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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-pt-pl20-2
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# nerugm-pt-pl20-2
This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co./indolem/indobert-base-uncased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1897
- Location Precision: 0.8052
- Location Recall: 0.8611
- Location F1: 0.8322
- Location Number: 72
- Organization Precision: 0.7294
- Organization Recall: 0.8267
- Organization F1: 0.7750
- Organization Number: 75
- Person Precision: 0.8671
- Person Recall: 0.9580
- Person F1: 0.9103
- Person Number: 143
- Quantity Precision: 0.6
- Quantity Recall: 0.7826
- Quantity F1: 0.6792
- Quantity Number: 23
- Time Precision: 0.8519
- Time Recall: 0.8846
- Time F1: 0.8679
- Time Number: 26
- Overall Precision: 0.8011
- Overall Recall: 0.8909
- Overall F1: 0.8436
- Overall Accuracy: 0.9605
## Model description
More information needed
## Intended uses & limitations
More information needed
## Training and evaluation data
More information needed
## Training procedure
### Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 5e-05
- train_batch_size: 16
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100.0
### Training results
| 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.9915 | 1.0 | 106 | 0.5524 | 0.0 | 0.0 | 0.0 | 72 | 0.0 | 0.0 | 0.0 | 75 | 0.125 | 0.0140 | 0.0252 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.0 | 0.0 | 0.0 | 26 | 0.0690 | 0.0059 | 0.0109 | 0.8479 |
| 0.5062 | 2.0 | 212 | 0.3516 | 0.2857 | 0.0278 | 0.0506 | 72 | 0.0370 | 0.0133 | 0.0196 | 75 | 0.4444 | 0.6434 | 0.5257 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.5652 | 0.5 | 0.5306 | 26 | 0.3927 | 0.3186 | 0.3518 | 0.8919 |
| 0.325 | 3.0 | 318 | 0.2219 | 0.5542 | 0.6389 | 0.5935 | 72 | 0.4848 | 0.64 | 0.5517 | 75 | 0.7633 | 0.9021 | 0.8269 | 143 | 0.3182 | 0.6087 | 0.4179 | 23 | 0.6897 | 0.7692 | 0.7273 | 26 | 0.6061 | 0.7581 | 0.6737 | 0.9272 |
| 0.2281 | 4.0 | 424 | 0.2034 | 0.6627 | 0.7639 | 0.7097 | 72 | 0.5248 | 0.7067 | 0.6023 | 75 | 0.7870 | 0.9301 | 0.8526 | 143 | 0.24 | 0.5217 | 0.3288 | 23 | 0.6 | 0.8077 | 0.6885 | 26 | 0.6256 | 0.8083 | 0.7053 | 0.9342 |
| 0.1893 | 5.0 | 530 | 0.1611 | 0.7195 | 0.8194 | 0.7662 | 72 | 0.5446 | 0.7333 | 0.625 | 75 | 0.8160 | 0.9301 | 0.8693 | 143 | 0.3846 | 0.6522 | 0.4839 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.6852 | 0.8348 | 0.7527 | 0.9442 |
| 0.1709 | 6.0 | 636 | 0.1525 | 0.6383 | 0.8333 | 0.7229 | 72 | 0.5688 | 0.8267 | 0.6739 | 75 | 0.8438 | 0.9441 | 0.8911 | 143 | 0.4571 | 0.6957 | 0.5517 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.6893 | 0.8702 | 0.7692 | 0.9482 |
| 0.1574 | 7.0 | 742 | 0.1540 | 0.7024 | 0.8194 | 0.7564 | 72 | 0.6224 | 0.8133 | 0.7052 | 75 | 0.8333 | 0.9441 | 0.8852 | 143 | 0.4634 | 0.8261 | 0.5938 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7143 | 0.8702 | 0.7846 | 0.9490 |
| 0.1455 | 8.0 | 848 | 0.1488 | 0.6829 | 0.7778 | 0.7273 | 72 | 0.6117 | 0.84 | 0.7079 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.5758 | 0.8261 | 0.6786 | 23 | 0.5882 | 0.7692 | 0.6667 | 26 | 0.7094 | 0.8643 | 0.7793 | 0.9480 |
| 0.1415 | 9.0 | 954 | 0.1528 | 0.7407 | 0.8333 | 0.7843 | 72 | 0.6038 | 0.8533 | 0.7072 | 75 | 0.8428 | 0.9371 | 0.8874 | 143 | 0.6129 | 0.8261 | 0.7037 | 23 | 0.6452 | 0.7692 | 0.7018 | 26 | 0.7279 | 0.8761 | 0.7952 | 0.9472 |
| 0.1317 | 10.0 | 1060 | 0.1349 | 0.75 | 0.7917 | 0.7703 | 72 | 0.5882 | 0.8 | 0.6780 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5294 | 0.7826 | 0.6316 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7282 | 0.8614 | 0.7892 | 0.9527 |
| 0.1258 | 11.0 | 1166 | 0.1318 | 0.7407 | 0.8333 | 0.7843 | 72 | 0.6932 | 0.8133 | 0.7485 | 75 | 0.8471 | 0.9301 | 0.8867 | 143 | 0.5758 | 0.8261 | 0.6786 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7584 | 0.8702 | 0.8104 | 0.9572 |
| 0.1198 | 12.0 | 1272 | 0.1363 | 0.7403 | 0.7917 | 0.7651 | 72 | 0.7059 | 0.8 | 0.7500 | 75 | 0.8535 | 0.9371 | 0.8933 | 143 | 0.6667 | 0.8696 | 0.7547 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.7793 | 0.8643 | 0.8196 | 0.9580 |
| 0.1144 | 13.0 | 1378 | 0.1362 | 0.7125 | 0.7917 | 0.75 | 72 | 0.6321 | 0.8933 | 0.7403 | 75 | 0.8608 | 0.9510 | 0.9037 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7544 | 0.8879 | 0.8157 | 0.9570 |
| 0.1142 | 14.0 | 1484 | 0.1354 | 0.7632 | 0.8056 | 0.7838 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.5278 | 0.8261 | 0.6441 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7718 | 0.8879 | 0.8258 | 0.9587 |
| 0.1079 | 15.0 | 1590 | 0.1299 | 0.7568 | 0.7778 | 0.7671 | 72 | 0.7273 | 0.8533 | 0.7853 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7878 | 0.8761 | 0.8296 | 0.9595 |
| 0.1044 | 16.0 | 1696 | 0.1469 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.6667 | 0.9067 | 0.7684 | 75 | 0.8544 | 0.9441 | 0.8970 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.7690 | 0.8938 | 0.8267 | 0.9547 |
| 0.099 | 17.0 | 1802 | 0.1367 | 0.7632 | 0.8056 | 0.7838 | 72 | 0.7159 | 0.84 | 0.7730 | 75 | 0.8526 | 0.9301 | 0.8896 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.7778 | 0.8673 | 0.8201 | 0.9570 |
| 0.095 | 18.0 | 1908 | 0.1454 | 0.7867 | 0.8194 | 0.8027 | 72 | 0.7174 | 0.88 | 0.7904 | 75 | 0.8516 | 0.9231 | 0.8859 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7795 | 0.8761 | 0.825 | 0.9575 |
| 0.0926 | 19.0 | 2014 | 0.1384 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.6989 | 0.8667 | 0.7738 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.7822 | 0.8791 | 0.8278 | 0.9582 |
| 0.088 | 20.0 | 2120 | 0.1605 | 0.7821 | 0.8472 | 0.8133 | 72 | 0.6804 | 0.88 | 0.7674 | 75 | 0.8710 | 0.9441 | 0.9060 | 143 | 0.5588 | 0.8261 | 0.6667 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.7744 | 0.8909 | 0.8285 | 0.9542 |
| 0.0878 | 21.0 | 2226 | 0.1483 | 0.7763 | 0.8194 | 0.7973 | 72 | 0.6476 | 0.9067 | 0.7556 | 75 | 0.8710 | 0.9441 | 0.9060 | 143 | 0.6129 | 0.8261 | 0.7037 | 23 | 0.88 | 0.8462 | 0.8627 | 26 | 0.7730 | 0.8938 | 0.8290 | 0.9562 |
| 0.089 | 22.0 | 2332 | 0.1543 | 0.7867 | 0.8194 | 0.8027 | 72 | 0.6422 | 0.9333 | 0.7609 | 75 | 0.8616 | 0.9580 | 0.9073 | 143 | 0.5278 | 0.8261 | 0.6441 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7537 | 0.9027 | 0.8215 | 0.9535 |
| 0.0835 | 23.0 | 2438 | 0.1461 | 0.8 | 0.8333 | 0.8163 | 72 | 0.6737 | 0.8533 | 0.7529 | 75 | 0.8758 | 0.9371 | 0.9054 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.7775 | 0.8761 | 0.8239 | 0.9557 |
| 0.0789 | 24.0 | 2544 | 0.1454 | 0.8289 | 0.875 | 0.8514 | 72 | 0.7045 | 0.8267 | 0.7607 | 75 | 0.8774 | 0.9510 | 0.9128 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.84 | 0.8077 | 0.8235 | 26 | 0.7958 | 0.8850 | 0.8380 | 0.9567 |
| 0.0773 | 25.0 | 2650 | 0.1376 | 0.84 | 0.875 | 0.8571 | 72 | 0.7111 | 0.8533 | 0.7758 | 75 | 0.8701 | 0.9371 | 0.9024 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7921 | 0.8879 | 0.8373 | 0.9590 |
| 0.0779 | 26.0 | 2756 | 0.1367 | 0.8243 | 0.8472 | 0.8356 | 72 | 0.6702 | 0.84 | 0.7456 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7827 | 0.8820 | 0.8294 | 0.9600 |
| 0.0735 | 27.0 | 2862 | 0.1394 | 0.8378 | 0.8611 | 0.8493 | 72 | 0.7229 | 0.8 | 0.7595 | 75 | 0.8831 | 0.9510 | 0.9158 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8147 | 0.8820 | 0.8470 | 0.9630 |
| 0.0718 | 28.0 | 2968 | 0.1376 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7079 | 0.84 | 0.7683 | 75 | 0.8874 | 0.9371 | 0.9116 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7941 | 0.8761 | 0.8331 | 0.9605 |
| 0.071 | 29.0 | 3074 | 0.1549 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.6701 | 0.8667 | 0.7558 | 75 | 0.8774 | 0.9510 | 0.9128 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7698 | 0.8879 | 0.8247 | 0.9572 |
| 0.0717 | 30.0 | 3180 | 0.1433 | 0.7838 | 0.8056 | 0.7945 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8896 | 0.9580 | 0.9226 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7905 | 0.8791 | 0.8324 | 0.9605 |
| 0.071 | 31.0 | 3286 | 0.1437 | 0.8267 | 0.8611 | 0.8435 | 72 | 0.7253 | 0.88 | 0.7952 | 75 | 0.8831 | 0.9510 | 0.9158 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.8123 | 0.8938 | 0.8511 | 0.9620 |
| 0.0652 | 32.0 | 3392 | 0.1425 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7273 | 0.8533 | 0.7853 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.8 | 0.8732 | 0.8350 | 0.9605 |
| 0.0664 | 33.0 | 3498 | 0.1493 | 0.8158 | 0.8611 | 0.8378 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8758 | 0.9371 | 0.9054 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8048 | 0.8879 | 0.8443 | 0.9612 |
| 0.0623 | 34.0 | 3604 | 0.1654 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6907 | 0.8933 | 0.7791 | 75 | 0.8718 | 0.9510 | 0.9097 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7716 | 0.8968 | 0.8295 | 0.9572 |
| 0.0615 | 35.0 | 3710 | 0.1494 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7111 | 0.8533 | 0.7758 | 75 | 0.8693 | 0.9301 | 0.8986 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7872 | 0.8732 | 0.8280 | 0.9595 |
| 0.0589 | 36.0 | 3816 | 0.1494 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.6989 | 0.8667 | 0.7738 | 75 | 0.8766 | 0.9441 | 0.9091 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.7989 | 0.8909 | 0.8424 | 0.9612 |
| 0.0576 | 37.0 | 3922 | 0.1579 | 0.7468 | 0.8194 | 0.7815 | 72 | 0.6947 | 0.88 | 0.7765 | 75 | 0.8718 | 0.9510 | 0.9097 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.7839 | 0.8879 | 0.8326 | 0.9592 |
| 0.0586 | 38.0 | 4028 | 0.1528 | 0.7973 | 0.8194 | 0.8082 | 72 | 0.7442 | 0.8533 | 0.7950 | 75 | 0.8608 | 0.9510 | 0.9037 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7947 | 0.8791 | 0.8347 | 0.9590 |
| 0.0577 | 39.0 | 4134 | 0.1617 | 0.8158 | 0.8611 | 0.8378 | 72 | 0.6989 | 0.8667 | 0.7738 | 75 | 0.8903 | 0.9650 | 0.9262 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8069 | 0.8997 | 0.8508 | 0.9600 |
| 0.0536 | 40.0 | 4240 | 0.1580 | 0.8 | 0.8889 | 0.8421 | 72 | 0.7045 | 0.8267 | 0.7607 | 75 | 0.8766 | 0.9441 | 0.9091 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7895 | 0.8850 | 0.8345 | 0.9602 |
| 0.0572 | 41.0 | 4346 | 0.1550 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8734 | 0.9650 | 0.9169 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8846 | 0.8846 | 0.8846 | 26 | 0.8005 | 0.8997 | 0.8472 | 0.9597 |
| 0.0524 | 42.0 | 4452 | 0.1589 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.6129 | 0.8261 | 0.7037 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7804 | 0.8909 | 0.8320 | 0.9590 |
| 0.052 | 43.0 | 4558 | 0.1501 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7381 | 0.8267 | 0.7799 | 75 | 0.8766 | 0.9441 | 0.9091 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8071 | 0.8761 | 0.8402 | 0.9610 |
| 0.0509 | 44.0 | 4664 | 0.1587 | 0.7792 | 0.8333 | 0.8054 | 72 | 0.7412 | 0.84 | 0.7875 | 75 | 0.8782 | 0.9580 | 0.9164 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7995 | 0.8820 | 0.8387 | 0.9597 |
| 0.049 | 45.0 | 4770 | 0.1580 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7294 | 0.8267 | 0.7750 | 75 | 0.8608 | 0.9510 | 0.9037 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7889 | 0.8820 | 0.8329 | 0.9607 |
| 0.0479 | 46.0 | 4876 | 0.1540 | 0.8289 | 0.875 | 0.8514 | 72 | 0.7381 | 0.8267 | 0.7799 | 75 | 0.8718 | 0.9510 | 0.9097 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.8097 | 0.8909 | 0.8483 | 0.9627 |
| 0.0488 | 47.0 | 4982 | 0.1686 | 0.8158 | 0.8611 | 0.8378 | 72 | 0.6932 | 0.8133 | 0.7485 | 75 | 0.8272 | 0.9371 | 0.8787 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.7795 | 0.8761 | 0.825 | 0.9565 |
| 0.0468 | 48.0 | 5088 | 0.1526 | 0.84 | 0.875 | 0.8571 | 72 | 0.7059 | 0.8 | 0.7500 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8054 | 0.8791 | 0.8406 | 0.9632 |
| 0.0474 | 49.0 | 5194 | 0.1667 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.7045 | 0.8267 | 0.7607 | 75 | 0.8734 | 0.9650 | 0.9169 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.7963 | 0.8879 | 0.8396 | 0.9605 |
| 0.0485 | 50.0 | 5300 | 0.1526 | 0.8243 | 0.8472 | 0.8356 | 72 | 0.7531 | 0.8133 | 0.7821 | 75 | 0.8774 | 0.9510 | 0.9128 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.88 | 0.8462 | 0.8627 | 26 | 0.8260 | 0.8820 | 0.8531 | 0.9635 |
| 0.0443 | 51.0 | 5406 | 0.1694 | 0.8267 | 0.8611 | 0.8435 | 72 | 0.7065 | 0.8667 | 0.7784 | 75 | 0.8854 | 0.9720 | 0.9267 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8079 | 0.9056 | 0.8540 | 0.9612 |
| 0.0468 | 52.0 | 5512 | 0.1636 | 0.8133 | 0.8472 | 0.8299 | 72 | 0.7209 | 0.8267 | 0.7702 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7872 | 0.8732 | 0.8280 | 0.9585 |
| 0.0439 | 53.0 | 5618 | 0.1686 | 0.8082 | 0.8194 | 0.8138 | 72 | 0.7273 | 0.8533 | 0.7853 | 75 | 0.8846 | 0.9650 | 0.9231 | 143 | 0.5758 | 0.8261 | 0.6786 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8032 | 0.8909 | 0.8448 | 0.9597 |
| 0.0449 | 54.0 | 5724 | 0.1678 | 0.8077 | 0.875 | 0.8400 | 72 | 0.7326 | 0.84 | 0.7826 | 75 | 0.8734 | 0.9650 | 0.9169 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8 | 0.8968 | 0.8456 | 0.9602 |
| 0.0428 | 55.0 | 5830 | 0.1703 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8790 | 0.9650 | 0.92 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.7188 | 0.8846 | 0.7931 | 26 | 0.7922 | 0.8997 | 0.8425 | 0.9602 |
| 0.043 | 56.0 | 5936 | 0.1671 | 0.7848 | 0.8611 | 0.8212 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8968 | 0.9720 | 0.9329 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8005 | 0.8997 | 0.8472 | 0.9607 |
| 0.0405 | 57.0 | 6042 | 0.1589 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7470 | 0.8267 | 0.7848 | 75 | 0.8896 | 0.9580 | 0.9226 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8197 | 0.8850 | 0.8511 | 0.9625 |
| 0.0402 | 58.0 | 6148 | 0.1672 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7126 | 0.8267 | 0.7654 | 75 | 0.8726 | 0.9580 | 0.9133 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7937 | 0.8850 | 0.8368 | 0.9610 |
| 0.0408 | 59.0 | 6254 | 0.1690 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7349 | 0.8133 | 0.7722 | 75 | 0.8726 | 0.9580 | 0.9133 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8021 | 0.8850 | 0.8415 | 0.9627 |
| 0.0384 | 60.0 | 6360 | 0.1786 | 0.7821 | 0.8472 | 0.8133 | 72 | 0.6882 | 0.8533 | 0.7619 | 75 | 0.8790 | 0.9650 | 0.92 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.6875 | 0.8462 | 0.7586 | 26 | 0.7815 | 0.8968 | 0.8352 | 0.9600 |
| 0.0381 | 61.0 | 6466 | 0.1716 | 0.8406 | 0.8056 | 0.8227 | 72 | 0.7532 | 0.7733 | 0.7632 | 75 | 0.8701 | 0.9371 | 0.9024 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8174 | 0.8584 | 0.8374 | 0.9617 |
| 0.0393 | 62.0 | 6572 | 0.1672 | 0.8133 | 0.8472 | 0.8299 | 72 | 0.7468 | 0.7867 | 0.7662 | 75 | 0.8782 | 0.9580 | 0.9164 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8159 | 0.8761 | 0.8450 | 0.9632 |
| 0.037 | 63.0 | 6678 | 0.1637 | 0.8243 | 0.8472 | 0.8356 | 72 | 0.7160 | 0.7733 | 0.7436 | 75 | 0.8782 | 0.9580 | 0.9164 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8093 | 0.8761 | 0.8414 | 0.9627 |
| 0.0357 | 64.0 | 6784 | 0.1763 | 0.8182 | 0.875 | 0.8456 | 72 | 0.7011 | 0.8133 | 0.7531 | 75 | 0.8679 | 0.9650 | 0.9139 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7947 | 0.8909 | 0.8401 | 0.9617 |
| 0.0374 | 65.0 | 6890 | 0.1724 | 0.8158 | 0.8611 | 0.8378 | 72 | 0.7470 | 0.8267 | 0.7848 | 75 | 0.8903 | 0.9650 | 0.9262 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.8145 | 0.8938 | 0.8523 | 0.9622 |
| 0.0368 | 66.0 | 6996 | 0.1770 | 0.8289 | 0.875 | 0.8514 | 72 | 0.7294 | 0.8267 | 0.7750 | 75 | 0.8726 | 0.9580 | 0.9133 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8085 | 0.8968 | 0.8503 | 0.9617 |
| 0.0374 | 67.0 | 7102 | 0.1792 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7045 | 0.8267 | 0.7607 | 75 | 0.8726 | 0.9580 | 0.9133 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8016 | 0.8820 | 0.8399 | 0.9620 |
| 0.034 | 68.0 | 7208 | 0.1887 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7024 | 0.7867 | 0.7421 | 75 | 0.8679 | 0.9650 | 0.9139 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7905 | 0.8791 | 0.8324 | 0.9595 |
| 0.0339 | 69.0 | 7314 | 0.1792 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7262 | 0.8133 | 0.7673 | 75 | 0.8726 | 0.9580 | 0.9133 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8076 | 0.8791 | 0.8418 | 0.9615 |
| 0.0346 | 70.0 | 7420 | 0.1741 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7349 | 0.8133 | 0.7722 | 75 | 0.8782 | 0.9580 | 0.9164 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.8 | 0.8732 | 0.8350 | 0.9612 |
| 0.0345 | 71.0 | 7526 | 0.1789 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7294 | 0.8267 | 0.7750 | 75 | 0.8782 | 0.9580 | 0.9164 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8037 | 0.8938 | 0.8464 | 0.9627 |
| 0.0339 | 72.0 | 7632 | 0.1791 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7349 | 0.8133 | 0.7722 | 75 | 0.8718 | 0.9510 | 0.9097 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7995 | 0.8820 | 0.8387 | 0.9610 |
| 0.0363 | 73.0 | 7738 | 0.1758 | 0.8182 | 0.875 | 0.8456 | 72 | 0.7241 | 0.84 | 0.7778 | 75 | 0.8782 | 0.9580 | 0.9164 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8075 | 0.8909 | 0.8471 | 0.9620 |
| 0.0309 | 74.0 | 7844 | 0.1865 | 0.8205 | 0.8889 | 0.8533 | 72 | 0.7093 | 0.8133 | 0.7578 | 75 | 0.8679 | 0.9650 | 0.9139 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8005 | 0.8997 | 0.8472 | 0.9600 |
| 0.0337 | 75.0 | 7950 | 0.1806 | 0.8182 | 0.875 | 0.8456 | 72 | 0.7176 | 0.8133 | 0.7625 | 75 | 0.8734 | 0.9650 | 0.9169 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.8016 | 0.8938 | 0.8452 | 0.9610 |
| 0.0329 | 76.0 | 8056 | 0.1810 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.6848 | 0.84 | 0.7545 | 75 | 0.8718 | 0.9510 | 0.9097 | 143 | 0.6786 | 0.8261 | 0.7451 | 23 | 0.8571 | 0.9231 | 0.8889 | 26 | 0.7979 | 0.8968 | 0.8444 | 0.9612 |
| 0.0325 | 77.0 | 8162 | 0.1784 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.6897 | 0.8 | 0.7407 | 75 | 0.8734 | 0.9650 | 0.9169 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7979 | 0.8850 | 0.8392 | 0.9607 |
| 0.0313 | 78.0 | 8268 | 0.1773 | 0.8289 | 0.875 | 0.8514 | 72 | 0.7349 | 0.8133 | 0.7722 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8113 | 0.8879 | 0.8479 | 0.9620 |
| 0.0313 | 79.0 | 8374 | 0.1782 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7381 | 0.8267 | 0.7799 | 75 | 0.8734 | 0.9650 | 0.9169 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8032 | 0.8909 | 0.8448 | 0.9617 |
| 0.0302 | 80.0 | 8480 | 0.1889 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.6897 | 0.8 | 0.7407 | 75 | 0.8734 | 0.9650 | 0.9169 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7942 | 0.8879 | 0.8384 | 0.9600 |
| 0.0307 | 81.0 | 8586 | 0.1804 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7262 | 0.8133 | 0.7673 | 75 | 0.8671 | 0.9580 | 0.9103 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8011 | 0.8909 | 0.8436 | 0.9617 |
| 0.0289 | 82.0 | 8692 | 0.1857 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7262 | 0.8133 | 0.7673 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7973 | 0.8820 | 0.8375 | 0.9610 |
| 0.0312 | 83.0 | 8798 | 0.1917 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7294 | 0.8267 | 0.7750 | 75 | 0.8790 | 0.9650 | 0.92 | 143 | 0.6129 | 0.8261 | 0.7037 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8016 | 0.8938 | 0.8452 | 0.9612 |
| 0.0286 | 84.0 | 8904 | 0.1832 | 0.8158 | 0.8611 | 0.8378 | 72 | 0.7262 | 0.8133 | 0.7673 | 75 | 0.8654 | 0.9441 | 0.9030 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8016 | 0.8820 | 0.8399 | 0.9607 |
| 0.0295 | 85.0 | 9010 | 0.1882 | 0.8133 | 0.8472 | 0.8299 | 72 | 0.7381 | 0.8267 | 0.7799 | 75 | 0.8679 | 0.9650 | 0.9139 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8053 | 0.8909 | 0.8459 | 0.9607 |
| 0.0285 | 86.0 | 9116 | 0.1836 | 0.8077 | 0.875 | 0.8400 | 72 | 0.7439 | 0.8133 | 0.7771 | 75 | 0.8608 | 0.9510 | 0.9037 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7979 | 0.8850 | 0.8392 | 0.9617 |
| 0.0264 | 87.0 | 9222 | 0.1859 | 0.7975 | 0.875 | 0.8344 | 72 | 0.7349 | 0.8133 | 0.7722 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8 | 0.8850 | 0.8403 | 0.9617 |
| 0.0278 | 88.0 | 9328 | 0.1846 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7349 | 0.8133 | 0.7722 | 75 | 0.8544 | 0.9441 | 0.8970 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7968 | 0.8791 | 0.8359 | 0.9610 |
| 0.0275 | 89.0 | 9434 | 0.1873 | 0.7821 | 0.8472 | 0.8133 | 72 | 0.7470 | 0.8267 | 0.7848 | 75 | 0.8544 | 0.9441 | 0.8970 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8 | 0.8850 | 0.8403 | 0.9615 |
| 0.0274 | 90.0 | 9540 | 0.1894 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7381 | 0.8267 | 0.7799 | 75 | 0.8616 | 0.9580 | 0.9073 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8016 | 0.8938 | 0.8452 | 0.9610 |
| 0.0276 | 91.0 | 9646 | 0.1843 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7349 | 0.8133 | 0.7722 | 75 | 0.8608 | 0.9510 | 0.9037 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7973 | 0.8820 | 0.8375 | 0.9617 |
| 0.029 | 92.0 | 9752 | 0.1910 | 0.8077 | 0.875 | 0.8400 | 72 | 0.7262 | 0.8133 | 0.7673 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8032 | 0.8909 | 0.8448 | 0.9605 |
| 0.0272 | 93.0 | 9858 | 0.1884 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7011 | 0.8133 | 0.7531 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7916 | 0.8850 | 0.8357 | 0.9597 |
| 0.0282 | 94.0 | 9964 | 0.1882 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7294 | 0.8267 | 0.7750 | 75 | 0.8734 | 0.9650 | 0.9169 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7989 | 0.8909 | 0.8424 | 0.9610 |
| 0.0288 | 95.0 | 10070 | 0.1896 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7176 | 0.8133 | 0.7625 | 75 | 0.8608 | 0.9510 | 0.9037 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7937 | 0.8850 | 0.8368 | 0.9600 |
| 0.028 | 96.0 | 10176 | 0.1878 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7294 | 0.8267 | 0.7750 | 75 | 0.8671 | 0.9580 | 0.9103 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7989 | 0.8909 | 0.8424 | 0.9610 |
| 0.028 | 97.0 | 10282 | 0.1894 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7294 | 0.8267 | 0.7750 | 75 | 0.8671 | 0.9580 | 0.9103 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7989 | 0.8909 | 0.8424 | 0.9605 |
| 0.0275 | 98.0 | 10388 | 0.1890 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.7294 | 0.8267 | 0.7750 | 75 | 0.8671 | 0.9580 | 0.9103 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8011 | 0.8909 | 0.8436 | 0.9605 |
| 0.0269 | 99.0 | 10494 | 0.1901 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.7294 | 0.8267 | 0.7750 | 75 | 0.8671 | 0.9580 | 0.9103 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8011 | 0.8909 | 0.8436 | 0.9605 |
| 0.0282 | 100.0 | 10600 | 0.1897 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.7294 | 0.8267 | 0.7750 | 75 | 0.8671 | 0.9580 | 0.9103 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8011 | 0.8909 | 0.8436 | 0.9605 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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