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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-lora-r8-4 |
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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-lora-r8-4 |
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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: 0.1361 |
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- Location Precision: 0.7470 |
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- Location Recall: 0.8493 |
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- Location F1: 0.7949 |
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- Location Number: 73 |
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- Organization Precision: 0.6667 |
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- Organization Recall: 0.8308 |
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- Organization F1: 0.7397 |
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- Organization Number: 65 |
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- Person Precision: 0.8466 |
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- Person Recall: 0.92 |
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- Person F1: 0.8818 |
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- Person Number: 150 |
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- Quantity Precision: 0.6111 |
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- Quantity Recall: 0.7586 |
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- Quantity F1: 0.6769 |
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- Quantity Number: 29 |
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- Time Precision: 0.7317 |
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- Time Recall: 0.8824 |
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- Time F1: 0.8 |
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- Time Number: 34 |
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- Overall Precision: 0.7574 |
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- Overall Recall: 0.8718 |
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- Overall F1: 0.8106 |
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- Overall Accuracy: 0.9564 |
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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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| 1.2587 | 1.0 | 106 | 0.7307 | 0.0 | 0.0 | 0.0 | 73 | 0.0 | 0.0 | 0.0 | 65 | 0.0 | 0.0 | 0.0 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.0 | 0.0 | 0.0 | 34 | 0.0 | 0.0 | 0.0 | 0.8366 | |
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| 0.7063 | 2.0 | 212 | 0.6230 | 0.0 | 0.0 | 0.0 | 73 | 0.0 | 0.0 | 0.0 | 65 | 0.1667 | 0.0067 | 0.0128 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.0 | 0.0 | 0.0 | 34 | 0.1429 | 0.0028 | 0.0056 | 0.8376 | |
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| 0.612 | 3.0 | 318 | 0.5286 | 0.3333 | 0.0137 | 0.0263 | 73 | 0.0 | 0.0 | 0.0 | 65 | 0.3158 | 0.04 | 0.0710 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.0 | 0.0 | 0.0 | 34 | 0.2121 | 0.0199 | 0.0365 | 0.8437 | |
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| 0.5187 | 4.0 | 424 | 0.4289 | 0.5833 | 0.0959 | 0.1647 | 73 | 0.0769 | 0.0154 | 0.0256 | 65 | 0.3542 | 0.2267 | 0.2764 | 150 | 0.0 | 0.0 | 0.0 | 29 | 0.3889 | 0.2059 | 0.2692 | 34 | 0.3525 | 0.1396 | 0.2 | 0.8700 | |
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| 0.4206 | 5.0 | 530 | 0.3427 | 0.5 | 0.3425 | 0.4065 | 73 | 0.3590 | 0.2154 | 0.2692 | 65 | 0.6626 | 0.72 | 0.6901 | 150 | 0.125 | 0.0345 | 0.0541 | 29 | 0.6061 | 0.5882 | 0.5970 | 34 | 0.5734 | 0.4786 | 0.5217 | 0.9094 | |
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| 0.3388 | 6.0 | 636 | 0.2868 | 0.5366 | 0.6027 | 0.5677 | 73 | 0.4091 | 0.4154 | 0.4122 | 65 | 0.7181 | 0.9 | 0.7988 | 150 | 0.375 | 0.4138 | 0.3934 | 29 | 0.6842 | 0.7647 | 0.7222 | 34 | 0.6010 | 0.6952 | 0.6446 | 0.9271 | |
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| 0.2819 | 7.0 | 742 | 0.2395 | 0.5333 | 0.6575 | 0.5890 | 73 | 0.3867 | 0.4462 | 0.4143 | 65 | 0.7514 | 0.9067 | 0.8218 | 150 | 0.4 | 0.4828 | 0.4375 | 29 | 0.6923 | 0.7941 | 0.7397 | 34 | 0.6048 | 0.7236 | 0.6589 | 0.9308 | |
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| 0.2487 | 8.0 | 848 | 0.2158 | 0.5851 | 0.7534 | 0.6587 | 73 | 0.4375 | 0.5385 | 0.4828 | 65 | 0.7640 | 0.9067 | 0.8293 | 150 | 0.3824 | 0.4483 | 0.4127 | 29 | 0.675 | 0.7941 | 0.7297 | 34 | 0.6244 | 0.7578 | 0.6847 | 0.9363 | |
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| 0.2255 | 9.0 | 954 | 0.2009 | 0.6211 | 0.8082 | 0.7024 | 73 | 0.4667 | 0.6462 | 0.5419 | 65 | 0.7816 | 0.9067 | 0.8395 | 150 | 0.4062 | 0.4483 | 0.4262 | 29 | 0.6341 | 0.7647 | 0.6933 | 34 | 0.6389 | 0.7863 | 0.7050 | 0.9375 | |
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| 0.2062 | 10.0 | 1060 | 0.1921 | 0.6630 | 0.8356 | 0.7394 | 73 | 0.4946 | 0.7077 | 0.5823 | 65 | 0.7667 | 0.92 | 0.8364 | 150 | 0.5 | 0.5517 | 0.5246 | 29 | 0.7 | 0.8235 | 0.7568 | 34 | 0.6613 | 0.8234 | 0.7335 | 0.9419 | |
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| 0.1965 | 11.0 | 1166 | 0.1852 | 0.625 | 0.8219 | 0.7101 | 73 | 0.4898 | 0.7385 | 0.5890 | 65 | 0.7697 | 0.9133 | 0.8354 | 150 | 0.5 | 0.6207 | 0.5538 | 29 | 0.6512 | 0.8235 | 0.7273 | 34 | 0.6452 | 0.8291 | 0.7257 | 0.9397 | |
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| 0.1818 | 12.0 | 1272 | 0.1794 | 0.6598 | 0.8767 | 0.7529 | 73 | 0.4848 | 0.7385 | 0.5854 | 65 | 0.7861 | 0.9067 | 0.8421 | 150 | 0.4474 | 0.5862 | 0.5075 | 29 | 0.6444 | 0.8529 | 0.7342 | 34 | 0.6504 | 0.8376 | 0.7323 | 0.9419 | |
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| 0.1747 | 13.0 | 1378 | 0.1656 | 0.6813 | 0.8493 | 0.7561 | 73 | 0.5393 | 0.7385 | 0.6234 | 65 | 0.7771 | 0.9067 | 0.8369 | 150 | 0.5588 | 0.6552 | 0.6032 | 29 | 0.7179 | 0.8235 | 0.7671 | 34 | 0.6846 | 0.8348 | 0.7522 | 0.9468 | |
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| 0.1723 | 14.0 | 1484 | 0.1645 | 0.7045 | 0.8493 | 0.7702 | 73 | 0.5 | 0.7538 | 0.6012 | 65 | 0.8 | 0.9067 | 0.8500 | 150 | 0.5 | 0.6207 | 0.5538 | 29 | 0.6364 | 0.8235 | 0.7179 | 34 | 0.6720 | 0.8348 | 0.7446 | 0.9456 | |
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| 0.1626 | 15.0 | 1590 | 0.1666 | 0.6632 | 0.8630 | 0.75 | 73 | 0.5053 | 0.7385 | 0.6 | 65 | 0.7953 | 0.9067 | 0.8474 | 150 | 0.5 | 0.6552 | 0.5672 | 29 | 0.6818 | 0.8824 | 0.7692 | 34 | 0.6682 | 0.8433 | 0.7456 | 0.9441 | |
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| 0.1582 | 16.0 | 1696 | 0.1590 | 0.6630 | 0.8356 | 0.7394 | 73 | 0.5455 | 0.7385 | 0.6275 | 65 | 0.8047 | 0.9067 | 0.8527 | 150 | 0.5789 | 0.7586 | 0.6567 | 29 | 0.6591 | 0.8529 | 0.7436 | 34 | 0.6868 | 0.8433 | 0.7570 | 0.9473 | |
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| 0.1556 | 17.0 | 1802 | 0.1609 | 0.6889 | 0.8493 | 0.7607 | 73 | 0.5161 | 0.7385 | 0.6076 | 65 | 0.8 | 0.9067 | 0.8500 | 150 | 0.5526 | 0.7241 | 0.6269 | 29 | 0.6818 | 0.8824 | 0.7692 | 34 | 0.6828 | 0.8462 | 0.7557 | 0.9471 | |
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| 0.1521 | 18.0 | 1908 | 0.1528 | 0.7045 | 0.8493 | 0.7702 | 73 | 0.5333 | 0.7385 | 0.6194 | 65 | 0.8155 | 0.9133 | 0.8616 | 150 | 0.5676 | 0.7241 | 0.6364 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.7019 | 0.8519 | 0.7696 | 0.9498 | |
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| 0.1507 | 19.0 | 2014 | 0.1536 | 0.7126 | 0.8493 | 0.7750 | 73 | 0.5319 | 0.7692 | 0.6289 | 65 | 0.8036 | 0.9 | 0.8491 | 150 | 0.5405 | 0.6897 | 0.6061 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.6946 | 0.8490 | 0.7641 | 0.9491 | |
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| 0.1426 | 20.0 | 2120 | 0.1492 | 0.7126 | 0.8493 | 0.7750 | 73 | 0.5542 | 0.7077 | 0.6216 | 65 | 0.8133 | 0.9 | 0.8544 | 150 | 0.5135 | 0.6552 | 0.5758 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.7043 | 0.8348 | 0.7640 | 0.9500 | |
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| 0.1406 | 21.0 | 2226 | 0.1474 | 0.7241 | 0.8630 | 0.7875 | 73 | 0.5595 | 0.7231 | 0.6309 | 65 | 0.8024 | 0.8933 | 0.8454 | 150 | 0.5405 | 0.6897 | 0.6061 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7074 | 0.8405 | 0.7682 | 0.9525 | |
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| 0.1375 | 22.0 | 2332 | 0.1531 | 0.6923 | 0.8630 | 0.7683 | 73 | 0.5213 | 0.7538 | 0.6164 | 65 | 0.8 | 0.9067 | 0.8500 | 150 | 0.5676 | 0.7241 | 0.6364 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.6897 | 0.8547 | 0.7634 | 0.9478 | |
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| 0.1359 | 23.0 | 2438 | 0.1470 | 0.7294 | 0.8493 | 0.7848 | 73 | 0.5484 | 0.7846 | 0.6456 | 65 | 0.8144 | 0.9067 | 0.8580 | 150 | 0.5676 | 0.7241 | 0.6364 | 29 | 0.7442 | 0.9412 | 0.8312 | 34 | 0.7106 | 0.8604 | 0.7784 | 0.9527 | |
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| 0.1326 | 24.0 | 2544 | 0.1508 | 0.7191 | 0.8767 | 0.7901 | 73 | 0.5506 | 0.7538 | 0.6364 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.7139 | 0.8604 | 0.7804 | 0.9518 | |
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| 0.1278 | 25.0 | 2650 | 0.1543 | 0.7 | 0.8630 | 0.7730 | 73 | 0.5319 | 0.7692 | 0.6289 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.7047 | 0.8632 | 0.7759 | 0.9493 | |
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| 0.1302 | 26.0 | 2756 | 0.1448 | 0.7176 | 0.8356 | 0.7722 | 73 | 0.5357 | 0.6923 | 0.6040 | 65 | 0.8133 | 0.9 | 0.8544 | 150 | 0.5833 | 0.7241 | 0.6462 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.7077 | 0.8348 | 0.7660 | 0.9505 | |
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| 0.1266 | 27.0 | 2862 | 0.1450 | 0.7093 | 0.8356 | 0.7673 | 73 | 0.5595 | 0.7231 | 0.6309 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7215 | 0.8490 | 0.7801 | 0.9527 | |
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| 0.1244 | 28.0 | 2968 | 0.1475 | 0.6889 | 0.8493 | 0.7607 | 73 | 0.5698 | 0.7538 | 0.6490 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.5789 | 0.7586 | 0.6567 | 29 | 0.6977 | 0.8824 | 0.7792 | 34 | 0.7126 | 0.8547 | 0.7772 | 0.9520 | |
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| 0.1223 | 29.0 | 3074 | 0.1505 | 0.7111 | 0.8767 | 0.7853 | 73 | 0.5506 | 0.7538 | 0.6364 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.5676 | 0.7241 | 0.6364 | 29 | 0.6977 | 0.8824 | 0.7792 | 34 | 0.7116 | 0.8575 | 0.7778 | 0.9508 | |
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| 0.1216 | 30.0 | 3180 | 0.1403 | 0.7176 | 0.8356 | 0.7722 | 73 | 0.5823 | 0.7077 | 0.6389 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.5882 | 0.6897 | 0.6349 | 29 | 0.8205 | 0.9412 | 0.8767 | 34 | 0.7338 | 0.8405 | 0.7835 | 0.9537 | |
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| 0.1197 | 31.0 | 3286 | 0.1418 | 0.7093 | 0.8356 | 0.7673 | 73 | 0.5732 | 0.7231 | 0.6395 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6286 | 0.7586 | 0.6875 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7328 | 0.8519 | 0.7879 | 0.9535 | |
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| 0.1175 | 32.0 | 3392 | 0.1450 | 0.7126 | 0.8493 | 0.7750 | 73 | 0.5682 | 0.7692 | 0.6536 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7225 | 0.8604 | 0.7854 | 0.9527 | |
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| 0.1178 | 33.0 | 3498 | 0.1420 | 0.7126 | 0.8493 | 0.7750 | 73 | 0.5529 | 0.7231 | 0.6267 | 65 | 0.8242 | 0.9067 | 0.8635 | 150 | 0.6571 | 0.7931 | 0.7188 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7222 | 0.8519 | 0.7817 | 0.9520 | |
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| 0.1142 | 34.0 | 3604 | 0.1420 | 0.7126 | 0.8493 | 0.7750 | 73 | 0.5663 | 0.7231 | 0.6351 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7257 | 0.8519 | 0.7837 | 0.9532 | |
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| 0.1159 | 35.0 | 3710 | 0.1450 | 0.7241 | 0.8630 | 0.7875 | 73 | 0.5647 | 0.7385 | 0.64 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6154 | 0.8276 | 0.7059 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7266 | 0.8632 | 0.7891 | 0.9532 | |
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| 0.1131 | 36.0 | 3816 | 0.1435 | 0.7079 | 0.8630 | 0.7778 | 73 | 0.5698 | 0.7538 | 0.6490 | 65 | 0.8405 | 0.9133 | 0.8754 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7260 | 0.8604 | 0.7875 | 0.9540 | |
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| 0.113 | 37.0 | 3922 | 0.1523 | 0.7045 | 0.8493 | 0.7702 | 73 | 0.5306 | 0.8 | 0.6380 | 65 | 0.8155 | 0.9133 | 0.8616 | 150 | 0.5641 | 0.7586 | 0.6471 | 29 | 0.6977 | 0.8824 | 0.7792 | 34 | 0.6950 | 0.8632 | 0.7700 | 0.9493 | |
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| 0.1122 | 38.0 | 4028 | 0.1412 | 0.7294 | 0.8493 | 0.7848 | 73 | 0.5949 | 0.7231 | 0.6528 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7268 | 0.8490 | 0.7832 | 0.9535 | |
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| 0.1097 | 39.0 | 4134 | 0.1437 | 0.7241 | 0.8630 | 0.7875 | 73 | 0.5495 | 0.7692 | 0.6410 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7187 | 0.8661 | 0.7855 | 0.9532 | |
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| 0.1098 | 40.0 | 4240 | 0.1413 | 0.7209 | 0.8493 | 0.7799 | 73 | 0.5698 | 0.7538 | 0.6490 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7236 | 0.8575 | 0.7849 | 0.9540 | |
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| 0.1078 | 41.0 | 4346 | 0.1426 | 0.7412 | 0.8630 | 0.7975 | 73 | 0.5765 | 0.7538 | 0.6533 | 65 | 0.8232 | 0.9 | 0.8599 | 150 | 0.5789 | 0.7586 | 0.6567 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7222 | 0.8519 | 0.7817 | 0.9535 | |
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| 0.1095 | 42.0 | 4452 | 0.1465 | 0.7241 | 0.8630 | 0.7875 | 73 | 0.5435 | 0.7692 | 0.6369 | 65 | 0.8282 | 0.9 | 0.8626 | 150 | 0.525 | 0.7241 | 0.6087 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7052 | 0.8519 | 0.7716 | 0.9525 | |
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| 0.1082 | 43.0 | 4558 | 0.1410 | 0.7209 | 0.8493 | 0.7799 | 73 | 0.5854 | 0.7385 | 0.6531 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7246 | 0.8547 | 0.7843 | 0.9542 | |
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| 0.1065 | 44.0 | 4664 | 0.1387 | 0.7326 | 0.8630 | 0.7925 | 73 | 0.5854 | 0.7385 | 0.6531 | 65 | 0.8193 | 0.9067 | 0.8608 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7257 | 0.8519 | 0.7837 | 0.9542 | |
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| 0.1058 | 45.0 | 4770 | 0.1392 | 0.7442 | 0.8767 | 0.8050 | 73 | 0.5976 | 0.7538 | 0.6667 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7354 | 0.8632 | 0.7942 | 0.9555 | |
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| 0.1033 | 46.0 | 4876 | 0.1364 | 0.7294 | 0.8493 | 0.7848 | 73 | 0.5854 | 0.7385 | 0.6531 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.6 | 0.7241 | 0.6562 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7333 | 0.8462 | 0.7857 | 0.9542 | |
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| 0.1057 | 47.0 | 4982 | 0.1411 | 0.7241 | 0.8630 | 0.7875 | 73 | 0.5765 | 0.7538 | 0.6533 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.5897 | 0.7931 | 0.6765 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7249 | 0.8632 | 0.7880 | 0.9547 | |
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| 0.1062 | 48.0 | 5088 | 0.1432 | 0.7442 | 0.8767 | 0.8050 | 73 | 0.6049 | 0.7538 | 0.6712 | 65 | 0.8323 | 0.9267 | 0.8770 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7367 | 0.8689 | 0.7974 | 0.9547 | |
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| 0.1006 | 49.0 | 5194 | 0.1407 | 0.7326 | 0.8630 | 0.7925 | 73 | 0.5976 | 0.7538 | 0.6667 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7348 | 0.8604 | 0.7927 | 0.9552 | |
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| 0.1004 | 50.0 | 5300 | 0.1403 | 0.7442 | 0.8767 | 0.8050 | 73 | 0.5814 | 0.7692 | 0.6623 | 65 | 0.8373 | 0.9267 | 0.8797 | 150 | 0.5676 | 0.7241 | 0.6364 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7290 | 0.8661 | 0.7917 | 0.9545 | |
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| 0.1004 | 51.0 | 5406 | 0.1399 | 0.7209 | 0.8493 | 0.7799 | 73 | 0.5833 | 0.7538 | 0.6577 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.5833 | 0.7241 | 0.6462 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7246 | 0.8547 | 0.7843 | 0.9545 | |
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| 0.1 | 52.0 | 5512 | 0.1423 | 0.7326 | 0.8630 | 0.7925 | 73 | 0.5904 | 0.7538 | 0.6622 | 65 | 0.8313 | 0.92 | 0.8734 | 150 | 0.5897 | 0.7931 | 0.6765 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7284 | 0.8632 | 0.7901 | 0.9542 | |
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| 0.099 | 53.0 | 5618 | 0.1469 | 0.7209 | 0.8493 | 0.7799 | 73 | 0.5368 | 0.7846 | 0.6375 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.575 | 0.7931 | 0.6667 | 29 | 0.6977 | 0.8824 | 0.7792 | 34 | 0.7063 | 0.8632 | 0.7769 | 0.9525 | |
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| 0.0966 | 54.0 | 5724 | 0.1407 | 0.7093 | 0.8356 | 0.7673 | 73 | 0.5667 | 0.7846 | 0.6581 | 65 | 0.8293 | 0.9067 | 0.8662 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7177 | 0.8547 | 0.7802 | 0.9527 | |
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| 0.0993 | 55.0 | 5830 | 0.1426 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.5532 | 0.8 | 0.6541 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.5641 | 0.7586 | 0.6471 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7170 | 0.8661 | 0.7845 | 0.9540 | |
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| 0.0987 | 56.0 | 5936 | 0.1403 | 0.7126 | 0.8493 | 0.7750 | 73 | 0.5862 | 0.7846 | 0.6711 | 65 | 0.8373 | 0.9267 | 0.8797 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7290 | 0.8661 | 0.7917 | 0.9547 | |
|
| 0.0994 | 57.0 | 6042 | 0.1433 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.5474 | 0.8 | 0.65 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7238 | 0.8661 | 0.7886 | 0.9530 | |
|
| 0.0975 | 58.0 | 6148 | 0.1404 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.5714 | 0.8 | 0.6667 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7308 | 0.8661 | 0.7927 | 0.9540 | |
|
| 0.0976 | 59.0 | 6254 | 0.1359 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6145 | 0.7846 | 0.6892 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.5833 | 0.7241 | 0.6462 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7445 | 0.8632 | 0.7995 | 0.9562 | |
|
| 0.0964 | 60.0 | 6360 | 0.1385 | 0.7176 | 0.8356 | 0.7722 | 73 | 0.6190 | 0.8 | 0.6980 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7372 | 0.8632 | 0.7953 | 0.9557 | |
|
| 0.0954 | 61.0 | 6466 | 0.1355 | 0.7262 | 0.8356 | 0.7771 | 73 | 0.6190 | 0.8 | 0.6980 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7420 | 0.8604 | 0.7968 | 0.9555 | |
|
| 0.0938 | 62.0 | 6572 | 0.1392 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.8405 | 0.9133 | 0.8754 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7481 | 0.8632 | 0.8016 | 0.9559 | |
|
| 0.0935 | 63.0 | 6678 | 0.1419 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.6023 | 0.8154 | 0.6928 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7325 | 0.8661 | 0.7937 | 0.9542 | |
|
| 0.0943 | 64.0 | 6784 | 0.1351 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.8373 | 0.9267 | 0.8797 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7537 | 0.8718 | 0.8085 | 0.9572 | |
|
| 0.093 | 65.0 | 6890 | 0.1373 | 0.7209 | 0.8493 | 0.7799 | 73 | 0.6463 | 0.8154 | 0.7211 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7457 | 0.8689 | 0.8026 | 0.9555 | |
|
| 0.0922 | 66.0 | 6996 | 0.1363 | 0.7590 | 0.8630 | 0.8077 | 73 | 0.6341 | 0.8 | 0.7075 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7518 | 0.8718 | 0.8074 | 0.9569 | |
|
| 0.0912 | 67.0 | 7102 | 0.1376 | 0.75 | 0.8630 | 0.8025 | 73 | 0.6463 | 0.8154 | 0.7211 | 65 | 0.8405 | 0.9133 | 0.8754 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7494 | 0.8689 | 0.8047 | 0.9557 | |
|
| 0.0908 | 68.0 | 7208 | 0.1389 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.6386 | 0.8154 | 0.7162 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7488 | 0.8661 | 0.8032 | 0.9559 | |
|
| 0.0905 | 69.0 | 7314 | 0.1376 | 0.7294 | 0.8493 | 0.7848 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6053 | 0.7931 | 0.6866 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.75 | 0.8718 | 0.8063 | 0.9564 | |
|
| 0.0913 | 70.0 | 7420 | 0.1340 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.6296 | 0.7846 | 0.6986 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.5833 | 0.7241 | 0.6462 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7481 | 0.8632 | 0.8016 | 0.9564 | |
|
| 0.0916 | 71.0 | 7526 | 0.1396 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7458 | 0.8775 | 0.8063 | 0.9552 | |
|
| 0.0902 | 72.0 | 7632 | 0.1355 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7556 | 0.8718 | 0.8095 | 0.9569 | |
|
| 0.0912 | 73.0 | 7738 | 0.1356 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7556 | 0.8718 | 0.8095 | 0.9567 | |
|
| 0.0892 | 74.0 | 7844 | 0.1321 | 0.7590 | 0.8630 | 0.8077 | 73 | 0.6364 | 0.7538 | 0.6901 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.5833 | 0.7241 | 0.6462 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7569 | 0.8604 | 0.8053 | 0.9567 | |
|
| 0.0895 | 75.0 | 7950 | 0.1352 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6456 | 0.7846 | 0.7083 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7587 | 0.8689 | 0.8101 | 0.9562 | |
|
| 0.0905 | 76.0 | 8056 | 0.1348 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.5833 | 0.7241 | 0.6462 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7543 | 0.8661 | 0.8064 | 0.9562 | |
|
| 0.0895 | 77.0 | 8162 | 0.1344 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7612 | 0.8718 | 0.8127 | 0.9572 | |
|
| 0.0882 | 78.0 | 8268 | 0.1357 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7618 | 0.8746 | 0.8143 | 0.9574 | |
|
| 0.0877 | 79.0 | 8374 | 0.1407 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7464 | 0.8803 | 0.8078 | 0.9562 | |
|
| 0.0876 | 80.0 | 8480 | 0.1383 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6506 | 0.8308 | 0.7297 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7543 | 0.8746 | 0.8100 | 0.9562 | |
|
| 0.0865 | 81.0 | 8586 | 0.1364 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7624 | 0.8775 | 0.8159 | 0.9572 | |
|
| 0.0882 | 82.0 | 8692 | 0.1346 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6506 | 0.8308 | 0.7297 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7605 | 0.8775 | 0.8148 | 0.9572 | |
|
| 0.0868 | 83.0 | 8798 | 0.1371 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7568 | 0.8775 | 0.8127 | 0.9569 | |
|
| 0.0884 | 84.0 | 8904 | 0.1361 | 0.7381 | 0.8493 | 0.7898 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7605 | 0.8775 | 0.8148 | 0.9574 | |
|
| 0.088 | 85.0 | 9010 | 0.1368 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7580 | 0.8746 | 0.8122 | 0.9572 | |
|
| 0.0869 | 86.0 | 9116 | 0.1348 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7599 | 0.8746 | 0.8132 | 0.9574 | |
|
| 0.0861 | 87.0 | 9222 | 0.1350 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7624 | 0.8775 | 0.8159 | 0.9577 | |
|
| 0.0853 | 88.0 | 9328 | 0.1359 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7624 | 0.8775 | 0.8159 | 0.9572 | |
|
| 0.0873 | 89.0 | 9434 | 0.1357 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7643 | 0.8775 | 0.8170 | 0.9574 | |
|
| 0.0869 | 90.0 | 9540 | 0.1345 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7643 | 0.8775 | 0.8170 | 0.9577 | |
|
| 0.0855 | 91.0 | 9646 | 0.1360 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6429 | 0.8308 | 0.7248 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7586 | 0.8775 | 0.8137 | 0.9567 | |
|
| 0.0863 | 92.0 | 9752 | 0.1356 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7624 | 0.8775 | 0.8159 | 0.9572 | |
|
| 0.0858 | 93.0 | 9858 | 0.1360 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7624 | 0.8775 | 0.8159 | 0.9572 | |
|
| 0.0857 | 94.0 | 9964 | 0.1353 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7643 | 0.8775 | 0.8170 | 0.9574 | |
|
| 0.0862 | 95.0 | 10070 | 0.1362 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7599 | 0.8746 | 0.8132 | 0.9569 | |
|
| 0.0864 | 96.0 | 10176 | 0.1357 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7599 | 0.8746 | 0.8132 | 0.9567 | |
|
| 0.0849 | 97.0 | 10282 | 0.1357 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7599 | 0.8746 | 0.8132 | 0.9567 | |
|
| 0.0836 | 98.0 | 10388 | 0.1361 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7574 | 0.8718 | 0.8106 | 0.9564 | |
|
| 0.0831 | 99.0 | 10494 | 0.1360 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7574 | 0.8718 | 0.8106 | 0.9567 | |
|
| 0.085 | 100.0 | 10600 | 0.1361 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7574 | 0.8718 | 0.8106 | 0.9564 | |
|
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### Framework versions |
|
|
|
- Transformers 4.39.3 |
|
- Pytorch 2.3.0+cu121 |
|
- Datasets 2.19.1 |
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- Tokenizers 0.15.2 |
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|
