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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: |
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- generated_from_trainer |
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model-index: |
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- name: nerugm-seq_bn-rf64-3 |
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results: [] |
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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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# nerugm-seq_bn-rf64-3 |
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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: 0.1331 |
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- Location Precision: 0.7241 |
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- Location Recall: 0.8873 |
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- Location F1: 0.7975 |
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- Location Number: 71 |
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- Organization Precision: 0.6364 |
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- Organization Recall: 0.8615 |
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- Organization F1: 0.7320 |
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- Organization Number: 65 |
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- Person Precision: 0.8303 |
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- Person Recall: 0.9133 |
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- Person F1: 0.8698 |
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- Person Number: 150 |
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- Quantity Precision: 0.725 |
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- Quantity Recall: 0.8788 |
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- Quantity F1: 0.7945 |
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- Quantity Number: 33 |
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- Time Precision: 0.8276 |
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- Time Recall: 0.8571 |
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- Time F1: 0.8421 |
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- Time Number: 28 |
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- Overall Precision: 0.7555 |
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- Overall Recall: 0.8905 |
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- Overall F1: 0.8175 |
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- Overall Accuracy: 0.9595 |
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## Model description |
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More information needed |
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## Intended uses & limitations |
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More information needed |
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## Training and evaluation data |
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More information needed |
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## Training procedure |
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### Training hyperparameters |
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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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### Training results |
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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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| 1.1728 | 1.0 | 106 | 0.6954 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.0 | 0.0 | 0.0 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.0 | 0.0 | 0.0 | 0.8409 | |
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| 0.6741 | 2.0 | 212 | 0.5624 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.3 | 0.02 | 0.0375 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.2 | 0.0086 | 0.0166 | 0.8434 | |
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| 0.5465 | 3.0 | 318 | 0.4474 | 0.2667 | 0.0563 | 0.0930 | 71 | 0.0588 | 0.0154 | 0.0244 | 65 | 0.3982 | 0.3 | 0.3422 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.5 | 0.3214 | 0.3913 | 28 | 0.3554 | 0.1700 | 0.2300 | 0.8737 | |
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| 0.4542 | 4.0 | 424 | 0.3780 | 0.5 | 0.2958 | 0.3717 | 71 | 0.2105 | 0.1231 | 0.1553 | 65 | 0.4637 | 0.5533 | 0.5046 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.5455 | 0.4286 | 0.4800 | 28 | 0.4261 | 0.3573 | 0.3887 | 0.8931 | |
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| 0.3965 | 5.0 | 530 | 0.3349 | 0.4865 | 0.5070 | 0.4966 | 71 | 0.3571 | 0.3846 | 0.3704 | 65 | 0.5194 | 0.7133 | 0.6011 | 150 | 0.1852 | 0.1515 | 0.1667 | 33 | 0.6071 | 0.6071 | 0.6071 | 28 | 0.4691 | 0.5476 | 0.5053 | 0.9120 | |
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| 0.3563 | 6.0 | 636 | 0.3059 | 0.4937 | 0.5493 | 0.52 | 71 | 0.3867 | 0.4462 | 0.4143 | 65 | 0.5648 | 0.8133 | 0.6667 | 150 | 0.3256 | 0.4242 | 0.3684 | 33 | 0.6207 | 0.6429 | 0.6316 | 28 | 0.5023 | 0.6398 | 0.5627 | 0.9197 | |
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| 0.3237 | 7.0 | 742 | 0.2697 | 0.5056 | 0.6338 | 0.5625 | 71 | 0.5345 | 0.4769 | 0.5041 | 65 | 0.6305 | 0.8533 | 0.7252 | 150 | 0.36 | 0.5455 | 0.4337 | 33 | 0.75 | 0.75 | 0.75 | 28 | 0.5678 | 0.7003 | 0.6271 | 0.9277 | |
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| 0.2867 | 8.0 | 848 | 0.2413 | 0.5393 | 0.6761 | 0.6 | 71 | 0.4730 | 0.5385 | 0.5036 | 65 | 0.6806 | 0.8667 | 0.7625 | 150 | 0.3913 | 0.5455 | 0.4557 | 33 | 0.8846 | 0.8214 | 0.8519 | 28 | 0.5962 | 0.7320 | 0.6572 | 0.9311 | |
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| 0.2596 | 9.0 | 954 | 0.2153 | 0.5217 | 0.6761 | 0.5890 | 71 | 0.4789 | 0.5231 | 0.5 | 65 | 0.6935 | 0.86 | 0.7679 | 150 | 0.4545 | 0.6061 | 0.5195 | 33 | 0.9583 | 0.8214 | 0.8846 | 28 | 0.6091 | 0.7320 | 0.6649 | 0.9350 | |
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| 0.2377 | 10.0 | 1060 | 0.2041 | 0.5158 | 0.6901 | 0.5904 | 71 | 0.4684 | 0.5692 | 0.5139 | 65 | 0.7228 | 0.8867 | 0.7964 | 150 | 0.4082 | 0.6061 | 0.4878 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.6060 | 0.7579 | 0.6735 | 0.9372 | |
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| 0.2155 | 11.0 | 1166 | 0.1879 | 0.5652 | 0.7324 | 0.6380 | 71 | 0.475 | 0.5846 | 0.5241 | 65 | 0.7543 | 0.88 | 0.8123 | 150 | 0.4167 | 0.6061 | 0.4938 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.6288 | 0.7666 | 0.6909 | 0.9396 | |
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| 0.201 | 12.0 | 1272 | 0.1844 | 0.5806 | 0.7606 | 0.6585 | 71 | 0.4824 | 0.6308 | 0.5467 | 65 | 0.7557 | 0.8867 | 0.8160 | 150 | 0.4 | 0.6061 | 0.4819 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.6296 | 0.7839 | 0.6983 | 0.9413 | |
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| 0.1888 | 13.0 | 1378 | 0.1667 | 0.6207 | 0.7606 | 0.6835 | 71 | 0.5062 | 0.6308 | 0.5616 | 65 | 0.7811 | 0.88 | 0.8276 | 150 | 0.4444 | 0.6061 | 0.5128 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.6626 | 0.7810 | 0.7169 | 0.9440 | |
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| 0.1831 | 14.0 | 1484 | 0.1618 | 0.6790 | 0.7746 | 0.7237 | 71 | 0.5060 | 0.6462 | 0.5676 | 65 | 0.7751 | 0.8733 | 0.8213 | 150 | 0.4889 | 0.6667 | 0.5641 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.6765 | 0.7896 | 0.7287 | 0.9469 | |
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| 0.1719 | 15.0 | 1590 | 0.1646 | 0.6552 | 0.8028 | 0.7215 | 71 | 0.5465 | 0.7231 | 0.6225 | 65 | 0.7644 | 0.8867 | 0.8210 | 150 | 0.5652 | 0.7879 | 0.6582 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.6809 | 0.8300 | 0.7481 | 0.9486 | |
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| 0.1626 | 16.0 | 1696 | 0.1610 | 0.6706 | 0.8028 | 0.7308 | 71 | 0.5595 | 0.7231 | 0.6309 | 65 | 0.7798 | 0.8733 | 0.8239 | 150 | 0.5532 | 0.7879 | 0.65 | 33 | 0.7879 | 0.9286 | 0.8525 | 28 | 0.6882 | 0.8271 | 0.7513 | 0.9481 | |
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| 0.1614 | 17.0 | 1802 | 0.1579 | 0.6782 | 0.8310 | 0.7468 | 71 | 0.5581 | 0.7385 | 0.6358 | 65 | 0.7836 | 0.8933 | 0.8349 | 150 | 0.5745 | 0.8182 | 0.675 | 33 | 0.7647 | 0.9286 | 0.8387 | 28 | 0.6918 | 0.8473 | 0.7617 | 0.9498 | |
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| 0.1558 | 18.0 | 1908 | 0.1533 | 0.6818 | 0.8451 | 0.7547 | 71 | 0.5412 | 0.7077 | 0.6133 | 65 | 0.7882 | 0.8933 | 0.8375 | 150 | 0.5909 | 0.7879 | 0.6753 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.6969 | 0.8415 | 0.7624 | 0.9503 | |
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| 0.1534 | 19.0 | 2014 | 0.1525 | 0.6897 | 0.8451 | 0.7595 | 71 | 0.5506 | 0.7538 | 0.6364 | 65 | 0.7917 | 0.8867 | 0.8365 | 150 | 0.6047 | 0.7879 | 0.6842 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7017 | 0.8473 | 0.7676 | 0.9513 | |
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| 0.1478 | 20.0 | 2120 | 0.1475 | 0.6889 | 0.8732 | 0.7702 | 71 | 0.5769 | 0.6923 | 0.6294 | 65 | 0.7988 | 0.8733 | 0.8344 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7221 | 0.8386 | 0.7760 | 0.9532 | |
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| 0.1453 | 21.0 | 2226 | 0.1413 | 0.6860 | 0.8310 | 0.7516 | 71 | 0.5789 | 0.6769 | 0.6241 | 65 | 0.8086 | 0.8733 | 0.8397 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7291 | 0.8300 | 0.7763 | 0.9544 | |
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| 0.1433 | 22.0 | 2332 | 0.1566 | 0.6848 | 0.8873 | 0.7730 | 71 | 0.5204 | 0.7846 | 0.6258 | 65 | 0.7824 | 0.8867 | 0.8313 | 150 | 0.6744 | 0.8788 | 0.7632 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.6904 | 0.8674 | 0.7688 | 0.9491 | |
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| 0.1378 | 23.0 | 2438 | 0.1426 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.5426 | 0.7846 | 0.6415 | 65 | 0.8110 | 0.8867 | 0.8471 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7215 | 0.8588 | 0.7842 | 0.9554 | |
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| 0.1366 | 24.0 | 2544 | 0.1437 | 0.6932 | 0.8592 | 0.7673 | 71 | 0.5783 | 0.7385 | 0.6486 | 65 | 0.8012 | 0.8867 | 0.8418 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8125 | 0.9286 | 0.8667 | 28 | 0.7237 | 0.8530 | 0.7831 | 0.9532 | |
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| 0.1332 | 25.0 | 2650 | 0.1421 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.5698 | 0.7538 | 0.6490 | 65 | 0.8049 | 0.88 | 0.8408 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7171 | 0.8473 | 0.7768 | 0.9537 | |
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| 0.135 | 26.0 | 2756 | 0.1382 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.5747 | 0.7692 | 0.6579 | 65 | 0.8160 | 0.8867 | 0.8498 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7315 | 0.8559 | 0.7888 | 0.9568 | |
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| 0.1306 | 27.0 | 2862 | 0.1391 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.5714 | 0.7385 | 0.6443 | 65 | 0.8160 | 0.8867 | 0.8498 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7252 | 0.8444 | 0.7803 | 0.9549 | |
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| 0.1279 | 28.0 | 2968 | 0.1387 | 0.7024 | 0.8310 | 0.7613 | 71 | 0.5778 | 0.8 | 0.6710 | 65 | 0.8148 | 0.88 | 0.8462 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7309 | 0.8530 | 0.7872 | 0.9551 | |
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| 0.1257 | 29.0 | 3074 | 0.1392 | 0.6941 | 0.8310 | 0.7564 | 71 | 0.5806 | 0.8308 | 0.6835 | 65 | 0.8148 | 0.88 | 0.8462 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7304 | 0.8588 | 0.7894 | 0.9539 | |
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| 0.1248 | 30.0 | 3180 | 0.1359 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6071 | 0.7846 | 0.6846 | 65 | 0.8293 | 0.9067 | 0.8662 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7463 | 0.8646 | 0.8011 | 0.9581 | |
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| 0.1244 | 31.0 | 3286 | 0.1318 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6 | 0.7846 | 0.6800 | 65 | 0.8293 | 0.9067 | 0.8662 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7525 | 0.8674 | 0.8059 | 0.9590 | |
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| 0.1183 | 32.0 | 3392 | 0.1373 | 0.7011 | 0.8592 | 0.7722 | 71 | 0.5604 | 0.7846 | 0.6538 | 65 | 0.8171 | 0.8933 | 0.8535 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7317 | 0.8646 | 0.7926 | 0.9559 | |
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| 0.1197 | 33.0 | 3498 | 0.1347 | 0.7011 | 0.8592 | 0.7722 | 71 | 0.5814 | 0.7692 | 0.6623 | 65 | 0.8210 | 0.8867 | 0.8526 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7370 | 0.8559 | 0.7920 | 0.9568 | |
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| 0.1176 | 34.0 | 3604 | 0.1314 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.5952 | 0.7692 | 0.6711 | 65 | 0.8282 | 0.9 | 0.8626 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7456 | 0.8617 | 0.7995 | 0.9564 | |
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| 0.117 | 35.0 | 3710 | 0.1382 | 0.6744 | 0.8169 | 0.7389 | 71 | 0.5618 | 0.7692 | 0.6494 | 65 | 0.8121 | 0.8933 | 0.8508 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7237 | 0.8530 | 0.7831 | 0.9549 | |
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| 0.1139 | 36.0 | 3816 | 0.1380 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.5745 | 0.8308 | 0.6792 | 65 | 0.8110 | 0.8867 | 0.8471 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7288 | 0.8674 | 0.7921 | 0.9547 | |
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| 0.1112 | 37.0 | 3922 | 0.1450 | 0.6818 | 0.8451 | 0.7547 | 71 | 0.5934 | 0.8308 | 0.6923 | 65 | 0.8110 | 0.8867 | 0.8471 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7205 | 0.8617 | 0.7848 | 0.9527 | |
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| 0.1125 | 38.0 | 4028 | 0.1358 | 0.6860 | 0.8310 | 0.7516 | 71 | 0.5862 | 0.7846 | 0.6711 | 65 | 0.8221 | 0.8933 | 0.8562 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7309 | 0.8530 | 0.7872 | 0.9561 | |
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| 0.1098 | 39.0 | 4134 | 0.1335 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.5591 | 0.8 | 0.6582 | 65 | 0.8171 | 0.8933 | 0.8535 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7275 | 0.8617 | 0.7889 | 0.9561 | |
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| 0.1104 | 40.0 | 4240 | 0.1300 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.625 | 0.7692 | 0.6897 | 65 | 0.8171 | 0.8933 | 0.8535 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7506 | 0.8588 | 0.8011 | 0.9585 | |
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| 0.1072 | 41.0 | 4346 | 0.1356 | 0.6860 | 0.8310 | 0.7516 | 71 | 0.5778 | 0.8 | 0.6710 | 65 | 0.8221 | 0.8933 | 0.8562 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7322 | 0.8588 | 0.7905 | 0.9561 | |
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| 0.1083 | 42.0 | 4452 | 0.1364 | 0.6860 | 0.8310 | 0.7516 | 71 | 0.5795 | 0.7846 | 0.6667 | 65 | 0.8171 | 0.8933 | 0.8535 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7291 | 0.8530 | 0.7862 | 0.9551 | |
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| 0.1074 | 43.0 | 4558 | 0.1307 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6203 | 0.7538 | 0.6806 | 65 | 0.8098 | 0.88 | 0.8435 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7475 | 0.8530 | 0.7968 | 0.9576 | |
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| 0.1062 | 44.0 | 4664 | 0.1292 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6220 | 0.7846 | 0.6939 | 65 | 0.8182 | 0.9 | 0.8571 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7538 | 0.8646 | 0.8054 | 0.9588 | |
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| 0.1055 | 45.0 | 4770 | 0.1308 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6329 | 0.7692 | 0.6944 | 65 | 0.8182 | 0.9 | 0.8571 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7531 | 0.8617 | 0.8038 | 0.9585 | |
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| 0.104 | 46.0 | 4876 | 0.1286 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.5977 | 0.8 | 0.6842 | 65 | 0.8221 | 0.8933 | 0.8562 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.75 | 0.8646 | 0.8032 | 0.9588 | |
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| 0.1024 | 47.0 | 4982 | 0.1338 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6 | 0.8308 | 0.6968 | 65 | 0.8182 | 0.9 | 0.8571 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7402 | 0.8703 | 0.8000 | 0.9571 | |
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| 0.1024 | 48.0 | 5088 | 0.1312 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6 | 0.8308 | 0.6968 | 65 | 0.8182 | 0.9 | 0.8571 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7463 | 0.8732 | 0.8048 | 0.9583 | |
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| 0.101 | 49.0 | 5194 | 0.1307 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6265 | 0.8 | 0.7027 | 65 | 0.8182 | 0.9 | 0.8571 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7481 | 0.8646 | 0.8021 | 0.9578 | |
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| 0.0983 | 50.0 | 5300 | 0.1351 | 0.6897 | 0.8451 | 0.7595 | 71 | 0.5914 | 0.8462 | 0.6962 | 65 | 0.8193 | 0.9067 | 0.8608 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7343 | 0.8761 | 0.7989 | 0.9566 | |
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| 0.0992 | 51.0 | 5406 | 0.1324 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8193 | 0.9067 | 0.8608 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7475 | 0.8790 | 0.8079 | 0.9588 | |
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| 0.0995 | 52.0 | 5512 | 0.1327 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6310 | 0.8154 | 0.7114 | 65 | 0.8272 | 0.8933 | 0.8590 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.75 | 0.8646 | 0.8032 | 0.9576 | |
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| 0.097 | 53.0 | 5618 | 0.1409 | 0.6932 | 0.8592 | 0.7673 | 71 | 0.5914 | 0.8462 | 0.6962 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7290 | 0.8761 | 0.7958 | 0.9547 | |
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| 0.0958 | 54.0 | 5724 | 0.1370 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.5978 | 0.8462 | 0.7006 | 65 | 0.8171 | 0.8933 | 0.8535 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7366 | 0.8703 | 0.7979 | 0.9556 | |
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| 0.097 | 55.0 | 5830 | 0.1317 | 0.7381 | 0.8732 | 0.8 | 71 | 0.5934 | 0.8308 | 0.6923 | 65 | 0.8272 | 0.8933 | 0.8590 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.75 | 0.8732 | 0.8069 | 0.9585 | |
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| 0.0966 | 56.0 | 5936 | 0.1350 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8182 | 0.9 | 0.8571 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7390 | 0.8732 | 0.8005 | 0.9571 | |
|
| 0.0937 | 57.0 | 6042 | 0.1313 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8182 | 0.9 | 0.8571 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7475 | 0.8703 | 0.8043 | 0.9583 | |
|
| 0.0959 | 58.0 | 6148 | 0.1333 | 0.6897 | 0.8451 | 0.7595 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8272 | 0.8933 | 0.8590 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7432 | 0.8674 | 0.8005 | 0.9573 | |
|
| 0.092 | 59.0 | 6254 | 0.1344 | 0.6860 | 0.8310 | 0.7516 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8282 | 0.9 | 0.8626 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7420 | 0.8703 | 0.8011 | 0.9566 | |
|
| 0.0932 | 60.0 | 6360 | 0.1304 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8323 | 0.8933 | 0.8617 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7544 | 0.8674 | 0.8070 | 0.9585 | |
|
| 0.0906 | 61.0 | 6466 | 0.1299 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7475 | 0.8703 | 0.8043 | 0.9585 | |
|
| 0.0906 | 62.0 | 6572 | 0.1340 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8293 | 0.9067 | 0.8662 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7475 | 0.8790 | 0.8079 | 0.9573 | |
|
| 0.0919 | 63.0 | 6678 | 0.1313 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8272 | 0.8933 | 0.8590 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7531 | 0.8703 | 0.8075 | 0.9588 | |
|
| 0.0904 | 64.0 | 6784 | 0.1321 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6353 | 0.8308 | 0.7200 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7587 | 0.8790 | 0.8144 | 0.9595 | |
|
| 0.0927 | 65.0 | 6890 | 0.1333 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7415 | 0.8761 | 0.8032 | 0.9571 | |
|
| 0.0884 | 66.0 | 6996 | 0.1370 | 0.6932 | 0.8592 | 0.7673 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7445 | 0.8818 | 0.8074 | 0.9568 | |
|
| 0.0899 | 67.0 | 7102 | 0.1312 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6395 | 0.8462 | 0.7285 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7562 | 0.8847 | 0.8154 | 0.9600 | |
|
| 0.0876 | 68.0 | 7208 | 0.1309 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7512 | 0.8790 | 0.8101 | 0.9590 | |
|
| 0.0893 | 69.0 | 7314 | 0.1296 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7631 | 0.8818 | 0.8182 | 0.9607 | |
|
| 0.0866 | 70.0 | 7420 | 0.1294 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7631 | 0.8818 | 0.8182 | 0.9607 | |
|
| 0.0891 | 71.0 | 7526 | 0.1395 | 0.6854 | 0.8592 | 0.7625 | 71 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7391 | 0.8818 | 0.8042 | 0.9556 | |
|
| 0.0853 | 72.0 | 7632 | 0.1303 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8293 | 0.9067 | 0.8662 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7606 | 0.8790 | 0.8155 | 0.9600 | |
|
| 0.0856 | 73.0 | 7738 | 0.1316 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8293 | 0.9067 | 0.8662 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7512 | 0.8790 | 0.8101 | 0.9595 | |
|
| 0.0858 | 74.0 | 7844 | 0.1282 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8344 | 0.9067 | 0.8690 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7657 | 0.8761 | 0.8172 | 0.9605 | |
|
| 0.086 | 75.0 | 7950 | 0.1297 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6506 | 0.8308 | 0.7297 | 65 | 0.8293 | 0.9067 | 0.8662 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7562 | 0.8761 | 0.8117 | 0.9588 | |
|
| 0.0866 | 76.0 | 8056 | 0.1312 | 0.7209 | 0.8732 | 0.7898 | 71 | 0.6395 | 0.8462 | 0.7285 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7562 | 0.8847 | 0.8154 | 0.9590 | |
|
| 0.0863 | 77.0 | 8162 | 0.1312 | 0.7209 | 0.8732 | 0.7898 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7605 | 0.8876 | 0.8191 | 0.9595 | |
|
| 0.0835 | 78.0 | 8268 | 0.1325 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.75 | 0.8905 | 0.8142 | 0.9593 | |
|
| 0.0842 | 79.0 | 8374 | 0.1358 | 0.7045 | 0.8732 | 0.7799 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7476 | 0.8876 | 0.8116 | 0.9571 | |
|
| 0.085 | 80.0 | 8480 | 0.1352 | 0.7045 | 0.8732 | 0.7799 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7476 | 0.8876 | 0.8116 | 0.9578 | |
|
| 0.0841 | 81.0 | 8586 | 0.1343 | 0.7126 | 0.8732 | 0.7848 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7494 | 0.8876 | 0.8127 | 0.9581 | |
|
| 0.0841 | 82.0 | 8692 | 0.1340 | 0.7045 | 0.8732 | 0.7799 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7458 | 0.8876 | 0.8105 | 0.9581 | |
|
| 0.0842 | 83.0 | 8798 | 0.1333 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7488 | 0.8847 | 0.8111 | 0.9578 | |
|
| 0.0836 | 84.0 | 8904 | 0.1342 | 0.7126 | 0.8732 | 0.7848 | 71 | 0.6222 | 0.8615 | 0.7226 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7494 | 0.8876 | 0.8127 | 0.9581 | |
|
| 0.0838 | 85.0 | 9010 | 0.1347 | 0.6897 | 0.8451 | 0.7595 | 71 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7445 | 0.8818 | 0.8074 | 0.9573 | |
|
| 0.0827 | 86.0 | 9116 | 0.1327 | 0.7209 | 0.8732 | 0.7898 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7624 | 0.8876 | 0.8202 | 0.9602 | |
|
| 0.0821 | 87.0 | 9222 | 0.1330 | 0.7126 | 0.8732 | 0.7848 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7549 | 0.8876 | 0.8159 | 0.9595 | |
|
| 0.0817 | 88.0 | 9328 | 0.1328 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6437 | 0.8615 | 0.7368 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7592 | 0.8905 | 0.8196 | 0.9600 | |
|
| 0.0827 | 89.0 | 9434 | 0.1335 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6292 | 0.8615 | 0.7273 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7537 | 0.8905 | 0.8164 | 0.9585 | |
|
| 0.083 | 90.0 | 9540 | 0.1332 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7574 | 0.8905 | 0.8185 | 0.9597 | |
|
| 0.0833 | 91.0 | 9646 | 0.1347 | 0.7126 | 0.8732 | 0.7848 | 71 | 0.6154 | 0.8615 | 0.7179 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7476 | 0.8876 | 0.8116 | 0.9576 | |
|
| 0.0818 | 92.0 | 9752 | 0.1325 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7549 | 0.8876 | 0.8159 | 0.9600 | |
|
| 0.0807 | 93.0 | 9858 | 0.1317 | 0.7209 | 0.8732 | 0.7898 | 71 | 0.6322 | 0.8462 | 0.7237 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7562 | 0.8847 | 0.8154 | 0.9595 | |
|
| 0.0814 | 94.0 | 9964 | 0.1338 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7537 | 0.8905 | 0.8164 | 0.9585 | |
|
| 0.0826 | 95.0 | 10070 | 0.1336 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7555 | 0.8905 | 0.8175 | 0.9590 | |
|
| 0.0816 | 96.0 | 10176 | 0.1336 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7537 | 0.8905 | 0.8164 | 0.9588 | |
|
| 0.083 | 97.0 | 10282 | 0.1333 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7537 | 0.8905 | 0.8164 | 0.9593 | |
|
| 0.082 | 98.0 | 10388 | 0.1331 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7555 | 0.8905 | 0.8175 | 0.9595 | |
|
| 0.0804 | 99.0 | 10494 | 0.1334 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7537 | 0.8905 | 0.8164 | 0.9593 | |
|
| 0.0806 | 100.0 | 10600 | 0.1331 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7555 | 0.8905 | 0.8175 | 0.9595 | |
|
|
|
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### Framework versions |
|
|
|
- Transformers 4.40.2 |
|
- Pytorch 2.3.0+cu121 |
|
- Datasets 2.19.1 |
|
- Tokenizers 0.19.1 |
|
|
