | 0.9146 | 0.8772 | 0.8955 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9235 | 0.9235 | 0.9235 | 0.9870 |
153
+ | 0.0419 | 89.0 | 8544 | 0.0437 | 0.8661 | 0.9417 | 0.9023 | 103 | 0.9212 | 0.8889 | 0.9048 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9216 | 0.9284 | 0.9250 | 0.9870 |
154
+ | 0.0424 | 90.0 | 8640 | 0.0438 | 0.8661 | 0.9417 | 0.9023 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9191 | 0.9259 | 0.9225 | 0.9867 |
155
+ | 0.0419 | 91.0 | 8736 | 0.0439 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9146 | 0.8772 | 0.8955 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9212 | 0.9235 | 0.9223 | 0.9867 |
156
+ | 0.0427 | 92.0 | 8832 | 0.0443 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9146 | 0.8772 | 0.8955 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9212 | 0.9235 | 0.9223 | 0.9867 |
157
+ | 0.0397 | 93.0 | 8928 | 0.0438 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9146 | 0.8772 | 0.8955 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9212 | 0.9235 | 0.9223 | 0.9867 |
158
+ | 0.0414 | 94.0 | 9024 | 0.0437 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9214 | 0.9259 | 0.9236 | 0.9870 |
159
+ | 0.0401 | 95.0 | 9120 | 0.0438 | 0.8818 | 0.9417 | 0.9108 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9236 | 0.9259 | 0.9248 | 0.9873 |
160
+ | 0.0415 | 96.0 | 9216 | 0.0439 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.9146 | 0.8772 | 0.8955 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9210 | 0.9210 | 0.9210 | 0.9867 |
161
+ | 0.0404 | 97.0 | 9312 | 0.0437 | 0.8818 | 0.9417 | 0.9108 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9236 | 0.9259 | 0.9248 | 0.9873 |
162
+ | 0.0418 | 98.0 | 9408 | 0.0438 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9214 | 0.9259 | 0.9236 | 0.9870 |
163
+ | 0.0388 | 99.0 | 9504 | 0.0437 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9214 | 0.9259 | 0.9236 | 0.9870 |
164
+ | 0.0397 | 100.0 | 9600 | 0.0437 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9214 | 0.9259 | 0.9236 | 0.9870 |
165
 
166
 
167
  ### Framework versions
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