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---
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-unipelt-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-unipelt-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: 0.2237
- Location Precision: 0.725
- Location Recall: 0.8169
- Location F1: 0.7682
- Location Number: 71
- Organization Precision: 0.6962
- Organization Recall: 0.8462
- Organization F1: 0.7639
- Organization Number: 65
- Person Precision: 0.8924
- Person Recall: 0.94
- Person F1: 0.9156
- Person Number: 150
- Quantity Precision: 0.7179
- Quantity Recall: 0.8485
- Quantity F1: 0.7778
- Quantity Number: 33
- Time Precision: 0.8
- Time Recall: 0.8571
- Time F1: 0.8276
- Time Number: 28
- Overall Precision: 0.7927
- Overall Recall: 0.8818
- Overall F1: 0.8349
- 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.9512 | 1.0 | 106 | 0.6040 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.3333 | 0.0067 | 0.0131 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.3333 | 0.0029 | 0.0057 | 0.8412 |
| 0.5021 | 2.0 | 212 | 0.3378 | 0.5472 | 0.4085 | 0.4677 | 71 | 0.2063 | 0.2 | 0.2031 | 65 | 0.6218 | 0.8 | 0.6997 | 150 | 0.2 | 0.1818 | 0.1905 | 33 | 0.4545 | 0.5357 | 0.4918 | 28 | 0.4919 | 0.5274 | 0.5090 | 0.9076 |
| 0.2912 | 3.0 | 318 | 0.1864 | 0.5682 | 0.7042 | 0.6289 | 71 | 0.5797 | 0.6154 | 0.5970 | 65 | 0.7892 | 0.8733 | 0.8291 | 150 | 0.4878 | 0.6061 | 0.5405 | 33 | 0.88 | 0.7857 | 0.8302 | 28 | 0.6761 | 0.7579 | 0.7147 | 0.9377 |
| 0.1943 | 4.0 | 424 | 0.1580 | 0.6186 | 0.8451 | 0.7143 | 71 | 0.5670 | 0.8462 | 0.6790 | 65 | 0.8059 | 0.9133 | 0.8562 | 150 | 0.5714 | 0.8485 | 0.6829 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.6893 | 0.8761 | 0.7716 | 0.9479 |
| 0.1653 | 5.0 | 530 | 0.1364 | 0.6316 | 0.8451 | 0.7229 | 71 | 0.6049 | 0.7538 | 0.6712 | 65 | 0.8282 | 0.9 | 0.8626 | 150 | 0.7143 | 0.9091 | 0.8 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7215 | 0.8588 | 0.7842 | 0.9525 |
| 0.152 | 6.0 | 636 | 0.1579 | 0.6383 | 0.8451 | 0.7273 | 71 | 0.5567 | 0.8308 | 0.6667 | 65 | 0.7943 | 0.9267 | 0.8554 | 150 | 0.6087 | 0.8485 | 0.7089 | 33 | 0.6053 | 0.8214 | 0.6970 | 28 | 0.6756 | 0.8761 | 0.7629 | 0.9447 |
| 0.1379 | 7.0 | 742 | 0.1532 | 0.6559 | 0.8592 | 0.7439 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.7943 | 0.9267 | 0.8554 | 150 | 0.5306 | 0.7879 | 0.6341 | 33 | 0.6216 | 0.8214 | 0.7077 | 28 | 0.6840 | 0.8732 | 0.7671 | 0.9464 |
| 0.125 | 8.0 | 848 | 0.1271 | 0.6458 | 0.8732 | 0.7425 | 71 | 0.5914 | 0.8462 | 0.6962 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.7105 | 0.8182 | 0.7606 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7286 | 0.8818 | 0.7979 | 0.9561 |
| 0.1161 | 9.0 | 954 | 0.1268 | 0.6829 | 0.7887 | 0.7320 | 71 | 0.5556 | 0.8462 | 0.6707 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7306 | 0.8674 | 0.7931 | 0.9549 |
| 0.1124 | 10.0 | 1060 | 0.1231 | 0.6988 | 0.8169 | 0.7532 | 71 | 0.6667 | 0.8 | 0.7273 | 65 | 0.8434 | 0.9333 | 0.8861 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7531 | 0.8703 | 0.8075 | 0.9593 |
| 0.1059 | 11.0 | 1166 | 0.1203 | 0.6988 | 0.8169 | 0.7532 | 71 | 0.6667 | 0.7692 | 0.7143 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7596 | 0.8559 | 0.8049 | 0.9593 |
| 0.0975 | 12.0 | 1272 | 0.1371 | 0.6667 | 0.8169 | 0.7342 | 71 | 0.5833 | 0.8615 | 0.6957 | 65 | 0.8176 | 0.9267 | 0.8688 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.6944 | 0.8929 | 0.7812 | 28 | 0.7166 | 0.8818 | 0.7907 | 0.9527 |
| 0.0915 | 13.0 | 1378 | 0.1216 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6353 | 0.8308 | 0.7200 | 65 | 0.8545 | 0.94 | 0.8952 | 150 | 0.7105 | 0.8182 | 0.7606 | 33 | 0.9259 | 0.8929 | 0.9091 | 28 | 0.7708 | 0.8818 | 0.8226 | 0.9610 |
| 0.0913 | 14.0 | 1484 | 0.1168 | 0.7215 | 0.8028 | 0.76 | 71 | 0.6883 | 0.8154 | 0.7465 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7974 | 0.8732 | 0.8336 | 0.9629 |
| 0.0853 | 15.0 | 1590 | 0.1217 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.7714 | 0.8847 | 0.8242 | 0.9605 |
| 0.0809 | 16.0 | 1696 | 0.1305 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7586 | 0.8876 | 0.8181 | 0.9590 |
| 0.0773 | 17.0 | 1802 | 0.1276 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8598 | 0.94 | 0.8981 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7531 | 0.8876 | 0.8148 | 0.9590 |
| 0.0737 | 18.0 | 1908 | 0.1533 | 0.6593 | 0.8451 | 0.7407 | 71 | 0.6 | 0.8308 | 0.6968 | 65 | 0.8343 | 0.94 | 0.8840 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.7419 | 0.8214 | 0.7797 | 28 | 0.7193 | 0.8790 | 0.7912 | 0.9493 |
| 0.0703 | 19.0 | 2014 | 0.1193 | 0.7436 | 0.8169 | 0.7785 | 71 | 0.6790 | 0.8462 | 0.7534 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7891 | 0.8732 | 0.8290 | 0.9631 |
| 0.0713 | 20.0 | 2120 | 0.1247 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6322 | 0.8462 | 0.7237 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.9615 | 0.8929 | 0.9259 | 28 | 0.7764 | 0.8905 | 0.8295 | 0.9624 |
| 0.0649 | 21.0 | 2226 | 0.1380 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.5895 | 0.8615 | 0.7 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7440 | 0.8876 | 0.8095 | 0.9564 |
| 0.0645 | 22.0 | 2332 | 0.1445 | 0.7037 | 0.8028 | 0.75 | 71 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7722 | 0.8790 | 0.8221 | 0.9588 |
| 0.0595 | 23.0 | 2438 | 0.1374 | 0.6897 | 0.8451 | 0.7595 | 71 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.9259 | 0.8929 | 0.9091 | 28 | 0.7744 | 0.8905 | 0.8284 | 0.9622 |
| 0.0576 | 24.0 | 2544 | 0.1402 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.65 | 0.8 | 0.7172 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.9259 | 0.8929 | 0.9091 | 28 | 0.7821 | 0.8790 | 0.8277 | 0.9590 |
| 0.0562 | 25.0 | 2650 | 0.1584 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6022 | 0.8615 | 0.7089 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7440 | 0.8876 | 0.8095 | 0.9554 |
| 0.0533 | 26.0 | 2756 | 0.1501 | 0.7089 | 0.7887 | 0.7467 | 71 | 0.6429 | 0.8308 | 0.7248 | 65 | 0.8485 | 0.9333 | 0.8889 | 150 | 0.6047 | 0.7879 | 0.6842 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7525 | 0.8674 | 0.8059 | 0.9539 |
| 0.0529 | 27.0 | 2862 | 0.1519 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.8929 | 0.8929 | 0.8929 | 28 | 0.7649 | 0.8905 | 0.8229 | 0.9576 |
| 0.0531 | 28.0 | 2968 | 0.1364 | 0.7763 | 0.8310 | 0.8027 | 71 | 0.6867 | 0.8769 | 0.7703 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.7105 | 0.8182 | 0.7606 | 33 | 0.9259 | 0.8929 | 0.9091 | 28 | 0.7969 | 0.8818 | 0.8372 | 0.9641 |
| 0.0463 | 29.0 | 3074 | 0.1396 | 0.7403 | 0.8028 | 0.7703 | 71 | 0.6552 | 0.8769 | 0.75 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.8056 | 0.8788 | 0.8406 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7897 | 0.8876 | 0.8358 | 0.9624 |
| 0.0466 | 30.0 | 3180 | 0.1535 | 0.7564 | 0.8310 | 0.7919 | 71 | 0.6196 | 0.8769 | 0.7261 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.77 | 0.8876 | 0.8246 | 0.9585 |
| 0.0449 | 31.0 | 3286 | 0.1608 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6835 | 0.8308 | 0.75 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7783 | 0.8905 | 0.8306 | 0.9593 |
| 0.043 | 32.0 | 3392 | 0.1635 | 0.6860 | 0.8310 | 0.7516 | 71 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.6190 | 0.7879 | 0.6933 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7482 | 0.8818 | 0.8095 | 0.9556 |
| 0.0394 | 33.0 | 3498 | 0.1503 | 0.75 | 0.8028 | 0.7755 | 71 | 0.6543 | 0.8154 | 0.7260 | 65 | 0.8987 | 0.9467 | 0.9221 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.8047 | 0.8790 | 0.8402 | 0.9641 |
| 0.0412 | 34.0 | 3604 | 0.1466 | 0.7662 | 0.8310 | 0.7973 | 71 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8987 | 0.9467 | 0.9221 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.8073 | 0.8934 | 0.8482 | 0.9646 |
| 0.0403 | 35.0 | 3710 | 0.1525 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.675 | 0.8308 | 0.7448 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7739 | 0.8876 | 0.8268 | 0.9619 |
| 0.0385 | 36.0 | 3816 | 0.1817 | 0.7564 | 0.8310 | 0.7919 | 71 | 0.6333 | 0.8769 | 0.7355 | 65 | 0.8503 | 0.9467 | 0.8959 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8929 | 0.8929 | 0.8929 | 28 | 0.7635 | 0.8934 | 0.8234 | 0.9551 |
| 0.037 | 37.0 | 3922 | 0.2012 | 0.6824 | 0.8169 | 0.7436 | 71 | 0.6279 | 0.8308 | 0.7152 | 65 | 0.8512 | 0.9533 | 0.8994 | 150 | 0.5652 | 0.7879 | 0.6582 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7332 | 0.8790 | 0.7995 | 0.9517 |
| 0.037 | 38.0 | 4028 | 0.1582 | 0.7532 | 0.8169 | 0.7838 | 71 | 0.7260 | 0.8154 | 0.7681 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.9615 | 0.8929 | 0.9259 | 28 | 0.8059 | 0.8732 | 0.8382 | 0.9607 |
| 0.0332 | 39.0 | 4134 | 0.1699 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6706 | 0.8769 | 0.76 | 65 | 0.8720 | 0.9533 | 0.9108 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7834 | 0.8963 | 0.8360 | 0.9610 |
| 0.0354 | 40.0 | 4240 | 0.1586 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6795 | 0.8154 | 0.7413 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.7059 | 0.8571 | 0.7742 | 28 | 0.7772 | 0.8847 | 0.8275 | 0.9612 |
| 0.0331 | 41.0 | 4346 | 0.1633 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6829 | 0.8615 | 0.7619 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7792 | 0.8847 | 0.8286 | 0.9607 |
| 0.0312 | 42.0 | 4452 | 0.1706 | 0.7436 | 0.8169 | 0.7785 | 71 | 0.675 | 0.8308 | 0.7448 | 65 | 0.8650 | 0.94 | 0.9010 | 150 | 0.65 | 0.7879 | 0.7123 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7795 | 0.8761 | 0.8250 | 0.9595 |
| 0.031 | 43.0 | 4558 | 0.1645 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.7027 | 0.8 | 0.7482 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.75 | 0.9091 | 0.8219 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7883 | 0.8905 | 0.8363 | 0.9619 |
| 0.0305 | 44.0 | 4664 | 0.1853 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.6628 | 0.8769 | 0.7550 | 65 | 0.8659 | 0.9467 | 0.9045 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8929 | 0.8929 | 0.8929 | 28 | 0.7775 | 0.8963 | 0.8327 | 0.9610 |
| 0.0284 | 45.0 | 4770 | 0.1658 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.7067 | 0.8154 | 0.7571 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7947 | 0.8703 | 0.8308 | 0.9634 |
| 0.028 | 46.0 | 4876 | 0.1733 | 0.7073 | 0.8169 | 0.7582 | 71 | 0.6463 | 0.8154 | 0.7211 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8929 | 0.8929 | 0.8929 | 28 | 0.7775 | 0.8761 | 0.8238 | 0.9600 |
| 0.0257 | 47.0 | 4982 | 0.1833 | 0.7763 | 0.8310 | 0.8027 | 71 | 0.6437 | 0.8615 | 0.7368 | 65 | 0.8712 | 0.9467 | 0.9073 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7843 | 0.8905 | 0.8340 | 0.9590 |
| 0.0281 | 48.0 | 5088 | 0.1702 | 0.7532 | 0.8169 | 0.7838 | 71 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.8580 | 0.9267 | 0.8910 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8846 | 0.8214 | 0.8519 | 28 | 0.7839 | 0.8674 | 0.8235 | 0.9607 |
| 0.0245 | 49.0 | 5194 | 0.1863 | 0.7143 | 0.8451 | 0.7742 | 71 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8820 | 0.9467 | 0.9132 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7758 | 0.8876 | 0.8280 | 0.9614 |
| 0.0251 | 50.0 | 5300 | 0.1628 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.7123 | 0.8 | 0.7536 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8929 | 0.8929 | 0.8929 | 28 | 0.808 | 0.8732 | 0.8393 | 0.9639 |
| 0.0251 | 51.0 | 5406 | 0.1653 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.7647 | 0.8 | 0.7820 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.8150 | 0.8761 | 0.8444 | 0.9663 |
| 0.0245 | 52.0 | 5512 | 0.1833 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.6706 | 0.8769 | 0.76 | 65 | 0.8659 | 0.9467 | 0.9045 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7783 | 0.8905 | 0.8306 | 0.9602 |
| 0.0222 | 53.0 | 5618 | 0.1887 | 0.6897 | 0.8451 | 0.7595 | 71 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.77 | 0.8876 | 0.8246 | 0.9595 |
| 0.024 | 54.0 | 5724 | 0.1765 | 0.7564 | 0.8310 | 0.7919 | 71 | 0.6744 | 0.8923 | 0.7682 | 65 | 0.8820 | 0.9467 | 0.9132 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7964 | 0.9020 | 0.8459 | 0.9634 |
| 0.0238 | 55.0 | 5830 | 0.1749 | 0.7468 | 0.8310 | 0.7867 | 71 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8931 | 0.9467 | 0.9191 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.9615 | 0.8929 | 0.9259 | 28 | 0.8057 | 0.8963 | 0.8486 | 0.9646 |
| 0.021 | 56.0 | 5936 | 0.1799 | 0.6905 | 0.8169 | 0.7484 | 71 | 0.6667 | 0.8308 | 0.7397 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7766 | 0.8818 | 0.8259 | 0.9602 |
| 0.0199 | 57.0 | 6042 | 0.1942 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.7123 | 0.8 | 0.7536 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.9259 | 0.8929 | 0.9091 | 28 | 0.8037 | 0.8847 | 0.8422 | 0.9619 |
| 0.0187 | 58.0 | 6148 | 0.1905 | 0.7037 | 0.8028 | 0.75 | 71 | 0.7123 | 0.8 | 0.7536 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7916 | 0.8646 | 0.8264 | 0.9610 |
| 0.0199 | 59.0 | 6254 | 0.1940 | 0.7073 | 0.8169 | 0.7582 | 71 | 0.6883 | 0.8154 | 0.7465 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.7931 | 0.8214 | 0.8070 | 28 | 0.7859 | 0.8674 | 0.8247 | 0.9593 |
| 0.0183 | 60.0 | 6360 | 0.1952 | 0.7436 | 0.8169 | 0.7785 | 71 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7821 | 0.8790 | 0.8277 | 0.9600 |
| 0.0178 | 61.0 | 6466 | 0.1902 | 0.7534 | 0.7746 | 0.7639 | 71 | 0.7 | 0.8615 | 0.7724 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7895 | 0.9091 | 0.8451 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8042 | 0.8761 | 0.8386 | 0.9622 |
| 0.0196 | 62.0 | 6572 | 0.1832 | 0.7436 | 0.8169 | 0.7785 | 71 | 0.6835 | 0.8308 | 0.75 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8214 | 0.8214 | 0.8214 | 28 | 0.7900 | 0.8674 | 0.8269 | 0.9622 |
| 0.0182 | 63.0 | 6678 | 0.1880 | 0.7308 | 0.8028 | 0.7651 | 71 | 0.6829 | 0.8615 | 0.7619 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7818 | 0.8674 | 0.8224 | 0.9617 |
| 0.0181 | 64.0 | 6784 | 0.1929 | 0.725 | 0.8169 | 0.7682 | 71 | 0.6875 | 0.8462 | 0.7586 | 65 | 0.8625 | 0.92 | 0.8903 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7789 | 0.8732 | 0.8234 | 0.9590 |
| 0.0187 | 65.0 | 6890 | 0.1914 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.7260 | 0.8154 | 0.7681 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8929 | 0.8929 | 0.8929 | 28 | 0.7989 | 0.8703 | 0.8331 | 0.9614 |
| 0.016 | 66.0 | 6996 | 0.2022 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7809 | 0.8732 | 0.8245 | 0.9602 |
| 0.0153 | 67.0 | 7102 | 0.1922 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.7067 | 0.8154 | 0.7571 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7917 | 0.8761 | 0.8317 | 0.9607 |
| 0.0165 | 68.0 | 7208 | 0.2077 | 0.7215 | 0.8028 | 0.76 | 71 | 0.6747 | 0.8615 | 0.7568 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7829 | 0.8732 | 0.8256 | 0.9610 |
| 0.0159 | 69.0 | 7314 | 0.2018 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.6835 | 0.8308 | 0.75 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7902 | 0.8790 | 0.8322 | 0.9619 |
| 0.0151 | 70.0 | 7420 | 0.2193 | 0.6867 | 0.8028 | 0.7403 | 71 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.675 | 0.8182 | 0.7397 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7798 | 0.8674 | 0.8213 | 0.9588 |
| 0.0149 | 71.0 | 7526 | 0.2117 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.6914 | 0.8615 | 0.7671 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7912 | 0.8847 | 0.8354 | 0.9614 |
| 0.0152 | 72.0 | 7632 | 0.1995 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.7143 | 0.8462 | 0.7746 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8519 | 0.8214 | 0.8364 | 28 | 0.8037 | 0.8732 | 0.8370 | 0.9624 |
| 0.0149 | 73.0 | 7738 | 0.2208 | 0.7024 | 0.8310 | 0.7613 | 71 | 0.6829 | 0.8615 | 0.7619 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7837 | 0.8876 | 0.8324 | 0.9610 |
| 0.0141 | 74.0 | 7844 | 0.2141 | 0.7273 | 0.7887 | 0.7568 | 71 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8037 | 0.8732 | 0.8370 | 0.9624 |
| 0.0142 | 75.0 | 7950 | 0.2097 | 0.7108 | 0.8310 | 0.7662 | 71 | 0.6582 | 0.8 | 0.7222 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7855 | 0.8761 | 0.8283 | 0.9610 |
| 0.0132 | 76.0 | 8056 | 0.2149 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.6974 | 0.8154 | 0.7518 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7922 | 0.8790 | 0.8333 | 0.9619 |
| 0.0132 | 77.0 | 8162 | 0.2158 | 0.6905 | 0.8169 | 0.7484 | 71 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.8929 | 0.8929 | 0.8929 | 28 | 0.7902 | 0.8790 | 0.8322 | 0.9607 |
| 0.0141 | 78.0 | 8268 | 0.2088 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7880 | 0.8674 | 0.8258 | 0.9607 |
| 0.0117 | 79.0 | 8374 | 0.2092 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8016 | 0.8732 | 0.8359 | 0.9614 |
| 0.0127 | 80.0 | 8480 | 0.2205 | 0.7 | 0.7887 | 0.7417 | 71 | 0.6835 | 0.8308 | 0.75 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7885 | 0.8703 | 0.8274 | 0.9588 |
| 0.0134 | 81.0 | 8586 | 0.2093 | 0.7215 | 0.8028 | 0.76 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8037 | 0.8732 | 0.8370 | 0.9631 |
| 0.0138 | 82.0 | 8692 | 0.2078 | 0.725 | 0.8169 | 0.7682 | 71 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7979 | 0.8761 | 0.8352 | 0.9612 |
| 0.0129 | 83.0 | 8798 | 0.2170 | 0.7 | 0.7887 | 0.7417 | 71 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7844 | 0.8703 | 0.8251 | 0.9600 |
| 0.0119 | 84.0 | 8904 | 0.2103 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.7067 | 0.8154 | 0.7571 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7911 | 0.8732 | 0.8301 | 0.9612 |
| 0.0117 | 85.0 | 9010 | 0.2209 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.7931 | 0.8214 | 0.8070 | 28 | 0.7877 | 0.8876 | 0.8347 | 0.9597 |
| 0.0129 | 86.0 | 9116 | 0.2100 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7969 | 0.8818 | 0.8372 | 0.9619 |
| 0.0107 | 87.0 | 9222 | 0.2151 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7969 | 0.8818 | 0.8372 | 0.9617 |
| 0.0121 | 88.0 | 9328 | 0.2126 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7968 | 0.8703 | 0.8320 | 0.9614 |
| 0.0104 | 89.0 | 9434 | 0.2102 | 0.7342 | 0.8169 | 0.7733 | 71 | 0.7333 | 0.8462 | 0.7857 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8047 | 0.8790 | 0.8402 | 0.9631 |
| 0.0114 | 90.0 | 9540 | 0.2103 | 0.725 | 0.8169 | 0.7682 | 71 | 0.7397 | 0.8308 | 0.7826 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.8021 | 0.8761 | 0.8375 | 0.9629 |
| 0.0105 | 91.0 | 9646 | 0.2144 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7984 | 0.8790 | 0.8368 | 0.9629 |
| 0.011 | 92.0 | 9752 | 0.2228 | 0.7037 | 0.8028 | 0.75 | 71 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7927 | 0.8818 | 0.8349 | 0.9607 |
| 0.0107 | 93.0 | 9858 | 0.2212 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7927 | 0.8818 | 0.8349 | 0.9610 |
| 0.009 | 94.0 | 9964 | 0.2232 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.6875 | 0.8462 | 0.7586 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7912 | 0.8847 | 0.8354 | 0.9619 |
| 0.0109 | 95.0 | 10070 | 0.2274 | 0.6951 | 0.8028 | 0.7451 | 71 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7896 | 0.8761 | 0.8306 | 0.9593 |
| 0.0098 | 96.0 | 10176 | 0.2233 | 0.7160 | 0.8169 | 0.7632 | 71 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7974 | 0.8847 | 0.8388 | 0.9614 |
| 0.0103 | 97.0 | 10282 | 0.2204 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7855 | 0.8761 | 0.8283 | 0.9610 |
| 0.0102 | 98.0 | 10388 | 0.2219 | 0.725 | 0.8169 | 0.7682 | 71 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7927 | 0.8818 | 0.8349 | 0.9612 |
| 0.0094 | 99.0 | 10494 | 0.2234 | 0.7125 | 0.8028 | 0.7550 | 71 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7902 | 0.8790 | 0.8322 | 0.9610 |
| 0.0098 | 100.0 | 10600 | 0.2237 | 0.725 | 0.8169 | 0.7682 | 71 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7927 | 0.8818 | 0.8349 | 0.9612 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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