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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-seq_bn-rf16-3
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# nerugm-seq_bn-rf16-3
This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co./indolem/indobert-base-uncased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1728
- Location Precision: 0.7241
- Location Recall: 0.8873
- Location F1: 0.7975
- Location Number: 71
- Organization Precision: 0.6023
- Organization Recall: 0.8154
- Organization F1: 0.6928
- Organization Number: 65
- Person Precision: 0.8447
- Person Recall: 0.9067
- Person F1: 0.8746
- Person Number: 150
- Quantity Precision: 0.7073
- Quantity Recall: 0.8788
- Quantity F1: 0.7838
- Quantity Number: 33
- Time Precision: 0.9231
- Time Recall: 0.8571
- Time F1: 0.8889
- Time Number: 28
- Overall Precision: 0.7568
- Overall Recall: 0.8790
- Overall F1: 0.8133
- Overall Accuracy: 0.9581
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.9441 | 1.0 | 106 | 0.6185 | 0.0 | 0.0 | 0.0 | 71 | 0.0 | 0.0 | 0.0 | 65 | 0.3333 | 0.0067 | 0.0131 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.0 | 0.0 | 0.0 | 28 | 0.3333 | 0.0029 | 0.0057 | 0.8414 |
| 0.5645 | 2.0 | 212 | 0.4194 | 0.44 | 0.1549 | 0.2292 | 71 | 0.0571 | 0.0308 | 0.04 | 65 | 0.4709 | 0.6467 | 0.5449 | 150 | 0.0 | 0.0 | 0.0 | 33 | 0.5556 | 0.3571 | 0.4348 | 28 | 0.4225 | 0.3458 | 0.3803 | 0.8877 |
| 0.3968 | 3.0 | 318 | 0.3094 | 0.4565 | 0.5915 | 0.5153 | 71 | 0.3509 | 0.3077 | 0.3279 | 65 | 0.5753 | 0.84 | 0.6829 | 150 | 0.1875 | 0.1818 | 0.1846 | 33 | 0.875 | 0.75 | 0.8077 | 28 | 0.5071 | 0.6196 | 0.5577 | 0.9202 |
| 0.2937 | 4.0 | 424 | 0.2223 | 0.4653 | 0.6620 | 0.5465 | 71 | 0.5172 | 0.4615 | 0.4878 | 65 | 0.7443 | 0.8733 | 0.8037 | 150 | 0.4186 | 0.5455 | 0.4737 | 33 | 0.8519 | 0.8214 | 0.8364 | 28 | 0.6148 | 0.7176 | 0.6622 | 0.9370 |
| 0.2294 | 5.0 | 530 | 0.1804 | 0.5930 | 0.7183 | 0.6497 | 71 | 0.5429 | 0.5846 | 0.5630 | 65 | 0.7738 | 0.8667 | 0.8176 | 150 | 0.4565 | 0.6364 | 0.5316 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.6667 | 0.7608 | 0.7106 | 0.9428 |
| 0.1955 | 6.0 | 636 | 0.1957 | 0.5980 | 0.8592 | 0.7052 | 71 | 0.4851 | 0.7538 | 0.5904 | 65 | 0.7472 | 0.8867 | 0.8110 | 150 | 0.4444 | 0.7273 | 0.5517 | 33 | 0.7667 | 0.8214 | 0.7931 | 28 | 0.6237 | 0.8357 | 0.7143 | 0.9396 |
| 0.1799 | 7.0 | 742 | 0.1606 | 0.6629 | 0.8310 | 0.7375 | 71 | 0.5875 | 0.7231 | 0.6483 | 65 | 0.7706 | 0.8733 | 0.8187 | 150 | 0.5510 | 0.8182 | 0.6585 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.6890 | 0.8300 | 0.7529 | 0.9469 |
| 0.1628 | 8.0 | 848 | 0.1527 | 0.6421 | 0.8592 | 0.7349 | 71 | 0.5556 | 0.7692 | 0.6452 | 65 | 0.7811 | 0.88 | 0.8276 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.6869 | 0.8473 | 0.7587 | 0.9510 |
| 0.1528 | 9.0 | 954 | 0.1416 | 0.6941 | 0.8310 | 0.7564 | 71 | 0.5663 | 0.7231 | 0.6351 | 65 | 0.8086 | 0.8733 | 0.8397 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7207 | 0.8329 | 0.7727 | 0.9522 |
| 0.1466 | 10.0 | 1060 | 0.1407 | 0.6706 | 0.8028 | 0.7308 | 71 | 0.5696 | 0.6923 | 0.625 | 65 | 0.8125 | 0.8667 | 0.8387 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7179 | 0.8213 | 0.7661 | 0.9522 |
| 0.138 | 11.0 | 1166 | 0.1406 | 0.6966 | 0.8732 | 0.775 | 71 | 0.5976 | 0.7538 | 0.6667 | 65 | 0.8075 | 0.8667 | 0.8360 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7259 | 0.8473 | 0.7819 | 0.9537 |
| 0.1314 | 12.0 | 1272 | 0.1420 | 0.6966 | 0.8732 | 0.775 | 71 | 0.5747 | 0.7692 | 0.6579 | 65 | 0.8049 | 0.88 | 0.8408 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7133 | 0.8530 | 0.7769 | 0.9534 |
| 0.1285 | 13.0 | 1378 | 0.1342 | 0.6628 | 0.8028 | 0.7261 | 71 | 0.5618 | 0.7692 | 0.6494 | 65 | 0.8148 | 0.88 | 0.8462 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.9259 | 0.8929 | 0.9091 | 28 | 0.7192 | 0.8415 | 0.7756 | 0.9549 |
| 0.1301 | 14.0 | 1484 | 0.1278 | 0.7229 | 0.8451 | 0.7792 | 71 | 0.5455 | 0.6462 | 0.5915 | 65 | 0.8199 | 0.88 | 0.8489 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.7359 | 0.8271 | 0.7788 | 0.9564 |
| 0.1197 | 15.0 | 1590 | 0.1395 | 0.7045 | 0.8732 | 0.7799 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8110 | 0.8867 | 0.8471 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7229 | 0.8646 | 0.7874 | 0.9539 |
| 0.1147 | 16.0 | 1696 | 0.1355 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6282 | 0.7538 | 0.6853 | 65 | 0.8148 | 0.88 | 0.8462 | 150 | 0.6087 | 0.8485 | 0.7089 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7338 | 0.8501 | 0.7877 | 0.9556 |
| 0.1134 | 17.0 | 1802 | 0.1294 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6216 | 0.7077 | 0.6619 | 65 | 0.8160 | 0.8867 | 0.8498 | 150 | 0.6279 | 0.8182 | 0.7105 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7423 | 0.8386 | 0.7876 | 0.9564 |
| 0.1103 | 18.0 | 1908 | 0.1350 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6386 | 0.8154 | 0.7162 | 65 | 0.8121 | 0.8933 | 0.8508 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7450 | 0.8674 | 0.8016 | 0.9568 |
| 0.1078 | 19.0 | 2014 | 0.1308 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6386 | 0.8154 | 0.7162 | 65 | 0.8160 | 0.8867 | 0.8498 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7487 | 0.8588 | 0.8000 | 0.9578 |
| 0.1051 | 20.0 | 2120 | 0.1283 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.6571 | 0.7077 | 0.6815 | 65 | 0.8272 | 0.8933 | 0.8590 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7676 | 0.8473 | 0.8055 | 0.9588 |
| 0.1013 | 21.0 | 2226 | 0.1331 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6463 | 0.8154 | 0.7211 | 65 | 0.8121 | 0.8933 | 0.8508 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7506 | 0.8674 | 0.8048 | 0.9585 |
| 0.1015 | 22.0 | 2332 | 0.1462 | 0.6854 | 0.8592 | 0.7625 | 71 | 0.5957 | 0.8615 | 0.7044 | 65 | 0.8072 | 0.8933 | 0.8481 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7214 | 0.8732 | 0.7901 | 0.9530 |
| 0.0952 | 23.0 | 2438 | 0.1262 | 0.7654 | 0.8732 | 0.8158 | 71 | 0.6842 | 0.8 | 0.7376 | 65 | 0.8210 | 0.8867 | 0.8526 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7786 | 0.8617 | 0.8181 | 0.9612 |
| 0.0957 | 24.0 | 2544 | 0.1411 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6207 | 0.8308 | 0.7105 | 65 | 0.8024 | 0.8933 | 0.8454 | 150 | 0.6512 | 0.8485 | 0.7368 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7359 | 0.8674 | 0.7963 | 0.9556 |
| 0.0913 | 25.0 | 2650 | 0.1381 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6790 | 0.8462 | 0.7534 | 65 | 0.8133 | 0.9 | 0.8544 | 150 | 0.6364 | 0.8485 | 0.7273 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7562 | 0.8761 | 0.8117 | 0.9583 |
| 0.091 | 26.0 | 2756 | 0.1377 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6709 | 0.8154 | 0.7361 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.6222 | 0.8485 | 0.7179 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7519 | 0.8732 | 0.808 | 0.9576 |
| 0.0902 | 27.0 | 2862 | 0.1440 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6429 | 0.8308 | 0.7248 | 65 | 0.8084 | 0.9 | 0.8517 | 150 | 0.5652 | 0.7879 | 0.6582 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7264 | 0.8646 | 0.7895 | 0.9547 |
| 0.087 | 28.0 | 2968 | 0.1355 | 0.75 | 0.8451 | 0.7947 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8282 | 0.9 | 0.8626 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7607 | 0.8703 | 0.8118 | 0.9583 |
| 0.0849 | 29.0 | 3074 | 0.1335 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.5934 | 0.8308 | 0.6923 | 65 | 0.8121 | 0.8933 | 0.8508 | 150 | 0.6923 | 0.8182 | 0.7500 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7426 | 0.8646 | 0.7989 | 0.9585 |
| 0.0815 | 30.0 | 3180 | 0.1338 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7724 | 0.8703 | 0.8184 | 0.9612 |
| 0.0838 | 31.0 | 3286 | 0.1372 | 0.7176 | 0.8592 | 0.7821 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7568 | 0.8790 | 0.8133 | 0.9588 |
| 0.076 | 32.0 | 3392 | 0.1505 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6022 | 0.8615 | 0.7089 | 65 | 0.8204 | 0.9133 | 0.8644 | 150 | 0.6087 | 0.8485 | 0.7089 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7303 | 0.8818 | 0.7990 | 0.9549 |
| 0.0775 | 33.0 | 3498 | 0.1308 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6944 | 0.7692 | 0.7299 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7916 | 0.8646 | 0.8264 | 0.9634 |
| 0.0768 | 34.0 | 3604 | 0.1335 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6667 | 0.8615 | 0.7517 | 65 | 0.8385 | 0.9 | 0.8682 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7781 | 0.8790 | 0.8254 | 0.9612 |
| 0.0746 | 35.0 | 3710 | 0.1394 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.6628 | 0.8769 | 0.7550 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7708 | 0.8818 | 0.8226 | 0.9588 |
| 0.0724 | 36.0 | 3816 | 0.1419 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8107 | 0.9133 | 0.8589 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7488 | 0.8847 | 0.8111 | 0.9578 |
| 0.0703 | 37.0 | 3922 | 0.1566 | 0.6932 | 0.8592 | 0.7673 | 71 | 0.6022 | 0.8615 | 0.7089 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7297 | 0.8790 | 0.7974 | 0.9517 |
| 0.07 | 38.0 | 4028 | 0.1458 | 0.7093 | 0.8592 | 0.7771 | 71 | 0.6627 | 0.8462 | 0.7432 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.5870 | 0.8182 | 0.6835 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7494 | 0.8790 | 0.8090 | 0.9571 |
| 0.0688 | 39.0 | 4134 | 0.1449 | 0.7011 | 0.8592 | 0.7722 | 71 | 0.6087 | 0.8615 | 0.7134 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7549 | 0.8876 | 0.8159 | 0.9583 |
| 0.0691 | 40.0 | 4240 | 0.1356 | 0.7381 | 0.8732 | 0.8 | 71 | 0.675 | 0.8308 | 0.7448 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7806 | 0.8818 | 0.8281 | 0.9614 |
| 0.0673 | 41.0 | 4346 | 0.1531 | 0.7011 | 0.8592 | 0.7722 | 71 | 0.5914 | 0.8462 | 0.6962 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7290 | 0.8761 | 0.7958 | 0.9539 |
| 0.0663 | 42.0 | 4452 | 0.1425 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8333 | 0.9 | 0.8654 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7587 | 0.8790 | 0.8144 | 0.9581 |
| 0.0639 | 43.0 | 4558 | 0.1413 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.68 | 0.7846 | 0.7286 | 65 | 0.8221 | 0.8933 | 0.8562 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7667 | 0.8617 | 0.8114 | 0.9593 |
| 0.064 | 44.0 | 4664 | 0.1402 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6279 | 0.8308 | 0.7152 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7663 | 0.8790 | 0.8188 | 0.9605 |
| 0.0615 | 45.0 | 4770 | 0.1534 | 0.7011 | 0.8592 | 0.7722 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8457 | 0.9133 | 0.8782 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7433 | 0.8761 | 0.8042 | 0.9554 |
| 0.0614 | 46.0 | 4876 | 0.1427 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6322 | 0.8462 | 0.7237 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7722 | 0.8790 | 0.8221 | 0.9612 |
| 0.0595 | 47.0 | 4982 | 0.1540 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6364 | 0.8615 | 0.7320 | 65 | 0.8364 | 0.92 | 0.8762 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7555 | 0.8905 | 0.8175 | 0.9573 |
| 0.0594 | 48.0 | 5088 | 0.1491 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8344 | 0.9067 | 0.8690 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7562 | 0.8847 | 0.8154 | 0.9588 |
| 0.0579 | 49.0 | 5194 | 0.1488 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6190 | 0.8 | 0.6980 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.6667 | 0.8485 | 0.7467 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7525 | 0.8761 | 0.8096 | 0.9578 |
| 0.0561 | 50.0 | 5300 | 0.1435 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6118 | 0.8 | 0.6933 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7665 | 0.8703 | 0.8151 | 0.9605 |
| 0.056 | 51.0 | 5406 | 0.1516 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6145 | 0.7846 | 0.6892 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7519 | 0.8732 | 0.808 | 0.9573 |
| 0.0547 | 52.0 | 5512 | 0.1511 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6163 | 0.8154 | 0.7020 | 65 | 0.8438 | 0.9 | 0.8710 | 150 | 0.6585 | 0.8182 | 0.7297 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7582 | 0.8674 | 0.8091 | 0.9588 |
| 0.0534 | 53.0 | 5618 | 0.1615 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6087 | 0.8615 | 0.7134 | 65 | 0.8253 | 0.9133 | 0.8671 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7415 | 0.8847 | 0.8068 | 0.9554 |
| 0.0526 | 54.0 | 5724 | 0.1521 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6 | 0.8308 | 0.6968 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7606 | 0.8790 | 0.8155 | 0.9581 |
| 0.0538 | 55.0 | 5830 | 0.1600 | 0.7079 | 0.8873 | 0.7875 | 71 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.6 | 0.8182 | 0.6923 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7367 | 0.8790 | 0.8016 | 0.9551 |
| 0.0529 | 56.0 | 5936 | 0.1579 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.6429 | 0.8182 | 0.7200 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7482 | 0.8818 | 0.8095 | 0.9571 |
| 0.05 | 57.0 | 6042 | 0.1494 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6447 | 0.7538 | 0.6950 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7772 | 0.8646 | 0.8186 | 0.9602 |
| 0.0512 | 58.0 | 6148 | 0.1474 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.6494 | 0.7692 | 0.7042 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7732 | 0.8646 | 0.8163 | 0.9597 |
| 0.047 | 59.0 | 6254 | 0.1532 | 0.7126 | 0.8732 | 0.7848 | 71 | 0.6429 | 0.8308 | 0.7248 | 65 | 0.8457 | 0.9133 | 0.8782 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7663 | 0.8790 | 0.8188 | 0.9595 |
| 0.047 | 60.0 | 6360 | 0.1539 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8438 | 0.9 | 0.8710 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7644 | 0.8790 | 0.8177 | 0.9590 |
| 0.0465 | 61.0 | 6466 | 0.1599 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6207 | 0.8308 | 0.7105 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7593 | 0.8818 | 0.816 | 0.9585 |
| 0.045 | 62.0 | 6572 | 0.1569 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8405 | 0.9133 | 0.8754 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7644 | 0.8790 | 0.8177 | 0.9595 |
| 0.0468 | 63.0 | 6678 | 0.1519 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.6310 | 0.8154 | 0.7114 | 65 | 0.8438 | 0.9 | 0.8710 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7744 | 0.8703 | 0.8195 | 0.9612 |
| 0.0446 | 64.0 | 6784 | 0.1547 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6667 | 0.8 | 0.7273 | 65 | 0.8457 | 0.9133 | 0.8782 | 150 | 0.7105 | 0.8182 | 0.7606 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7778 | 0.8674 | 0.8202 | 0.9610 |
| 0.0452 | 65.0 | 6890 | 0.1631 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7574 | 0.8818 | 0.8149 | 0.9576 |
| 0.0442 | 66.0 | 6996 | 0.1616 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.6044 | 0.8462 | 0.7051 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7599 | 0.8847 | 0.8176 | 0.9578 |
| 0.0431 | 67.0 | 7102 | 0.1608 | 0.7209 | 0.8732 | 0.7898 | 71 | 0.6163 | 0.8154 | 0.7020 | 65 | 0.8344 | 0.9067 | 0.8690 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7562 | 0.8761 | 0.8117 | 0.9583 |
| 0.0427 | 68.0 | 7208 | 0.1687 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6180 | 0.8462 | 0.7143 | 65 | 0.8344 | 0.9067 | 0.8690 | 150 | 0.6136 | 0.8182 | 0.7013 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7421 | 0.8790 | 0.8047 | 0.9556 |
| 0.043 | 69.0 | 7314 | 0.1637 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7556 | 0.8818 | 0.8138 | 0.9573 |
| 0.0426 | 70.0 | 7420 | 0.1629 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6136 | 0.8308 | 0.7059 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7593 | 0.8818 | 0.816 | 0.9581 |
| 0.0439 | 71.0 | 7526 | 0.1787 | 0.6966 | 0.8732 | 0.775 | 71 | 0.5938 | 0.8769 | 0.7081 | 65 | 0.8466 | 0.92 | 0.8818 | 150 | 0.6744 | 0.8788 | 0.7632 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7434 | 0.8934 | 0.8115 | 0.9542 |
| 0.0409 | 72.0 | 7632 | 0.1614 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.6207 | 0.8308 | 0.7105 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7657 | 0.8761 | 0.8172 | 0.9590 |
| 0.0404 | 73.0 | 7738 | 0.1655 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6023 | 0.8154 | 0.6928 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7550 | 0.8790 | 0.8123 | 0.9578 |
| 0.0399 | 74.0 | 7844 | 0.1669 | 0.7412 | 0.8873 | 0.8077 | 71 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7568 | 0.8790 | 0.8133 | 0.9585 |
| 0.04 | 75.0 | 7950 | 0.1640 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6207 | 0.8308 | 0.7105 | 65 | 0.85 | 0.9067 | 0.8774 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7631 | 0.8818 | 0.8182 | 0.9583 |
| 0.0402 | 76.0 | 8056 | 0.1683 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6067 | 0.8308 | 0.7013 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7537 | 0.8818 | 0.8127 | 0.9578 |
| 0.0402 | 77.0 | 8162 | 0.1702 | 0.7079 | 0.8873 | 0.7875 | 71 | 0.6235 | 0.8154 | 0.7067 | 65 | 0.8344 | 0.9067 | 0.8690 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7525 | 0.8761 | 0.8096 | 0.9576 |
| 0.0379 | 78.0 | 8268 | 0.1694 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6023 | 0.8154 | 0.6928 | 65 | 0.8333 | 0.9 | 0.8654 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7525 | 0.8761 | 0.8096 | 0.9583 |
| 0.0371 | 79.0 | 8374 | 0.1731 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7512 | 0.8790 | 0.8101 | 0.9576 |
| 0.0375 | 80.0 | 8480 | 0.1701 | 0.7326 | 0.8873 | 0.8025 | 71 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7587 | 0.8790 | 0.8144 | 0.9576 |
| 0.0367 | 81.0 | 8586 | 0.1683 | 0.7209 | 0.8732 | 0.7898 | 71 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8354 | 0.9133 | 0.8726 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7512 | 0.8790 | 0.8101 | 0.9576 |
| 0.0369 | 82.0 | 8692 | 0.1746 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.5824 | 0.8154 | 0.6795 | 65 | 0.8519 | 0.92 | 0.8846 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7525 | 0.8847 | 0.8132 | 0.9571 |
| 0.0382 | 83.0 | 8798 | 0.1662 | 0.7126 | 0.8732 | 0.7848 | 71 | 0.6163 | 0.8154 | 0.7020 | 65 | 0.8344 | 0.9067 | 0.8690 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7543 | 0.8761 | 0.8107 | 0.9581 |
| 0.0376 | 84.0 | 8904 | 0.1694 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8457 | 0.9133 | 0.8782 | 150 | 0.6829 | 0.8485 | 0.7568 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7568 | 0.8790 | 0.8133 | 0.9583 |
| 0.0372 | 85.0 | 9010 | 0.1741 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.5978 | 0.8462 | 0.7006 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.7 | 0.8485 | 0.7671 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7543 | 0.8847 | 0.8143 | 0.9571 |
| 0.0351 | 86.0 | 9116 | 0.1718 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.6023 | 0.8154 | 0.6928 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7531 | 0.8790 | 0.8112 | 0.9578 |
| 0.0348 | 87.0 | 9222 | 0.1713 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.5889 | 0.8154 | 0.6839 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7512 | 0.8790 | 0.8101 | 0.9581 |
| 0.0363 | 88.0 | 9328 | 0.1707 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7587 | 0.8790 | 0.8144 | 0.9585 |
| 0.0371 | 89.0 | 9434 | 0.1718 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.5955 | 0.8154 | 0.6883 | 65 | 0.8405 | 0.9133 | 0.8754 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7518 | 0.8818 | 0.8117 | 0.9576 |
| 0.0367 | 90.0 | 9540 | 0.1707 | 0.7326 | 0.8873 | 0.8025 | 71 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8571 | 0.92 | 0.8875 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7656 | 0.8847 | 0.8209 | 0.9590 |
| 0.0349 | 91.0 | 9646 | 0.1737 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6111 | 0.8462 | 0.7097 | 65 | 0.8395 | 0.9067 | 0.8718 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7562 | 0.8847 | 0.8154 | 0.9578 |
| 0.0357 | 92.0 | 9752 | 0.1690 | 0.7326 | 0.8873 | 0.8025 | 71 | 0.6235 | 0.8154 | 0.7067 | 65 | 0.8457 | 0.9133 | 0.8782 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.765 | 0.8818 | 0.8193 | 0.9590 |
| 0.0345 | 93.0 | 9858 | 0.1714 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6163 | 0.8154 | 0.7020 | 65 | 0.8457 | 0.9133 | 0.8782 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7612 | 0.8818 | 0.8171 | 0.9585 |
| 0.0349 | 94.0 | 9964 | 0.1766 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.5889 | 0.8154 | 0.6839 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7556 | 0.8818 | 0.8138 | 0.9576 |
| 0.0352 | 95.0 | 10070 | 0.1764 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.5889 | 0.8154 | 0.6839 | 65 | 0.8509 | 0.9133 | 0.8810 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7537 | 0.8818 | 0.8127 | 0.9576 |
| 0.0367 | 96.0 | 10176 | 0.1730 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.8457 | 0.9133 | 0.8782 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7593 | 0.8818 | 0.816 | 0.9583 |
| 0.0352 | 97.0 | 10282 | 0.1724 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6023 | 0.8154 | 0.6928 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7612 | 0.8818 | 0.8171 | 0.9581 |
| 0.0341 | 98.0 | 10388 | 0.1748 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.5824 | 0.8154 | 0.6795 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7512 | 0.8790 | 0.8101 | 0.9571 |
| 0.0331 | 99.0 | 10494 | 0.1726 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6023 | 0.8154 | 0.6928 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7568 | 0.8790 | 0.8133 | 0.9581 |
| 0.0347 | 100.0 | 10600 | 0.1728 | 0.7241 | 0.8873 | 0.7975 | 71 | 0.6023 | 0.8154 | 0.6928 | 65 | 0.8447 | 0.9067 | 0.8746 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.9231 | 0.8571 | 0.8889 | 28 | 0.7568 | 0.8790 | 0.8133 | 0.9581 |
### Framework versions
- Transformers 4.40.2
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.19.1
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