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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-pt-pl5-3
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-pl5-3
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: 0.1649
- Location Precision: 0.7439
- Location Recall: 0.8592
- Location F1: 0.7974
- Location Number: 71
- Organization Precision: 0.6667
- Organization Recall: 0.8923
- Organization F1: 0.7632
- Organization Number: 65
- Person Precision: 0.875
- Person Recall: 0.9333
- Person F1: 0.9032
- Person Number: 150
- Quantity Precision: 0.725
- Quantity Recall: 0.8788
- Quantity F1: 0.7945
- Quantity Number: 33
- Time Precision: 0.8276
- Time Recall: 0.8571
- Time F1: 0.8421
- Time Number: 28
- Overall Precision: 0.7839
- Overall Recall: 0.8991
- Overall F1: 0.8376
- Overall Accuracy: 0.9612
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.9792 | 1.0 | 106 | 0.5512 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.3167 | 0.1267 | 0.1810 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.5 | 0.0357 | 0.0667 | 28 | 0.2703 | 0.0576 | 0.0950 | 0.8504 |
| 0.4837 | 2.0 | 212 | 0.3307 | 0.5455 | 0.3380 | 0.4174 | 71 | 0.0278 | 0.0154 | 0.0198 | 65 | 0.5822 | 0.8267 | 0.6832 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.4737 | 0.6429 | 0.5455 | 28 | 0.4785 | 0.4813 | 0.4799 | 0.9023 |
| 0.3133 | 3.0 | 318 | 0.2140 | 0.5132 | 0.5493 | 0.5306 | 71 | 0.3444 | 0.4769 | 0.4000 | 65 | 0.7033 | 0.8533 | 0.7711 | 150 | 0.4545 | 0.6061 | 0.5195 | 33 | 0.7667 | 0.8214 | 0.7931 | 28 | 0.5711 | 0.6945 | 0.6268 | 0.9309 |
| 0.2327 | 4.0 | 424 | 0.1744 | 0.5437 | 0.7887 | 0.6437 | 71 | 0.4688 | 0.6923 | 0.5590 | 65 | 0.7861 | 0.9067 | 0.8421 | 150 | 0.5111 | 0.6970 | 0.5897 | 33 | 0.7586 | 0.7857 | 0.7719 | 28 | 0.6323 | 0.8127 | 0.7112 | 0.9408 |
| 0.1989 | 5.0 | 530 | 0.1507 | 0.6552 | 0.8028 | 0.7215 | 71 | 0.5618 | 0.7692 | 0.6494 | 65 | 0.8166 | 0.92 | 0.8652 | 150 | 0.5435 | 0.7576 | 0.6329 | 33 | 0.7419 | 0.8214 | 0.7797 | 28 | 0.6943 | 0.8444 | 0.7620 | 0.9481 |
| 0.1782 | 6.0 | 636 | 0.1729 | 0.6437 | 0.7887 | 0.7089 | 71 | 0.5185 | 0.8615 | 0.6474 | 65 | 0.8070 | 0.92 | 0.8598 | 150 | 0.5192 | 0.8182 | 0.6353 | 33 | 0.6410 | 0.8929 | 0.7463 | 28 | 0.6608 | 0.8703 | 0.7512 | 0.9425 |
| 0.1675 | 7.0 | 742 | 0.1436 | 0.6593 | 0.8451 | 0.7407 | 71 | 0.5684 | 0.8308 | 0.675 | 65 | 0.8263 | 0.92 | 0.8707 | 150 | 0.6222 | 0.8485 | 0.7179 | 33 | 0.6667 | 0.8571 | 0.75 | 28 | 0.7005 | 0.8761 | 0.7785 | 0.9505 |
| 0.1523 | 8.0 | 848 | 0.1424 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.5729 | 0.8462 | 0.6832 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.7143 | 0.8929 | 0.7937 | 28 | 0.7160 | 0.8790 | 0.7891 | 0.9527 |
| 0.148 | 9.0 | 954 | 0.1300 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6588 | 0.8615 | 0.7467 | 65 | 0.8344 | 0.9067 | 0.8690 | 150 | 0.5778 | 0.7879 | 0.6667 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7408 | 0.8732 | 0.8016 | 0.9556 |
| 0.1376 | 10.0 | 1060 | 0.1294 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6087 | 0.8485 | 0.7089 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7482 | 0.8905 | 0.8132 | 0.9568 |
| 0.1378 | 11.0 | 1166 | 0.1286 | 0.6988 | 0.8169 | 0.7532 | 71 | 0.6395 | 0.8462 | 0.7285 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.7059 | 0.8571 | 0.7742 | 28 | 0.7469 | 0.8761 | 0.8064 | 0.9566 |
| 0.1279 | 12.0 | 1272 | 0.1470 | 0.6484 | 0.8310 | 0.7284 | 71 | 0.6211 | 0.9077 | 0.7375 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.5897 | 0.8214 | 0.6866 | 28 | 0.7186 | 0.8905 | 0.7954 | 0.9525 |
| 0.1257 | 13.0 | 1378 | 0.1257 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.7931 | 0.8214 | 0.8070 | 28 | 0.7681 | 0.8876 | 0.8235 | 0.9597 |
| 0.1211 | 14.0 | 1484 | 0.1282 | 0.6977 | 0.8451 | 0.7643 | 71 | 0.6705 | 0.9077 | 0.7712 | 65 | 0.8405 | 0.9133 | 0.8754 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.5854 | 0.8571 | 0.6957 | 28 | 0.7333 | 0.8876 | 0.8031 | 0.9566 |
| 0.1182 | 15.0 | 1590 | 0.1238 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6517 | 0.8923 | 0.7532 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7673 | 0.8934 | 0.8256 | 0.9607 |
| 0.1084 | 16.0 | 1696 | 0.1252 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.6705 | 0.9077 | 0.7712 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7059 | 0.8571 | 0.7742 | 28 | 0.7586 | 0.8876 | 0.8181 | 0.9595 |
| 0.11 | 17.0 | 1802 | 0.1186 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6933 | 0.8 | 0.7429 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7761 | 0.8790 | 0.8243 | 0.9622 |
| 0.105 | 18.0 | 1908 | 0.1344 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6404 | 0.8769 | 0.7403 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.6667 | 0.8571 | 0.75 | 28 | 0.7518 | 0.8905 | 0.8153 | 0.9568 |
| 0.1012 | 19.0 | 2014 | 0.1135 | 0.7436 | 0.8169 | 0.7785 | 71 | 0.6706 | 0.8769 | 0.76 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7861 | 0.8790 | 0.8299 | 0.9644 |
| 0.1009 | 20.0 | 2120 | 0.1171 | 0.75 | 0.8873 | 0.8129 | 71 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7837 | 0.8876 | 0.8324 | 0.9636 |
| 0.0994 | 21.0 | 2226 | 0.1277 | 0.6923 | 0.8873 | 0.7778 | 71 | 0.7308 | 0.8769 | 0.7972 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.5957 | 0.8485 | 0.7 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7659 | 0.9049 | 0.8296 | 0.9597 |
| 0.0947 | 22.0 | 2332 | 0.1432 | 0.6703 | 0.8592 | 0.7531 | 71 | 0.6452 | 0.9231 | 0.7595 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.5714 | 0.8485 | 0.6829 | 33 | 0.6857 | 0.8571 | 0.7619 | 28 | 0.7296 | 0.9020 | 0.8067 | 0.9537 |
| 0.0922 | 23.0 | 2438 | 0.1190 | 0.7326 | 0.8873 | 0.8025 | 71 | 0.6705 | 0.9077 | 0.7712 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7816 | 0.9078 | 0.84 | 0.9644 |
| 0.0917 | 24.0 | 2544 | 0.1320 | 0.6703 | 0.8592 | 0.7531 | 71 | 0.6790 | 0.8462 | 0.7534 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7618 | 0.8847 | 0.8187 | 0.9588 |
| 0.0895 | 25.0 | 2650 | 0.1287 | 0.6854 | 0.8592 | 0.7625 | 71 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7635 | 0.8934 | 0.8234 | 0.9600 |
| 0.0915 | 26.0 | 2756 | 0.1294 | 0.7595 | 0.8451 | 0.8 | 71 | 0.6444 | 0.8923 | 0.7484 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6364 | 0.8485 | 0.7273 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7654 | 0.8934 | 0.8245 | 0.9622 |
| 0.0857 | 27.0 | 2862 | 0.1458 | 0.6966 | 0.8732 | 0.775 | 71 | 0.6629 | 0.9077 | 0.7662 | 65 | 0.8758 | 0.94 | 0.9068 | 150 | 0.5294 | 0.8182 | 0.6429 | 33 | 0.6944 | 0.8929 | 0.7812 | 28 | 0.7371 | 0.9049 | 0.8124 | 0.9554 |
| 0.0846 | 28.0 | 2968 | 0.1252 | 0.7532 | 0.8169 | 0.7838 | 71 | 0.6782 | 0.9077 | 0.7763 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7794 | 0.8963 | 0.8338 | 0.9636 |
| 0.0828 | 29.0 | 3074 | 0.1236 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6122 | 0.9231 | 0.7362 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7627 | 0.9078 | 0.8289 | 0.9614 |
| 0.081 | 30.0 | 3180 | 0.1311 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6061 | 0.9231 | 0.7317 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7566 | 0.9049 | 0.8241 | 0.9605 |
| 0.0782 | 31.0 | 3286 | 0.1342 | 0.6703 | 0.8592 | 0.7531 | 71 | 0.6517 | 0.8923 | 0.7532 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7482 | 0.8991 | 0.8168 | 0.9600 |
| 0.0812 | 32.0 | 3392 | 0.1281 | 0.6860 | 0.8310 | 0.7516 | 71 | 0.6444 | 0.8923 | 0.7484 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7555 | 0.8905 | 0.8175 | 0.9605 |
| 0.0759 | 33.0 | 3498 | 0.1292 | 0.7024 | 0.8310 | 0.7613 | 71 | 0.6703 | 0.9385 | 0.7821 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7634 | 0.9020 | 0.8269 | 0.9610 |
| 0.0755 | 34.0 | 3604 | 0.1242 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.7215 | 0.8769 | 0.7917 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7758 | 0.8876 | 0.8280 | 0.9614 |
| 0.0739 | 35.0 | 3710 | 0.1368 | 0.6860 | 0.8310 | 0.7516 | 71 | 0.625 | 0.9231 | 0.7453 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7458 | 0.8963 | 0.8141 | 0.9568 |
| 0.0754 | 36.0 | 3816 | 0.1319 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6489 | 0.9385 | 0.7673 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7627 | 0.9078 | 0.8289 | 0.9595 |
| 0.0703 | 37.0 | 3922 | 0.1478 | 0.6703 | 0.8592 | 0.7531 | 71 | 0.6404 | 0.8769 | 0.7403 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7399 | 0.8934 | 0.8094 | 0.9556 |
| 0.0735 | 38.0 | 4028 | 0.1296 | 0.7590 | 0.8873 | 0.8182 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8373 | 0.9267 | 0.8797 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.7353 | 0.8929 | 0.8065 | 28 | 0.7641 | 0.8963 | 0.8249 | 0.9624 |
| 0.0718 | 39.0 | 4134 | 0.1346 | 0.6867 | 0.8028 | 0.7403 | 71 | 0.6211 | 0.9077 | 0.7375 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7561 | 0.8934 | 0.8190 | 0.9595 |
| 0.0694 | 40.0 | 4240 | 0.1320 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.6905 | 0.8788 | 0.7733 | 33 | 0.7353 | 0.8929 | 0.8065 | 28 | 0.7618 | 0.8847 | 0.8187 | 0.9605 |
| 0.0693 | 41.0 | 4346 | 0.1442 | 0.6824 | 0.8169 | 0.7436 | 71 | 0.6413 | 0.9077 | 0.7516 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.6905 | 0.8788 | 0.7733 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7628 | 0.8991 | 0.8254 | 0.9585 |
| 0.0675 | 42.0 | 4452 | 0.1386 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.6941 | 0.9077 | 0.7867 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7692 | 0.8934 | 0.8267 | 0.9595 |
| 0.0672 | 43.0 | 4558 | 0.1378 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.7353 | 0.8929 | 0.8065 | 28 | 0.7610 | 0.8991 | 0.8243 | 0.9590 |
| 0.067 | 44.0 | 4664 | 0.1313 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.6705 | 0.9077 | 0.7712 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7756 | 0.8963 | 0.8316 | 0.9627 |
| 0.0656 | 45.0 | 4770 | 0.1395 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7742 | 0.8991 | 0.8320 | 0.9605 |
| 0.0656 | 46.0 | 4876 | 0.1326 | 0.7108 | 0.8310 | 0.7662 | 71 | 0.6477 | 0.8769 | 0.7451 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7617 | 0.8934 | 0.8223 | 0.9605 |
| 0.062 | 47.0 | 4982 | 0.1511 | 0.6705 | 0.8310 | 0.7421 | 71 | 0.6477 | 0.8769 | 0.7451 | 65 | 0.8494 | 0.94 | 0.8924 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.7353 | 0.8929 | 0.8065 | 28 | 0.7434 | 0.8934 | 0.8115 | 0.9556 |
| 0.0638 | 48.0 | 5088 | 0.1447 | 0.7079 | 0.8873 | 0.7875 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.6905 | 0.8788 | 0.7733 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7573 | 0.8991 | 0.8221 | 0.9597 |
| 0.0601 | 49.0 | 5194 | 0.1353 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6747 | 0.8615 | 0.7568 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7731 | 0.8934 | 0.8289 | 0.9622 |
| 0.0604 | 50.0 | 5300 | 0.1338 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6628 | 0.8769 | 0.7550 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7756 | 0.8963 | 0.8316 | 0.9619 |
| 0.0582 | 51.0 | 5406 | 0.1393 | 0.6813 | 0.8732 | 0.7654 | 71 | 0.6829 | 0.8615 | 0.7619 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7690 | 0.9020 | 0.8302 | 0.9605 |
| 0.0608 | 52.0 | 5512 | 0.1517 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.6170 | 0.8923 | 0.7296 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7518 | 0.8905 | 0.8153 | 0.9571 |
| 0.0575 | 53.0 | 5618 | 0.1549 | 0.7089 | 0.7887 | 0.7467 | 71 | 0.6122 | 0.9231 | 0.7362 | 65 | 0.8383 | 0.9333 | 0.8833 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7452 | 0.8934 | 0.8126 | 0.9556 |
| 0.0585 | 54.0 | 5724 | 0.1609 | 0.6867 | 0.8028 | 0.7403 | 71 | 0.5980 | 0.9385 | 0.7305 | 65 | 0.8424 | 0.9267 | 0.8825 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.7393 | 0.8991 | 0.8114 | 0.9542 |
| 0.0571 | 55.0 | 5830 | 0.1458 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6552 | 0.8769 | 0.75 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.6905 | 0.8788 | 0.7733 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7698 | 0.8963 | 0.8282 | 0.9600 |
| 0.0574 | 56.0 | 5936 | 0.1430 | 0.7126 | 0.8732 | 0.7848 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7723 | 0.8991 | 0.8309 | 0.9610 |
| 0.0549 | 57.0 | 6042 | 0.1495 | 0.7045 | 0.8732 | 0.7799 | 71 | 0.7037 | 0.8769 | 0.7808 | 65 | 0.8537 | 0.9333 | 0.8917 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7748 | 0.9020 | 0.8336 | 0.9617 |
| 0.0534 | 58.0 | 6148 | 0.1450 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.6905 | 0.8788 | 0.7733 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7706 | 0.8905 | 0.8262 | 0.9595 |
| 0.0513 | 59.0 | 6254 | 0.1471 | 0.6988 | 0.8169 | 0.7532 | 71 | 0.6593 | 0.9231 | 0.7692 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.7690 | 0.9020 | 0.8302 | 0.9610 |
| 0.0524 | 60.0 | 6360 | 0.1441 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.6705 | 0.9077 | 0.7712 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7725 | 0.8905 | 0.8273 | 0.9600 |
| 0.0523 | 61.0 | 6466 | 0.1541 | 0.7073 | 0.8169 | 0.7582 | 71 | 0.6484 | 0.9077 | 0.7564 | 65 | 0.8485 | 0.9333 | 0.8889 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7617 | 0.8934 | 0.8223 | 0.9585 |
| 0.0531 | 62.0 | 6572 | 0.1526 | 0.7375 | 0.8310 | 0.7815 | 71 | 0.6744 | 0.8923 | 0.7682 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7783 | 0.8905 | 0.8306 | 0.9595 |
| 0.0495 | 63.0 | 6678 | 0.1558 | 0.6905 | 0.8169 | 0.7484 | 71 | 0.6374 | 0.8923 | 0.7436 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7630 | 0.8905 | 0.8218 | 0.9578 |
| 0.0503 | 64.0 | 6784 | 0.1511 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.6905 | 0.8788 | 0.7733 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7717 | 0.8963 | 0.8293 | 0.9614 |
| 0.0517 | 65.0 | 6890 | 0.1446 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7803 | 0.8905 | 0.8318 | 0.9612 |
| 0.0493 | 66.0 | 6996 | 0.1608 | 0.7079 | 0.8873 | 0.7875 | 71 | 0.6517 | 0.8923 | 0.7532 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.6364 | 0.8485 | 0.7273 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7579 | 0.9020 | 0.8237 | 0.9571 |
| 0.0508 | 67.0 | 7102 | 0.1603 | 0.7126 | 0.8732 | 0.7848 | 71 | 0.6591 | 0.8923 | 0.7582 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6744 | 0.8788 | 0.7632 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7591 | 0.8991 | 0.8232 | 0.9578 |
| 0.0486 | 68.0 | 7208 | 0.1487 | 0.7024 | 0.8310 | 0.7613 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.6905 | 0.8788 | 0.7733 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7643 | 0.8876 | 0.8213 | 0.9595 |
| 0.0475 | 69.0 | 7314 | 0.1518 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.8589 | 0.9333 | 0.8946 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.78 | 0.8991 | 0.8353 | 0.9612 |
| 0.0491 | 70.0 | 7420 | 0.1462 | 0.7722 | 0.8592 | 0.8133 | 71 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7908 | 0.8934 | 0.8390 | 0.9629 |
| 0.0462 | 71.0 | 7526 | 0.1649 | 0.7126 | 0.8732 | 0.7848 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.8528 | 0.9267 | 0.8882 | 150 | 0.6905 | 0.8788 | 0.7733 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7634 | 0.9020 | 0.8269 | 0.9583 |
| 0.046 | 72.0 | 7632 | 0.1596 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6705 | 0.9077 | 0.7712 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7723 | 0.8991 | 0.8309 | 0.9605 |
| 0.0453 | 73.0 | 7738 | 0.1585 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7756 | 0.8963 | 0.8316 | 0.9593 |
| 0.0467 | 74.0 | 7844 | 0.1548 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7789 | 0.8934 | 0.8322 | 0.9605 |
| 0.0443 | 75.0 | 7950 | 0.1535 | 0.7683 | 0.8873 | 0.8235 | 71 | 0.6437 | 0.8615 | 0.7368 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7814 | 0.8963 | 0.8349 | 0.9617 |
| 0.0447 | 76.0 | 8056 | 0.1600 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6860 | 0.9077 | 0.7815 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7935 | 0.9078 | 0.8468 | 0.9619 |
| 0.0441 | 77.0 | 8162 | 0.1580 | 0.7011 | 0.8592 | 0.7722 | 71 | 0.7037 | 0.8769 | 0.7808 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7854 | 0.8963 | 0.8371 | 0.9612 |
| 0.0438 | 78.0 | 8268 | 0.1593 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6905 | 0.8923 | 0.7785 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7859 | 0.8991 | 0.8387 | 0.9610 |
| 0.0449 | 79.0 | 8374 | 0.1597 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6786 | 0.8769 | 0.7651 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7868 | 0.8934 | 0.8367 | 0.9607 |
| 0.0436 | 80.0 | 8480 | 0.1623 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6905 | 0.8923 | 0.7785 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7919 | 0.8991 | 0.8421 | 0.9610 |
| 0.0434 | 81.0 | 8586 | 0.1612 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6591 | 0.8923 | 0.7582 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7786 | 0.9020 | 0.8358 | 0.9612 |
| 0.0428 | 82.0 | 8692 | 0.1546 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6875 | 0.8462 | 0.7586 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7928 | 0.8934 | 0.8401 | 0.9617 |
| 0.043 | 83.0 | 8798 | 0.1649 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.6706 | 0.8769 | 0.76 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7828 | 0.8934 | 0.8345 | 0.9590 |
| 0.0451 | 84.0 | 8904 | 0.1595 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7919 | 0.8991 | 0.8421 | 0.9612 |
| 0.0444 | 85.0 | 9010 | 0.1646 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6744 | 0.8923 | 0.7682 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7884 | 0.9020 | 0.8414 | 0.9607 |
| 0.0406 | 86.0 | 9116 | 0.1600 | 0.7531 | 0.8592 | 0.8026 | 71 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7939 | 0.8991 | 0.8432 | 0.9619 |
| 0.0415 | 87.0 | 9222 | 0.1628 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6905 | 0.8923 | 0.7785 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7884 | 0.9020 | 0.8414 | 0.9610 |
| 0.0407 | 88.0 | 9328 | 0.1641 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6744 | 0.8923 | 0.7682 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7899 | 0.8991 | 0.8410 | 0.9612 |
| 0.0426 | 89.0 | 9434 | 0.1607 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6824 | 0.8923 | 0.7733 | 65 | 0.8758 | 0.94 | 0.9068 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7884 | 0.9020 | 0.8414 | 0.9622 |
| 0.041 | 90.0 | 9540 | 0.1617 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7919 | 0.8991 | 0.8421 | 0.9610 |
| 0.0406 | 91.0 | 9646 | 0.1647 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7839 | 0.8991 | 0.8376 | 0.9607 |
| 0.0408 | 92.0 | 9752 | 0.1570 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8758 | 0.94 | 0.9068 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7893 | 0.8963 | 0.8394 | 0.9622 |
| 0.0411 | 93.0 | 9858 | 0.1661 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.8758 | 0.94 | 0.9068 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7825 | 0.9020 | 0.8380 | 0.9607 |
| 0.04 | 94.0 | 9964 | 0.1646 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7839 | 0.8991 | 0.8376 | 0.9612 |
| 0.0372 | 95.0 | 10070 | 0.1651 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.8758 | 0.94 | 0.9068 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7825 | 0.9020 | 0.8380 | 0.9612 |
| 0.0393 | 96.0 | 10176 | 0.1638 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.78 | 0.8991 | 0.8353 | 0.9614 |
| 0.0396 | 97.0 | 10282 | 0.1641 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7839 | 0.8991 | 0.8376 | 0.9610 |
| 0.0385 | 98.0 | 10388 | 0.1644 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7839 | 0.8991 | 0.8376 | 0.9610 |
| 0.0382 | 99.0 | 10494 | 0.1648 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7839 | 0.8991 | 0.8376 | 0.9612 |
| 0.0411 | 100.0 | 10600 | 0.1649 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6667 | 0.8923 | 0.7632 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7839 | 0.8991 | 0.8376 | 0.9612 |
### Framework versions
- Transformers 4.40.2
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
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