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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-lora-r16-2
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# nerugm-lora-r16-2
This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co./indolem/indobert-base-uncased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1435
- Location Precision: 0.7317
- Location Recall: 0.8333
- Location F1: 0.7792
- Location Number: 72
- Organization Precision: 0.6915
- Organization Recall: 0.8667
- Organization F1: 0.7692
- Organization Number: 75
- Person Precision: 0.8344
- Person Recall: 0.9510
- Person F1: 0.8889
- Person Number: 143
- Quantity Precision: 0.5667
- Quantity Recall: 0.7391
- Quantity F1: 0.6415
- Quantity Number: 23
- Time Precision: 0.7
- Time Recall: 0.8077
- Time F1: 0.75
- Time Number: 26
- Overall Precision: 0.7494
- Overall Recall: 0.8820
- Overall F1: 0.8103
- Overall Accuracy: 0.9557
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 1.1469 | 1.0 | 106 | 0.6846 | 0.0 | 0.0 | 0.0 | 72 | 0.0 | 0.0 | 0.0 | 75 | 0.0 | 0.0 | 0.0 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.0 | 0.0 | 0.0 | 26 | 0.0 | 0.0 | 0.0 | 0.8449 |
| 0.6816 | 2.0 | 212 | 0.5663 | 0.0 | 0.0 | 0.0 | 72 | 0.0 | 0.0 | 0.0 | 75 | 0.0 | 0.0 | 0.0 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.0 | 0.0 | 0.0 | 26 | 0.0 | 0.0 | 0.0 | 0.8464 |
| 0.5761 | 3.0 | 318 | 0.4477 | 0.4 | 0.0556 | 0.0976 | 72 | 0.0667 | 0.0133 | 0.0222 | 75 | 0.3115 | 0.1329 | 0.1863 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.2941 | 0.1923 | 0.2326 | 26 | 0.2816 | 0.0855 | 0.1312 | 0.8692 |
| 0.4513 | 4.0 | 424 | 0.3327 | 0.5349 | 0.3194 | 0.4000 | 72 | 0.3846 | 0.2667 | 0.3150 | 75 | 0.6159 | 0.7063 | 0.6580 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.6923 | 0.6923 | 0.6923 | 26 | 0.5492 | 0.4779 | 0.5110 | 0.9139 |
| 0.3349 | 5.0 | 530 | 0.2615 | 0.6104 | 0.6528 | 0.6309 | 72 | 0.4706 | 0.5333 | 0.5 | 75 | 0.7263 | 0.9091 | 0.8075 | 143 | 0.2759 | 0.3478 | 0.3077 | 23 | 0.6786 | 0.7308 | 0.7037 | 26 | 0.6131 | 0.7198 | 0.6621 | 0.9324 |
| 0.2724 | 6.0 | 636 | 0.2266 | 0.6333 | 0.7917 | 0.7037 | 72 | 0.4792 | 0.6133 | 0.5380 | 75 | 0.7684 | 0.9510 | 0.85 | 143 | 0.3438 | 0.4783 | 0.4 | 23 | 0.6667 | 0.7692 | 0.7143 | 26 | 0.6353 | 0.7965 | 0.7068 | 0.9380 |
| 0.2355 | 7.0 | 742 | 0.2026 | 0.6824 | 0.8056 | 0.7389 | 72 | 0.4747 | 0.6267 | 0.5402 | 75 | 0.7586 | 0.9231 | 0.8328 | 143 | 0.3056 | 0.4783 | 0.3729 | 23 | 0.6452 | 0.7692 | 0.7018 | 26 | 0.6306 | 0.7906 | 0.7016 | 0.9375 |
| 0.2121 | 8.0 | 848 | 0.1842 | 0.6897 | 0.8333 | 0.7547 | 72 | 0.5048 | 0.7067 | 0.5889 | 75 | 0.7778 | 0.9301 | 0.8471 | 143 | 0.3448 | 0.4348 | 0.3846 | 23 | 0.6774 | 0.8077 | 0.7368 | 26 | 0.6548 | 0.8171 | 0.7270 | 0.9422 |
| 0.1949 | 9.0 | 954 | 0.1775 | 0.75 | 0.875 | 0.8077 | 72 | 0.5421 | 0.7733 | 0.6374 | 75 | 0.7952 | 0.9231 | 0.8544 | 143 | 0.3714 | 0.5652 | 0.4483 | 23 | 0.6774 | 0.8077 | 0.7368 | 26 | 0.6785 | 0.8466 | 0.7533 | 0.9437 |
| 0.1839 | 10.0 | 1060 | 0.1734 | 0.7326 | 0.875 | 0.7975 | 72 | 0.55 | 0.7333 | 0.6286 | 75 | 0.7964 | 0.9301 | 0.8581 | 143 | 0.5 | 0.7826 | 0.6102 | 23 | 0.6562 | 0.8077 | 0.7241 | 26 | 0.6888 | 0.8555 | 0.7632 | 0.9460 |
| 0.1755 | 11.0 | 1166 | 0.1595 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.5816 | 0.76 | 0.6590 | 75 | 0.8 | 0.9231 | 0.8571 | 143 | 0.4375 | 0.6087 | 0.5091 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.6985 | 0.8407 | 0.7631 | 0.9487 |
| 0.1678 | 12.0 | 1272 | 0.1577 | 0.7294 | 0.8611 | 0.7898 | 72 | 0.5673 | 0.7867 | 0.6592 | 75 | 0.8061 | 0.9301 | 0.8636 | 143 | 0.4688 | 0.6522 | 0.5455 | 23 | 0.6364 | 0.8077 | 0.7119 | 26 | 0.6921 | 0.8555 | 0.7652 | 0.9480 |
| 0.162 | 13.0 | 1378 | 0.1496 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.5918 | 0.7733 | 0.6705 | 75 | 0.8160 | 0.9301 | 0.8693 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7178 | 0.8555 | 0.7806 | 0.9510 |
| 0.1556 | 14.0 | 1484 | 0.1514 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.5446 | 0.8133 | 0.6524 | 75 | 0.8221 | 0.9371 | 0.8758 | 143 | 0.5938 | 0.8261 | 0.6909 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7122 | 0.8761 | 0.7857 | 0.9510 |
| 0.1526 | 15.0 | 1590 | 0.1486 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.5865 | 0.8133 | 0.6816 | 75 | 0.8428 | 0.9371 | 0.8874 | 143 | 0.6129 | 0.8261 | 0.7037 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7351 | 0.8761 | 0.7995 | 0.9522 |
| 0.1469 | 16.0 | 1696 | 0.1532 | 0.7590 | 0.875 | 0.8129 | 72 | 0.5648 | 0.8133 | 0.6667 | 75 | 0.8438 | 0.9441 | 0.8911 | 143 | 0.5938 | 0.8261 | 0.6909 | 23 | 0.6875 | 0.8462 | 0.7586 | 26 | 0.7229 | 0.8850 | 0.7958 | 0.9510 |
| 0.144 | 17.0 | 1802 | 0.1514 | 0.7209 | 0.8611 | 0.7848 | 72 | 0.5825 | 0.8 | 0.6742 | 75 | 0.8375 | 0.9371 | 0.8845 | 143 | 0.5429 | 0.8261 | 0.6552 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7174 | 0.8761 | 0.7888 | 0.9505 |
| 0.1383 | 18.0 | 1908 | 0.1495 | 0.75 | 0.875 | 0.8077 | 72 | 0.5882 | 0.8 | 0.6780 | 75 | 0.8491 | 0.9441 | 0.8940 | 143 | 0.5588 | 0.8261 | 0.6667 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7293 | 0.8820 | 0.7984 | 0.9522 |
| 0.1377 | 19.0 | 2014 | 0.1417 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6078 | 0.8267 | 0.7006 | 75 | 0.8313 | 0.9301 | 0.8779 | 143 | 0.5429 | 0.8261 | 0.6552 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7262 | 0.8761 | 0.7941 | 0.9537 |
| 0.1295 | 20.0 | 2120 | 0.1544 | 0.7412 | 0.875 | 0.8025 | 72 | 0.5727 | 0.84 | 0.6811 | 75 | 0.8333 | 0.9441 | 0.8852 | 143 | 0.5758 | 0.8261 | 0.6786 | 23 | 0.6667 | 0.8462 | 0.7458 | 26 | 0.7139 | 0.8909 | 0.7927 | 0.9492 |
| 0.1322 | 21.0 | 2226 | 0.1458 | 0.7412 | 0.875 | 0.8025 | 72 | 0.6176 | 0.84 | 0.7119 | 75 | 0.8261 | 0.9301 | 0.8750 | 143 | 0.5938 | 0.8261 | 0.6909 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7353 | 0.8850 | 0.8032 | 0.9522 |
| 0.1262 | 22.0 | 2332 | 0.1463 | 0.7590 | 0.875 | 0.8129 | 72 | 0.6078 | 0.8267 | 0.7006 | 75 | 0.8333 | 0.9441 | 0.8852 | 143 | 0.5294 | 0.7826 | 0.6316 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7299 | 0.8850 | 0.8 | 0.9522 |
| 0.1265 | 23.0 | 2438 | 0.1438 | 0.7590 | 0.875 | 0.8129 | 72 | 0.6058 | 0.84 | 0.7039 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7348 | 0.8909 | 0.8053 | 0.9535 |
| 0.1249 | 24.0 | 2544 | 0.1526 | 0.7209 | 0.8611 | 0.7848 | 72 | 0.5888 | 0.84 | 0.6923 | 75 | 0.8293 | 0.9510 | 0.8860 | 143 | 0.5294 | 0.7826 | 0.6316 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7133 | 0.8879 | 0.7911 | 0.9492 |
| 0.124 | 25.0 | 2650 | 0.1410 | 0.7294 | 0.8611 | 0.7898 | 72 | 0.6421 | 0.8133 | 0.7176 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5294 | 0.7826 | 0.6316 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7365 | 0.8820 | 0.8027 | 0.9550 |
| 0.122 | 26.0 | 2756 | 0.1444 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6429 | 0.84 | 0.7283 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5294 | 0.7826 | 0.6316 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7359 | 0.8879 | 0.8048 | 0.9537 |
| 0.1202 | 27.0 | 2862 | 0.1384 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6522 | 0.8 | 0.7186 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.5143 | 0.7826 | 0.6207 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.74 | 0.8732 | 0.8011 | 0.9542 |
| 0.1175 | 28.0 | 2968 | 0.1306 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6667 | 0.8 | 0.7273 | 75 | 0.8428 | 0.9371 | 0.8874 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7551 | 0.8732 | 0.8098 | 0.9577 |
| 0.1172 | 29.0 | 3074 | 0.1388 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.6364 | 0.84 | 0.7241 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7538 | 0.8761 | 0.8104 | 0.9552 |
| 0.1115 | 30.0 | 3180 | 0.1358 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6632 | 0.84 | 0.7412 | 75 | 0.8590 | 0.9371 | 0.8963 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7544 | 0.8791 | 0.8120 | 0.9565 |
| 0.1118 | 31.0 | 3286 | 0.1319 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6522 | 0.8 | 0.7186 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7577 | 0.8761 | 0.8126 | 0.9570 |
| 0.1105 | 32.0 | 3392 | 0.1297 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6966 | 0.8267 | 0.7561 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7752 | 0.8850 | 0.8264 | 0.9597 |
| 0.1131 | 33.0 | 3498 | 0.1330 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6559 | 0.8133 | 0.7262 | 75 | 0.8323 | 0.9371 | 0.8816 | 143 | 0.5161 | 0.6957 | 0.5926 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7406 | 0.8673 | 0.7989 | 0.9562 |
| 0.1076 | 34.0 | 3604 | 0.1418 | 0.7683 | 0.875 | 0.8182 | 72 | 0.6633 | 0.8667 | 0.7514 | 75 | 0.8333 | 0.9441 | 0.8852 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7494 | 0.8909 | 0.8140 | 0.9557 |
| 0.1067 | 35.0 | 3710 | 0.1382 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6633 | 0.8667 | 0.7514 | 75 | 0.8491 | 0.9441 | 0.8940 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.75 | 0.8850 | 0.8119 | 0.9567 |
| 0.1062 | 36.0 | 3816 | 0.1289 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.6923 | 0.84 | 0.7590 | 75 | 0.8365 | 0.9301 | 0.8808 | 143 | 0.5 | 0.6957 | 0.5818 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7551 | 0.8732 | 0.8098 | 0.9582 |
| 0.1067 | 37.0 | 3922 | 0.1377 | 0.7381 | 0.8611 | 0.7949 | 72 | 0.6701 | 0.8667 | 0.7558 | 75 | 0.8438 | 0.9441 | 0.8911 | 143 | 0.5294 | 0.7826 | 0.6316 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7450 | 0.8879 | 0.8102 | 0.9555 |
| 0.1035 | 38.0 | 4028 | 0.1402 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6701 | 0.8667 | 0.7558 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7531 | 0.8909 | 0.8162 | 0.9560 |
| 0.1009 | 39.0 | 4134 | 0.1347 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.6436 | 0.8667 | 0.7386 | 75 | 0.8491 | 0.9441 | 0.8940 | 143 | 0.5161 | 0.6957 | 0.5926 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7431 | 0.8791 | 0.8054 | 0.9557 |
| 0.1003 | 40.0 | 4240 | 0.1330 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8333 | 0.9441 | 0.8852 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7577 | 0.8761 | 0.8126 | 0.9580 |
| 0.0991 | 41.0 | 4346 | 0.1327 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6702 | 0.84 | 0.7456 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7469 | 0.8791 | 0.8076 | 0.9577 |
| 0.0998 | 42.0 | 4452 | 0.1384 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6915 | 0.8667 | 0.7692 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7538 | 0.8850 | 0.8141 | 0.9580 |
| 0.0976 | 43.0 | 4558 | 0.1351 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8616 | 0.9580 | 0.9073 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7620 | 0.8879 | 0.8202 | 0.9590 |
| 0.0983 | 44.0 | 4664 | 0.1335 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6702 | 0.84 | 0.7456 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7506 | 0.8791 | 0.8098 | 0.9575 |
| 0.0953 | 45.0 | 4770 | 0.1382 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6735 | 0.88 | 0.7630 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7613 | 0.8938 | 0.8223 | 0.9560 |
| 0.0956 | 46.0 | 4876 | 0.1318 | 0.7381 | 0.8611 | 0.7949 | 72 | 0.6667 | 0.88 | 0.7586 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.5161 | 0.6957 | 0.5926 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7525 | 0.8879 | 0.8146 | 0.9570 |
| 0.096 | 47.0 | 4982 | 0.1382 | 0.7381 | 0.8611 | 0.7949 | 72 | 0.66 | 0.88 | 0.7543 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7494 | 0.8909 | 0.8140 | 0.9562 |
| 0.0927 | 48.0 | 5088 | 0.1361 | 0.7262 | 0.8472 | 0.7821 | 72 | 0.6465 | 0.8533 | 0.7356 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7438 | 0.8820 | 0.8070 | 0.9560 |
| 0.0937 | 49.0 | 5194 | 0.1355 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6804 | 0.88 | 0.7674 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7563 | 0.8879 | 0.8168 | 0.9577 |
| 0.0929 | 50.0 | 5300 | 0.1443 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.65 | 0.8667 | 0.7429 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7469 | 0.8879 | 0.8113 | 0.9535 |
| 0.0925 | 51.0 | 5406 | 0.1329 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6737 | 0.8533 | 0.7529 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7487 | 0.8791 | 0.8087 | 0.9580 |
| 0.09 | 52.0 | 5512 | 0.1322 | 0.7381 | 0.8611 | 0.7949 | 72 | 0.6429 | 0.84 | 0.7283 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7475 | 0.8820 | 0.8092 | 0.9577 |
| 0.0902 | 53.0 | 5618 | 0.1369 | 0.7381 | 0.8611 | 0.7949 | 72 | 0.6465 | 0.8533 | 0.7356 | 75 | 0.8333 | 0.9441 | 0.8852 | 143 | 0.5333 | 0.6957 | 0.6038 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7401 | 0.8820 | 0.8048 | 0.9565 |
| 0.0903 | 54.0 | 5724 | 0.1362 | 0.7381 | 0.8611 | 0.7949 | 72 | 0.6633 | 0.8667 | 0.7514 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.755 | 0.8909 | 0.8173 | 0.9580 |
| 0.0884 | 55.0 | 5830 | 0.1463 | 0.75 | 0.875 | 0.8077 | 72 | 0.6262 | 0.8933 | 0.7363 | 75 | 0.8679 | 0.9650 | 0.9139 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7409 | 0.9027 | 0.8138 | 0.9532 |
| 0.0876 | 56.0 | 5936 | 0.1365 | 0.7590 | 0.875 | 0.8129 | 72 | 0.6562 | 0.84 | 0.7368 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7463 | 0.8850 | 0.8097 | 0.9565 |
| 0.0866 | 57.0 | 6042 | 0.1324 | 0.7381 | 0.8611 | 0.7949 | 72 | 0.6848 | 0.84 | 0.7545 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5161 | 0.6957 | 0.5926 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7487 | 0.8791 | 0.8087 | 0.9575 |
| 0.0859 | 58.0 | 6148 | 0.1391 | 0.7381 | 0.8611 | 0.7949 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8571 | 0.9650 | 0.9079 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7575 | 0.8938 | 0.8200 | 0.9560 |
| 0.084 | 59.0 | 6254 | 0.1424 | 0.7590 | 0.875 | 0.8129 | 72 | 0.6735 | 0.88 | 0.7630 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7581 | 0.8968 | 0.8216 | 0.9562 |
| 0.0846 | 60.0 | 6360 | 0.1417 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8457 | 0.9580 | 0.8984 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7525 | 0.8879 | 0.8146 | 0.9552 |
| 0.0861 | 61.0 | 6466 | 0.1478 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6471 | 0.88 | 0.7458 | 75 | 0.8571 | 0.9650 | 0.9079 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7481 | 0.8938 | 0.8145 | 0.9525 |
| 0.0842 | 62.0 | 6572 | 0.1366 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.6771 | 0.8667 | 0.7602 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7576 | 0.8850 | 0.8163 | 0.9575 |
| 0.0827 | 63.0 | 6678 | 0.1403 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7563 | 0.8879 | 0.8168 | 0.9555 |
| 0.0843 | 64.0 | 6784 | 0.1515 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6476 | 0.9067 | 0.7556 | 75 | 0.8625 | 0.9650 | 0.9109 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7475 | 0.8997 | 0.8166 | 0.9522 |
| 0.0834 | 65.0 | 6890 | 0.1397 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6735 | 0.88 | 0.7630 | 75 | 0.8616 | 0.9580 | 0.9073 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7569 | 0.8909 | 0.8184 | 0.9565 |
| 0.0839 | 66.0 | 6996 | 0.1407 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6875 | 0.88 | 0.7719 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7544 | 0.8879 | 0.8157 | 0.9567 |
| 0.0815 | 67.0 | 7102 | 0.1391 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6875 | 0.88 | 0.7719 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7569 | 0.8909 | 0.8184 | 0.9570 |
| 0.0829 | 68.0 | 7208 | 0.1395 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6989 | 0.8667 | 0.7738 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7544 | 0.8879 | 0.8157 | 0.9572 |
| 0.0807 | 69.0 | 7314 | 0.1432 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6837 | 0.8933 | 0.7746 | 75 | 0.8571 | 0.9650 | 0.9079 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7581 | 0.8968 | 0.8216 | 0.9560 |
| 0.0818 | 70.0 | 7420 | 0.1389 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6804 | 0.88 | 0.7674 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7525 | 0.8879 | 0.8146 | 0.9572 |
| 0.0822 | 71.0 | 7526 | 0.1401 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6701 | 0.8667 | 0.7558 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7463 | 0.8850 | 0.8097 | 0.9562 |
| 0.0808 | 72.0 | 7632 | 0.1410 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6804 | 0.88 | 0.7674 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7488 | 0.8879 | 0.8124 | 0.9562 |
| 0.0809 | 73.0 | 7738 | 0.1381 | 0.7284 | 0.8194 | 0.7712 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.75 | 0.8761 | 0.8082 | 0.9562 |
| 0.0799 | 74.0 | 7844 | 0.1484 | 0.7209 | 0.8611 | 0.7848 | 72 | 0.67 | 0.8933 | 0.7657 | 75 | 0.8457 | 0.9580 | 0.8984 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7433 | 0.8968 | 0.8128 | 0.9540 |
| 0.0783 | 75.0 | 7950 | 0.1413 | 0.7229 | 0.8333 | 0.7742 | 72 | 0.6947 | 0.88 | 0.7765 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7538 | 0.8850 | 0.8141 | 0.9560 |
| 0.0787 | 76.0 | 8056 | 0.1458 | 0.7262 | 0.8472 | 0.7821 | 72 | 0.68 | 0.9067 | 0.7771 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7463 | 0.8938 | 0.8134 | 0.9547 |
| 0.0782 | 77.0 | 8162 | 0.1426 | 0.7262 | 0.8472 | 0.7821 | 72 | 0.6907 | 0.8933 | 0.7791 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7556 | 0.8938 | 0.8189 | 0.9555 |
| 0.0789 | 78.0 | 8268 | 0.1402 | 0.7229 | 0.8333 | 0.7742 | 72 | 0.6915 | 0.8667 | 0.7692 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7531 | 0.8820 | 0.8125 | 0.9560 |
| 0.0777 | 79.0 | 8374 | 0.1409 | 0.7229 | 0.8333 | 0.7742 | 72 | 0.6837 | 0.8933 | 0.7746 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7525 | 0.8879 | 0.8146 | 0.9562 |
| 0.0766 | 80.0 | 8480 | 0.1497 | 0.7108 | 0.8194 | 0.7613 | 72 | 0.6667 | 0.9067 | 0.7684 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7457 | 0.8909 | 0.8118 | 0.9530 |
| 0.078 | 81.0 | 8586 | 0.1408 | 0.7229 | 0.8333 | 0.7742 | 72 | 0.6771 | 0.8667 | 0.7602 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7475 | 0.8820 | 0.8092 | 0.9562 |
| 0.0762 | 82.0 | 8692 | 0.1393 | 0.7407 | 0.8333 | 0.7843 | 72 | 0.6882 | 0.8533 | 0.7619 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7544 | 0.8791 | 0.8120 | 0.9575 |
| 0.0768 | 83.0 | 8798 | 0.1420 | 0.7229 | 0.8333 | 0.7742 | 72 | 0.6737 | 0.8533 | 0.7529 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7469 | 0.8791 | 0.8076 | 0.9552 |
| 0.076 | 84.0 | 8904 | 0.1430 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.6633 | 0.8667 | 0.7514 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7475 | 0.8820 | 0.8092 | 0.9555 |
| 0.0799 | 85.0 | 9010 | 0.1421 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.6771 | 0.8667 | 0.7602 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7513 | 0.8820 | 0.8114 | 0.9562 |
| 0.0782 | 86.0 | 9116 | 0.1425 | 0.7262 | 0.8472 | 0.7821 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7481 | 0.8850 | 0.8108 | 0.9562 |
| 0.0745 | 87.0 | 9222 | 0.1413 | 0.7108 | 0.8194 | 0.7613 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.745 | 0.8791 | 0.8065 | 0.9555 |
| 0.0761 | 88.0 | 9328 | 0.1416 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.6915 | 0.8667 | 0.7692 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7513 | 0.8820 | 0.8114 | 0.9560 |
| 0.077 | 89.0 | 9434 | 0.1445 | 0.7195 | 0.8194 | 0.7662 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7487 | 0.8791 | 0.8087 | 0.9545 |
| 0.0736 | 90.0 | 9540 | 0.1449 | 0.7195 | 0.8194 | 0.7662 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7487 | 0.8791 | 0.8087 | 0.9547 |
| 0.0751 | 91.0 | 9646 | 0.1443 | 0.7262 | 0.8472 | 0.7821 | 72 | 0.6915 | 0.8667 | 0.7692 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.75 | 0.8850 | 0.8119 | 0.9555 |
| 0.0786 | 92.0 | 9752 | 0.1453 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7494 | 0.8820 | 0.8103 | 0.9547 |
| 0.074 | 93.0 | 9858 | 0.1493 | 0.7229 | 0.8333 | 0.7742 | 72 | 0.6768 | 0.8933 | 0.7701 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7450 | 0.8879 | 0.8102 | 0.9532 |
| 0.0752 | 94.0 | 9964 | 0.1466 | 0.7284 | 0.8194 | 0.7712 | 72 | 0.6667 | 0.88 | 0.7586 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7438 | 0.8820 | 0.8070 | 0.9535 |
| 0.0745 | 95.0 | 10070 | 0.1459 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.6979 | 0.8933 | 0.7836 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7506 | 0.8879 | 0.8135 | 0.9557 |
| 0.0777 | 96.0 | 10176 | 0.1448 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7519 | 0.8850 | 0.8130 | 0.9557 |
| 0.0757 | 97.0 | 10282 | 0.1431 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7475 | 0.8820 | 0.8092 | 0.9560 |
| 0.0733 | 98.0 | 10388 | 0.1430 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.6915 | 0.8667 | 0.7692 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7494 | 0.8820 | 0.8103 | 0.9557 |
| 0.0735 | 99.0 | 10494 | 0.1430 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.6915 | 0.8667 | 0.7692 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7494 | 0.8820 | 0.8103 | 0.9557 |
| 0.0758 | 100.0 | 10600 | 0.1435 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.6915 | 0.8667 | 0.7692 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7494 | 0.8820 | 0.8103 | 0.9557 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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