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nerui-pt-pl20-4

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  1. README.md +114 -116
  2. nerui-pt/pytorch_adapter.bin +1 -1
  3. nerui-pt/pytorch_model_head.bin +1 -1
  4. runs/Jun04_04-54-12_a358b85c7679/events.out.tfevents.1717476862.a358b85c7679.495031.0 +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: 0.0552
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- - Location Precision: 0.9429
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- - Location Recall: 0.9612
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- - Location F1: 0.9519
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  - Location Number: 103
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- - Organization Precision: 0.9518
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- - Organization Recall: 0.9240
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- - Organization F1: 0.9377
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  - Organization Number: 171
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- - Person Precision: 0.9624
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- - Person Recall: 0.9771
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- - Person F1: 0.9697
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  - Person Number: 131
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- - Overall Precision: 0.9530
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- - Overall Recall: 0.9506
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- - Overall F1: 0.9518
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- - Overall Accuracy: 0.9906
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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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- | 0.8637 | 1.0 | 96 | 0.4030 | 0.0 | 0.0 | 0.0 | 103 | 0.24 | 0.1404 | 0.1771 | 171 | 0.2783 | 0.2443 | 0.2602 | 131 | 0.2581 | 0.1383 | 0.1801 | 0.8564 |
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- | 0.3725 | 2.0 | 192 | 0.2552 | 0.3182 | 0.3398 | 0.3286 | 103 | 0.5062 | 0.4795 | 0.4925 | 171 | 0.4362 | 0.6260 | 0.5141 | 131 | 0.4326 | 0.4914 | 0.4601 | 0.9136 |
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- | 0.2131 | 3.0 | 288 | 0.1070 | 0.7596 | 0.7670 | 0.7633 | 103 | 0.75 | 0.7895 | 0.7692 | 171 | 0.9348 | 0.9847 | 0.9591 | 131 | 0.8128 | 0.8469 | 0.8295 | 0.9658 |
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- | 0.137 | 4.0 | 384 | 0.0798 | 0.8302 | 0.8544 | 0.8421 | 103 | 0.7730 | 0.8363 | 0.8034 | 171 | 0.9481 | 0.9771 | 0.9624 | 131 | 0.8427 | 0.8864 | 0.8640 | 0.9729 |
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- | 0.1114 | 5.0 | 480 | 0.0662 | 0.8627 | 0.8544 | 0.8585 | 103 | 0.8333 | 0.9064 | 0.8683 | 171 | 0.9627 | 0.9847 | 0.9736 | 131 | 0.8815 | 0.9185 | 0.8996 | 0.9782 |
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- | 0.0961 | 6.0 | 576 | 0.0620 | 0.7218 | 0.9320 | 0.8136 | 103 | 0.9085 | 0.7544 | 0.8243 | 171 | 0.9773 | 0.9847 | 0.9810 | 131 | 0.8698 | 0.8741 | 0.8719 | 0.9790 |
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- | 0.0884 | 7.0 | 672 | 0.0485 | 0.9184 | 0.8738 | 0.8955 | 103 | 0.8798 | 0.9415 | 0.9096 | 171 | 0.9773 | 0.9847 | 0.9810 | 131 | 0.9201 | 0.9383 | 0.9291 | 0.9859 |
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- | 0.0788 | 8.0 | 768 | 0.0503 | 0.8684 | 0.9612 | 0.9124 | 103 | 0.8963 | 0.8596 | 0.8776 | 171 | 0.9847 | 0.9847 | 0.9847 | 131 | 0.9169 | 0.9259 | 0.9214 | 0.9837 |
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- | 0.0726 | 9.0 | 864 | 0.0466 | 0.8509 | 0.9417 | 0.8940 | 103 | 0.8807 | 0.9064 | 0.8934 | 171 | 0.9773 | 0.9847 | 0.9810 | 131 | 0.9028 | 0.9407 | 0.9214 | 0.9859 |
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- | 0.0705 | 10.0 | 960 | 0.0407 | 0.9151 | 0.9417 | 0.9282 | 103 | 0.9123 | 0.9123 | 0.9123 | 171 | 0.9627 | 0.9847 | 0.9736 | 131 | 0.9294 | 0.9432 | 0.9363 | 0.9884 |
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- | 0.0612 | 11.0 | 1056 | 0.0340 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9240 | 0.9240 | 0.9240 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9413 | 0.9506 | 0.9459 | 0.9890 |
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- | 0.061 | 12.0 | 1152 | 0.0345 | 0.9245 | 0.9515 | 0.9378 | 103 | 0.9 | 0.9474 | 0.9231 | 171 | 0.9773 | 0.9847 | 0.9810 | 131 | 0.9306 | 0.9605 | 0.9453 | 0.9903 |
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- | 0.0562 | 13.0 | 1248 | 0.0366 | 0.9592 | 0.9126 | 0.9353 | 103 | 0.8804 | 0.9474 | 0.9127 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9298 | 0.9481 | 0.9389 | 0.9892 |
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- | 0.0514 | 14.0 | 1344 | 0.0402 | 0.9143 | 0.9320 | 0.9231 | 103 | 0.9102 | 0.8889 | 0.8994 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9330 | 0.9284 | 0.9307 | 0.9881 |
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- | 0.051 | 15.0 | 1440 | 0.0381 | 0.9057 | 0.9320 | 0.9187 | 103 | 0.9264 | 0.8830 | 0.9042 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9375 | 0.9259 | 0.9317 | 0.9884 |
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- | 0.0472 | 16.0 | 1536 | 0.0399 | 0.875 | 0.9515 | 0.9116 | 103 | 0.9024 | 0.8655 | 0.8836 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9189 | 0.9235 | 0.9212 | 0.9867 |
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- | 0.0431 | 17.0 | 1632 | 0.0393 | 0.95 | 0.9223 | 0.9360 | 103 | 0.8717 | 0.9532 | 0.9106 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9234 | 0.9531 | 0.9380 | 0.9881 |
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- | 0.04 | 18.0 | 1728 | 0.0378 | 0.8991 | 0.9515 | 0.9245 | 103 | 0.9277 | 0.9006 | 0.9139 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9360 | 0.9383 | 0.9371 | 0.9898 |
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- | 0.0404 | 19.0 | 1824 | 0.0543 | 0.8899 | 0.9417 | 0.9151 | 103 | 0.9539 | 0.8480 | 0.8978 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9439 | 0.9136 | 0.9285 | 0.9843 |
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- | 0.0381 | 20.0 | 1920 | 0.0414 | 0.9 | 0.9612 | 0.9296 | 103 | 0.9333 | 0.9006 | 0.9167 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9338 | 0.9407 | 0.9373 | 0.9895 |
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- | 0.0394 | 21.0 | 2016 | 0.0335 | 0.9505 | 0.9320 | 0.9412 | 103 | 0.9257 | 0.9474 | 0.9364 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9484 | 0.9531 | 0.9507 | 0.9914 |
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- | 0.0356 | 22.0 | 2112 | 0.0370 | 0.9327 | 0.9417 | 0.9372 | 103 | 0.9249 | 0.9357 | 0.9302 | 171 | 0.9552 | 0.9771 | 0.9660 | 131 | 0.9367 | 0.9506 | 0.9436 | 0.9901 |
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- | 0.0331 | 23.0 | 2208 | 0.0385 | 0.8991 | 0.9515 | 0.9245 | 103 | 0.9286 | 0.9123 | 0.9204 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9363 | 0.9432 | 0.9397 | 0.9901 |
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- | 0.034 | 24.0 | 2304 | 0.0396 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9195 | 0.9357 | 0.9275 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9370 | 0.9556 | 0.9462 | 0.9898 |
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- | 0.0327 | 25.0 | 2400 | 0.0434 | 0.8390 | 0.9612 | 0.8959 | 103 | 0.9245 | 0.8596 | 0.8909 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9144 | 0.9235 | 0.9189 | 0.9870 |
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- | 0.0293 | 26.0 | 2496 | 0.0392 | 0.9406 | 0.9223 | 0.9314 | 103 | 0.9306 | 0.9415 | 0.9360 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9481 | 0.9481 | 0.9481 | 0.9906 |
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- | 0.0289 | 27.0 | 2592 | 0.0385 | 0.9159 | 0.9515 | 0.9333 | 103 | 0.9401 | 0.9181 | 0.9290 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9457 | 0.9457 | 0.9457 | 0.9906 |
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- | 0.0308 | 28.0 | 2688 | 0.0369 | 0.9406 | 0.9223 | 0.9314 | 103 | 0.9213 | 0.9591 | 0.9398 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9439 | 0.9556 | 0.9497 | 0.9909 |
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- | 0.0275 | 29.0 | 2784 | 0.0414 | 0.9 | 0.9612 | 0.9296 | 103 | 0.9458 | 0.9181 | 0.9318 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9435 | 0.9481 | 0.9458 | 0.9903 |
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- | 0.026 | 30.0 | 2880 | 0.0401 | 0.9231 | 0.9320 | 0.9275 | 103 | 0.9302 | 0.9357 | 0.9329 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9435 | 0.9481 | 0.9458 | 0.9909 |
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- | 0.0256 | 31.0 | 2976 | 0.0394 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9464 | 0.9298 | 0.9381 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9531 | 0.9531 | 0.9531 | 0.9912 |
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- | 0.0231 | 32.0 | 3072 | 0.0451 | 0.8991 | 0.9515 | 0.9245 | 103 | 0.9333 | 0.9006 | 0.9167 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9383 | 0.9383 | 0.9383 | 0.9890 |
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- | 0.0249 | 33.0 | 3168 | 0.0399 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9349 | 0.9240 | 0.9294 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9459 | 0.9506 | 0.9483 | 0.9906 |
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- | 0.0259 | 34.0 | 3264 | 0.0395 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9401 | 0.9181 | 0.9290 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9504 | 0.9457 | 0.9480 | 0.9914 |
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- | 0.0234 | 35.0 | 3360 | 0.0444 | 0.9245 | 0.9515 | 0.9378 | 103 | 0.9521 | 0.9298 | 0.9408 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9506 | 0.9506 | 0.9506 | 0.9903 |
102
- | 0.0227 | 36.0 | 3456 | 0.0412 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9509 | 0.9064 | 0.9281 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9479 | 0.9432 | 0.9455 | 0.9901 |
103
- | 0.0232 | 37.0 | 3552 | 0.0414 | 0.9327 | 0.9417 | 0.9372 | 103 | 0.9398 | 0.9123 | 0.9258 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9478 | 0.9407 | 0.9442 | 0.9892 |
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- | 0.0211 | 38.0 | 3648 | 0.0483 | 0.8929 | 0.9709 | 0.9302 | 103 | 0.9337 | 0.9064 | 0.9199 | 171 | 0.9769 | 0.9695 | 0.9732 | 131 | 0.9363 | 0.9432 | 0.9397 | 0.9878 |
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- | 0.0191 | 39.0 | 3744 | 0.0439 | 0.9429 | 0.9612 | 0.9519 | 103 | 0.9461 | 0.9240 | 0.9349 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9530 | 0.9506 | 0.9518 | 0.9903 |
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- | 0.0192 | 40.0 | 3840 | 0.0496 | 0.9417 | 0.9417 | 0.9417 | 103 | 0.9458 | 0.9181 | 0.9318 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9526 | 0.9432 | 0.9479 | 0.9901 |
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- | 0.0194 | 41.0 | 3936 | 0.0431 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9240 | 0.9240 | 0.9240 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9412 | 0.9481 | 0.9446 | 0.9906 |
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- | 0.0202 | 42.0 | 4032 | 0.0446 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9401 | 0.9181 | 0.9290 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9504 | 0.9457 | 0.9480 | 0.9901 |
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- | 0.0185 | 43.0 | 4128 | 0.0443 | 0.9346 | 0.9709 | 0.9524 | 103 | 0.9408 | 0.9298 | 0.9353 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9462 | 0.9556 | 0.9509 | 0.9906 |
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- | 0.0174 | 44.0 | 4224 | 0.0443 | 0.9434 | 0.9709 | 0.9569 | 103 | 0.9521 | 0.9298 | 0.9408 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9556 | 0.9556 | 0.9556 | 0.9912 |
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- | 0.0169 | 45.0 | 4320 | 0.0468 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9578 | 0.9298 | 0.9436 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9531 | 0.9531 | 0.9531 | 0.9906 |
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- | 0.017 | 46.0 | 4416 | 0.0434 | 0.9346 | 0.9709 | 0.9524 | 103 | 0.9298 | 0.9298 | 0.9298 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9416 | 0.9556 | 0.9485 | 0.9909 |
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- | 0.0177 | 47.0 | 4512 | 0.0421 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9408 | 0.9298 | 0.9353 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9461 | 0.9531 | 0.9496 | 0.9909 |
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- | 0.0173 | 48.0 | 4608 | 0.0528 | 0.8707 | 0.9806 | 0.9224 | 103 | 0.9371 | 0.8713 | 0.9030 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9287 | 0.9333 | 0.9310 | 0.9876 |
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- | 0.0163 | 49.0 | 4704 | 0.0533 | 0.9434 | 0.9709 | 0.9569 | 103 | 0.9451 | 0.9064 | 0.9254 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9527 | 0.9457 | 0.9492 | 0.9895 |
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- | 0.0153 | 50.0 | 4800 | 0.0462 | 0.9434 | 0.9709 | 0.9569 | 103 | 0.9576 | 0.9240 | 0.9405 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9578 | 0.9531 | 0.9554 | 0.9909 |
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- | 0.0146 | 51.0 | 4896 | 0.0493 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9451 | 0.9064 | 0.9254 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9502 | 0.9432 | 0.9467 | 0.9901 |
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- | 0.0149 | 52.0 | 4992 | 0.0500 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9290 | 0.9181 | 0.9235 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9457 | 0.9457 | 0.9457 | 0.9898 |
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- | 0.0146 | 53.0 | 5088 | 0.0484 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9405 | 0.9240 | 0.9322 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9505 | 0.9481 | 0.9493 | 0.9901 |
120
- | 0.0151 | 54.0 | 5184 | 0.0514 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9401 | 0.9181 | 0.9290 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9504 | 0.9457 | 0.9480 | 0.9901 |
121
- | 0.0167 | 55.0 | 5280 | 0.0507 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9455 | 0.9123 | 0.9286 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9480 | 0.9457 | 0.9468 | 0.9901 |
122
- | 0.0147 | 56.0 | 5376 | 0.0503 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9632 | 0.9181 | 0.9401 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9553 | 0.9506 | 0.9530 | 0.9906 |
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- | 0.0139 | 57.0 | 5472 | 0.0550 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9398 | 0.9123 | 0.9258 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9435 | 0.9481 | 0.9458 | 0.9890 |
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- | 0.0139 | 58.0 | 5568 | 0.0546 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9398 | 0.9123 | 0.9258 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9410 | 0.9457 | 0.9433 | 0.9890 |
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- | 0.0129 | 59.0 | 5664 | 0.0512 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9578 | 0.9298 | 0.9436 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9577 | 0.9506 | 0.9542 | 0.9901 |
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- | 0.0124 | 60.0 | 5760 | 0.0535 | 0.9333 | 0.9515 | 0.9423 | 103 | 0.9458 | 0.9181 | 0.9318 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9504 | 0.9457 | 0.9480 | 0.9890 |
127
- | 0.0132 | 61.0 | 5856 | 0.0524 | 0.9320 | 0.9320 | 0.9320 | 103 | 0.9172 | 0.9064 | 0.9118 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9381 | 0.9358 | 0.9370 | 0.9884 |
128
- | 0.0117 | 62.0 | 5952 | 0.0547 | 0.9346 | 0.9709 | 0.9524 | 103 | 0.9461 | 0.9240 | 0.9349 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9507 | 0.9531 | 0.9519 | 0.9895 |
129
- | 0.0128 | 63.0 | 6048 | 0.0525 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9464 | 0.9298 | 0.9381 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9530 | 0.9506 | 0.9518 | 0.9903 |
130
- | 0.0137 | 64.0 | 6144 | 0.0509 | 0.9333 | 0.9515 | 0.9423 | 103 | 0.9349 | 0.9240 | 0.9294 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9458 | 0.9481 | 0.9470 | 0.9890 |
131
- | 0.0115 | 65.0 | 6240 | 0.0527 | 0.9327 | 0.9417 | 0.9372 | 103 | 0.9405 | 0.9240 | 0.9322 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9480 | 0.9457 | 0.9468 | 0.9895 |
132
- | 0.0114 | 66.0 | 6336 | 0.0533 | 0.9434 | 0.9709 | 0.9569 | 103 | 0.9461 | 0.9240 | 0.9349 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9531 | 0.9531 | 0.9531 | 0.9906 |
133
- | 0.0113 | 67.0 | 6432 | 0.0525 | 0.9434 | 0.9709 | 0.9569 | 103 | 0.9518 | 0.9240 | 0.9377 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9554 | 0.9531 | 0.9543 | 0.9901 |
134
- | 0.0106 | 68.0 | 6528 | 0.0542 | 0.9417 | 0.9417 | 0.9417 | 103 | 0.9405 | 0.9240 | 0.9322 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9504 | 0.9457 | 0.9480 | 0.9903 |
135
- | 0.011 | 69.0 | 6624 | 0.0528 | 0.9320 | 0.9320 | 0.9320 | 103 | 0.9455 | 0.9123 | 0.9286 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.95 | 0.9383 | 0.9441 | 0.9892 |
136
- | 0.0105 | 70.0 | 6720 | 0.0536 | 0.9429 | 0.9612 | 0.9519 | 103 | 0.9455 | 0.9123 | 0.9286 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9527 | 0.9457 | 0.9492 | 0.9901 |
137
- | 0.0107 | 71.0 | 6816 | 0.0516 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9467 | 0.9357 | 0.9412 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9531 | 0.9531 | 0.9531 | 0.9906 |
138
- | 0.0114 | 72.0 | 6912 | 0.0536 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9390 | 0.9006 | 0.9194 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9454 | 0.9407 | 0.9431 | 0.9895 |
139
- | 0.0108 | 73.0 | 7008 | 0.0514 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9401 | 0.9181 | 0.9290 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9504 | 0.9457 | 0.9480 | 0.9903 |
140
- | 0.0094 | 74.0 | 7104 | 0.0555 | 0.9333 | 0.9515 | 0.9423 | 103 | 0.9455 | 0.9123 | 0.9286 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9502 | 0.9432 | 0.9467 | 0.9895 |
141
- | 0.0097 | 75.0 | 7200 | 0.0559 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9455 | 0.9123 | 0.9286 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9504 | 0.9457 | 0.9480 | 0.9903 |
142
- | 0.0101 | 76.0 | 7296 | 0.0545 | 0.9417 | 0.9417 | 0.9417 | 103 | 0.9353 | 0.9298 | 0.9326 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9481 | 0.9481 | 0.9481 | 0.9906 |
143
- | 0.0111 | 77.0 | 7392 | 0.0560 | 0.9346 | 0.9709 | 0.9524 | 103 | 0.9515 | 0.9181 | 0.9345 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9506 | 0.9506 | 0.9506 | 0.9901 |
144
- | 0.0104 | 78.0 | 7488 | 0.0560 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9451 | 0.9064 | 0.9254 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9479 | 0.9432 | 0.9455 | 0.9895 |
145
- | 0.0091 | 79.0 | 7584 | 0.0521 | 0.9327 | 0.9417 | 0.9372 | 103 | 0.9401 | 0.9181 | 0.9290 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9455 | 0.9432 | 0.9444 | 0.9898 |
146
- | 0.0095 | 80.0 | 7680 | 0.0554 | 0.9434 | 0.9709 | 0.9569 | 103 | 0.9461 | 0.9240 | 0.9349 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9507 | 0.9531 | 0.9519 | 0.9906 |
147
- | 0.0104 | 81.0 | 7776 | 0.0516 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9461 | 0.9240 | 0.9349 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9506 | 0.9506 | 0.9506 | 0.9903 |
148
- | 0.0089 | 82.0 | 7872 | 0.0553 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9515 | 0.9181 | 0.9345 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9505 | 0.9481 | 0.9493 | 0.9901 |
149
- | 0.0095 | 83.0 | 7968 | 0.0560 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9515 | 0.9181 | 0.9345 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9529 | 0.9481 | 0.9505 | 0.9898 |
150
- | 0.0092 | 84.0 | 8064 | 0.0569 | 0.9346 | 0.9709 | 0.9524 | 103 | 0.9515 | 0.9181 | 0.9345 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9530 | 0.9506 | 0.9518 | 0.9906 |
151
- | 0.0085 | 85.0 | 8160 | 0.0558 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9464 | 0.9298 | 0.9381 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9506 | 0.9506 | 0.9506 | 0.9906 |
152
- | 0.0068 | 86.0 | 8256 | 0.0564 | 0.9429 | 0.9612 | 0.9519 | 103 | 0.9576 | 0.9240 | 0.9405 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9553 | 0.9506 | 0.9530 | 0.9903 |
153
- | 0.008 | 87.0 | 8352 | 0.0562 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9515 | 0.9181 | 0.9345 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9505 | 0.9481 | 0.9493 | 0.9901 |
154
- | 0.0076 | 88.0 | 8448 | 0.0534 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9464 | 0.9298 | 0.9381 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9506 | 0.9506 | 0.9506 | 0.9906 |
155
- | 0.0079 | 89.0 | 8544 | 0.0549 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9518 | 0.9240 | 0.9377 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9506 | 0.9506 | 0.9506 | 0.9903 |
156
- | 0.0083 | 90.0 | 8640 | 0.0548 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9458 | 0.9181 | 0.9318 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9504 | 0.9457 | 0.9480 | 0.9898 |
157
- | 0.008 | 91.0 | 8736 | 0.0548 | 0.9429 | 0.9612 | 0.9519 | 103 | 0.9515 | 0.9181 | 0.9345 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9529 | 0.9481 | 0.9505 | 0.9901 |
158
- | 0.0091 | 92.0 | 8832 | 0.0558 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9571 | 0.9123 | 0.9341 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9527 | 0.9457 | 0.9492 | 0.9895 |
159
- | 0.0076 | 93.0 | 8928 | 0.0557 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9515 | 0.9181 | 0.9345 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9505 | 0.9481 | 0.9493 | 0.9901 |
160
- | 0.0084 | 94.0 | 9024 | 0.0549 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9515 | 0.9181 | 0.9345 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9505 | 0.9481 | 0.9493 | 0.9903 |
161
- | 0.0076 | 95.0 | 9120 | 0.0549 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9515 | 0.9181 | 0.9345 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9505 | 0.9481 | 0.9493 | 0.9903 |
162
- | 0.0083 | 96.0 | 9216 | 0.0546 | 0.9429 | 0.9612 | 0.9519 | 103 | 0.9634 | 0.9240 | 0.9433 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9577 | 0.9506 | 0.9542 | 0.9901 |
163
- | 0.0075 | 97.0 | 9312 | 0.0549 | 0.9429 | 0.9612 | 0.9519 | 103 | 0.9518 | 0.9240 | 0.9377 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9530 | 0.9506 | 0.9518 | 0.9906 |
164
- | 0.0082 | 98.0 | 9408 | 0.0553 | 0.9429 | 0.9612 | 0.9519 | 103 | 0.9518 | 0.9240 | 0.9377 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9530 | 0.9506 | 0.9518 | 0.9906 |
165
- | 0.0071 | 99.0 | 9504 | 0.0553 | 0.9429 | 0.9612 | 0.9519 | 103 | 0.9518 | 0.9240 | 0.9377 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9530 | 0.9506 | 0.9518 | 0.9906 |
166
- | 0.0074 | 100.0 | 9600 | 0.0552 | 0.9429 | 0.9612 | 0.9519 | 103 | 0.9518 | 0.9240 | 0.9377 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.9530 | 0.9506 | 0.9518 | 0.9906 |
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: 0.0559
19
+ - Location Precision: 0.9259
20
+ - Location Recall: 0.9709
21
+ - Location F1: 0.9479
22
  - Location Number: 103
23
+ - Organization Precision: 0.9401
24
+ - Organization Recall: 0.9181
25
+ - Organization F1: 0.9290
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: 0.9458
32
+ - Overall Recall: 0.9481
33
+ - Overall F1: 0.9470
34
+ - Overall Accuracy: 0.9887
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
+ | 0.86 | 1.0 | 96 | 0.4040 | 0.0 | 0.0 | 0.0 | 103 | 0.256 | 0.1871 | 0.2162 | 171 | 0.3254 | 0.3130 | 0.3191 | 131 | 0.2908 | 0.1802 | 0.2226 | 0.8619 |
66
+ | 0.3784 | 2.0 | 192 | 0.2618 | 0.32 | 0.3107 | 0.3153 | 103 | 0.4785 | 0.4561 | 0.4671 | 171 | 0.4020 | 0.6260 | 0.4896 | 131 | 0.4111 | 0.4741 | 0.4404 | 0.9100 |
67
+ | 0.2322 | 3.0 | 288 | 0.1241 | 0.7475 | 0.7184 | 0.7327 | 103 | 0.7 | 0.7778 | 0.7368 | 171 | 0.9143 | 0.9771 | 0.9446 | 131 | 0.7809 | 0.8272 | 0.8034 | 0.9633 |
68
+ | 0.146 | 4.0 | 384 | 0.0837 | 0.8148 | 0.8544 | 0.8341 | 103 | 0.7853 | 0.8772 | 0.8287 | 171 | 0.9624 | 0.9771 | 0.9697 | 131 | 0.8472 | 0.9037 | 0.8746 | 0.9749 |
69
+ | 0.1174 | 5.0 | 480 | 0.0715 | 0.9029 | 0.9029 | 0.9029 | 103 | 0.8571 | 0.8772 | 0.8671 | 171 | 0.9481 | 0.9771 | 0.9624 | 131 | 0.8983 | 0.9160 | 0.9071 | 0.9796 |
70
+ | 0.1001 | 6.0 | 576 | 0.0610 | 0.8509 | 0.9417 | 0.8940 | 103 | 0.8812 | 0.8246 | 0.8520 | 171 | 0.9699 | 0.9847 | 0.9773 | 131 | 0.9017 | 0.9062 | 0.9039 | 0.9815 |
71
+ | 0.0895 | 7.0 | 672 | 0.0543 | 0.9368 | 0.8641 | 0.8990 | 103 | 0.8261 | 0.8889 | 0.8563 | 171 | 0.9773 | 0.9847 | 0.9810 | 131 | 0.9002 | 0.9136 | 0.9069 | 0.9837 |
72
+ | 0.0796 | 8.0 | 768 | 0.0474 | 0.8932 | 0.8932 | 0.8932 | 103 | 0.8864 | 0.9123 | 0.8991 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9171 | 0.9284 | 0.9227 | 0.9851 |
73
+ | 0.0721 | 9.0 | 864 | 0.0444 | 0.8673 | 0.9515 | 0.9074 | 103 | 0.9321 | 0.8830 | 0.9069 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9286 | 0.9309 | 0.9297 | 0.9870 |
74
+ | 0.0652 | 10.0 | 960 | 0.0419 | 0.9074 | 0.9515 | 0.9289 | 103 | 0.9195 | 0.9357 | 0.9275 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9346 | 0.9531 | 0.9438 | 0.9884 |
75
+ | 0.0626 | 11.0 | 1056 | 0.0386 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.8889 | 0.9357 | 0.9117 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9303 | 0.9556 | 0.9428 | 0.9881 |
76
+ | 0.0565 | 12.0 | 1152 | 0.0386 | 0.9320 | 0.9320 | 0.9320 | 103 | 0.8914 | 0.9123 | 0.9017 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9314 | 0.9383 | 0.9348 | 0.9876 |
77
+ | 0.0561 | 13.0 | 1248 | 0.0392 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9217 | 0.8947 | 0.9080 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9381 | 0.9358 | 0.9370 | 0.9865 |
78
+ | 0.0537 | 14.0 | 1344 | 0.0381 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9157 | 0.8889 | 0.9021 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9406 | 0.9383 | 0.9394 | 0.9854 |
79
+ | 0.0522 | 15.0 | 1440 | 0.0331 | 0.9515 | 0.9515 | 0.9515 | 103 | 0.8966 | 0.9123 | 0.9043 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9338 | 0.9407 | 0.9373 | 0.9892 |
80
+ | 0.0466 | 16.0 | 1536 | 0.0356 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9045 | 0.9415 | 0.9226 | 171 | 0.9692 | 0.9618 | 0.9655 | 131 | 0.9345 | 0.9506 | 0.9425 | 0.9898 |
81
+ | 0.0451 | 17.0 | 1632 | 0.0349 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9 | 0.8947 | 0.8974 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9337 | 0.9383 | 0.9360 | 0.9887 |
82
+ | 0.0415 | 18.0 | 1728 | 0.0356 | 0.9074 | 0.9515 | 0.9289 | 103 | 0.9157 | 0.8889 | 0.9021 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9356 | 0.9333 | 0.9345 | 0.9876 |
83
+ | 0.0408 | 19.0 | 1824 | 0.0325 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9176 | 0.9123 | 0.9150 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9387 | 0.9457 | 0.9422 | 0.9898 |
84
+ | 0.0392 | 20.0 | 1920 | 0.0368 | 0.9074 | 0.9515 | 0.9289 | 103 | 0.9290 | 0.9181 | 0.9235 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9410 | 0.9457 | 0.9433 | 0.9887 |
85
+ | 0.037 | 21.0 | 2016 | 0.0467 | 0.8929 | 0.9709 | 0.9302 | 103 | 0.9182 | 0.8538 | 0.8848 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9279 | 0.9210 | 0.9244 | 0.9851 |
86
+ | 0.0365 | 22.0 | 2112 | 0.0357 | 0.9083 | 0.9612 | 0.9340 | 103 | 0.9112 | 0.9006 | 0.9059 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9315 | 0.9407 | 0.9361 | 0.9876 |
87
+ | 0.0366 | 23.0 | 2208 | 0.0416 | 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 | 0.9859 |
88
+ | 0.0355 | 24.0 | 2304 | 0.0415 | 0.8938 | 0.9806 | 0.9352 | 103 | 0.9136 | 0.8655 | 0.8889 | 171 | 0.9692 | 0.9618 | 0.9655 | 131 | 0.9259 | 0.9259 | 0.9259 | 0.9859 |
89
+ | 0.0328 | 25.0 | 2400 | 0.0448 | 0.8783 | 0.9806 | 0.9266 | 103 | 0.9241 | 0.8538 | 0.8875 | 171 | 0.9618 | 0.9618 | 0.9618 | 131 | 0.9233 | 0.9210 | 0.9221 | 0.9843 |
90
+ | 0.0328 | 26.0 | 2496 | 0.0376 | 0.9423 | 0.9515 | 0.9469 | 103 | 0.9181 | 0.9181 | 0.9181 | 171 | 0.9545 | 0.9618 | 0.9582 | 131 | 0.9361 | 0.9407 | 0.9384 | 0.9876 |
91
+ | 0.0315 | 27.0 | 2592 | 0.0348 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9 | 0.8947 | 0.8974 | 171 | 0.9769 | 0.9695 | 0.9732 | 131 | 0.9335 | 0.9358 | 0.9346 | 0.9890 |
92
+ | 0.0292 | 28.0 | 2688 | 0.0356 | 0.9519 | 0.9612 | 0.9565 | 103 | 0.9023 | 0.9181 | 0.9101 | 171 | 0.9692 | 0.9618 | 0.9655 | 131 | 0.9363 | 0.9432 | 0.9397 | 0.9890 |
93
+ | 0.0281 | 29.0 | 2784 | 0.0371 | 0.9174 | 0.9709 | 0.9434 | 103 | 0.9172 | 0.9064 | 0.9118 | 171 | 0.9845 | 0.9695 | 0.9769 | 131 | 0.9386 | 0.9432 | 0.9409 | 0.9881 |
94
+ | 0.0283 | 30.0 | 2880 | 0.0415 | 0.9018 | 0.9806 | 0.9395 | 103 | 0.9235 | 0.9181 | 0.9208 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9322 | 0.9506 | 0.9413 | 0.9884 |
95
+ | 0.0264 | 31.0 | 2976 | 0.0383 | 0.9091 | 0.9709 | 0.9390 | 103 | 0.9112 | 0.9006 | 0.9059 | 171 | 0.9844 | 0.9618 | 0.9730 | 131 | 0.9337 | 0.9383 | 0.9360 | 0.9878 |
96
+ | 0.0254 | 32.0 | 3072 | 0.0406 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9176 | 0.9123 | 0.9150 | 171 | 0.9690 | 0.9542 | 0.9615 | 131 | 0.9337 | 0.9383 | 0.9360 | 0.9873 |
97
+ | 0.0269 | 33.0 | 3168 | 0.0383 | 0.9352 | 0.9806 | 0.9573 | 103 | 0.9401 | 0.9181 | 0.9290 | 171 | 0.9692 | 0.9618 | 0.9655 | 131 | 0.9481 | 0.9481 | 0.9481 | 0.9887 |
98
+ | 0.027 | 34.0 | 3264 | 0.0369 | 0.9266 | 0.9806 | 0.9528 | 103 | 0.9123 | 0.9123 | 0.9123 | 171 | 0.9845 | 0.9695 | 0.9769 | 131 | 0.9389 | 0.9481 | 0.9435 | 0.9881 |
99
+ | 0.0284 | 35.0 | 3360 | 0.0364 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9345 | 0.9181 | 0.9263 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9412 | 0.9481 | 0.9446 | 0.9901 |
100
+ | 0.0214 | 36.0 | 3456 | 0.0350 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9349 | 0.9240 | 0.9294 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9462 | 0.9556 | 0.9509 | 0.9903 |
101
+ | 0.0222 | 37.0 | 3552 | 0.0395 | 0.9333 | 0.9515 | 0.9423 | 103 | 0.9123 | 0.9123 | 0.9123 | 171 | 0.9692 | 0.9618 | 0.9655 | 131 | 0.9360 | 0.9383 | 0.9371 | 0.9892 |
102
+ | 0.0232 | 38.0 | 3648 | 0.0444 | 0.8860 | 0.9806 | 0.9309 | 103 | 0.9383 | 0.8889 | 0.9129 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9361 | 0.9407 | 0.9384 | 0.9876 |
103
+ | 0.0221 | 39.0 | 3744 | 0.0411 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9212 | 0.8889 | 0.9048 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9384 | 0.9407 | 0.9396 | 0.9890 |
104
+ | 0.0225 | 40.0 | 3840 | 0.0403 | 0.9327 | 0.9417 | 0.9372 | 103 | 0.8960 | 0.9064 | 0.9012 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9291 | 0.9383 | 0.9337 | 0.9878 |
105
+ | 0.0233 | 41.0 | 3936 | 0.0363 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9290 | 0.9181 | 0.9235 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9435 | 0.9481 | 0.9458 | 0.9895 |
106
+ | 0.0226 | 42.0 | 4032 | 0.0391 | 0.9333 | 0.9515 | 0.9423 | 103 | 0.9341 | 0.9123 | 0.9231 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9479 | 0.9432 | 0.9455 | 0.9901 |
107
+ | 0.0213 | 43.0 | 4128 | 0.0401 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9217 | 0.8947 | 0.9080 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9383 | 0.9383 | 0.9383 | 0.9890 |
108
+ | 0.0197 | 44.0 | 4224 | 0.0417 | 0.9091 | 0.9709 | 0.9390 | 103 | 0.9222 | 0.9006 | 0.9112 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9363 | 0.9432 | 0.9397 | 0.9895 |
109
+ | 0.0188 | 45.0 | 4320 | 0.0393 | 0.9174 | 0.9709 | 0.9434 | 103 | 0.9231 | 0.9123 | 0.9176 | 171 | 0.9692 | 0.9618 | 0.9655 | 131 | 0.9363 | 0.9432 | 0.9397 | 0.9890 |
110
+ | 0.0194 | 46.0 | 4416 | 0.0440 | 0.8938 | 0.9806 | 0.9352 | 103 | 0.9096 | 0.8830 | 0.8961 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9244 | 0.9358 | 0.9301 | 0.9878 |
111
+ | 0.0185 | 47.0 | 4512 | 0.0407 | 0.9340 | 0.9612 | 0.9474 | 103 | 0.9118 | 0.9064 | 0.9091 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9361 | 0.9407 | 0.9384 | 0.9884 |
112
+ | 0.018 | 48.0 | 4608 | 0.0461 | 0.9009 | 0.9709 | 0.9346 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9312 | 0.9358 | 0.9335 | 0.9884 |
113
+ | 0.0172 | 49.0 | 4704 | 0.0439 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9277 | 0.9006 | 0.9139 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9431 | 0.9407 | 0.9419 | 0.9890 |
114
+ | 0.0163 | 50.0 | 4800 | 0.0461 | 0.8929 | 0.9709 | 0.9302 | 103 | 0.9152 | 0.8830 | 0.8988 | 171 | 0.9697 | 0.9771 | 0.9734 | 131 | 0.9267 | 0.9358 | 0.9312 | 0.9865 |
115
+ | 0.0174 | 51.0 | 4896 | 0.0474 | 0.9091 | 0.9709 | 0.9390 | 103 | 0.9146 | 0.8772 | 0.8955 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9333 | 0.9333 | 0.9333 | 0.9878 |
116
+ | 0.0163 | 52.0 | 4992 | 0.0474 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9509 | 0.9064 | 0.9281 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9527 | 0.9457 | 0.9492 | 0.9895 |
117
+ | 0.0169 | 53.0 | 5088 | 0.0492 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9273 | 0.8947 | 0.9107 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9358 | 0.9358 | 0.9358 | 0.9867 |
118
+ | 0.0161 | 54.0 | 5184 | 0.0482 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9053 | 0.8947 | 0.9000 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9337 | 0.9383 | 0.9360 | 0.9884 |
119
+ | 0.0159 | 55.0 | 5280 | 0.0501 | 0.9099 | 0.9806 | 0.9439 | 103 | 0.9281 | 0.9064 | 0.9172 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9389 | 0.9481 | 0.9435 | 0.9884 |
120
+ | 0.0162 | 56.0 | 5376 | 0.0463 | 0.9009 | 0.9709 | 0.9346 | 103 | 0.9202 | 0.8772 | 0.8982 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9333 | 0.9333 | 0.9333 | 0.9867 |
121
+ | 0.014 | 57.0 | 5472 | 0.0471 | 0.9174 | 0.9709 | 0.9434 | 103 | 0.9268 | 0.8889 | 0.9075 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9406 | 0.9383 | 0.9394 | 0.9878 |
122
+ | 0.0138 | 58.0 | 5568 | 0.0450 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9222 | 0.9006 | 0.9112 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9432 | 0.9432 | 0.9432 | 0.9892 |
123
+ | 0.0128 | 59.0 | 5664 | 0.0474 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9333 | 0.9006 | 0.9167 | 171 | 0.9621 | 0.9695 | 0.9658 | 131 | 0.9406 | 0.9383 | 0.9394 | 0.9890 |
124
+ | 0.0152 | 60.0 | 5760 | 0.0434 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9217 | 0.8947 | 0.9080 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9406 | 0.9383 | 0.9394 | 0.9887 |
125
+ | 0.0138 | 61.0 | 5856 | 0.0472 | 0.9238 | 0.9417 | 0.9327 | 103 | 0.9172 | 0.9064 | 0.9118 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9358 | 0.9358 | 0.9358 | 0.9878 |
126
+ | 0.0144 | 62.0 | 5952 | 0.0474 | 0.9245 | 0.9515 | 0.9378 | 103 | 0.9172 | 0.9064 | 0.9118 | 171 | 0.9549 | 0.9695 | 0.9621 | 131 | 0.9314 | 0.9383 | 0.9348 | 0.9881 |
127
+ | 0.0125 | 63.0 | 6048 | 0.0482 | 0.9266 | 0.9806 | 0.9528 | 103 | 0.9172 | 0.9064 | 0.9118 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9389 | 0.9481 | 0.9435 | 0.9887 |
128
+ | 0.0128 | 64.0 | 6144 | 0.0458 | 0.9245 | 0.9515 | 0.9378 | 103 | 0.9157 | 0.8889 | 0.9021 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9355 | 0.9309 | 0.9332 | 0.9887 |
129
+ | 0.0109 | 65.0 | 6240 | 0.0501 | 0.9245 | 0.9515 | 0.9378 | 103 | 0.9172 | 0.9064 | 0.9118 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9360 | 0.9383 | 0.9371 | 0.9884 |
130
+ | 0.0138 | 66.0 | 6336 | 0.0488 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9226 | 0.9064 | 0.9145 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9386 | 0.9432 | 0.9409 | 0.9892 |
131
+ | 0.011 | 67.0 | 6432 | 0.0495 | 0.9107 | 0.9903 | 0.9488 | 103 | 0.9394 | 0.9064 | 0.9226 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9436 | 0.9506 | 0.9471 | 0.9895 |
132
+ | 0.0124 | 68.0 | 6528 | 0.0516 | 0.9182 | 0.9806 | 0.9484 | 103 | 0.9286 | 0.9123 | 0.9204 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9413 | 0.9506 | 0.9459 | 0.9892 |
133
+ | 0.0112 | 69.0 | 6624 | 0.0539 | 0.9266 | 0.9806 | 0.9528 | 103 | 0.9162 | 0.8947 | 0.9053 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9386 | 0.9432 | 0.9409 | 0.9884 |
134
+ | 0.0116 | 70.0 | 6720 | 0.0527 | 0.9099 | 0.9806 | 0.9439 | 103 | 0.9398 | 0.9123 | 0.9258 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9436 | 0.9506 | 0.9471 | 0.9884 |
135
+ | 0.0126 | 71.0 | 6816 | 0.0553 | 0.9245 | 0.9515 | 0.9378 | 103 | 0.9176 | 0.9123 | 0.9150 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9361 | 0.9407 | 0.9384 | 0.9890 |
136
+ | 0.0119 | 72.0 | 6912 | 0.0552 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9281 | 0.9064 | 0.9172 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9407 | 0.9407 | 0.9407 | 0.9878 |
137
+ | 0.0117 | 73.0 | 7008 | 0.0521 | 0.9083 | 0.9612 | 0.9340 | 103 | 0.9167 | 0.9006 | 0.9086 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9314 | 0.9383 | 0.9348 | 0.9878 |
138
+ | 0.0109 | 74.0 | 7104 | 0.0524 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9337 | 0.9064 | 0.9199 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9431 | 0.9407 | 0.9419 | 0.9895 |
139
+ | 0.0119 | 75.0 | 7200 | 0.0502 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9290 | 0.9181 | 0.9235 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9410 | 0.9457 | 0.9433 | 0.9890 |
140
+ | 0.0108 | 76.0 | 7296 | 0.0494 | 0.9167 | 0.9612 | 0.9384 | 103 | 0.9290 | 0.9181 | 0.9235 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9387 | 0.9457 | 0.9422 | 0.9884 |
141
+ | 0.0102 | 77.0 | 7392 | 0.0562 | 0.8850 | 0.9709 | 0.9259 | 103 | 0.9329 | 0.8947 | 0.9134 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9314 | 0.9383 | 0.9348 | 0.9867 |
142
+ | 0.0106 | 78.0 | 7488 | 0.0520 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9226 | 0.9064 | 0.9145 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9384 | 0.9407 | 0.9396 | 0.9884 |
143
+ | 0.01 | 79.0 | 7584 | 0.0536 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9157 | 0.8889 | 0.9021 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9356 | 0.9333 | 0.9345 | 0.9878 |
144
+ | 0.0106 | 80.0 | 7680 | 0.0518 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9222 | 0.9006 | 0.9112 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9409 | 0.9432 | 0.9420 | 0.9887 |
145
+ | 0.0109 | 81.0 | 7776 | 0.0509 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9231 | 0.9123 | 0.9176 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9410 | 0.9457 | 0.9433 | 0.9890 |
146
+ | 0.0107 | 82.0 | 7872 | 0.0536 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9286 | 0.9123 | 0.9204 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9435 | 0.9481 | 0.9458 | 0.9890 |
147
+ | 0.01 | 83.0 | 7968 | 0.0543 | 0.9174 | 0.9709 | 0.9434 | 103 | 0.9329 | 0.8947 | 0.9134 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9431 | 0.9407 | 0.9419 | 0.9878 |
148
+ | 0.0095 | 84.0 | 8064 | 0.0519 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9345 | 0.9181 | 0.9263 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9459 | 0.9506 | 0.9483 | 0.9887 |
149
+ | 0.0089 | 85.0 | 8160 | 0.0534 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9286 | 0.9123 | 0.9204 | 171 | 0.9846 | 0.9771 | 0.9808 | 131 | 0.9458 | 0.9481 | 0.9470 | 0.9890 |
150
+ | 0.0092 | 86.0 | 8256 | 0.0564 | 0.9174 | 0.9709 | 0.9434 | 103 | 0.9268 | 0.8889 | 0.9075 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9406 | 0.9383 | 0.9394 | 0.9873 |
151
+ | 0.009 | 87.0 | 8352 | 0.0552 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9281 | 0.9064 | 0.9172 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9407 | 0.9407 | 0.9407 | 0.9878 |
152
+ | 0.0091 | 88.0 | 8448 | 0.0558 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9341 | 0.9123 | 0.9231 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9432 | 0.9432 | 0.9432 | 0.9881 |
153
+ | 0.0084 | 89.0 | 8544 | 0.0564 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9341 | 0.9123 | 0.9231 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9458 | 0.9481 | 0.9470 | 0.9887 |
154
+ | 0.0083 | 90.0 | 8640 | 0.0559 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9341 | 0.9123 | 0.9231 | 171 | 0.9771 | 0.9771 | 0.9771 | 131 | 0.9458 | 0.9481 | 0.9470 | 0.9884 |
155
+ | 0.0091 | 91.0 | 8736 | 0.0571 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9337 | 0.9064 | 0.9199 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9431 | 0.9407 | 0.9419 | 0.9878 |
156
+ | 0.0091 | 92.0 | 8832 | 0.0549 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9398 | 0.9123 | 0.9258 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9455 | 0.9432 | 0.9444 | 0.9878 |
157
+ | 0.0087 | 93.0 | 8928 | 0.0556 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9341 | 0.9123 | 0.9231 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9432 | 0.9432 | 0.9432 | 0.9881 |
158
+ | 0.01 | 94.0 | 9024 | 0.0554 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9341 | 0.9123 | 0.9231 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9432 | 0.9432 | 0.9432 | 0.9881 |
159
+ | 0.0084 | 95.0 | 9120 | 0.0553 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9341 | 0.9123 | 0.9231 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9432 | 0.9432 | 0.9432 | 0.9881 |
160
+ | 0.0087 | 96.0 | 9216 | 0.0561 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9345 | 0.9181 | 0.9263 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9435 | 0.9481 | 0.9458 | 0.9884 |
161
+ | 0.0085 | 97.0 | 9312 | 0.0559 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9401 | 0.9181 | 0.9290 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9458 | 0.9481 | 0.9470 | 0.9887 |
162
+ | 0.0096 | 98.0 | 9408 | 0.0556 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9341 | 0.9123 | 0.9231 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9432 | 0.9432 | 0.9432 | 0.9884 |
163
+ | 0.0077 | 99.0 | 9504 | 0.0558 | 0.9252 | 0.9612 | 0.9429 | 103 | 0.9341 | 0.9123 | 0.9231 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9432 | 0.9432 | 0.9432 | 0.9884 |
164
+ | 0.0093 | 100.0 | 9600 | 0.0559 | 0.9259 | 0.9709 | 0.9479 | 103 | 0.9401 | 0.9181 | 0.9290 | 171 | 0.9695 | 0.9695 | 0.9695 | 131 | 0.9458 | 0.9481 | 0.9470 | 0.9887 |
165
 
166
 
167
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