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nerugm-pt-pl30-4

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  1. README.md +180 -0
  2. nerugm-pt/adapter_config.json +22 -0
  3. nerugm-pt/head_config.json +23 -0
  4. nerugm-pt/pytorch_adapter.bin +3 -0
  5. nerugm-pt/pytorch_model_head.bin +3 -0
  6. runs/May28_00-08-50_indolem-petl-vm/events.out.tfevents.1716854937.indolem-petl-vm.3856759.0 +2 -2
README.md ADDED
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+ ---
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+ license: mit
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+ base_model: indolem/indobert-base-uncased
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: nerugm-pt-pl30-4
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # nerugm-pt-pl30-4
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+
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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: 0.1774
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+ - Location Precision: 0.8312
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+ - Location Recall: 0.8767
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+ - Location F1: 0.8533
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+ - Location Number: 73
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+ - Organization Precision: 0.7042
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+ - Organization Recall: 0.7692
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+ - Organization F1: 0.7353
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+ - Organization Number: 65
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+ - Person Precision: 0.8662
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+ - Person Recall: 0.9067
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+ - Person F1: 0.8860
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+ - Person Number: 150
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+ - Quantity Precision: 0.75
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+ - Quantity Recall: 0.8276
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+ - Quantity F1: 0.7869
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+ - Quantity Number: 29
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+ - Time Precision: 0.8286
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+ - Time Recall: 0.8529
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+ - Time F1: 0.8406
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+ - Time Number: 34
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+ - Overall Precision: 0.8145
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+ - Overall Recall: 0.8632
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+ - Overall F1: 0.8382
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+ - Overall Accuracy: 0.9643
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 5e-05
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+ - train_batch_size: 16
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+ - eval_batch_size: 64
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 100.0
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+
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+ ### Training results
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+
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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 | Quantity Precision | Quantity Recall | Quantity F1 | Quantity Number | Time Precision | Time Recall | Time F1 | Time Number | Overall Precision | Overall Recall | Overall F1 | Overall Accuracy |
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+ |:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
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+ | 1.0203 | 1.0 | 106 | 0.5919 | 0.0 | 0.0 | 0.0 | 73 | 0.0 | 0.0 | 0.0 | 65 | 0.1429 | 0.02 | 0.0351 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.3333 | 0.0294 | 0.0541 | 34 | 0.1081 | 0.0114 | 0.0206 | 0.8400 |
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+ | 0.5053 | 2.0 | 212 | 0.3727 | 0.4286 | 0.2055 | 0.2778 | 73 | 0.0702 | 0.0615 | 0.0656 | 65 | 0.5736 | 0.7533 | 0.6513 | 150 | 0.125 | 0.0690 | 0.0889 | 29 | 0.5152 | 0.5 | 0.5075 | 34 | 0.4467 | 0.4302 | 0.4383 | 0.8952 |
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+ | 0.3221 | 3.0 | 318 | 0.2198 | 0.5532 | 0.7123 | 0.6228 | 73 | 0.2963 | 0.2462 | 0.2689 | 65 | 0.7486 | 0.8933 | 0.8146 | 150 | 0.4872 | 0.6552 | 0.5588 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.6203 | 0.7123 | 0.6631 | 0.9306 |
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+ | 0.2222 | 4.0 | 424 | 0.1765 | 0.6341 | 0.7123 | 0.6710 | 73 | 0.5056 | 0.6923 | 0.5844 | 65 | 0.7895 | 0.9 | 0.8411 | 150 | 0.5789 | 0.7586 | 0.6567 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.6778 | 0.8091 | 0.7377 | 0.9417 |
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+ | 0.1869 | 5.0 | 530 | 0.1599 | 0.6923 | 0.8630 | 0.7683 | 73 | 0.5258 | 0.7846 | 0.6296 | 65 | 0.8036 | 0.9 | 0.8491 | 150 | 0.525 | 0.7241 | 0.6087 | 29 | 0.6977 | 0.8824 | 0.7792 | 34 | 0.6834 | 0.8547 | 0.7595 | 0.9473 |
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+ | 0.169 | 6.0 | 636 | 0.1962 | 0.6333 | 0.7808 | 0.6994 | 73 | 0.5 | 0.8 | 0.6154 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.4694 | 0.7931 | 0.5897 | 29 | 0.6042 | 0.8529 | 0.7073 | 34 | 0.6550 | 0.8547 | 0.7417 | 0.9318 |
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+ | 0.154 | 7.0 | 742 | 0.1468 | 0.6813 | 0.8493 | 0.7561 | 73 | 0.6 | 0.7385 | 0.6621 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6 | 0.8276 | 0.6957 | 29 | 0.6744 | 0.8529 | 0.7532 | 34 | 0.7218 | 0.8575 | 0.7839 | 0.9493 |
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+ | 0.1439 | 8.0 | 848 | 0.1457 | 0.6951 | 0.7808 | 0.7355 | 73 | 0.6047 | 0.8 | 0.6887 | 65 | 0.8373 | 0.9267 | 0.8797 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7073 | 0.8529 | 0.7733 | 34 | 0.7288 | 0.8575 | 0.7880 | 0.9505 |
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+ | 0.1317 | 9.0 | 954 | 0.1383 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.5455 | 0.8308 | 0.6585 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.725 | 0.8529 | 0.7838 | 34 | 0.7303 | 0.8718 | 0.7948 | 0.9525 |
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+ | 0.1261 | 10.0 | 1060 | 0.1303 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.6047 | 0.8 | 0.6887 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7587 | 0.8689 | 0.8101 | 0.9559 |
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+ | 0.1191 | 11.0 | 1166 | 0.1253 | 0.7564 | 0.8082 | 0.7815 | 73 | 0.6711 | 0.7846 | 0.7234 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7667 | 0.8519 | 0.8070 | 0.9596 |
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+ | 0.1131 | 12.0 | 1272 | 0.1430 | 0.6667 | 0.8219 | 0.7362 | 73 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.6744 | 0.8529 | 0.7532 | 34 | 0.7281 | 0.8775 | 0.7959 | 0.9537 |
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+ | 0.1101 | 13.0 | 1378 | 0.1346 | 0.7792 | 0.8219 | 0.8000 | 73 | 0.6395 | 0.8462 | 0.7285 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.55 | 0.7586 | 0.6377 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7568 | 0.8689 | 0.8090 | 0.9564 |
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+ | 0.105 | 14.0 | 1484 | 0.1345 | 0.7294 | 0.8493 | 0.7848 | 73 | 0.6711 | 0.7846 | 0.7234 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.6579 | 0.8621 | 0.7463 | 29 | 0.725 | 0.8529 | 0.7838 | 34 | 0.7663 | 0.8689 | 0.8144 | 0.9591 |
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+ | 0.1043 | 15.0 | 1590 | 0.1266 | 0.75 | 0.8219 | 0.7843 | 73 | 0.6795 | 0.8154 | 0.7413 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7801 | 0.8689 | 0.8221 | 0.9611 |
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+ | 0.0979 | 16.0 | 1696 | 0.1488 | 0.7407 | 0.8219 | 0.7792 | 73 | 0.6322 | 0.8462 | 0.7237 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.5581 | 0.8276 | 0.6667 | 29 | 0.6667 | 0.8235 | 0.7368 | 34 | 0.7415 | 0.8746 | 0.8026 | 0.9527 |
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+ | 0.0954 | 17.0 | 1802 | 0.1349 | 0.775 | 0.8493 | 0.8105 | 73 | 0.6265 | 0.8 | 0.7027 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.6905 | 0.8529 | 0.7632 | 34 | 0.7675 | 0.8746 | 0.8176 | 0.9589 |
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+ | 0.0928 | 18.0 | 1908 | 0.1342 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.725 | 0.8529 | 0.7838 | 34 | 0.7644 | 0.8689 | 0.8133 | 0.9596 |
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+ | 0.0884 | 19.0 | 2014 | 0.1289 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6494 | 0.7692 | 0.7042 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7809 | 0.8632 | 0.8200 | 0.9616 |
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+ | 0.0851 | 20.0 | 2120 | 0.1377 | 0.7229 | 0.8219 | 0.7692 | 73 | 0.6795 | 0.8154 | 0.7413 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.725 | 0.8529 | 0.7838 | 34 | 0.7696 | 0.8661 | 0.8150 | 0.9616 |
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+ | 0.0819 | 21.0 | 2226 | 0.1296 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.6709 | 0.8154 | 0.7361 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7933 | 0.8746 | 0.8320 | 0.9633 |
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+ | 0.0858 | 22.0 | 2332 | 0.1301 | 0.7792 | 0.8219 | 0.8000 | 73 | 0.6353 | 0.8308 | 0.7200 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.7887 | 0.8718 | 0.8281 | 0.9614 |
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+ | 0.0789 | 23.0 | 2438 | 0.1356 | 0.7531 | 0.8356 | 0.7922 | 73 | 0.6986 | 0.7846 | 0.7391 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7969 | 0.8718 | 0.8327 | 0.9628 |
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+ | 0.0763 | 24.0 | 2544 | 0.1364 | 0.7595 | 0.8219 | 0.7895 | 73 | 0.6386 | 0.8154 | 0.7162 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7806 | 0.8718 | 0.8237 | 0.9614 |
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+ | 0.0734 | 25.0 | 2650 | 0.1438 | 0.7375 | 0.8082 | 0.7712 | 73 | 0.6842 | 0.8 | 0.7376 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7073 | 0.8529 | 0.7733 | 34 | 0.7755 | 0.8661 | 0.8183 | 0.9611 |
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+ | 0.0731 | 26.0 | 2756 | 0.1499 | 0.7375 | 0.8082 | 0.7712 | 73 | 0.6579 | 0.7692 | 0.7092 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7679 | 0.8575 | 0.8102 | 0.9589 |
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+ | 0.0704 | 27.0 | 2862 | 0.1502 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.6842 | 0.8 | 0.7376 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.6316 | 0.8276 | 0.7164 | 29 | 0.7179 | 0.8235 | 0.7671 | 34 | 0.7657 | 0.8661 | 0.8128 | 0.9591 |
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+ | 0.0679 | 28.0 | 2968 | 0.1447 | 0.7692 | 0.8219 | 0.7947 | 73 | 0.6835 | 0.8308 | 0.75 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.6571 | 0.7931 | 0.7188 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7821 | 0.8689 | 0.8232 | 0.9619 |
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+ | 0.0657 | 29.0 | 3074 | 0.1336 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8831 | 0.9067 | 0.8947 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.9118 | 0.9118 | 0.9118 | 34 | 0.8037 | 0.8746 | 0.8377 | 0.9646 |
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+ | 0.067 | 30.0 | 3180 | 0.1437 | 0.7763 | 0.8082 | 0.7919 | 73 | 0.6463 | 0.8154 | 0.7211 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7850 | 0.8632 | 0.8223 | 0.9614 |
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+ | 0.0649 | 31.0 | 3286 | 0.1422 | 0.7711 | 0.8767 | 0.8205 | 73 | 0.7042 | 0.7692 | 0.7353 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7368 | 0.8235 | 0.7778 | 34 | 0.7937 | 0.8661 | 0.8283 | 0.9626 |
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+ | 0.0619 | 32.0 | 3392 | 0.1524 | 0.7407 | 0.8219 | 0.7792 | 73 | 0.6322 | 0.8462 | 0.7237 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7733 | 0.8746 | 0.8209 | 0.9594 |
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+ | 0.0616 | 33.0 | 3498 | 0.1474 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.6944 | 0.7692 | 0.7299 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7968 | 0.8604 | 0.8274 | 0.9623 |
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+ | 0.0597 | 34.0 | 3604 | 0.1495 | 0.7778 | 0.8630 | 0.8182 | 73 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7764 | 0.8803 | 0.8251 | 0.9589 |
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+ | 0.0594 | 35.0 | 3710 | 0.1555 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.6709 | 0.8154 | 0.7361 | 65 | 0.8405 | 0.9133 | 0.8754 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7436 | 0.8529 | 0.7945 | 34 | 0.7619 | 0.8661 | 0.8107 | 0.9582 |
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+ | 0.0572 | 36.0 | 3816 | 0.1508 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6667 | 0.8 | 0.7273 | 65 | 0.8710 | 0.9 | 0.8852 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.7932 | 0.8632 | 0.8267 | 0.9626 |
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+ | 0.0543 | 37.0 | 3922 | 0.1685 | 0.7778 | 0.8630 | 0.8182 | 73 | 0.5510 | 0.8308 | 0.6626 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7463 | 0.8718 | 0.8042 | 0.9550 |
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+ | 0.055 | 38.0 | 4028 | 0.1547 | 0.7692 | 0.8219 | 0.7947 | 73 | 0.6623 | 0.7846 | 0.7183 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.7865 | 0.8604 | 0.8218 | 0.9616 |
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+ | 0.051 | 39.0 | 4134 | 0.1454 | 0.8158 | 0.8493 | 0.8322 | 73 | 0.6974 | 0.8154 | 0.7518 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8031 | 0.8718 | 0.8361 | 0.9646 |
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+ | 0.053 | 40.0 | 4240 | 0.1516 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.6235 | 0.8154 | 0.7067 | 65 | 0.8654 | 0.9 | 0.8824 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7778 | 0.8235 | 0.8000 | 34 | 0.7758 | 0.8575 | 0.8146 | 0.9599 |
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+ | 0.0526 | 41.0 | 4346 | 0.1492 | 0.7407 | 0.8219 | 0.7792 | 73 | 0.6623 | 0.7846 | 0.7183 | 65 | 0.8599 | 0.9 | 0.8795 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7706 | 0.8519 | 0.8092 | 0.9591 |
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+ | 0.0497 | 42.0 | 4452 | 0.1492 | 0.8243 | 0.8356 | 0.8299 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8544 | 0.9 | 0.8766 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7838 | 0.8529 | 0.8169 | 34 | 0.7896 | 0.8661 | 0.8261 | 0.9631 |
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+ | 0.0499 | 43.0 | 4558 | 0.1508 | 0.75 | 0.8219 | 0.7843 | 73 | 0.6712 | 0.7538 | 0.7101 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7868 | 0.8519 | 0.8181 | 0.9614 |
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+ | 0.0474 | 44.0 | 4664 | 0.1511 | 0.8182 | 0.8630 | 0.8400 | 73 | 0.6892 | 0.7846 | 0.7338 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8042 | 0.8775 | 0.8392 | 0.9636 |
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+ | 0.0499 | 45.0 | 4770 | 0.1504 | 0.8289 | 0.8630 | 0.8456 | 73 | 0.6842 | 0.8 | 0.7376 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8074 | 0.8718 | 0.8384 | 0.9641 |
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+ | 0.0477 | 46.0 | 4876 | 0.1518 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7881 | 0.8689 | 0.8266 | 0.9626 |
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+ | 0.0463 | 47.0 | 4982 | 0.1598 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.6552 | 0.8769 | 0.75 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7739 | 0.8775 | 0.8224 | 0.9596 |
120
+ | 0.0458 | 48.0 | 5088 | 0.1668 | 0.7590 | 0.8630 | 0.8077 | 73 | 0.6420 | 0.8 | 0.7123 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7766 | 0.8718 | 0.8215 | 0.9599 |
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+ | 0.0428 | 49.0 | 5194 | 0.1631 | 0.7590 | 0.8630 | 0.8077 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7727 | 0.8718 | 0.8193 | 0.9596 |
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+ | 0.0437 | 50.0 | 5300 | 0.1579 | 0.7407 | 0.8219 | 0.7792 | 73 | 0.7164 | 0.7385 | 0.7273 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.7952 | 0.8519 | 0.8226 | 0.9614 |
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+ | 0.0436 | 51.0 | 5406 | 0.1591 | 0.7722 | 0.8356 | 0.8026 | 73 | 0.6579 | 0.7692 | 0.7092 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.7906 | 0.8604 | 0.8240 | 0.9614 |
124
+ | 0.0403 | 52.0 | 5512 | 0.1684 | 0.7778 | 0.8630 | 0.8182 | 73 | 0.6235 | 0.8154 | 0.7067 | 65 | 0.8491 | 0.9 | 0.8738 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7683 | 0.8689 | 0.8155 | 0.9594 |
125
+ | 0.0447 | 53.0 | 5618 | 0.1661 | 0.8182 | 0.8630 | 0.8400 | 73 | 0.6709 | 0.8154 | 0.7361 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7908 | 0.8832 | 0.8345 | 0.9606 |
126
+ | 0.0411 | 54.0 | 5724 | 0.1628 | 0.7692 | 0.8219 | 0.7947 | 73 | 0.6623 | 0.7846 | 0.7183 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.7947 | 0.8604 | 0.8263 | 0.9604 |
127
+ | 0.039 | 55.0 | 5830 | 0.1660 | 0.7692 | 0.8219 | 0.7947 | 73 | 0.6447 | 0.7538 | 0.6950 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.7807 | 0.8519 | 0.8147 | 0.9582 |
128
+ | 0.0416 | 56.0 | 5936 | 0.1561 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6849 | 0.7692 | 0.7246 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8021 | 0.8661 | 0.8329 | 0.9628 |
129
+ | 0.0386 | 57.0 | 6042 | 0.1615 | 0.7654 | 0.8493 | 0.8052 | 73 | 0.7101 | 0.7538 | 0.7313 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7906 | 0.8604 | 0.8240 | 0.9616 |
130
+ | 0.0395 | 58.0 | 6148 | 0.1566 | 0.7590 | 0.8630 | 0.8077 | 73 | 0.7101 | 0.7538 | 0.7313 | 65 | 0.8616 | 0.9133 | 0.8867 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.7974 | 0.8632 | 0.8290 | 0.9626 |
131
+ | 0.0376 | 59.0 | 6254 | 0.1600 | 0.7805 | 0.8767 | 0.8258 | 73 | 0.7059 | 0.7385 | 0.7218 | 65 | 0.8481 | 0.8933 | 0.8701 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7979 | 0.8547 | 0.8253 | 0.9633 |
132
+ | 0.0364 | 60.0 | 6360 | 0.1597 | 0.8267 | 0.8493 | 0.8378 | 73 | 0.6901 | 0.7538 | 0.7206 | 65 | 0.8590 | 0.8933 | 0.8758 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8081 | 0.8519 | 0.8294 | 0.9633 |
133
+ | 0.0362 | 61.0 | 6466 | 0.1642 | 0.84 | 0.8630 | 0.8514 | 73 | 0.6538 | 0.7846 | 0.7133 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8026 | 0.8689 | 0.8345 | 0.9619 |
134
+ | 0.0358 | 62.0 | 6572 | 0.1709 | 0.8 | 0.8767 | 0.8366 | 73 | 0.6892 | 0.7846 | 0.7338 | 65 | 0.8718 | 0.9067 | 0.8889 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8010 | 0.8718 | 0.8349 | 0.9614 |
135
+ | 0.034 | 63.0 | 6678 | 0.1643 | 0.8514 | 0.8630 | 0.8571 | 73 | 0.6892 | 0.7846 | 0.7338 | 65 | 0.8535 | 0.8933 | 0.8730 | 150 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8145 | 0.8632 | 0.8382 | 0.9636 |
136
+ | 0.0353 | 64.0 | 6784 | 0.1625 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7164 | 0.7385 | 0.7273 | 65 | 0.8590 | 0.8933 | 0.8758 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8113 | 0.8575 | 0.8338 | 0.9636 |
137
+ | 0.0335 | 65.0 | 6890 | 0.1712 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7143 | 0.7692 | 0.7407 | 65 | 0.8544 | 0.9 | 0.8766 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7937 | 0.8661 | 0.8283 | 0.9628 |
138
+ | 0.0344 | 66.0 | 6996 | 0.1695 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.6933 | 0.8 | 0.7429 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7969 | 0.8718 | 0.8327 | 0.9623 |
139
+ | 0.0333 | 67.0 | 7102 | 0.1661 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.6849 | 0.7692 | 0.7246 | 65 | 0.8544 | 0.9 | 0.8766 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8 | 0.8661 | 0.8317 | 0.9633 |
140
+ | 0.0344 | 68.0 | 7208 | 0.1680 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7101 | 0.7538 | 0.7313 | 65 | 0.8599 | 0.9 | 0.8795 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.808 | 0.8632 | 0.8347 | 0.9638 |
141
+ | 0.0297 | 69.0 | 7314 | 0.1733 | 0.8 | 0.8767 | 0.8366 | 73 | 0.6582 | 0.8 | 0.7222 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.7907 | 0.8718 | 0.8293 | 0.9619 |
142
+ | 0.0304 | 70.0 | 7420 | 0.1702 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.7183 | 0.7846 | 0.75 | 65 | 0.8535 | 0.8933 | 0.8730 | 150 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8102 | 0.8632 | 0.8359 | 0.9638 |
143
+ | 0.0329 | 71.0 | 7526 | 0.1747 | 0.7831 | 0.8904 | 0.8333 | 73 | 0.6622 | 0.7538 | 0.7050 | 65 | 0.8481 | 0.8933 | 0.8701 | 150 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.7906 | 0.8604 | 0.8240 | 0.9631 |
144
+ | 0.0319 | 72.0 | 7632 | 0.1677 | 0.8243 | 0.8356 | 0.8299 | 73 | 0.6757 | 0.7692 | 0.7194 | 65 | 0.8428 | 0.8933 | 0.8673 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.7947 | 0.8490 | 0.8209 | 0.9619 |
145
+ | 0.0321 | 73.0 | 7738 | 0.1704 | 0.84 | 0.8630 | 0.8514 | 73 | 0.6757 | 0.7692 | 0.7194 | 65 | 0.8544 | 0.9 | 0.8766 | 150 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8102 | 0.8632 | 0.8359 | 0.9646 |
146
+ | 0.0306 | 74.0 | 7844 | 0.1716 | 0.8378 | 0.8493 | 0.8435 | 73 | 0.6712 | 0.7538 | 0.7101 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7968 | 0.8604 | 0.8274 | 0.9628 |
147
+ | 0.0299 | 75.0 | 7950 | 0.1705 | 0.7927 | 0.8904 | 0.8387 | 73 | 0.6892 | 0.7846 | 0.7338 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8042 | 0.8775 | 0.8392 | 0.9641 |
148
+ | 0.0283 | 76.0 | 8056 | 0.1748 | 0.7927 | 0.8904 | 0.8387 | 73 | 0.6711 | 0.7846 | 0.7234 | 65 | 0.8608 | 0.9067 | 0.8831 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.7948 | 0.8718 | 0.8315 | 0.9621 |
149
+ | 0.0303 | 77.0 | 8162 | 0.1707 | 0.7831 | 0.8904 | 0.8333 | 73 | 0.6944 | 0.7692 | 0.7299 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8005 | 0.8689 | 0.8333 | 0.9631 |
150
+ | 0.0279 | 78.0 | 8268 | 0.1707 | 0.7927 | 0.8904 | 0.8387 | 73 | 0.6901 | 0.7538 | 0.7206 | 65 | 0.8671 | 0.9133 | 0.8896 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8047 | 0.8689 | 0.8356 | 0.9636 |
151
+ | 0.0291 | 79.0 | 8374 | 0.1715 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.7101 | 0.7538 | 0.7313 | 65 | 0.8553 | 0.9067 | 0.8803 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8037 | 0.8632 | 0.8324 | 0.9643 |
152
+ | 0.0291 | 80.0 | 8480 | 0.1746 | 0.7952 | 0.9041 | 0.8462 | 73 | 0.6757 | 0.7692 | 0.7194 | 65 | 0.8654 | 0.9 | 0.8824 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8026 | 0.8689 | 0.8345 | 0.9631 |
153
+ | 0.0264 | 81.0 | 8586 | 0.1756 | 0.7831 | 0.8904 | 0.8333 | 73 | 0.6901 | 0.7538 | 0.7206 | 65 | 0.8654 | 0.9 | 0.8824 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.7989 | 0.8604 | 0.8285 | 0.9636 |
154
+ | 0.0266 | 82.0 | 8692 | 0.1753 | 0.7831 | 0.8904 | 0.8333 | 73 | 0.7 | 0.7538 | 0.7259 | 65 | 0.8654 | 0.9 | 0.8824 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8032 | 0.8604 | 0.8308 | 0.9643 |
155
+ | 0.0248 | 83.0 | 8798 | 0.1754 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.7424 | 0.7538 | 0.7481 | 65 | 0.8535 | 0.8933 | 0.8730 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8091 | 0.8575 | 0.8326 | 0.9646 |
156
+ | 0.027 | 84.0 | 8904 | 0.1746 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.6849 | 0.7692 | 0.7246 | 65 | 0.8608 | 0.9067 | 0.8831 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8112 | 0.8689 | 0.8391 | 0.9648 |
157
+ | 0.0278 | 85.0 | 9010 | 0.1817 | 0.7927 | 0.8904 | 0.8387 | 73 | 0.6806 | 0.7538 | 0.7153 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.7937 | 0.8661 | 0.8283 | 0.9628 |
158
+ | 0.0266 | 86.0 | 9116 | 0.1775 | 0.7927 | 0.8904 | 0.8387 | 73 | 0.7101 | 0.7538 | 0.7313 | 65 | 0.8544 | 0.9 | 0.8766 | 150 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8037 | 0.8632 | 0.8324 | 0.9648 |
159
+ | 0.0261 | 87.0 | 9222 | 0.1777 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.6623 | 0.7846 | 0.7183 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8042 | 0.8661 | 0.8340 | 0.9641 |
160
+ | 0.0276 | 88.0 | 9328 | 0.1769 | 0.8205 | 0.8767 | 0.8477 | 73 | 0.6944 | 0.7692 | 0.7299 | 65 | 0.8599 | 0.9 | 0.8795 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8053 | 0.8604 | 0.8320 | 0.9633 |
161
+ | 0.0261 | 89.0 | 9434 | 0.1797 | 0.7805 | 0.8767 | 0.8258 | 73 | 0.6806 | 0.7538 | 0.7153 | 65 | 0.8599 | 0.9 | 0.8795 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.7963 | 0.8575 | 0.8258 | 0.9631 |
162
+ | 0.0251 | 90.0 | 9540 | 0.1772 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.7042 | 0.7692 | 0.7353 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8107 | 0.8661 | 0.8375 | 0.9651 |
163
+ | 0.0243 | 91.0 | 9646 | 0.1792 | 0.7901 | 0.8767 | 0.8312 | 73 | 0.7206 | 0.7538 | 0.7368 | 65 | 0.8599 | 0.9 | 0.8795 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8048 | 0.8575 | 0.8303 | 0.9646 |
164
+ | 0.0246 | 92.0 | 9752 | 0.1793 | 0.8125 | 0.8904 | 0.8497 | 73 | 0.7 | 0.7538 | 0.7259 | 65 | 0.8599 | 0.9 | 0.8795 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8075 | 0.8604 | 0.8331 | 0.9636 |
165
+ | 0.0252 | 93.0 | 9858 | 0.1780 | 0.8333 | 0.8904 | 0.8609 | 73 | 0.6892 | 0.7846 | 0.7338 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8138 | 0.8718 | 0.8418 | 0.9641 |
166
+ | 0.0252 | 94.0 | 9964 | 0.1769 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.7042 | 0.7692 | 0.7353 | 65 | 0.8599 | 0.9 | 0.8795 | 150 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8145 | 0.8632 | 0.8382 | 0.9641 |
167
+ | 0.0241 | 95.0 | 10070 | 0.1783 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.6944 | 0.7692 | 0.7299 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8150 | 0.8661 | 0.8398 | 0.9636 |
168
+ | 0.0239 | 96.0 | 10176 | 0.1762 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.7042 | 0.7692 | 0.7353 | 65 | 0.8544 | 0.9 | 0.8766 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8097 | 0.8604 | 0.8343 | 0.9638 |
169
+ | 0.0226 | 97.0 | 10282 | 0.1785 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.7042 | 0.7692 | 0.7353 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8145 | 0.8632 | 0.8382 | 0.9643 |
170
+ | 0.0244 | 98.0 | 10388 | 0.1786 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.7042 | 0.7692 | 0.7353 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8056 | 0.8529 | 0.8286 | 34 | 0.8123 | 0.8632 | 0.8370 | 0.9641 |
171
+ | 0.0244 | 99.0 | 10494 | 0.1773 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.7042 | 0.7692 | 0.7353 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8145 | 0.8632 | 0.8382 | 0.9646 |
172
+ | 0.0265 | 100.0 | 10600 | 0.1774 | 0.8312 | 0.8767 | 0.8533 | 73 | 0.7042 | 0.7692 | 0.7353 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8286 | 0.8529 | 0.8406 | 34 | 0.8145 | 0.8632 | 0.8382 | 0.9643 |
173
+
174
+
175
+ ### Framework versions
176
+
177
+ - Transformers 4.39.3
178
+ - Pytorch 2.3.0+cu121
179
+ - Datasets 2.19.1
180
+ - Tokenizers 0.15.2
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