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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-unipelt-0
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-0
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: 0.2432
- Location Precision: 0.7975
- Location Recall: 0.9130
- Location F1: 0.8514
- Location Number: 69
- Organization Precision: 0.6667
- Organization Recall: 0.7586
- Organization F1: 0.7097
- Organization Number: 58
- Person Precision: 0.8625
- Person Recall: 0.9079
- Person F1: 0.8846
- Person Number: 152
- Quantity Precision: 0.7576
- Quantity Recall: 0.8333
- Quantity F1: 0.7937
- Quantity Number: 30
- Time Precision: 0.8667
- Time Recall: 0.8966
- Time F1: 0.8814
- Time Number: 29
- Overall Precision: 0.8043
- Overall Recall: 0.8757
- Overall F1: 0.8385
- Overall Accuracy: 0.9611
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.9292 | 1.0 | 106 | 0.6127 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.3333 | 0.0066 | 0.0129 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.0 | 0.0 | 0.0 | 29 | 0.3333 | 0.0030 | 0.0059 | 0.8399 |
| 0.5076 | 2.0 | 212 | 0.3346 | 0.4074 | 0.3188 | 0.3577 | 69 | 0.1613 | 0.0862 | 0.1124 | 58 | 0.5789 | 0.7961 | 0.6704 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.4688 | 0.5172 | 0.4918 | 29 | 0.4794 | 0.4822 | 0.4808 | 0.9045 |
| 0.2907 | 3.0 | 318 | 0.1992 | 0.5644 | 0.8261 | 0.6706 | 69 | 0.3676 | 0.4310 | 0.3968 | 58 | 0.7514 | 0.875 | 0.8085 | 152 | 0.5 | 0.7667 | 0.6053 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.6194 | 0.7751 | 0.6886 | 0.9324 |
| 0.1931 | 4.0 | 424 | 0.1906 | 0.6923 | 0.9130 | 0.7875 | 69 | 0.5513 | 0.7414 | 0.6324 | 58 | 0.7026 | 0.9013 | 0.7896 | 152 | 0.5208 | 0.8333 | 0.6410 | 30 | 0.5 | 0.7931 | 0.6133 | 29 | 0.6354 | 0.8609 | 0.7312 | 0.9352 |
| 0.1671 | 5.0 | 530 | 0.1366 | 0.7568 | 0.8116 | 0.7832 | 69 | 0.5732 | 0.8103 | 0.6714 | 58 | 0.8107 | 0.9013 | 0.8536 | 152 | 0.6923 | 0.9 | 0.7826 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7411 | 0.8639 | 0.7978 | 0.9534 |
| 0.1438 | 6.0 | 636 | 0.1369 | 0.6782 | 0.8551 | 0.7564 | 69 | 0.5375 | 0.7414 | 0.6232 | 58 | 0.7919 | 0.9013 | 0.8431 | 152 | 0.6410 | 0.8333 | 0.7246 | 30 | 0.6571 | 0.7931 | 0.7188 | 29 | 0.6932 | 0.8491 | 0.7633 | 0.9529 |
| 0.1337 | 7.0 | 742 | 0.1254 | 0.7024 | 0.8551 | 0.7712 | 69 | 0.625 | 0.6897 | 0.6557 | 58 | 0.8313 | 0.9079 | 0.8679 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7493 | 0.8491 | 0.7961 | 0.9585 |
| 0.1244 | 8.0 | 848 | 0.1290 | 0.7895 | 0.8696 | 0.8276 | 69 | 0.6324 | 0.7414 | 0.6825 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.6471 | 0.7333 | 0.6875 | 30 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.7653 | 0.8491 | 0.8050 | 0.9572 |
| 0.1195 | 9.0 | 954 | 0.1241 | 0.7722 | 0.8841 | 0.8243 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8166 | 0.9079 | 0.8598 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7591 | 0.8669 | 0.8094 | 0.9593 |
| 0.1083 | 10.0 | 1060 | 0.1263 | 0.7262 | 0.8841 | 0.7974 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8466 | 0.9079 | 0.8762 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.7624 | 0.8639 | 0.8100 | 0.9593 |
| 0.1025 | 11.0 | 1166 | 0.1446 | 0.7442 | 0.9275 | 0.8258 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.5333 | 0.8 | 0.64 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7506 | 0.8728 | 0.8071 | 0.9552 |
| 0.0969 | 12.0 | 1272 | 0.1326 | 0.7262 | 0.8841 | 0.7974 | 69 | 0.6615 | 0.7414 | 0.6992 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7692 | 0.8580 | 0.8112 | 0.9595 |
| 0.0885 | 13.0 | 1378 | 0.1166 | 0.7792 | 0.8696 | 0.8219 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.7967 | 0.8698 | 0.8317 | 0.9626 |
| 0.0897 | 14.0 | 1484 | 0.1263 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6324 | 0.7414 | 0.6825 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7624 | 0.8639 | 0.8100 | 0.9603 |
| 0.0847 | 15.0 | 1590 | 0.1283 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6406 | 0.7069 | 0.6721 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7713 | 0.8580 | 0.8123 | 0.9593 |
| 0.0808 | 16.0 | 1696 | 0.1277 | 0.7821 | 0.8841 | 0.8299 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7913 | 0.8639 | 0.8260 | 0.9624 |
| 0.0746 | 17.0 | 1802 | 0.1327 | 0.7654 | 0.8986 | 0.8267 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7813 | 0.8669 | 0.8219 | 0.9593 |
| 0.0715 | 18.0 | 1908 | 0.1315 | 0.8378 | 0.8986 | 0.8671 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8457 | 0.9013 | 0.8726 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7880 | 0.8580 | 0.8215 | 0.9595 |
| 0.0695 | 19.0 | 2014 | 0.1311 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6875 | 0.7586 | 0.7213 | 58 | 0.8509 | 0.9013 | 0.8754 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7787 | 0.8639 | 0.8191 | 0.9583 |
| 0.0705 | 20.0 | 2120 | 0.1300 | 0.8333 | 0.8696 | 0.8511 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8466 | 0.9079 | 0.8762 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7923 | 0.8580 | 0.8239 | 0.9598 |
| 0.0623 | 21.0 | 2226 | 0.1415 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6389 | 0.7931 | 0.7077 | 58 | 0.8917 | 0.9211 | 0.9061 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7926 | 0.8817 | 0.8347 | 0.9608 |
| 0.0636 | 22.0 | 2332 | 0.1487 | 0.7619 | 0.9275 | 0.8366 | 69 | 0.6267 | 0.8103 | 0.7068 | 58 | 0.8466 | 0.9079 | 0.8762 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7621 | 0.8817 | 0.8176 | 0.9590 |
| 0.0571 | 23.0 | 2438 | 0.1372 | 0.8356 | 0.8841 | 0.8592 | 69 | 0.6479 | 0.7931 | 0.7132 | 58 | 0.8608 | 0.8947 | 0.8774 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7956 | 0.8639 | 0.8284 | 0.9603 |
| 0.0574 | 24.0 | 2544 | 0.1418 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8276 | 0.8276 | 0.8276 | 29 | 0.7888 | 0.8728 | 0.8287 | 0.9626 |
| 0.0542 | 25.0 | 2650 | 0.1343 | 0.8378 | 0.8986 | 0.8671 | 69 | 0.6984 | 0.7586 | 0.7273 | 58 | 0.8571 | 0.9079 | 0.8818 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8122 | 0.8698 | 0.84 | 0.9634 |
| 0.0526 | 26.0 | 2756 | 0.1440 | 0.8472 | 0.8841 | 0.8652 | 69 | 0.7188 | 0.7931 | 0.7541 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8144 | 0.8698 | 0.8412 | 0.9631 |
| 0.0477 | 27.0 | 2862 | 0.1605 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6618 | 0.7759 | 0.7143 | 58 | 0.8395 | 0.8947 | 0.8662 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7855 | 0.8669 | 0.8242 | 0.9593 |
| 0.048 | 28.0 | 2968 | 0.1559 | 0.8378 | 0.8986 | 0.8671 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7962 | 0.8669 | 0.8300 | 0.9580 |
| 0.0481 | 29.0 | 3074 | 0.1556 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6076 | 0.8276 | 0.7007 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7786 | 0.8846 | 0.8283 | 0.9595 |
| 0.045 | 30.0 | 3180 | 0.1507 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7069 | 0.7069 | 0.7069 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8066 | 0.8639 | 0.8343 | 0.9621 |
| 0.0445 | 31.0 | 3286 | 0.1512 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6714 | 0.8103 | 0.7344 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.792 | 0.8787 | 0.8331 | 0.9618 |
| 0.042 | 32.0 | 3392 | 0.1591 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6316 | 0.8276 | 0.7164 | 58 | 0.8383 | 0.9211 | 0.8777 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7778 | 0.8905 | 0.8303 | 0.9595 |
| 0.0394 | 33.0 | 3498 | 0.1586 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7919 | 0.8669 | 0.8277 | 0.9603 |
| 0.0378 | 34.0 | 3604 | 0.1541 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6479 | 0.7931 | 0.7132 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7872 | 0.8757 | 0.8291 | 0.9618 |
| 0.0375 | 35.0 | 3710 | 0.1546 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6909 | 0.6552 | 0.6726 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.8056 | 0.8580 | 0.8309 | 0.9626 |
| 0.0384 | 36.0 | 3816 | 0.1604 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8797 | 0.9145 | 0.8968 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8115 | 0.8787 | 0.8438 | 0.9624 |
| 0.0337 | 37.0 | 3922 | 0.1641 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6935 | 0.7414 | 0.7167 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8110 | 0.8757 | 0.8421 | 0.9624 |
| 0.0327 | 38.0 | 4028 | 0.1765 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7967 | 0.8698 | 0.8317 | 0.9601 |
| 0.033 | 39.0 | 4134 | 0.1700 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8005 | 0.8669 | 0.8324 | 0.9601 |
| 0.0333 | 40.0 | 4240 | 0.1745 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6716 | 0.7759 | 0.7200 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7984 | 0.8669 | 0.8312 | 0.9601 |
| 0.0296 | 41.0 | 4346 | 0.1779 | 0.8333 | 0.8696 | 0.8511 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8395 | 0.8947 | 0.8662 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7956 | 0.8639 | 0.8284 | 0.9613 |
| 0.0305 | 42.0 | 4452 | 0.1734 | 0.8333 | 0.8696 | 0.8511 | 69 | 0.6176 | 0.7241 | 0.6667 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8033 | 0.8580 | 0.8298 | 0.9618 |
| 0.029 | 43.0 | 4558 | 0.1849 | 0.8356 | 0.8841 | 0.8592 | 69 | 0.6812 | 0.8103 | 0.7402 | 58 | 0.8562 | 0.9013 | 0.8782 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8038 | 0.8728 | 0.8369 | 0.9611 |
| 0.0289 | 44.0 | 4664 | 0.1703 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6667 | 0.7241 | 0.6942 | 58 | 0.8553 | 0.8947 | 0.8746 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8083 | 0.8609 | 0.8338 | 0.9611 |
| 0.0294 | 45.0 | 4770 | 0.1817 | 0.8026 | 0.8841 | 0.8414 | 69 | 0.7188 | 0.7931 | 0.7541 | 58 | 0.8562 | 0.9013 | 0.8782 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8033 | 0.8698 | 0.8352 | 0.9611 |
| 0.0262 | 46.0 | 4876 | 0.1890 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6875 | 0.7586 | 0.7213 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8082 | 0.8728 | 0.8393 | 0.9626 |
| 0.0261 | 47.0 | 4982 | 0.1839 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.7143 | 0.7759 | 0.7438 | 58 | 0.8671 | 0.9013 | 0.8839 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8217 | 0.8728 | 0.8465 | 0.9626 |
| 0.027 | 48.0 | 5088 | 0.1841 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6714 | 0.8103 | 0.7344 | 58 | 0.8671 | 0.9013 | 0.8839 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.8027 | 0.8787 | 0.8390 | 0.9616 |
| 0.0243 | 49.0 | 5194 | 0.1802 | 0.8472 | 0.8841 | 0.8652 | 69 | 0.7119 | 0.7241 | 0.7179 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8239 | 0.8580 | 0.8406 | 0.9629 |
| 0.0243 | 50.0 | 5300 | 0.1870 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.7995 | 0.8728 | 0.8345 | 0.9613 |
| 0.0256 | 51.0 | 5406 | 0.1920 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6301 | 0.7931 | 0.7023 | 58 | 0.8671 | 0.9013 | 0.8839 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8016 | 0.8728 | 0.8357 | 0.9613 |
| 0.0233 | 52.0 | 5512 | 0.2000 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6316 | 0.8276 | 0.7164 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7931 | 0.7931 | 0.7931 | 29 | 0.7893 | 0.8757 | 0.8303 | 0.9590 |
| 0.0233 | 53.0 | 5618 | 0.1970 | 0.8243 | 0.8841 | 0.8531 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7898 | 0.8669 | 0.8265 | 0.9608 |
| 0.0211 | 54.0 | 5724 | 0.2172 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6716 | 0.7759 | 0.7200 | 58 | 0.8293 | 0.8947 | 0.8608 | 152 | 0.7812 | 0.8333 | 0.8065 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7925 | 0.8698 | 0.8293 | 0.9595 |
| 0.0217 | 55.0 | 5830 | 0.1964 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6029 | 0.7069 | 0.6508 | 58 | 0.8671 | 0.9013 | 0.8839 | 152 | 0.7812 | 0.8333 | 0.8065 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.7995 | 0.8609 | 0.8291 | 0.9608 |
| 0.0214 | 56.0 | 5936 | 0.2022 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6667 | 0.7586 | 0.7097 | 58 | 0.8571 | 0.9079 | 0.8818 | 152 | 0.7812 | 0.8333 | 0.8065 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8104 | 0.8728 | 0.8405 | 0.9621 |
| 0.0197 | 57.0 | 6042 | 0.2008 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6719 | 0.7414 | 0.7049 | 58 | 0.8734 | 0.9079 | 0.8903 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.8044 | 0.8639 | 0.8331 | 0.9608 |
| 0.0216 | 58.0 | 6148 | 0.2114 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6479 | 0.7931 | 0.7132 | 58 | 0.8562 | 0.9013 | 0.8782 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7973 | 0.8728 | 0.8333 | 0.9598 |
| 0.0197 | 59.0 | 6254 | 0.2084 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6667 | 0.7931 | 0.7244 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8027 | 0.8787 | 0.8390 | 0.9601 |
| 0.0182 | 60.0 | 6360 | 0.2159 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6620 | 0.8103 | 0.7287 | 58 | 0.8457 | 0.9013 | 0.8726 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7968 | 0.8817 | 0.8371 | 0.9603 |
| 0.0196 | 61.0 | 6466 | 0.2073 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6716 | 0.7759 | 0.7200 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8093 | 0.8787 | 0.8426 | 0.9616 |
| 0.0176 | 62.0 | 6572 | 0.2013 | 0.8378 | 0.8986 | 0.8671 | 69 | 0.6875 | 0.7586 | 0.7213 | 58 | 0.8424 | 0.9145 | 0.8770 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7931 | 0.7931 | 0.7931 | 29 | 0.8027 | 0.8669 | 0.8336 | 0.9606 |
| 0.0157 | 63.0 | 6678 | 0.2044 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6613 | 0.7069 | 0.6833 | 58 | 0.8671 | 0.9013 | 0.8839 | 152 | 0.7812 | 0.8333 | 0.8065 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8028 | 0.8550 | 0.8281 | 0.9601 |
| 0.0177 | 64.0 | 6784 | 0.2279 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8263 | 0.9079 | 0.8652 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.7792 | 0.8876 | 0.8299 | 0.9590 |
| 0.0165 | 65.0 | 6890 | 0.2164 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8405 | 0.9013 | 0.8698 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.7898 | 0.8669 | 0.8265 | 0.9585 |
| 0.0171 | 66.0 | 6996 | 0.2189 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6912 | 0.8103 | 0.7460 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8021 | 0.8876 | 0.8427 | 0.9621 |
| 0.0167 | 67.0 | 7102 | 0.2306 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6620 | 0.8103 | 0.7287 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7839 | 0.8905 | 0.8338 | 0.9598 |
| 0.0156 | 68.0 | 7208 | 0.2198 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.7121 | 0.8103 | 0.7581 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7812 | 0.8333 | 0.8065 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8152 | 0.8876 | 0.8499 | 0.9624 |
| 0.0156 | 69.0 | 7314 | 0.2162 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8734 | 0.9079 | 0.8903 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7995 | 0.8846 | 0.8399 | 0.9616 |
| 0.0155 | 70.0 | 7420 | 0.2283 | 0.7711 | 0.9275 | 0.8421 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8476 | 0.9145 | 0.8797 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7842 | 0.8817 | 0.8301 | 0.9593 |
| 0.0142 | 71.0 | 7526 | 0.2333 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6026 | 0.8103 | 0.6912 | 58 | 0.8562 | 0.9013 | 0.8782 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.7842 | 0.8817 | 0.8301 | 0.9590 |
| 0.0165 | 72.0 | 7632 | 0.2185 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6812 | 0.8103 | 0.7402 | 58 | 0.8553 | 0.8947 | 0.8746 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8076 | 0.8817 | 0.8430 | 0.9621 |
| 0.0145 | 73.0 | 7738 | 0.2226 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8608 | 0.8947 | 0.8774 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8033 | 0.8698 | 0.8352 | 0.9606 |
| 0.0135 | 74.0 | 7844 | 0.2320 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.7967 | 0.8698 | 0.8317 | 0.9595 |
| 0.0138 | 75.0 | 7950 | 0.2414 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6620 | 0.8103 | 0.7287 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7884 | 0.8817 | 0.8324 | 0.9585 |
| 0.0129 | 76.0 | 8056 | 0.2295 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6875 | 0.7586 | 0.7213 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8182 | 0.8787 | 0.8474 | 0.9616 |
| 0.0118 | 77.0 | 8162 | 0.2392 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.7899 | 0.8787 | 0.8319 | 0.9595 |
| 0.0127 | 78.0 | 8268 | 0.2345 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6866 | 0.7931 | 0.736 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8132 | 0.8757 | 0.8433 | 0.9616 |
| 0.0122 | 79.0 | 8374 | 0.2423 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6912 | 0.8103 | 0.7460 | 58 | 0.8528 | 0.9145 | 0.8825 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8016 | 0.8846 | 0.8411 | 0.9608 |
| 0.0117 | 80.0 | 8480 | 0.2293 | 0.8514 | 0.9130 | 0.8811 | 69 | 0.6923 | 0.7759 | 0.7317 | 58 | 0.8562 | 0.9013 | 0.8782 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8276 | 0.8276 | 0.8276 | 29 | 0.8144 | 0.8698 | 0.8412 | 0.9624 |
| 0.012 | 81.0 | 8586 | 0.2393 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.7968 | 0.8817 | 0.8371 | 0.9601 |
| 0.013 | 82.0 | 8692 | 0.2316 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.7097 | 0.7586 | 0.7333 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8104 | 0.8728 | 0.8405 | 0.9608 |
| 0.0115 | 83.0 | 8798 | 0.2321 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6667 | 0.7586 | 0.7097 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8060 | 0.8728 | 0.8381 | 0.9606 |
| 0.0124 | 84.0 | 8904 | 0.2311 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6825 | 0.7414 | 0.7107 | 58 | 0.8688 | 0.9145 | 0.8910 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8132 | 0.8757 | 0.8433 | 0.9616 |
| 0.0118 | 85.0 | 9010 | 0.2406 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6667 | 0.7586 | 0.7097 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7989 | 0.8698 | 0.8329 | 0.9603 |
| 0.0115 | 86.0 | 9116 | 0.2379 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6923 | 0.7759 | 0.7317 | 58 | 0.8571 | 0.9079 | 0.8818 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8022 | 0.8757 | 0.8373 | 0.9611 |
| 0.0116 | 87.0 | 9222 | 0.2364 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6970 | 0.7931 | 0.7419 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7812 | 0.8333 | 0.8065 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8120 | 0.8817 | 0.8454 | 0.9624 |
| 0.0107 | 88.0 | 9328 | 0.2356 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6984 | 0.7586 | 0.7273 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8144 | 0.8698 | 0.8412 | 0.9618 |
| 0.0099 | 89.0 | 9434 | 0.2441 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8679 | 0.9079 | 0.8875 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8071 | 0.8787 | 0.8414 | 0.9611 |
| 0.0116 | 90.0 | 9540 | 0.2403 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7812 | 0.8333 | 0.8065 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8125 | 0.8846 | 0.8470 | 0.9618 |
| 0.0101 | 91.0 | 9646 | 0.2410 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6866 | 0.7931 | 0.736 | 58 | 0.8688 | 0.9145 | 0.8910 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8147 | 0.8846 | 0.8482 | 0.9624 |
| 0.0104 | 92.0 | 9752 | 0.2380 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.7031 | 0.7759 | 0.7377 | 58 | 0.8688 | 0.9145 | 0.8910 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8110 | 0.8757 | 0.8421 | 0.9616 |
| 0.0113 | 93.0 | 9858 | 0.2393 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8087 | 0.8757 | 0.8409 | 0.9613 |
| 0.0104 | 94.0 | 9964 | 0.2401 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8110 | 0.8757 | 0.8421 | 0.9621 |
| 0.0108 | 95.0 | 10070 | 0.2410 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6912 | 0.8103 | 0.7460 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8093 | 0.8787 | 0.8426 | 0.9618 |
| 0.0102 | 96.0 | 10176 | 0.2441 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6716 | 0.7759 | 0.7200 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8032 | 0.8817 | 0.8406 | 0.9613 |
| 0.0099 | 97.0 | 10282 | 0.2421 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8688 | 0.9145 | 0.8910 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8120 | 0.8817 | 0.8454 | 0.9616 |
| 0.009 | 98.0 | 10388 | 0.2427 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8688 | 0.9145 | 0.8910 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8120 | 0.8817 | 0.8454 | 0.9621 |
| 0.0096 | 99.0 | 10494 | 0.2434 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6667 | 0.7586 | 0.7097 | 58 | 0.8688 | 0.9145 | 0.8910 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8071 | 0.8787 | 0.8414 | 0.9613 |
| 0.0099 | 100.0 | 10600 | 0.2432 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6667 | 0.7586 | 0.7097 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8043 | 0.8757 | 0.8385 | 0.9611 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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