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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: 0.1479
- Location Precision: 0.7561
- Location Recall: 0.8611
- Location F1: 0.8052
- Location Number: 72
- Organization Precision: 0.7021
- Organization Recall: 0.88
- Organization F1: 0.7811
- Organization Number: 75
- Person Precision: 0.8385
- Person Recall: 0.9441
- Person F1: 0.8882
- Person Number: 143
- Quantity Precision: 0.5455
- Quantity Recall: 0.7826
- Quantity F1: 0.6429
- Quantity Number: 23
- Time Precision: 0.7241
- Time Recall: 0.8077
- Time F1: 0.7636
- Time Number: 26
- Overall Precision: 0.7569
- Overall Recall: 0.8909
- Overall F1: 0.8184
- Overall Accuracy: 0.9590
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 1.1381 | 1.0 | 106 | 0.6853 | 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 |
| 0.6775 | 2.0 | 212 | 0.5613 | 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 | 0.8466 |
| 0.5563 | 3.0 | 318 | 0.4266 | 0.5 | 0.1111 | 0.1818 | 72 | 0.0526 | 0.0133 | 0.0213 | 75 | 0.3393 | 0.2657 | 0.2980 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.2222 | 0.1538 | 0.1818 | 26 | 0.3072 | 0.1504 | 0.2020 | 0.8777 |
| 0.4194 | 4.0 | 424 | 0.3158 | 0.54 | 0.375 | 0.4426 | 72 | 0.3906 | 0.3333 | 0.3597 | 75 | 0.5126 | 0.7133 | 0.5965 | 143 | 0.0 | 0.0 | 0.0 | 23 | 0.5714 | 0.6154 | 0.5926 | 26 | 0.4775 | 0.5015 | 0.4892 | 0.9127 |
| 0.3199 | 5.0 | 530 | 0.2532 | 0.5682 | 0.6944 | 0.625 | 72 | 0.4471 | 0.5067 | 0.4750 | 75 | 0.6793 | 0.8741 | 0.7645 | 143 | 0.3214 | 0.3913 | 0.3529 | 23 | 0.7308 | 0.7308 | 0.7308 | 26 | 0.5864 | 0.7109 | 0.6427 | 0.9302 |
| 0.2663 | 6.0 | 636 | 0.2125 | 0.6207 | 0.75 | 0.6792 | 72 | 0.5158 | 0.6533 | 0.5765 | 75 | 0.7345 | 0.9091 | 0.8125 | 143 | 0.3214 | 0.3913 | 0.3529 | 23 | 0.6562 | 0.8077 | 0.7241 | 26 | 0.6277 | 0.7758 | 0.6939 | 0.9362 |
| 0.2335 | 7.0 | 742 | 0.1960 | 0.6941 | 0.8194 | 0.7516 | 72 | 0.5152 | 0.68 | 0.5862 | 75 | 0.7293 | 0.9231 | 0.8148 | 143 | 0.3871 | 0.5217 | 0.4444 | 23 | 0.6452 | 0.7692 | 0.7018 | 26 | 0.6417 | 0.8083 | 0.7154 | 0.9392 |
| 0.2093 | 8.0 | 848 | 0.1736 | 0.6932 | 0.8472 | 0.7625 | 72 | 0.5294 | 0.72 | 0.6102 | 75 | 0.7714 | 0.9441 | 0.8491 | 143 | 0.4286 | 0.5217 | 0.4706 | 23 | 0.6667 | 0.8462 | 0.7458 | 26 | 0.6667 | 0.8378 | 0.7425 | 0.9450 |
| 0.1945 | 9.0 | 954 | 0.1752 | 0.6848 | 0.875 | 0.7683 | 72 | 0.5340 | 0.7333 | 0.6180 | 75 | 0.7917 | 0.9301 | 0.8553 | 143 | 0.4194 | 0.5652 | 0.4815 | 23 | 0.6562 | 0.8077 | 0.7241 | 26 | 0.6690 | 0.8407 | 0.7451 | 0.9440 |
| 0.1804 | 10.0 | 1060 | 0.1638 | 0.7126 | 0.8611 | 0.7799 | 72 | 0.5567 | 0.72 | 0.6279 | 75 | 0.7765 | 0.9231 | 0.8435 | 143 | 0.4444 | 0.6957 | 0.5424 | 23 | 0.6667 | 0.8462 | 0.7458 | 26 | 0.6761 | 0.8437 | 0.7507 | 0.9457 |
| 0.1692 | 11.0 | 1166 | 0.1590 | 0.7778 | 0.875 | 0.8235 | 72 | 0.5741 | 0.8267 | 0.6776 | 75 | 0.7733 | 0.9301 | 0.8444 | 143 | 0.4545 | 0.6522 | 0.5357 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.6998 | 0.8732 | 0.7769 | 0.9500 |
| 0.1645 | 12.0 | 1272 | 0.1452 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.5773 | 0.7467 | 0.6512 | 75 | 0.8 | 0.9231 | 0.8571 | 143 | 0.5161 | 0.6957 | 0.5926 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7175 | 0.8466 | 0.7767 | 0.9515 |
| 0.1572 | 13.0 | 1378 | 0.1520 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.5741 | 0.8267 | 0.6776 | 75 | 0.7882 | 0.9371 | 0.8562 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7419 | 0.8846 | 0.8070 | 26 | 0.7146 | 0.8791 | 0.7884 | 0.9515 |
| 0.1538 | 14.0 | 1484 | 0.1492 | 0.7763 | 0.8194 | 0.7973 | 72 | 0.5596 | 0.8133 | 0.6630 | 75 | 0.8110 | 0.9301 | 0.8664 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7213 | 0.8702 | 0.7888 | 0.9510 |
| 0.1483 | 15.0 | 1590 | 0.1384 | 0.7662 | 0.8194 | 0.7919 | 72 | 0.5938 | 0.76 | 0.6667 | 75 | 0.8210 | 0.9301 | 0.8721 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7398 | 0.8555 | 0.7934 | 0.9550 |
| 0.145 | 16.0 | 1696 | 0.1531 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.5625 | 0.84 | 0.6738 | 75 | 0.8036 | 0.9441 | 0.8682 | 143 | 0.6452 | 0.8696 | 0.7407 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7092 | 0.8850 | 0.7874 | 0.9497 |
| 0.1378 | 17.0 | 1802 | 0.1462 | 0.7176 | 0.8472 | 0.7771 | 72 | 0.5701 | 0.8133 | 0.6703 | 75 | 0.8313 | 0.9301 | 0.8779 | 143 | 0.625 | 0.8696 | 0.7273 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7215 | 0.8791 | 0.7926 | 0.9515 |
| 0.137 | 18.0 | 1908 | 0.1437 | 0.7294 | 0.8611 | 0.7898 | 72 | 0.5455 | 0.8 | 0.6486 | 75 | 0.8418 | 0.9301 | 0.8837 | 143 | 0.6452 | 0.8696 | 0.7407 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7215 | 0.8791 | 0.7926 | 0.9522 |
| 0.1316 | 19.0 | 2014 | 0.1372 | 0.7317 | 0.8333 | 0.7792 | 72 | 0.6040 | 0.8133 | 0.6932 | 75 | 0.8199 | 0.9231 | 0.8684 | 143 | 0.6452 | 0.8696 | 0.7407 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7302 | 0.8702 | 0.7941 | 0.9542 |
| 0.1274 | 20.0 | 2120 | 0.1510 | 0.7159 | 0.875 | 0.7875 | 72 | 0.5818 | 0.8533 | 0.6919 | 75 | 0.8210 | 0.9301 | 0.8721 | 143 | 0.625 | 0.8696 | 0.7273 | 23 | 0.6875 | 0.8462 | 0.7586 | 26 | 0.7123 | 0.8909 | 0.7916 | 0.9502 |
| 0.1279 | 21.0 | 2226 | 0.1444 | 0.7294 | 0.8611 | 0.7898 | 72 | 0.6095 | 0.8533 | 0.7111 | 75 | 0.8133 | 0.9441 | 0.8738 | 143 | 0.6452 | 0.8696 | 0.7407 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7308 | 0.8968 | 0.8053 | 0.9532 |
| 0.1256 | 22.0 | 2332 | 0.1347 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6238 | 0.84 | 0.7159 | 75 | 0.8333 | 0.9441 | 0.8852 | 143 | 0.6061 | 0.8696 | 0.7143 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7445 | 0.8938 | 0.8123 | 0.9567 |
| 0.123 | 23.0 | 2438 | 0.1353 | 0.7468 | 0.8194 | 0.7815 | 72 | 0.625 | 0.8667 | 0.7263 | 75 | 0.8242 | 0.9510 | 0.8831 | 143 | 0.5758 | 0.8261 | 0.6786 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7341 | 0.8879 | 0.8037 | 0.9557 |
| 0.1219 | 24.0 | 2544 | 0.1473 | 0.6889 | 0.8611 | 0.7654 | 72 | 0.5981 | 0.8533 | 0.7033 | 75 | 0.8232 | 0.9441 | 0.8795 | 143 | 0.5882 | 0.8696 | 0.7018 | 23 | 0.6875 | 0.8462 | 0.7586 | 26 | 0.7096 | 0.8938 | 0.7911 | 0.9520 |
| 0.1193 | 25.0 | 2650 | 0.1401 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6465 | 0.8533 | 0.7356 | 75 | 0.8303 | 0.9580 | 0.8896 | 143 | 0.5758 | 0.8261 | 0.6786 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7433 | 0.8968 | 0.8128 | 0.9567 |
| 0.1168 | 26.0 | 2756 | 0.1358 | 0.7381 | 0.8611 | 0.7949 | 72 | 0.6238 | 0.84 | 0.7159 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7389 | 0.8850 | 0.8054 | 0.9557 |
| 0.1132 | 27.0 | 2862 | 0.1407 | 0.6932 | 0.8472 | 0.7625 | 72 | 0.6517 | 0.7733 | 0.7073 | 75 | 0.8333 | 0.9441 | 0.8852 | 143 | 0.5758 | 0.8261 | 0.6786 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7357 | 0.8702 | 0.7973 | 0.9547 |
| 0.115 | 28.0 | 2968 | 0.1366 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6275 | 0.8533 | 0.7232 | 75 | 0.8323 | 0.9371 | 0.8816 | 143 | 0.5938 | 0.8261 | 0.6909 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7414 | 0.8879 | 0.8081 | 0.9567 |
| 0.112 | 29.0 | 3074 | 0.1384 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6436 | 0.8667 | 0.7386 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5938 | 0.8261 | 0.6909 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7525 | 0.8968 | 0.8183 | 0.9560 |
| 0.1112 | 30.0 | 3180 | 0.1362 | 0.6966 | 0.8611 | 0.7702 | 72 | 0.6311 | 0.8667 | 0.7303 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7319 | 0.8938 | 0.8048 | 0.9557 |
| 0.1093 | 31.0 | 3286 | 0.1323 | 0.7262 | 0.8472 | 0.7821 | 72 | 0.6702 | 0.84 | 0.7456 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5938 | 0.8261 | 0.6909 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.755 | 0.8909 | 0.8173 | 0.9577 |
| 0.1075 | 32.0 | 3392 | 0.1293 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6739 | 0.8267 | 0.7425 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.5938 | 0.8261 | 0.6909 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7718 | 0.8879 | 0.8258 | 0.9597 |
| 0.1046 | 33.0 | 3498 | 0.1313 | 0.7176 | 0.8472 | 0.7771 | 72 | 0.6598 | 0.8533 | 0.7442 | 75 | 0.8831 | 0.9510 | 0.9158 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7588 | 0.8909 | 0.8195 | 0.9595 |
| 0.1017 | 34.0 | 3604 | 0.1427 | 0.7209 | 0.8611 | 0.7848 | 72 | 0.64 | 0.8533 | 0.7314 | 75 | 0.8282 | 0.9441 | 0.8824 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.6875 | 0.8462 | 0.7586 | 26 | 0.7271 | 0.8879 | 0.7995 | 0.9547 |
| 0.1071 | 35.0 | 3710 | 0.1403 | 0.7126 | 0.8611 | 0.7799 | 72 | 0.6275 | 0.8533 | 0.7232 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7426 | 0.8938 | 0.8112 | 0.9562 |
| 0.1026 | 36.0 | 3816 | 0.1297 | 0.7262 | 0.8472 | 0.7821 | 72 | 0.6897 | 0.8 | 0.7407 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7602 | 0.8791 | 0.8153 | 0.9590 |
| 0.1005 | 37.0 | 3922 | 0.1433 | 0.7209 | 0.8611 | 0.7848 | 72 | 0.6569 | 0.8933 | 0.7571 | 75 | 0.8405 | 0.9580 | 0.8954 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7391 | 0.9027 | 0.8127 | 0.9550 |
| 0.0981 | 38.0 | 4028 | 0.1404 | 0.775 | 0.8611 | 0.8158 | 72 | 0.6436 | 0.8667 | 0.7386 | 75 | 0.8415 | 0.9650 | 0.8990 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.75 | 0.9027 | 0.8193 | 0.9572 |
| 0.0982 | 39.0 | 4134 | 0.1409 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.6837 | 0.8933 | 0.7746 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7556 | 0.9027 | 0.8226 | 0.9580 |
| 0.0986 | 40.0 | 4240 | 0.1324 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8293 | 0.9510 | 0.8860 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7594 | 0.8938 | 0.8211 | 0.9587 |
| 0.0963 | 41.0 | 4346 | 0.1360 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6804 | 0.88 | 0.7674 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.76 | 0.8968 | 0.8227 | 0.9577 |
| 0.096 | 42.0 | 4452 | 0.1379 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6875 | 0.88 | 0.7719 | 75 | 0.8457 | 0.9580 | 0.8984 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7419 | 0.8846 | 0.8070 | 26 | 0.7574 | 0.9027 | 0.8237 | 0.9585 |
| 0.0944 | 43.0 | 4558 | 0.1291 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.7333 | 0.88 | 0.8 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7844 | 0.8909 | 0.8343 | 0.9617 |
| 0.0959 | 44.0 | 4664 | 0.1381 | 0.7590 | 0.875 | 0.8129 | 72 | 0.7053 | 0.8933 | 0.7882 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.6897 | 0.7692 | 0.7273 | 26 | 0.7619 | 0.8968 | 0.8238 | 0.9570 |
| 0.0935 | 45.0 | 4770 | 0.1383 | 0.7778 | 0.875 | 0.8235 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.8571 | 0.9650 | 0.9079 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7638 | 0.8968 | 0.8250 | 0.9585 |
| 0.0903 | 46.0 | 4876 | 0.1356 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6633 | 0.8667 | 0.7514 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.76 | 0.8968 | 0.8227 | 0.9582 |
| 0.0933 | 47.0 | 4982 | 0.1516 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.6869 | 0.9067 | 0.7816 | 75 | 0.8466 | 0.9650 | 0.9020 | 143 | 0.5 | 0.7391 | 0.5965 | 23 | 0.6897 | 0.7692 | 0.7273 | 26 | 0.7488 | 0.8968 | 0.8161 | 0.9552 |
| 0.093 | 48.0 | 5088 | 0.1348 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6842 | 0.8667 | 0.7647 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7563 | 0.8879 | 0.8168 | 0.9580 |
| 0.0906 | 49.0 | 5194 | 0.1454 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6602 | 0.9067 | 0.7640 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7537 | 0.9027 | 0.8215 | 0.9570 |
| 0.0894 | 50.0 | 5300 | 0.1340 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.7159 | 0.84 | 0.7730 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7738 | 0.8879 | 0.8269 | 0.9610 |
| 0.0882 | 51.0 | 5406 | 0.1365 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.6771 | 0.8667 | 0.7602 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7632 | 0.8938 | 0.8234 | 0.9595 |
| 0.0886 | 52.0 | 5512 | 0.1407 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6768 | 0.8933 | 0.7701 | 75 | 0.8519 | 0.9650 | 0.9049 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7568 | 0.8997 | 0.8221 | 0.9587 |
| 0.086 | 53.0 | 5618 | 0.1391 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6907 | 0.8933 | 0.7791 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7606 | 0.8997 | 0.8243 | 0.9592 |
| 0.0872 | 54.0 | 5724 | 0.1392 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8608 | 0.9510 | 0.9037 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7671 | 0.8938 | 0.8256 | 0.9590 |
| 0.0897 | 55.0 | 5830 | 0.1569 | 0.7381 | 0.8611 | 0.7949 | 72 | 0.6602 | 0.9067 | 0.7640 | 75 | 0.8571 | 0.9650 | 0.9079 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.6667 | 0.7692 | 0.7143 | 26 | 0.7421 | 0.8997 | 0.8133 | 0.9535 |
| 0.0881 | 56.0 | 5936 | 0.1365 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7653 | 0.8850 | 0.8208 | 0.9597 |
| 0.0857 | 57.0 | 6042 | 0.1363 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7333 | 0.88 | 0.8 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7724 | 0.8909 | 0.8274 | 0.9612 |
| 0.0846 | 58.0 | 6148 | 0.1401 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.6979 | 0.8933 | 0.7836 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5484 | 0.7391 | 0.6296 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7632 | 0.8938 | 0.8234 | 0.9595 |
| 0.0843 | 59.0 | 6254 | 0.1426 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.7128 | 0.8933 | 0.7929 | 75 | 0.8571 | 0.9650 | 0.9079 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7619 | 0.8968 | 0.8238 | 0.9595 |
| 0.087 | 60.0 | 6360 | 0.1385 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6989 | 0.8667 | 0.7738 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7665 | 0.8909 | 0.8240 | 0.9595 |
| 0.0836 | 61.0 | 6466 | 0.1407 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6837 | 0.8933 | 0.7746 | 75 | 0.8625 | 0.9650 | 0.9109 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7631 | 0.9027 | 0.8270 | 0.9602 |
| 0.0823 | 62.0 | 6572 | 0.1372 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7692 | 0.8850 | 0.8230 | 0.9602 |
| 0.0814 | 63.0 | 6678 | 0.1416 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6804 | 0.88 | 0.7674 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.6897 | 0.7692 | 0.7273 | 26 | 0.7525 | 0.8879 | 0.8146 | 0.9580 |
| 0.0806 | 64.0 | 6784 | 0.1517 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6442 | 0.8933 | 0.7486 | 75 | 0.8571 | 0.9650 | 0.9079 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.6667 | 0.7692 | 0.7143 | 26 | 0.7457 | 0.8997 | 0.8155 | 0.9565 |
| 0.0794 | 65.0 | 6890 | 0.1416 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7065 | 0.8667 | 0.7784 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7620 | 0.8879 | 0.8202 | 0.9590 |
| 0.079 | 66.0 | 6996 | 0.1457 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6939 | 0.9067 | 0.7861 | 75 | 0.8571 | 0.9650 | 0.9079 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7637 | 0.9056 | 0.8286 | 0.9592 |
| 0.0811 | 67.0 | 7102 | 0.1385 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.6989 | 0.8667 | 0.7738 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7690 | 0.8938 | 0.8267 | 0.9605 |
| 0.0792 | 68.0 | 7208 | 0.1480 | 0.7349 | 0.8472 | 0.7871 | 72 | 0.6569 | 0.8933 | 0.7571 | 75 | 0.8616 | 0.9580 | 0.9073 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7481 | 0.8938 | 0.8145 | 0.9572 |
| 0.0795 | 69.0 | 7314 | 0.1455 | 0.7470 | 0.8611 | 0.8 | 72 | 0.6768 | 0.8933 | 0.7701 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7531 | 0.8997 | 0.8199 | 0.9585 |
| 0.0805 | 70.0 | 7420 | 0.1422 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.6989 | 0.8667 | 0.7738 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7677 | 0.8968 | 0.8272 | 0.9600 |
| 0.0809 | 71.0 | 7526 | 0.1447 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7053 | 0.8933 | 0.7882 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7644 | 0.8997 | 0.8266 | 0.9595 |
| 0.0787 | 72.0 | 7632 | 0.1448 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.7204 | 0.8933 | 0.7976 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7632 | 0.8938 | 0.8234 | 0.9597 |
| 0.0792 | 73.0 | 7738 | 0.1406 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6923 | 0.84 | 0.7590 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7659 | 0.8879 | 0.8224 | 0.9602 |
| 0.078 | 74.0 | 7844 | 0.1471 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.7097 | 0.88 | 0.7857 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7582 | 0.8879 | 0.8179 | 0.9582 |
| 0.0773 | 75.0 | 7950 | 0.1460 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6979 | 0.8933 | 0.7836 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.76 | 0.8968 | 0.8227 | 0.9590 |
| 0.0772 | 76.0 | 8056 | 0.1484 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6979 | 0.8933 | 0.7836 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7644 | 0.8997 | 0.8266 | 0.9585 |
| 0.0767 | 77.0 | 8162 | 0.1515 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6907 | 0.8933 | 0.7791 | 75 | 0.8616 | 0.9580 | 0.9073 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.76 | 0.8968 | 0.8227 | 0.9575 |
| 0.0757 | 78.0 | 8268 | 0.1435 | 0.7875 | 0.875 | 0.8289 | 72 | 0.7079 | 0.84 | 0.7683 | 75 | 0.8544 | 0.9441 | 0.8970 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7732 | 0.8850 | 0.8253 | 0.9590 |
| 0.0767 | 79.0 | 8374 | 0.1456 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.7174 | 0.88 | 0.7904 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7690 | 0.8938 | 0.8267 | 0.9602 |
| 0.0752 | 80.0 | 8480 | 0.1556 | 0.7778 | 0.875 | 0.8235 | 72 | 0.6569 | 0.8933 | 0.7571 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.6667 | 0.7692 | 0.7143 | 26 | 0.7488 | 0.8968 | 0.8161 | 0.9555 |
| 0.078 | 81.0 | 8586 | 0.1439 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7 | 0.8077 | 0.75 | 26 | 0.7619 | 0.8968 | 0.8238 | 0.9600 |
| 0.0733 | 82.0 | 8692 | 0.1478 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7053 | 0.8933 | 0.7882 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.6667 | 0.7692 | 0.7143 | 26 | 0.755 | 0.8909 | 0.8173 | 0.9587 |
| 0.0747 | 83.0 | 8798 | 0.1448 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7659 | 0.8879 | 0.8224 | 0.9600 |
| 0.0755 | 84.0 | 8904 | 0.1465 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7128 | 0.8933 | 0.7929 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7632 | 0.8938 | 0.8234 | 0.9597 |
| 0.0757 | 85.0 | 9010 | 0.1434 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7079 | 0.84 | 0.7683 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7608 | 0.8820 | 0.8169 | 0.9592 |
| 0.076 | 86.0 | 9116 | 0.1468 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5312 | 0.7391 | 0.6182 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7614 | 0.8850 | 0.8186 | 0.9587 |
| 0.0721 | 87.0 | 9222 | 0.1454 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7033 | 0.8533 | 0.7711 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.7640 | 0.8879 | 0.8213 | 0.9592 |
| 0.0724 | 88.0 | 9328 | 0.1470 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7065 | 0.8667 | 0.7784 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7665 | 0.8909 | 0.8240 | 0.9595 |
| 0.074 | 89.0 | 9434 | 0.1489 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6989 | 0.8667 | 0.7738 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7626 | 0.8909 | 0.8218 | 0.9590 |
| 0.0721 | 90.0 | 9540 | 0.1496 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.85 | 0.9510 | 0.8977 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7588 | 0.8909 | 0.8195 | 0.9587 |
| 0.0766 | 91.0 | 9646 | 0.1454 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6957 | 0.8533 | 0.7665 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7531 | 0.8820 | 0.8125 | 0.9587 |
| 0.075 | 92.0 | 9752 | 0.1483 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7569 | 0.8909 | 0.8184 | 0.9587 |
| 0.0713 | 93.0 | 9858 | 0.1479 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8438 | 0.9441 | 0.8911 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7563 | 0.8879 | 0.8168 | 0.9587 |
| 0.0727 | 94.0 | 9964 | 0.1480 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8509 | 0.9580 | 0.9013 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7594 | 0.8938 | 0.8211 | 0.9590 |
| 0.0726 | 95.0 | 10070 | 0.1487 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7097 | 0.88 | 0.7857 | 75 | 0.8447 | 0.9510 | 0.8947 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7588 | 0.8909 | 0.8195 | 0.9587 |
| 0.0733 | 96.0 | 10176 | 0.1490 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8375 | 0.9371 | 0.8845 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7538 | 0.8850 | 0.8141 | 0.9580 |
| 0.0721 | 97.0 | 10282 | 0.1473 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.6915 | 0.8667 | 0.7692 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7544 | 0.8879 | 0.8157 | 0.9585 |
| 0.0722 | 98.0 | 10388 | 0.1479 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7569 | 0.8909 | 0.8184 | 0.9590 |
| 0.0729 | 99.0 | 10494 | 0.1479 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.5152 | 0.7391 | 0.6071 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7544 | 0.8879 | 0.8157 | 0.9587 |
| 0.0718 | 100.0 | 10600 | 0.1479 | 0.7561 | 0.8611 | 0.8052 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8385 | 0.9441 | 0.8882 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7569 | 0.8909 | 0.8184 | 0.9590 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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