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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-pt-pl10-0
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-pt-pl10-0
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: 0.2147
- Location Precision: 0.84
- Location Recall: 0.9130
- Location F1: 0.8750
- Location Number: 69
- Organization Precision: 0.6515
- Organization Recall: 0.7414
- Organization F1: 0.6935
- Organization Number: 58
- Person Precision: 0.8696
- Person Recall: 0.9211
- Person F1: 0.8946
- Person Number: 152
- Quantity Precision: 0.7222
- Quantity Recall: 0.8667
- Quantity F1: 0.7879
- Quantity Number: 30
- Time Precision: 0.7429
- Time Recall: 0.8966
- Time F1: 0.8125
- Time Number: 29
- Overall Precision: 0.7989
- Overall Recall: 0.8817
- Overall F1: 0.8383
- Overall Accuracy: 0.9580
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.9688 | 1.0 | 106 | 0.5576 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.2667 | 0.0526 | 0.0879 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.0 | 0.0 | 0.0 | 29 | 0.2162 | 0.0237 | 0.0427 | 0.8433 |
| 0.4767 | 2.0 | 212 | 0.3127 | 0.5 | 0.2029 | 0.2887 | 69 | 0.1111 | 0.0517 | 0.0706 | 58 | 0.4710 | 0.8026 | 0.5937 | 152 | 0.125 | 0.1 | 0.1111 | 30 | 0.4722 | 0.5862 | 0.5231 | 29 | 0.4251 | 0.4704 | 0.4466 | 0.8991 |
| 0.2969 | 3.0 | 318 | 0.2226 | 0.5417 | 0.7536 | 0.6303 | 69 | 0.3723 | 0.6034 | 0.4605 | 58 | 0.7514 | 0.875 | 0.8085 | 152 | 0.5909 | 0.8667 | 0.7027 | 30 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.6045 | 0.7959 | 0.6871 | 0.9275 |
| 0.2125 | 4.0 | 424 | 0.1735 | 0.6923 | 0.7826 | 0.7347 | 69 | 0.4928 | 0.5862 | 0.5354 | 58 | 0.7624 | 0.9079 | 0.8288 | 152 | 0.5952 | 0.8333 | 0.6944 | 30 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.6749 | 0.8107 | 0.7366 | 0.9401 |
| 0.1759 | 5.0 | 530 | 0.1436 | 0.6714 | 0.6812 | 0.6763 | 69 | 0.5119 | 0.7414 | 0.6056 | 58 | 0.7931 | 0.9079 | 0.8466 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.8276 | 0.8276 | 0.8276 | 29 | 0.7005 | 0.8166 | 0.7541 | 0.9475 |
| 0.1548 | 6.0 | 636 | 0.1446 | 0.7176 | 0.8841 | 0.7922 | 69 | 0.5875 | 0.8103 | 0.6812 | 58 | 0.8023 | 0.9079 | 0.8519 | 152 | 0.625 | 0.8333 | 0.7143 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7160 | 0.8728 | 0.7867 | 0.9521 |
| 0.1452 | 7.0 | 742 | 0.1472 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.6164 | 0.7759 | 0.6870 | 58 | 0.8333 | 0.9211 | 0.875 | 152 | 0.5 | 0.8 | 0.6154 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7309 | 0.8757 | 0.7968 | 0.9511 |
| 0.1368 | 8.0 | 848 | 0.1397 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6098 | 0.8621 | 0.7143 | 58 | 0.8284 | 0.9211 | 0.8723 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.55 | 0.7586 | 0.6377 | 29 | 0.7346 | 0.8846 | 0.8027 | 0.9539 |
| 0.1278 | 9.0 | 954 | 0.1459 | 0.7442 | 0.9275 | 0.8258 | 69 | 0.5714 | 0.6207 | 0.5950 | 58 | 0.8057 | 0.9276 | 0.8624 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.5610 | 0.7931 | 0.6571 | 29 | 0.7171 | 0.8550 | 0.7800 | 0.9529 |
| 0.1202 | 10.0 | 1060 | 0.1396 | 0.7209 | 0.8986 | 0.8000 | 69 | 0.6087 | 0.7241 | 0.6614 | 58 | 0.8383 | 0.9211 | 0.8777 | 152 | 0.5952 | 0.8333 | 0.6944 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7406 | 0.8698 | 0.8 | 0.9560 |
| 0.1166 | 11.0 | 1166 | 0.1387 | 0.7831 | 0.9420 | 0.8553 | 69 | 0.5811 | 0.7414 | 0.6515 | 58 | 0.8393 | 0.9276 | 0.8812 | 152 | 0.5952 | 0.8333 | 0.6944 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7413 | 0.8817 | 0.8054 | 0.9557 |
| 0.1108 | 12.0 | 1272 | 0.1307 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.5593 | 0.5690 | 0.5641 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7724 | 0.8432 | 0.8062 | 0.9580 |
| 0.1052 | 13.0 | 1378 | 0.1312 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8650 | 0.9276 | 0.8952 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7786 | 0.8846 | 0.8283 | 0.9613 |
| 0.104 | 14.0 | 1484 | 0.1374 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6615 | 0.7414 | 0.6992 | 58 | 0.8727 | 0.9474 | 0.9085 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7836 | 0.8787 | 0.8285 | 0.9608 |
| 0.0963 | 15.0 | 1590 | 0.1398 | 0.7619 | 0.9275 | 0.8366 | 69 | 0.65 | 0.6724 | 0.6610 | 58 | 0.8875 | 0.9342 | 0.9103 | 152 | 0.5106 | 0.8 | 0.6234 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7630 | 0.8669 | 0.8116 | 0.9572 |
| 0.0952 | 16.0 | 1696 | 0.1415 | 0.7529 | 0.9275 | 0.8312 | 69 | 0.6714 | 0.8103 | 0.7344 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.5854 | 0.8 | 0.6761 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7772 | 0.8876 | 0.8287 | 0.9580 |
| 0.0902 | 17.0 | 1802 | 0.1423 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.5976 | 0.8448 | 0.7000 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.5217 | 0.8 | 0.6316 | 30 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.7444 | 0.8876 | 0.8097 | 0.9580 |
| 0.0919 | 18.0 | 1908 | 0.1435 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8780 | 0.9474 | 0.9114 | 152 | 0.5854 | 0.8 | 0.6761 | 30 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.7752 | 0.8876 | 0.8276 | 0.9624 |
| 0.0864 | 19.0 | 2014 | 0.1433 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6562 | 0.7241 | 0.6885 | 58 | 0.8720 | 0.9408 | 0.9051 | 152 | 0.5333 | 0.8 | 0.64 | 30 | 0.7667 | 0.7931 | 0.7797 | 29 | 0.7743 | 0.8728 | 0.8206 | 0.9583 |
| 0.0853 | 20.0 | 2120 | 0.1352 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6528 | 0.8103 | 0.7231 | 58 | 0.8882 | 0.9408 | 0.9137 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.8005 | 0.8905 | 0.8431 | 0.9631 |
| 0.0782 | 21.0 | 2226 | 0.1521 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8720 | 0.9408 | 0.9051 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7692 | 0.8876 | 0.8242 | 0.9575 |
| 0.0778 | 22.0 | 2332 | 0.1419 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6364 | 0.8448 | 0.7259 | 58 | 0.8650 | 0.9276 | 0.8952 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7763 | 0.8935 | 0.8308 | 0.9618 |
| 0.0751 | 23.0 | 2438 | 0.1431 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8712 | 0.9342 | 0.9016 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7740 | 0.8817 | 0.8243 | 0.9601 |
| 0.0761 | 24.0 | 2544 | 0.1411 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6515 | 0.7414 | 0.6935 | 58 | 0.8773 | 0.9408 | 0.9079 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.8011 | 0.8817 | 0.8394 | 0.9634 |
| 0.0718 | 25.0 | 2650 | 0.1575 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8773 | 0.9408 | 0.9079 | 152 | 0.5333 | 0.8 | 0.64 | 30 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.7602 | 0.8817 | 0.8164 | 0.9577 |
| 0.0706 | 26.0 | 2756 | 0.1425 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6875 | 0.7586 | 0.7213 | 58 | 0.8938 | 0.9408 | 0.9167 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8027 | 0.8787 | 0.8390 | 0.9624 |
| 0.0675 | 27.0 | 2862 | 0.1607 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6125 | 0.8448 | 0.7101 | 58 | 0.8503 | 0.9342 | 0.8903 | 152 | 0.6 | 0.8 | 0.6857 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7569 | 0.8935 | 0.8195 | 0.9560 |
| 0.0692 | 28.0 | 2968 | 0.1498 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.7743 | 0.8728 | 0.8206 | 0.9593 |
| 0.0663 | 29.0 | 3074 | 0.1481 | 0.7778 | 0.9130 | 0.84 | 69 | 0.5976 | 0.8448 | 0.7000 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7601 | 0.8905 | 0.8202 | 0.9593 |
| 0.0642 | 30.0 | 3180 | 0.1446 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6212 | 0.7069 | 0.6613 | 58 | 0.8545 | 0.9276 | 0.8896 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7957 | 0.8757 | 0.8338 | 0.9631 |
| 0.0602 | 31.0 | 3286 | 0.1596 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6 | 0.7241 | 0.6562 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7737 | 0.8698 | 0.8189 | 0.9590 |
| 0.0618 | 32.0 | 3392 | 0.1510 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6818 | 0.7759 | 0.7258 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.5854 | 0.8 | 0.6761 | 30 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.7769 | 0.8757 | 0.8234 | 0.9606 |
| 0.0587 | 33.0 | 3498 | 0.1513 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8720 | 0.9408 | 0.9051 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7963 | 0.8905 | 0.8408 | 0.9636 |
| 0.0575 | 34.0 | 3604 | 0.1721 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.6 | 0.8 | 0.6857 | 30 | 0.6216 | 0.7931 | 0.6970 | 29 | 0.7577 | 0.8787 | 0.8137 | 0.9575 |
| 0.0568 | 35.0 | 3710 | 0.1631 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6866 | 0.7931 | 0.736 | 58 | 0.8545 | 0.9276 | 0.8896 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.7419 | 0.7931 | 0.7667 | 29 | 0.7863 | 0.8817 | 0.8312 | 0.9606 |
| 0.058 | 36.0 | 3816 | 0.1528 | 0.8378 | 0.8986 | 0.8671 | 69 | 0.6234 | 0.8276 | 0.7111 | 58 | 0.8773 | 0.9408 | 0.9079 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7947 | 0.8935 | 0.8412 | 0.9618 |
| 0.0542 | 37.0 | 3922 | 0.1606 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8712 | 0.9342 | 0.9016 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7816 | 0.8787 | 0.8273 | 0.9598 |
| 0.0543 | 38.0 | 4028 | 0.1634 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6154 | 0.8276 | 0.7059 | 58 | 0.8812 | 0.9276 | 0.9038 | 152 | 0.5714 | 0.8 | 0.6667 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7634 | 0.8876 | 0.8208 | 0.9583 |
| 0.0545 | 39.0 | 4134 | 0.1597 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7893 | 0.8757 | 0.8303 | 0.9590 |
| 0.0522 | 40.0 | 4240 | 0.1503 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6935 | 0.7414 | 0.7167 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7297 | 0.9 | 0.8060 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7984 | 0.8787 | 0.8366 | 0.9626 |
| 0.0484 | 41.0 | 4346 | 0.1651 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.7846 | 0.8728 | 0.8263 | 0.9593 |
| 0.0472 | 42.0 | 4452 | 0.1661 | 0.8378 | 0.8986 | 0.8671 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7951 | 0.8728 | 0.8322 | 0.9601 |
| 0.0498 | 43.0 | 4558 | 0.1551 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7297 | 0.9 | 0.8060 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.8038 | 0.8846 | 0.8423 | 0.9629 |
| 0.0474 | 44.0 | 4664 | 0.1694 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6769 | 0.7586 | 0.7154 | 58 | 0.8494 | 0.9276 | 0.8868 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7914 | 0.8757 | 0.8315 | 0.9601 |
| 0.0483 | 45.0 | 4770 | 0.1747 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.5476 | 0.7667 | 0.6389 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7670 | 0.8669 | 0.8139 | 0.9547 |
| 0.045 | 46.0 | 4876 | 0.1735 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6667 | 0.7241 | 0.6942 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7757 | 0.8698 | 0.8201 | 0.9577 |
| 0.0431 | 47.0 | 4982 | 0.1792 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6462 | 0.7241 | 0.6829 | 58 | 0.8537 | 0.9211 | 0.8861 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7793 | 0.8669 | 0.8207 | 0.9585 |
| 0.0424 | 48.0 | 5088 | 0.1735 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6970 | 0.7931 | 0.7419 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7889 | 0.8846 | 0.8340 | 0.9606 |
| 0.0426 | 49.0 | 5194 | 0.1756 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6761 | 0.8276 | 0.7442 | 58 | 0.8494 | 0.9276 | 0.8868 | 152 | 0.75 | 0.9 | 0.8182 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7870 | 0.8964 | 0.8382 | 0.9598 |
| 0.0412 | 50.0 | 5300 | 0.1680 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6727 | 0.6379 | 0.6549 | 58 | 0.8485 | 0.9211 | 0.8833 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7978 | 0.8639 | 0.8295 | 0.9598 |
| 0.0407 | 51.0 | 5406 | 0.1757 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.625 | 0.6897 | 0.6557 | 58 | 0.8712 | 0.9342 | 0.9016 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7888 | 0.8728 | 0.8287 | 0.9595 |
| 0.0421 | 52.0 | 5512 | 0.1845 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6618 | 0.7759 | 0.7143 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7842 | 0.8817 | 0.8301 | 0.9588 |
| 0.0415 | 53.0 | 5618 | 0.1807 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6618 | 0.7759 | 0.7143 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.7105 | 0.9 | 0.7941 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7937 | 0.8876 | 0.8380 | 0.9603 |
| 0.0378 | 54.0 | 5724 | 0.1903 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.5972 | 0.7414 | 0.6615 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.7297 | 0.9 | 0.8060 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7775 | 0.8787 | 0.8250 | 0.9588 |
| 0.0388 | 55.0 | 5830 | 0.1836 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6935 | 0.7414 | 0.7167 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7936 | 0.8757 | 0.8326 | 0.9593 |
| 0.0381 | 56.0 | 5936 | 0.1799 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.6842 | 0.8667 | 0.7647 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.7989 | 0.8817 | 0.8383 | 0.9595 |
| 0.0377 | 57.0 | 6042 | 0.1980 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6061 | 0.6897 | 0.6452 | 58 | 0.8476 | 0.9145 | 0.8797 | 152 | 0.7105 | 0.9 | 0.7941 | 30 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.7737 | 0.8698 | 0.8189 | 0.9554 |
| 0.0382 | 58.0 | 6148 | 0.1961 | 0.8378 | 0.8986 | 0.8671 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7867 | 0.8728 | 0.8275 | 0.9562 |
| 0.0358 | 59.0 | 6254 | 0.1875 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8650 | 0.9276 | 0.8952 | 152 | 0.6667 | 0.8667 | 0.7536 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7910 | 0.8846 | 0.8352 | 0.9601 |
| 0.0355 | 60.0 | 6360 | 0.1934 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8742 | 0.9145 | 0.8939 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7914 | 0.8757 | 0.8315 | 0.9577 |
| 0.037 | 61.0 | 6466 | 0.1857 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.6842 | 0.8667 | 0.7647 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7857 | 0.8787 | 0.8296 | 0.9593 |
| 0.0342 | 62.0 | 6572 | 0.1942 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6143 | 0.7414 | 0.6719 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7751 | 0.8669 | 0.8184 | 0.9565 |
| 0.0349 | 63.0 | 6678 | 0.1864 | 0.8533 | 0.9275 | 0.8889 | 69 | 0.6667 | 0.7241 | 0.6942 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.7297 | 0.9 | 0.8060 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8065 | 0.8876 | 0.8451 | 0.9603 |
| 0.0316 | 64.0 | 6784 | 0.1956 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.5974 | 0.7931 | 0.6815 | 58 | 0.8528 | 0.9145 | 0.8825 | 152 | 0.6842 | 0.8667 | 0.7647 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7680 | 0.8817 | 0.8209 | 0.9554 |
| 0.0358 | 65.0 | 6890 | 0.1994 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.5783 | 0.8276 | 0.6809 | 58 | 0.8712 | 0.9342 | 0.9016 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7710 | 0.8964 | 0.8290 | 0.9567 |
| 0.0317 | 66.0 | 6996 | 0.2149 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6119 | 0.7069 | 0.6560 | 58 | 0.8650 | 0.9276 | 0.8952 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7757 | 0.8698 | 0.8201 | 0.9557 |
| 0.0335 | 67.0 | 7102 | 0.1980 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8773 | 0.9408 | 0.9079 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7958 | 0.8876 | 0.8392 | 0.9603 |
| 0.0333 | 68.0 | 7208 | 0.1946 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8545 | 0.9276 | 0.8896 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.6667 | 0.8276 | 0.7385 | 29 | 0.7749 | 0.8757 | 0.8222 | 0.9580 |
| 0.0311 | 69.0 | 7314 | 0.1972 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6615 | 0.7414 | 0.6992 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8125 | 0.8846 | 0.8470 | 0.9606 |
| 0.0314 | 70.0 | 7420 | 0.2074 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6719 | 0.7414 | 0.7049 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7941 | 0.8787 | 0.8343 | 0.9572 |
| 0.0317 | 71.0 | 7526 | 0.2124 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8765 | 0.9342 | 0.9045 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.6486 | 0.8276 | 0.7273 | 29 | 0.7874 | 0.8876 | 0.8345 | 0.9577 |
| 0.0297 | 72.0 | 7632 | 0.2063 | 0.8514 | 0.9130 | 0.8811 | 69 | 0.6379 | 0.6379 | 0.6379 | 58 | 0.8758 | 0.9276 | 0.9010 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7940 | 0.8550 | 0.8234 | 0.9567 |
| 0.0293 | 73.0 | 7738 | 0.2054 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6324 | 0.7414 | 0.6825 | 58 | 0.8712 | 0.9342 | 0.9016 | 152 | 0.7297 | 0.9 | 0.8060 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7989 | 0.8935 | 0.8436 | 0.9603 |
| 0.0303 | 74.0 | 7844 | 0.2092 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6176 | 0.7241 | 0.6667 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7804 | 0.8728 | 0.8240 | 0.9583 |
| 0.0319 | 75.0 | 7950 | 0.2117 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6462 | 0.7241 | 0.6829 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.6667 | 0.8276 | 0.7385 | 29 | 0.7834 | 0.8669 | 0.8230 | 0.9567 |
| 0.0294 | 76.0 | 8056 | 0.2030 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6462 | 0.7241 | 0.6829 | 58 | 0.875 | 0.9211 | 0.8974 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7861 | 0.8698 | 0.8258 | 0.9577 |
| 0.0282 | 77.0 | 8162 | 0.2060 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6406 | 0.7069 | 0.6721 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7909 | 0.8728 | 0.8298 | 0.9585 |
| 0.0298 | 78.0 | 8268 | 0.2040 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.65 | 0.6724 | 0.6610 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7923 | 0.8580 | 0.8239 | 0.9585 |
| 0.0296 | 79.0 | 8374 | 0.1979 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6615 | 0.7414 | 0.6992 | 58 | 0.8758 | 0.9276 | 0.9010 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8108 | 0.8876 | 0.8475 | 0.9608 |
| 0.0281 | 80.0 | 8480 | 0.2116 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6825 | 0.7414 | 0.7107 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8027 | 0.8787 | 0.8390 | 0.9580 |
| 0.0285 | 81.0 | 8586 | 0.2078 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6406 | 0.7069 | 0.6721 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.7861 | 0.8698 | 0.8258 | 0.9570 |
| 0.0248 | 82.0 | 8692 | 0.2200 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6212 | 0.7069 | 0.6613 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.6410 | 0.8621 | 0.7353 | 29 | 0.7757 | 0.8698 | 0.8201 | 0.9542 |
| 0.026 | 83.0 | 8798 | 0.2053 | 0.8533 | 0.9275 | 0.8889 | 69 | 0.6452 | 0.6897 | 0.6667 | 58 | 0.875 | 0.9211 | 0.8974 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8104 | 0.8728 | 0.8405 | 0.9590 |
| 0.0267 | 84.0 | 8904 | 0.2085 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6462 | 0.7241 | 0.6829 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.7222 | 0.8966 | 0.8000 | 29 | 0.7947 | 0.8817 | 0.8359 | 0.9585 |
| 0.0256 | 85.0 | 9010 | 0.2123 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6364 | 0.7241 | 0.6774 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.7222 | 0.8966 | 0.8000 | 29 | 0.7905 | 0.8817 | 0.8336 | 0.9583 |
| 0.0258 | 86.0 | 9116 | 0.2085 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6774 | 0.7241 | 0.7 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.7957 | 0.8757 | 0.8338 | 0.9572 |
| 0.0278 | 87.0 | 9222 | 0.2144 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6471 | 0.7586 | 0.6984 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7857 | 0.8787 | 0.8296 | 0.9583 |
| 0.0266 | 88.0 | 9328 | 0.2117 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6269 | 0.7241 | 0.672 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7914 | 0.8757 | 0.8315 | 0.9585 |
| 0.0277 | 89.0 | 9434 | 0.2165 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6364 | 0.7241 | 0.6774 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.7222 | 0.8966 | 0.8000 | 29 | 0.7905 | 0.8817 | 0.8336 | 0.9575 |
| 0.0263 | 90.0 | 9540 | 0.2157 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6515 | 0.7414 | 0.6935 | 58 | 0.8589 | 0.9211 | 0.8889 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.7836 | 0.8787 | 0.8285 | 0.9572 |
| 0.0249 | 91.0 | 9646 | 0.2155 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6308 | 0.7069 | 0.6667 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.7429 | 0.8667 | 0.8 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7941 | 0.8787 | 0.8343 | 0.9575 |
| 0.026 | 92.0 | 9752 | 0.2157 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7941 | 0.8787 | 0.8343 | 0.9580 |
| 0.0246 | 93.0 | 9858 | 0.2178 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6515 | 0.7414 | 0.6935 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.6757 | 0.8333 | 0.7463 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7899 | 0.8787 | 0.8319 | 0.9575 |
| 0.0228 | 94.0 | 9964 | 0.2139 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6056 | 0.7414 | 0.6667 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7842 | 0.8817 | 0.8301 | 0.9577 |
| 0.0239 | 95.0 | 10070 | 0.2172 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7947 | 0.8817 | 0.8359 | 0.9580 |
| 0.0246 | 96.0 | 10176 | 0.2160 | 0.8421 | 0.9275 | 0.8828 | 69 | 0.6232 | 0.7414 | 0.6772 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7910 | 0.8846 | 0.8352 | 0.9585 |
| 0.0263 | 97.0 | 10282 | 0.2144 | 0.8533 | 0.9275 | 0.8889 | 69 | 0.6462 | 0.7241 | 0.6829 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8027 | 0.8787 | 0.8390 | 0.9585 |
| 0.0243 | 98.0 | 10388 | 0.2148 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6418 | 0.7414 | 0.688 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7968 | 0.8817 | 0.8371 | 0.9583 |
| 0.0232 | 99.0 | 10494 | 0.2144 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6515 | 0.7414 | 0.6935 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7989 | 0.8817 | 0.8383 | 0.9580 |
| 0.0224 | 100.0 | 10600 | 0.2147 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6515 | 0.7414 | 0.6935 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.7989 | 0.8817 | 0.8383 | 0.9580 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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