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nerui-lora-r16-4

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  1. README.md +112 -114
  2. nerui-lora/pytorch_adapter.bin +1 -1
  3. nerui-lora/pytorch_model_head.bin +1 -1
  4. runs/Jun04_02-40-09_a358b85c7679/events.out.tfevents.1717468820.a358b85c7679.442774.0 +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: 0.0517
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- - Location Precision: 0.8727
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- - Location Recall: 0.9320
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- - Location F1: 0.9014
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  - Location Number: 103
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- - Organization Precision: 0.875
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  - Organization Recall: 0.8596
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- - Organization F1: 0.8673
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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: 0.9046
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- - Overall Recall: 0.9136
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- - Overall F1: 0.9091
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- - Overall Accuracy: 0.9834
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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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- | 1.0769 | 1.0 | 96 | 0.6692 | 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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- | 0.6366 | 2.0 | 192 | 0.5158 | 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 | 0.8382 |
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- | 0.4812 | 3.0 | 288 | 0.3594 | 0.1364 | 0.0291 | 0.048 | 103 | 0.3654 | 0.2222 | 0.2764 | 171 | 0.2932 | 0.2977 | 0.2955 | 131 | 0.3089 | 0.1975 | 0.2410 | 0.8763 |
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- | 0.3408 | 4.0 | 384 | 0.2543 | 0.4133 | 0.3010 | 0.3483 | 103 | 0.4952 | 0.6023 | 0.5435 | 171 | 0.4971 | 0.6565 | 0.5658 | 131 | 0.4825 | 0.5432 | 0.5110 | 0.9207 |
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- | 0.2457 | 5.0 | 480 | 0.1880 | 0.6552 | 0.5534 | 0.6 | 103 | 0.6306 | 0.8187 | 0.7125 | 171 | 0.8151 | 0.9084 | 0.8592 | 131 | 0.6945 | 0.7802 | 0.7349 | 0.9519 |
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- | 0.1942 | 6.0 | 576 | 0.1469 | 0.7426 | 0.7282 | 0.7353 | 103 | 0.7374 | 0.8538 | 0.7913 | 171 | 0.8936 | 0.9618 | 0.9265 | 131 | 0.7886 | 0.8568 | 0.8213 | 0.9624 |
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- | 0.1609 | 7.0 | 672 | 0.1250 | 0.7925 | 0.8155 | 0.8038 | 103 | 0.7732 | 0.8772 | 0.8219 | 171 | 0.8944 | 0.9695 | 0.9304 | 131 | 0.8167 | 0.8914 | 0.8524 | 0.9660 |
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- | 0.1441 | 8.0 | 768 | 0.1038 | 0.7706 | 0.8155 | 0.7925 | 103 | 0.7849 | 0.8538 | 0.8179 | 171 | 0.9338 | 0.9695 | 0.9513 | 131 | 0.8283 | 0.8815 | 0.8541 | 0.9693 |
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- | 0.1317 | 9.0 | 864 | 0.0943 | 0.8627 | 0.8544 | 0.8585 | 103 | 0.7795 | 0.8889 | 0.8306 | 171 | 0.9203 | 0.9695 | 0.9442 | 131 | 0.8437 | 0.9062 | 0.8738 | 0.9710 |
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- | 0.1184 | 10.0 | 960 | 0.0872 | 0.8224 | 0.8544 | 0.8381 | 103 | 0.8021 | 0.9006 | 0.8485 | 171 | 0.9137 | 0.9695 | 0.9407 | 131 | 0.8425 | 0.9111 | 0.8754 | 0.9713 |
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- | 0.1103 | 11.0 | 1056 | 0.0762 | 0.89 | 0.8641 | 0.8768 | 103 | 0.8297 | 0.8830 | 0.8555 | 171 | 0.9265 | 0.9618 | 0.9438 | 131 | 0.8756 | 0.9037 | 0.8894 | 0.9749 |
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- | 0.1049 | 12.0 | 1152 | 0.0706 | 0.875 | 0.8835 | 0.8792 | 103 | 0.8315 | 0.8947 | 0.8620 | 171 | 0.9407 | 0.9695 | 0.9549 | 131 | 0.8771 | 0.9160 | 0.8961 | 0.9779 |
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- | 0.0961 | 13.0 | 1248 | 0.0640 | 0.8667 | 0.8835 | 0.8750 | 103 | 0.8580 | 0.8830 | 0.8703 | 171 | 0.9478 | 0.9695 | 0.9585 | 131 | 0.8892 | 0.9111 | 0.9000 | 0.9779 |
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- | 0.0909 | 14.0 | 1344 | 0.0653 | 0.8571 | 0.8738 | 0.8654 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9123 | 0.8988 | 0.9055 | 0.9801 |
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- | 0.0888 | 15.0 | 1440 | 0.0579 | 0.9020 | 0.8932 | 0.8976 | 103 | 0.8571 | 0.9123 | 0.8839 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9014 | 0.9259 | 0.9135 | 0.9809 |
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- | 0.0873 | 16.0 | 1536 | 0.0562 | 0.8774 | 0.9029 | 0.8900 | 103 | 0.8495 | 0.9240 | 0.8852 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.8892 | 0.9309 | 0.9095 | 0.9815 |
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- | 0.0827 | 17.0 | 1632 | 0.0557 | 0.9010 | 0.8835 | 0.8922 | 103 | 0.8728 | 0.8830 | 0.8779 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9089 | 0.9111 | 0.9100 | 0.9807 |
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- | 0.0798 | 18.0 | 1728 | 0.0514 | 0.8857 | 0.9029 | 0.8942 | 103 | 0.8920 | 0.9181 | 0.9049 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9082 | 0.9284 | 0.9182 | 0.9845 |
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- | 0.076 | 19.0 | 1824 | 0.0527 | 0.8952 | 0.9126 | 0.9038 | 103 | 0.8953 | 0.9006 | 0.8980 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9122 | 0.9235 | 0.9178 | 0.9834 |
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- | 0.0712 | 20.0 | 1920 | 0.0524 | 0.8962 | 0.9223 | 0.9091 | 103 | 0.8729 | 0.9240 | 0.8977 | 171 | 0.9478 | 0.9695 | 0.9585 | 131 | 0.9026 | 0.9383 | 0.9201 | 0.9837 |
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- | 0.072 | 21.0 | 2016 | 0.0508 | 0.8952 | 0.9126 | 0.9038 | 103 | 0.8941 | 0.8889 | 0.8915 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9142 | 0.9210 | 0.9176 | 0.9837 |
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- | 0.0717 | 22.0 | 2112 | 0.0481 | 0.8785 | 0.9126 | 0.8952 | 103 | 0.8619 | 0.9123 | 0.8864 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.8998 | 0.9309 | 0.9150 | 0.9829 |
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- | 0.0644 | 23.0 | 2208 | 0.0492 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.9064 | 0.9064 | 0.9064 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9169 | 0.9259 | 0.9214 | 0.9843 |
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- | 0.0647 | 24.0 | 2304 | 0.0494 | 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 | 0.9826 |
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- | 0.0652 | 25.0 | 2400 | 0.0511 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9129 | 0.9062 | 0.9095 | 0.9815 |
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- | 0.0635 | 26.0 | 2496 | 0.0465 | 0.8942 | 0.9029 | 0.8986 | 103 | 0.8883 | 0.9298 | 0.9086 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9155 | 0.9358 | 0.9255 | 0.9845 |
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- | 0.0597 | 27.0 | 2592 | 0.0450 | 0.8868 | 0.9126 | 0.8995 | 103 | 0.9075 | 0.9181 | 0.9128 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.9150 | 0.9309 | 0.9229 | 0.9859 |
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- | 0.0596 | 28.0 | 2688 | 0.0456 | 0.8785 | 0.9126 | 0.8952 | 103 | 0.8977 | 0.9240 | 0.9107 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9201 | 0.9383 | 0.9291 | 0.9865 |
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- | 0.0588 | 29.0 | 2784 | 0.0439 | 0.8846 | 0.8932 | 0.8889 | 103 | 0.8701 | 0.9006 | 0.8851 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.9007 | 0.9185 | 0.9095 | 0.9845 |
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- | 0.0546 | 30.0 | 2880 | 0.0453 | 0.8774 | 0.9029 | 0.8900 | 103 | 0.88 | 0.9006 | 0.8902 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9078 | 0.9235 | 0.9155 | 0.9848 |
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- | 0.0543 | 31.0 | 2976 | 0.0455 | 0.8319 | 0.9126 | 0.8704 | 103 | 0.8976 | 0.8713 | 0.8843 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9024 | 0.9136 | 0.9080 | 0.9832 |
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- | 0.0536 | 32.0 | 3072 | 0.0458 | 0.8304 | 0.9029 | 0.8651 | 103 | 0.9080 | 0.8655 | 0.8862 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9064 | 0.9086 | 0.9075 | 0.9834 |
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- | 0.0529 | 33.0 | 3168 | 0.0472 | 0.8190 | 0.9223 | 0.8676 | 103 | 0.9125 | 0.8538 | 0.8822 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9042 | 0.9086 | 0.9064 | 0.9832 |
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- | 0.054 | 34.0 | 3264 | 0.0448 | 0.8868 | 0.9126 | 0.8995 | 103 | 0.8743 | 0.8947 | 0.8844 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9078 | 0.9235 | 0.9155 | 0.9851 |
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- | 0.052 | 35.0 | 3360 | 0.0444 | 0.8532 | 0.9029 | 0.8774 | 103 | 0.8876 | 0.8772 | 0.8824 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9046 | 0.9136 | 0.9091 | 0.9845 |
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- | 0.0513 | 36.0 | 3456 | 0.0451 | 0.8393 | 0.9126 | 0.8744 | 103 | 0.8721 | 0.8772 | 0.8746 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.8940 | 0.9160 | 0.9049 | 0.9837 |
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- | 0.0501 | 37.0 | 3552 | 0.0453 | 0.9118 | 0.9029 | 0.9073 | 103 | 0.8757 | 0.9064 | 0.8908 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9146 | 0.9259 | 0.9202 | 0.9851 |
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- | 0.048 | 38.0 | 3648 | 0.0485 | 0.8624 | 0.9126 | 0.8868 | 103 | 0.9080 | 0.8655 | 0.8862 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9156 | 0.9111 | 0.9134 | 0.9837 |
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- | 0.0484 | 39.0 | 3744 | 0.0451 | 0.8774 | 0.9029 | 0.8900 | 103 | 0.8652 | 0.9006 | 0.8825 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9012 | 0.9235 | 0.9122 | 0.9845 |
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- | 0.0498 | 40.0 | 3840 | 0.0448 | 0.9126 | 0.9126 | 0.9126 | 103 | 0.8736 | 0.8889 | 0.8812 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9120 | 0.9210 | 0.9165 | 0.9851 |
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- | 0.047 | 41.0 | 3936 | 0.0427 | 0.8774 | 0.9029 | 0.8900 | 103 | 0.8757 | 0.9064 | 0.8908 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9058 | 0.9259 | 0.9158 | 0.9854 |
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- | 0.0465 | 42.0 | 4032 | 0.0416 | 0.8942 | 0.9029 | 0.8986 | 103 | 0.8715 | 0.9123 | 0.8914 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9082 | 0.9284 | 0.9182 | 0.9859 |
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- | 0.0443 | 43.0 | 4128 | 0.0423 | 0.8785 | 0.9126 | 0.8952 | 103 | 0.8743 | 0.8947 | 0.8844 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9056 | 0.9235 | 0.9144 | 0.9854 |
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- | 0.0428 | 44.0 | 4224 | 0.0433 | 0.8624 | 0.9126 | 0.8868 | 103 | 0.8882 | 0.8830 | 0.8856 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9854 |
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- | 0.0437 | 45.0 | 4320 | 0.0440 | 0.8393 | 0.9126 | 0.8744 | 103 | 0.8876 | 0.8772 | 0.8824 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9005 | 0.9160 | 0.9082 | 0.9848 |
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- | 0.0447 | 46.0 | 4416 | 0.0479 | 0.8462 | 0.9612 | 0.9 | 103 | 0.9125 | 0.8538 | 0.8822 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9118 | 0.9185 | 0.9151 | 0.9840 |
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- | 0.0421 | 47.0 | 4512 | 0.0437 | 0.8796 | 0.9223 | 0.9005 | 103 | 0.8701 | 0.9006 | 0.8851 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9038 | 0.9284 | 0.9160 | 0.9851 |
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- | 0.0403 | 48.0 | 4608 | 0.0450 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9141 | 0.8713 | 0.8922 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9144 | 0.9235 | 0.9189 | 0.9856 |
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- | 0.0423 | 49.0 | 4704 | 0.0475 | 0.8448 | 0.9515 | 0.8950 | 103 | 0.9074 | 0.8596 | 0.8829 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9851 |
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- | 0.039 | 50.0 | 4800 | 0.0503 | 0.8435 | 0.9417 | 0.8899 | 103 | 0.9187 | 0.8596 | 0.8882 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9138 | 0.9160 | 0.9149 | 0.9837 |
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- | 0.0395 | 51.0 | 4896 | 0.0512 | 0.8448 | 0.9515 | 0.8950 | 103 | 0.9130 | 0.8596 | 0.8855 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9118 | 0.9185 | 0.9151 | 0.9840 |
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- | 0.0405 | 52.0 | 4992 | 0.0451 | 0.8559 | 0.9223 | 0.8879 | 103 | 0.8713 | 0.8713 | 0.8713 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.8983 | 0.9160 | 0.9071 | 0.9843 |
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- | 0.0383 | 53.0 | 5088 | 0.0474 | 0.8435 | 0.9417 | 0.8899 | 103 | 0.9012 | 0.8538 | 0.8769 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9069 | 0.9136 | 0.9102 | 0.9834 |
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- | 0.0355 | 54.0 | 5184 | 0.0450 | 0.8972 | 0.9320 | 0.9143 | 103 | 0.9012 | 0.9064 | 0.9038 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9220 | 0.9333 | 0.9276 | 0.9865 |
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- | 0.0404 | 55.0 | 5280 | 0.0495 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.8896 | 0.8480 | 0.8683 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9109 | 0.9086 | 0.9098 | 0.9829 |
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- | 0.0367 | 56.0 | 5376 | 0.0473 | 0.8571 | 0.9320 | 0.8930 | 103 | 0.8982 | 0.8772 | 0.8876 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9098 | 0.9210 | 0.9153 | 0.9854 |
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- | 0.0383 | 57.0 | 5472 | 0.0486 | 0.8496 | 0.9320 | 0.8889 | 103 | 0.8922 | 0.8713 | 0.8817 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9051 | 0.9185 | 0.9118 | 0.9848 |
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- | 0.0353 | 58.0 | 5568 | 0.0482 | 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 | 0.9843 |
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- | 0.0362 | 59.0 | 5664 | 0.0470 | 0.8649 | 0.9320 | 0.8972 | 103 | 0.8862 | 0.8655 | 0.8757 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9071 | 0.9160 | 0.9115 | 0.9845 |
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- | 0.0351 | 60.0 | 5760 | 0.0487 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.8855 | 0.8596 | 0.8724 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9091 | 0.9136 | 0.9113 | 0.9843 |
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- | 0.0399 | 61.0 | 5856 | 0.0487 | 0.8889 | 0.9320 | 0.9100 | 103 | 0.8869 | 0.8713 | 0.8791 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9140 | 0.9185 | 0.9163 | 0.9843 |
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- | 0.0364 | 62.0 | 5952 | 0.0500 | 0.8673 | 0.9515 | 0.9074 | 103 | 0.9125 | 0.8538 | 0.8822 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9183 | 0.9160 | 0.9172 | 0.9834 |
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- | 0.0342 | 63.0 | 6048 | 0.0466 | 0.8649 | 0.9320 | 0.8972 | 103 | 0.8757 | 0.8655 | 0.8706 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9027 | 0.9160 | 0.9093 | 0.9843 |
130
- | 0.0347 | 64.0 | 6144 | 0.0487 | 0.8807 | 0.9320 | 0.9057 | 103 | 0.8916 | 0.8655 | 0.8783 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9138 | 0.9160 | 0.9149 | 0.9840 |
131
- | 0.0357 | 65.0 | 6240 | 0.0469 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9024 | 0.8655 | 0.8836 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9120 | 0.9210 | 0.9165 | 0.9856 |
132
- | 0.035 | 66.0 | 6336 | 0.0515 | 0.8661 | 0.9417 | 0.9023 | 103 | 0.9119 | 0.8480 | 0.8788 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9179 | 0.9111 | 0.9145 | 0.9832 |
133
- | 0.0341 | 67.0 | 6432 | 0.0496 | 0.8496 | 0.9320 | 0.8889 | 103 | 0.8909 | 0.8596 | 0.875 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9046 | 0.9136 | 0.9091 | 0.9829 |
134
- | 0.0336 | 68.0 | 6528 | 0.0496 | 0.8559 | 0.9223 | 0.8879 | 103 | 0.8765 | 0.8713 | 0.8739 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9005 | 0.9160 | 0.9082 | 0.9840 |
135
- | 0.033 | 69.0 | 6624 | 0.0500 | 0.8661 | 0.9417 | 0.9023 | 103 | 0.8902 | 0.8538 | 0.8716 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9091 | 0.9136 | 0.9113 | 0.9837 |
136
- | 0.0327 | 70.0 | 6720 | 0.0488 | 0.8649 | 0.9320 | 0.8972 | 103 | 0.8795 | 0.8538 | 0.8665 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9044 | 0.9111 | 0.9077 | 0.9837 |
137
- | 0.0331 | 71.0 | 6816 | 0.0478 | 0.8571 | 0.9320 | 0.8930 | 103 | 0.8922 | 0.8713 | 0.8817 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9851 |
138
- | 0.0311 | 72.0 | 6912 | 0.0545 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9295 | 0.8480 | 0.8869 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9227 | 0.9136 | 0.9181 | 0.9832 |
139
- | 0.033 | 73.0 | 7008 | 0.0502 | 0.8684 | 0.9612 | 0.9124 | 103 | 0.9024 | 0.8655 | 0.8836 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9144 | 0.9235 | 0.9189 | 0.9859 |
140
- | 0.0321 | 74.0 | 7104 | 0.0519 | 0.8673 | 0.9515 | 0.9074 | 103 | 0.9074 | 0.8596 | 0.8829 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9163 | 0.9185 | 0.9174 | 0.9840 |
141
- | 0.032 | 75.0 | 7200 | 0.0512 | 0.8636 | 0.9223 | 0.8920 | 103 | 0.8848 | 0.8538 | 0.8690 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9064 | 0.9086 | 0.9075 | 0.9829 |
142
- | 0.0316 | 76.0 | 7296 | 0.0496 | 0.8584 | 0.9417 | 0.8981 | 103 | 0.8757 | 0.8655 | 0.8706 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9007 | 0.9185 | 0.9095 | 0.9843 |
143
- | 0.0318 | 77.0 | 7392 | 0.0508 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.8909 | 0.8596 | 0.875 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9115 | 0.9160 | 0.9138 | 0.9834 |
144
- | 0.0294 | 78.0 | 7488 | 0.0518 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.8902 | 0.8538 | 0.8716 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9113 | 0.9136 | 0.9125 | 0.9829 |
145
- | 0.0307 | 79.0 | 7584 | 0.0515 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.8848 | 0.8538 | 0.8690 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9089 | 0.9111 | 0.9100 | 0.9826 |
146
- | 0.0314 | 80.0 | 7680 | 0.0506 | 0.8673 | 0.9515 | 0.9074 | 103 | 0.8909 | 0.8596 | 0.875 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9845 |
147
- | 0.0323 | 81.0 | 7776 | 0.0517 | 0.8761 | 0.9612 | 0.9167 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9165 | 0.9210 | 0.9187 | 0.9837 |
148
- | 0.0314 | 82.0 | 7872 | 0.0495 | 0.8807 | 0.9320 | 0.9057 | 103 | 0.8765 | 0.8713 | 0.8739 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9843 |
149
- | 0.0301 | 83.0 | 7968 | 0.0525 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.8963 | 0.8596 | 0.8776 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9138 | 0.9160 | 0.9149 | 0.9829 |
150
- | 0.0309 | 84.0 | 8064 | 0.0526 | 0.875 | 0.9515 | 0.9116 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9163 | 0.9185 | 0.9174 | 0.9832 |
151
- | 0.0305 | 85.0 | 8160 | 0.0519 | 0.875 | 0.9515 | 0.9116 | 103 | 0.8855 | 0.8596 | 0.8724 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9840 |
152
- | 0.0295 | 86.0 | 8256 | 0.0519 | 0.875 | 0.9515 | 0.9116 | 103 | 0.8909 | 0.8596 | 0.875 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9118 | 0.9185 | 0.9151 | 0.9837 |
153
- | 0.0316 | 87.0 | 8352 | 0.0517 | 0.8739 | 0.9417 | 0.9065 | 103 | 0.8963 | 0.8596 | 0.8776 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9138 | 0.9160 | 0.9149 | 0.9829 |
154
- | 0.0298 | 88.0 | 8448 | 0.0518 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.8802 | 0.8596 | 0.8698 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9069 | 0.9136 | 0.9102 | 0.9832 |
155
- | 0.0299 | 89.0 | 8544 | 0.0534 | 0.8649 | 0.9320 | 0.8972 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9136 | 0.9136 | 0.9136 | 0.9829 |
156
- | 0.0292 | 90.0 | 8640 | 0.0517 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.8802 | 0.8596 | 0.8698 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9069 | 0.9136 | 0.9102 | 0.9832 |
157
- | 0.0301 | 91.0 | 8736 | 0.0511 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.875 | 0.8596 | 0.8673 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9046 | 0.9136 | 0.9091 | 0.9834 |
158
- | 0.0294 | 92.0 | 8832 | 0.0518 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.8802 | 0.8596 | 0.8698 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9069 | 0.9136 | 0.9102 | 0.9832 |
159
- | 0.0296 | 93.0 | 8928 | 0.0516 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.875 | 0.8596 | 0.8673 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9046 | 0.9136 | 0.9091 | 0.9834 |
160
- | 0.0293 | 94.0 | 9024 | 0.0523 | 0.8661 | 0.9417 | 0.9023 | 103 | 0.8909 | 0.8596 | 0.875 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9093 | 0.9160 | 0.9127 | 0.9840 |
161
- | 0.0295 | 95.0 | 9120 | 0.0515 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.875 | 0.8596 | 0.8673 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9046 | 0.9136 | 0.9091 | 0.9834 |
162
- | 0.0284 | 96.0 | 9216 | 0.0515 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.875 | 0.8596 | 0.8673 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9046 | 0.9136 | 0.9091 | 0.9834 |
163
- | 0.0289 | 97.0 | 9312 | 0.0522 | 0.8636 | 0.9223 | 0.8920 | 103 | 0.8802 | 0.8596 | 0.8698 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9044 | 0.9111 | 0.9077 | 0.9834 |
164
- | 0.0282 | 98.0 | 9408 | 0.0520 | 0.8636 | 0.9223 | 0.8920 | 103 | 0.8802 | 0.8596 | 0.8698 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9044 | 0.9111 | 0.9077 | 0.9834 |
165
- | 0.0287 | 99.0 | 9504 | 0.0519 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.875 | 0.8596 | 0.8673 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9046 | 0.9136 | 0.9091 | 0.9834 |
166
- | 0.0301 | 100.0 | 9600 | 0.0517 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.875 | 0.8596 | 0.8673 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9046 | 0.9136 | 0.9091 | 0.9834 |
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: 0.0460
19
+ - Location Precision: 0.8596
20
+ - Location Recall: 0.9515
21
+ - Location F1: 0.9032
22
  - Location Number: 103
23
+ - Organization Precision: 0.9018
24
  - Organization Recall: 0.8596
25
+ - Organization F1: 0.8802
26
  - Organization Number: 171
27
+ - Person Precision: 0.9621
28
  - Person Recall: 0.9695
29
+ - Person F1: 0.9658
30
  - Person Number: 131
31
+ - Overall Precision: 0.9095
32
+ - Overall Recall: 0.9185
33
+ - Overall F1: 0.9140
34
+ - Overall Accuracy: 0.9843
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
+ | 1.0754 | 1.0 | 96 | 0.6777 | 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
+ | 0.6397 | 2.0 | 192 | 0.5210 | 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 | 0.8382 |
67
+ | 0.4876 | 3.0 | 288 | 0.3655 | 0.2333 | 0.0680 | 0.1053 | 103 | 0.3084 | 0.1930 | 0.2374 | 171 | 0.2721 | 0.2824 | 0.2772 | 131 | 0.2821 | 0.1901 | 0.2271 | 0.8732 |
68
+ | 0.3447 | 4.0 | 384 | 0.2576 | 0.4167 | 0.3398 | 0.3743 | 103 | 0.4977 | 0.6199 | 0.5521 | 171 | 0.4751 | 0.6565 | 0.5513 | 131 | 0.4749 | 0.5605 | 0.5142 | 0.9227 |
69
+ | 0.2489 | 5.0 | 480 | 0.1880 | 0.5652 | 0.5049 | 0.5333 | 103 | 0.6291 | 0.7836 | 0.6979 | 171 | 0.7197 | 0.8626 | 0.7847 | 131 | 0.6472 | 0.7383 | 0.6897 | 0.9484 |
70
+ | 0.1922 | 6.0 | 576 | 0.1418 | 0.7379 | 0.7379 | 0.7379 | 103 | 0.75 | 0.8421 | 0.7934 | 171 | 0.8865 | 0.9542 | 0.9191 | 131 | 0.7913 | 0.8519 | 0.8205 | 0.9635 |
71
+ | 0.1585 | 7.0 | 672 | 0.1196 | 0.7364 | 0.7864 | 0.7606 | 103 | 0.7526 | 0.8538 | 0.8 | 171 | 0.9 | 0.9618 | 0.9299 | 131 | 0.7950 | 0.8716 | 0.8316 | 0.9638 |
72
+ | 0.1378 | 8.0 | 768 | 0.1014 | 0.8058 | 0.8058 | 0.8058 | 103 | 0.7760 | 0.8713 | 0.8209 | 171 | 0.9270 | 0.9695 | 0.9478 | 131 | 0.8310 | 0.8864 | 0.8578 | 0.9696 |
73
+ | 0.1249 | 9.0 | 864 | 0.0929 | 0.8113 | 0.8350 | 0.8230 | 103 | 0.7696 | 0.8596 | 0.8122 | 171 | 0.9203 | 0.9695 | 0.9442 | 131 | 0.8276 | 0.8889 | 0.8571 | 0.9713 |
74
+ | 0.1157 | 10.0 | 960 | 0.0842 | 0.8416 | 0.8252 | 0.8333 | 103 | 0.7824 | 0.8830 | 0.8297 | 171 | 0.9065 | 0.9618 | 0.9333 | 131 | 0.8360 | 0.8938 | 0.8640 | 0.9718 |
75
+ | 0.106 | 11.0 | 1056 | 0.0774 | 0.8462 | 0.8544 | 0.8502 | 103 | 0.8022 | 0.8538 | 0.8272 | 171 | 0.9403 | 0.9618 | 0.9509 | 131 | 0.8571 | 0.8889 | 0.8727 | 0.9751 |
76
+ | 0.1021 | 12.0 | 1152 | 0.0777 | 0.8505 | 0.8835 | 0.8667 | 103 | 0.8118 | 0.8830 | 0.8459 | 171 | 0.9065 | 0.9618 | 0.9333 | 131 | 0.8519 | 0.9086 | 0.8793 | 0.9754 |
77
+ | 0.0959 | 13.0 | 1248 | 0.0699 | 0.8654 | 0.8738 | 0.8696 | 103 | 0.8678 | 0.8830 | 0.8754 | 171 | 0.9474 | 0.9618 | 0.9545 | 131 | 0.8929 | 0.9062 | 0.8995 | 0.9790 |
78
+ | 0.0915 | 14.0 | 1344 | 0.0697 | 0.8667 | 0.8835 | 0.8750 | 103 | 0.875 | 0.8596 | 0.8673 | 171 | 0.9403 | 0.9618 | 0.9509 | 131 | 0.8943 | 0.8988 | 0.8966 | 0.9787 |
79
+ | 0.0875 | 15.0 | 1440 | 0.0640 | 0.875 | 0.8835 | 0.8792 | 103 | 0.8263 | 0.9181 | 0.8698 | 171 | 0.9333 | 0.9618 | 0.9474 | 131 | 0.8718 | 0.9235 | 0.8969 | 0.9785 |
80
+ | 0.0837 | 16.0 | 1536 | 0.0616 | 0.8624 | 0.9126 | 0.8868 | 103 | 0.8280 | 0.9006 | 0.8627 | 171 | 0.9478 | 0.9695 | 0.9585 | 131 | 0.8741 | 0.9259 | 0.8993 | 0.9796 |
81
+ | 0.0799 | 17.0 | 1632 | 0.0570 | 0.8942 | 0.9029 | 0.8986 | 103 | 0.8387 | 0.9123 | 0.8739 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.8889 | 0.9284 | 0.9082 | 0.9804 |
82
+ | 0.0763 | 18.0 | 1728 | 0.0549 | 0.8785 | 0.9126 | 0.8952 | 103 | 0.8603 | 0.9006 | 0.8800 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.8993 | 0.9259 | 0.9124 | 0.9807 |
83
+ | 0.0732 | 19.0 | 1824 | 0.0561 | 0.8857 | 0.9029 | 0.8942 | 103 | 0.8837 | 0.8889 | 0.8863 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9118 | 0.9185 | 0.9151 | 0.9818 |
84
+ | 0.072 | 20.0 | 1920 | 0.0518 | 0.8868 | 0.9126 | 0.8995 | 103 | 0.8626 | 0.9181 | 0.8895 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9067 | 0.9358 | 0.9210 | 0.9820 |
85
+ | 0.069 | 21.0 | 2016 | 0.0508 | 0.8598 | 0.8932 | 0.8762 | 103 | 0.9107 | 0.8947 | 0.9027 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9163 | 0.9185 | 0.9174 | 0.9832 |
86
+ | 0.0681 | 22.0 | 2112 | 0.0510 | 0.8704 | 0.9126 | 0.8910 | 103 | 0.8495 | 0.9240 | 0.8852 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.8962 | 0.9383 | 0.9168 | 0.9829 |
87
+ | 0.068 | 23.0 | 2208 | 0.0487 | 0.8704 | 0.9126 | 0.8910 | 103 | 0.8960 | 0.9064 | 0.9012 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9173 | 0.9309 | 0.9240 | 0.9845 |
88
+ | 0.0646 | 24.0 | 2304 | 0.0502 | 0.8333 | 0.9223 | 0.8756 | 103 | 0.9080 | 0.8655 | 0.8862 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.9022 | 0.9111 | 0.9066 | 0.9820 |
89
+ | 0.0641 | 25.0 | 2400 | 0.0478 | 0.8532 | 0.9029 | 0.8774 | 103 | 0.8902 | 0.9006 | 0.8953 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9056 | 0.9235 | 0.9144 | 0.9845 |
90
+ | 0.0632 | 26.0 | 2496 | 0.0462 | 0.8846 | 0.8932 | 0.8889 | 103 | 0.8736 | 0.9298 | 0.9008 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9065 | 0.9333 | 0.9197 | 0.9851 |
91
+ | 0.0591 | 27.0 | 2592 | 0.0447 | 0.8774 | 0.9029 | 0.8900 | 103 | 0.8908 | 0.9064 | 0.8986 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9124 | 0.9259 | 0.9191 | 0.9854 |
92
+ | 0.0586 | 28.0 | 2688 | 0.0448 | 0.8857 | 0.9029 | 0.8942 | 103 | 0.8851 | 0.9006 | 0.8928 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9122 | 0.9235 | 0.9178 | 0.9859 |
93
+ | 0.0558 | 29.0 | 2784 | 0.0440 | 0.9208 | 0.9029 | 0.9118 | 103 | 0.8764 | 0.9123 | 0.8940 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9148 | 0.9284 | 0.9216 | 0.9862 |
94
+ | 0.0568 | 30.0 | 2880 | 0.0453 | 0.8942 | 0.9029 | 0.8986 | 103 | 0.9006 | 0.9006 | 0.9006 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9212 | 0.9235 | 0.9223 | 0.9854 |
95
+ | 0.0547 | 31.0 | 2976 | 0.0436 | 0.8868 | 0.9126 | 0.8995 | 103 | 0.8715 | 0.9123 | 0.8914 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9062 | 0.9309 | 0.9184 | 0.9851 |
96
+ | 0.0544 | 32.0 | 3072 | 0.0434 | 0.8796 | 0.9223 | 0.9005 | 103 | 0.9036 | 0.8772 | 0.8902 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9185 | 0.9185 | 0.9185 | 0.9859 |
97
+ | 0.0509 | 33.0 | 3168 | 0.0450 | 0.8545 | 0.9126 | 0.8826 | 103 | 0.9187 | 0.8596 | 0.8882 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9177 | 0.9086 | 0.9132 | 0.9848 |
98
+ | 0.05 | 34.0 | 3264 | 0.0419 | 0.8846 | 0.8932 | 0.8889 | 103 | 0.9112 | 0.9006 | 0.9059 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9280 | 0.9235 | 0.9257 | 0.9865 |
99
+ | 0.0496 | 35.0 | 3360 | 0.0427 | 0.8482 | 0.9223 | 0.8837 | 103 | 0.8994 | 0.8889 | 0.8941 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9078 | 0.9235 | 0.9155 | 0.9848 |
100
+ | 0.0504 | 36.0 | 3456 | 0.0433 | 0.8468 | 0.9126 | 0.8785 | 103 | 0.9198 | 0.8713 | 0.8949 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9158 | 0.9136 | 0.9147 | 0.9856 |
101
+ | 0.0485 | 37.0 | 3552 | 0.0429 | 0.9038 | 0.9126 | 0.9082 | 103 | 0.8764 | 0.9123 | 0.8940 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9128 | 0.9309 | 0.9218 | 0.9854 |
102
+ | 0.0466 | 38.0 | 3648 | 0.0439 | 0.8692 | 0.9029 | 0.8857 | 103 | 0.8988 | 0.8830 | 0.8909 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9138 | 0.9160 | 0.9149 | 0.9848 |
103
+ | 0.0464 | 39.0 | 3744 | 0.0425 | 0.8649 | 0.9320 | 0.8972 | 103 | 0.9096 | 0.8830 | 0.8961 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9167 | 0.9235 | 0.9200 | 0.9856 |
104
+ | 0.0457 | 40.0 | 3840 | 0.0429 | 0.8952 | 0.9126 | 0.9038 | 103 | 0.8941 | 0.8889 | 0.8915 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9187 | 0.9210 | 0.9199 | 0.9856 |
105
+ | 0.0454 | 41.0 | 3936 | 0.0413 | 0.9029 | 0.9029 | 0.9029 | 103 | 0.8764 | 0.9123 | 0.8940 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9126 | 0.9284 | 0.9204 | 0.9856 |
106
+ | 0.0446 | 42.0 | 4032 | 0.0433 | 0.8962 | 0.9223 | 0.9091 | 103 | 0.8941 | 0.8889 | 0.8915 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9189 | 0.9235 | 0.9212 | 0.9859 |
107
+ | 0.0461 | 43.0 | 4128 | 0.0432 | 0.8636 | 0.9223 | 0.8920 | 103 | 0.9 | 0.8947 | 0.8974 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9124 | 0.9259 | 0.9191 | 0.9851 |
108
+ | 0.0445 | 44.0 | 4224 | 0.0451 | 0.8571 | 0.9320 | 0.8930 | 103 | 0.8817 | 0.8713 | 0.8765 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9029 | 0.9185 | 0.9106 | 0.9843 |
109
+ | 0.0439 | 45.0 | 4320 | 0.0427 | 0.8796 | 0.9223 | 0.9005 | 103 | 0.9096 | 0.8830 | 0.8961 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9210 | 0.9210 | 0.9210 | 0.9859 |
110
+ | 0.0436 | 46.0 | 4416 | 0.0450 | 0.8348 | 0.9320 | 0.8807 | 103 | 0.9136 | 0.8655 | 0.8889 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9093 | 0.9160 | 0.9127 | 0.9851 |
111
+ | 0.0436 | 47.0 | 4512 | 0.0410 | 0.9029 | 0.9029 | 0.9029 | 103 | 0.8807 | 0.9064 | 0.8934 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9146 | 0.9259 | 0.9202 | 0.9859 |
112
+ | 0.0418 | 48.0 | 4608 | 0.0459 | 0.8348 | 0.9320 | 0.8807 | 103 | 0.9198 | 0.8713 | 0.8949 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9118 | 0.9185 | 0.9151 | 0.9851 |
113
+ | 0.0393 | 49.0 | 4704 | 0.0438 | 0.8348 | 0.9320 | 0.8807 | 103 | 0.9024 | 0.8655 | 0.8836 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9049 | 0.9160 | 0.9104 | 0.9843 |
114
+ | 0.0403 | 50.0 | 4800 | 0.0465 | 0.8407 | 0.9223 | 0.8796 | 103 | 0.8916 | 0.8655 | 0.8783 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9024 | 0.9136 | 0.9080 | 0.9840 |
115
+ | 0.0397 | 51.0 | 4896 | 0.0455 | 0.8496 | 0.9320 | 0.8889 | 103 | 0.9193 | 0.8655 | 0.8916 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9160 | 0.9160 | 0.9160 | 0.9848 |
116
+ | 0.0398 | 52.0 | 4992 | 0.0427 | 0.8952 | 0.9126 | 0.9038 | 103 | 0.88 | 0.9006 | 0.8902 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9124 | 0.9259 | 0.9191 | 0.9859 |
117
+ | 0.0394 | 53.0 | 5088 | 0.0449 | 0.8584 | 0.9417 | 0.8981 | 103 | 0.9080 | 0.8655 | 0.8862 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9140 | 0.9185 | 0.9163 | 0.9851 |
118
+ | 0.0378 | 54.0 | 5184 | 0.0420 | 0.8785 | 0.9126 | 0.8952 | 103 | 0.8743 | 0.8947 | 0.8844 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9056 | 0.9235 | 0.9144 | 0.9859 |
119
+ | 0.0387 | 55.0 | 5280 | 0.0446 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.8922 | 0.8713 | 0.8817 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9118 | 0.9185 | 0.9151 | 0.9851 |
120
+ | 0.0369 | 56.0 | 5376 | 0.0435 | 0.8559 | 0.9223 | 0.8879 | 103 | 0.8765 | 0.8713 | 0.8739 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9005 | 0.9160 | 0.9082 | 0.9845 |
121
+ | 0.0383 | 57.0 | 5472 | 0.0433 | 0.8661 | 0.9417 | 0.9023 | 103 | 0.8929 | 0.8772 | 0.8850 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9100 | 0.9235 | 0.9167 | 0.9854 |
122
+ | 0.0368 | 58.0 | 5568 | 0.0444 | 0.8807 | 0.9320 | 0.9057 | 103 | 0.8889 | 0.8889 | 0.8889 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9124 | 0.9259 | 0.9191 | 0.9859 |
123
+ | 0.0349 | 59.0 | 5664 | 0.0451 | 0.8624 | 0.9126 | 0.8868 | 103 | 0.8757 | 0.8655 | 0.8706 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9022 | 0.9111 | 0.9066 | 0.9843 |
124
+ | 0.0357 | 60.0 | 5760 | 0.0455 | 0.8716 | 0.9223 | 0.8962 | 103 | 0.8855 | 0.8596 | 0.8724 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9089 | 0.9111 | 0.9100 | 0.9843 |
125
+ | 0.0365 | 61.0 | 5856 | 0.0456 | 0.8673 | 0.9515 | 0.9074 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9140 | 0.9185 | 0.9163 | 0.9851 |
126
+ | 0.0365 | 62.0 | 5952 | 0.0455 | 0.8462 | 0.9612 | 0.9 | 103 | 0.9080 | 0.8655 | 0.8862 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9100 | 0.9235 | 0.9167 | 0.9851 |
127
+ | 0.034 | 63.0 | 6048 | 0.0424 | 0.8584 | 0.9417 | 0.8981 | 103 | 0.8817 | 0.8713 | 0.8765 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9031 | 0.9210 | 0.9120 | 0.9848 |
128
+ | 0.0347 | 64.0 | 6144 | 0.0465 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9074 | 0.8596 | 0.8829 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9140 | 0.9185 | 0.9163 | 0.9848 |
129
+ | 0.0342 | 65.0 | 6240 | 0.0446 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9085 | 0.8713 | 0.8896 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9122 | 0.9235 | 0.9178 | 0.9851 |
130
+ | 0.034 | 66.0 | 6336 | 0.0450 | 0.8684 | 0.9612 | 0.9124 | 103 | 0.9080 | 0.8655 | 0.8862 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9167 | 0.9235 | 0.9200 | 0.9856 |
131
+ | 0.0338 | 67.0 | 6432 | 0.0458 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9024 | 0.8655 | 0.8836 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9120 | 0.9210 | 0.9165 | 0.9851 |
132
+ | 0.0368 | 68.0 | 6528 | 0.0461 | 0.8571 | 0.9320 | 0.8930 | 103 | 0.8909 | 0.8596 | 0.875 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9115 | 0.9160 | 0.9138 | 0.9843 |
133
+ | 0.036 | 69.0 | 6624 | 0.0454 | 0.8571 | 0.9320 | 0.8930 | 103 | 0.8909 | 0.8596 | 0.875 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9046 | 0.9136 | 0.9091 | 0.9840 |
134
+ | 0.0318 | 70.0 | 6720 | 0.0479 | 0.8584 | 0.9417 | 0.8981 | 103 | 0.9080 | 0.8655 | 0.8862 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9140 | 0.9185 | 0.9163 | 0.9843 |
135
+ | 0.0327 | 71.0 | 6816 | 0.0449 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9845 |
136
+ | 0.0328 | 72.0 | 6912 | 0.0490 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.8957 | 0.8538 | 0.8743 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9071 | 0.9160 | 0.9115 | 0.9843 |
137
+ | 0.0325 | 73.0 | 7008 | 0.0465 | 0.8673 | 0.9515 | 0.9074 | 103 | 0.9080 | 0.8655 | 0.8862 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9142 | 0.9210 | 0.9176 | 0.9848 |
138
+ | 0.0337 | 74.0 | 7104 | 0.0479 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9837 |
139
+ | 0.0329 | 75.0 | 7200 | 0.0460 | 0.8727 | 0.9320 | 0.9014 | 103 | 0.8963 | 0.8596 | 0.8776 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9136 | 0.9136 | 0.9136 | 0.9845 |
140
+ | 0.0308 | 76.0 | 7296 | 0.0472 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9130 | 0.8596 | 0.8855 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9140 | 0.9185 | 0.9163 | 0.9845 |
141
+ | 0.0319 | 77.0 | 7392 | 0.0474 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9074 | 0.8596 | 0.8829 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9840 |
142
+ | 0.0317 | 78.0 | 7488 | 0.0454 | 0.8496 | 0.9320 | 0.8889 | 103 | 0.8963 | 0.8596 | 0.8776 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9093 | 0.9160 | 0.9127 | 0.9837 |
143
+ | 0.0305 | 79.0 | 7584 | 0.0459 | 0.8496 | 0.9320 | 0.8889 | 103 | 0.8909 | 0.8596 | 0.875 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9024 | 0.9136 | 0.9080 | 0.9837 |
144
+ | 0.0302 | 80.0 | 7680 | 0.0458 | 0.8496 | 0.9320 | 0.8889 | 103 | 0.8855 | 0.8596 | 0.8724 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9002 | 0.9136 | 0.9069 | 0.9837 |
145
+ | 0.0315 | 81.0 | 7776 | 0.0453 | 0.8496 | 0.9320 | 0.8889 | 103 | 0.8855 | 0.8596 | 0.8724 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9002 | 0.9136 | 0.9069 | 0.9837 |
146
+ | 0.031 | 82.0 | 7872 | 0.0448 | 0.8509 | 0.9417 | 0.8940 | 103 | 0.8963 | 0.8596 | 0.8776 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9049 | 0.9160 | 0.9104 | 0.9843 |
147
+ | 0.0322 | 83.0 | 7968 | 0.0446 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9074 | 0.8596 | 0.8829 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9140 | 0.9185 | 0.9163 | 0.9848 |
148
+ | 0.0292 | 84.0 | 8064 | 0.0446 | 0.8496 | 0.9320 | 0.8889 | 103 | 0.8855 | 0.8596 | 0.8724 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9002 | 0.9136 | 0.9069 | 0.9837 |
149
+ | 0.0302 | 85.0 | 8160 | 0.0443 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9024 | 0.8655 | 0.8836 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9075 | 0.9210 | 0.9142 | 0.9848 |
150
+ | 0.0298 | 86.0 | 8256 | 0.0455 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9074 | 0.8596 | 0.8829 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9118 | 0.9185 | 0.9151 | 0.9845 |
151
+ | 0.0311 | 87.0 | 8352 | 0.0451 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9845 |
152
+ | 0.0302 | 88.0 | 8448 | 0.0441 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9848 |
153
+ | 0.0295 | 89.0 | 8544 | 0.0448 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9843 |
154
+ | 0.0299 | 90.0 | 8640 | 0.0448 | 0.8509 | 0.9417 | 0.8940 | 103 | 0.8963 | 0.8596 | 0.8776 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9049 | 0.9160 | 0.9104 | 0.9840 |
155
+ | 0.0301 | 91.0 | 8736 | 0.0455 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.8963 | 0.8596 | 0.8776 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9843 |
156
+ | 0.03 | 92.0 | 8832 | 0.0463 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9843 |
157
+ | 0.0275 | 93.0 | 8928 | 0.0454 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.8963 | 0.8596 | 0.8776 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9843 |
158
+ | 0.0311 | 94.0 | 9024 | 0.0462 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9840 |
159
+ | 0.0285 | 95.0 | 9120 | 0.0458 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9843 |
160
+ | 0.0304 | 96.0 | 9216 | 0.0459 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9843 |
161
+ | 0.0285 | 97.0 | 9312 | 0.0460 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9840 |
162
+ | 0.0299 | 98.0 | 9408 | 0.0462 | 0.8522 | 0.9515 | 0.8991 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9073 | 0.9185 | 0.9129 | 0.9840 |
163
+ | 0.0296 | 99.0 | 9504 | 0.0461 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9843 |
164
+ | 0.0279 | 100.0 | 9600 | 0.0460 | 0.8596 | 0.9515 | 0.9032 | 103 | 0.9018 | 0.8596 | 0.8802 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9095 | 0.9185 | 0.9140 | 0.9843 |
165
 
166
 
167
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