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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-base-4
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-base-4
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: 0.3325
- Location Precision: 0.7922
- Location Recall: 0.8356
- Location F1: 0.8133
- Location Number: 73
- Organization Precision: 0.7013
- Organization Recall: 0.8308
- Organization F1: 0.7606
- Organization Number: 65
- Person Precision: 0.9226
- Person Recall: 0.9533
- Person F1: 0.9377
- Person Number: 150
- Quantity Precision: 0.6667
- Quantity Recall: 0.7586
- Quantity F1: 0.7097
- Quantity Number: 29
- Time Precision: 0.8378
- Time Recall: 0.9118
- Time F1: 0.8732
- Time Number: 34
- Overall Precision: 0.8206
- Overall Recall: 0.8860
- Overall F1: 0.8521
- Overall Accuracy: 0.9670
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.3326 | 1.0 | 106 | 0.1188 | 0.8052 | 0.8493 | 0.8267 | 73 | 0.6184 | 0.7231 | 0.6667 | 65 | 0.8662 | 0.9067 | 0.8860 | 150 | 0.6667 | 0.7586 | 0.7097 | 29 | 0.9667 | 0.8529 | 0.9062 | 34 | 0.7936 | 0.8433 | 0.8177 | 0.9621 |
| 0.1192 | 2.0 | 212 | 0.1727 | 0.6702 | 0.8630 | 0.7545 | 73 | 0.4597 | 0.8769 | 0.6032 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.6098 | 0.8621 | 0.7143 | 29 | 0.6905 | 0.8529 | 0.7632 | 34 | 0.6790 | 0.8917 | 0.7709 | 0.9397 |
| 0.0772 | 3.0 | 318 | 0.1291 | 0.7356 | 0.8767 | 0.8 | 73 | 0.6883 | 0.8154 | 0.7465 | 65 | 0.8688 | 0.9267 | 0.8968 | 150 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.8529 | 0.8529 | 0.8529 | 34 | 0.7943 | 0.8803 | 0.8351 | 0.9626 |
| 0.051 | 4.0 | 424 | 0.1436 | 0.7561 | 0.8493 | 0.8000 | 73 | 0.6022 | 0.8615 | 0.7089 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7734 | 0.8946 | 0.8296 | 0.9589 |
| 0.0341 | 5.0 | 530 | 0.1558 | 0.7564 | 0.8082 | 0.7815 | 73 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.7143 | 0.8824 | 0.7895 | 34 | 0.7964 | 0.8803 | 0.8363 | 0.9651 |
| 0.0289 | 6.0 | 636 | 0.1820 | 0.7619 | 0.8767 | 0.8153 | 73 | 0.625 | 0.7692 | 0.6897 | 65 | 0.8415 | 0.92 | 0.8790 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.7744 | 0.8803 | 0.824 | 0.9606 |
| 0.0223 | 7.0 | 742 | 0.1874 | 0.7683 | 0.8630 | 0.8129 | 73 | 0.6486 | 0.7385 | 0.6906 | 65 | 0.9026 | 0.9267 | 0.9145 | 150 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7995 | 0.8632 | 0.8301 | 0.9621 |
| 0.0154 | 8.0 | 848 | 0.2203 | 0.8289 | 0.8630 | 0.8456 | 73 | 0.6353 | 0.8308 | 0.7200 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.7984 | 0.8803 | 0.8374 | 0.9623 |
| 0.0122 | 9.0 | 954 | 0.2047 | 0.8101 | 0.8767 | 0.8421 | 73 | 0.7368 | 0.8615 | 0.7943 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.8220 | 0.8946 | 0.8568 | 0.9658 |
| 0.0125 | 10.0 | 1060 | 0.2343 | 0.8493 | 0.8493 | 0.8493 | 73 | 0.725 | 0.8923 | 0.8 | 65 | 0.9097 | 0.94 | 0.9246 | 150 | 0.6842 | 0.8966 | 0.7761 | 29 | 0.6744 | 0.8529 | 0.7532 | 34 | 0.8123 | 0.9003 | 0.8541 | 0.9619 |
| 0.0086 | 11.0 | 1166 | 0.3140 | 0.6421 | 0.8356 | 0.7262 | 73 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.8765 | 0.9467 | 0.9103 | 150 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.6591 | 0.8529 | 0.7436 | 34 | 0.7382 | 0.8917 | 0.8077 | 0.9520 |
| 0.0069 | 12.0 | 1272 | 0.2598 | 0.8592 | 0.8356 | 0.8472 | 73 | 0.7108 | 0.9077 | 0.7973 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.6842 | 0.8966 | 0.7761 | 29 | 0.6522 | 0.8824 | 0.75 | 34 | 0.79 | 0.9003 | 0.8415 | 0.9619 |
| 0.0069 | 13.0 | 1378 | 0.2524 | 0.7595 | 0.8219 | 0.7895 | 73 | 0.7123 | 0.8 | 0.7536 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.6905 | 0.8529 | 0.7632 | 34 | 0.8021 | 0.8775 | 0.8381 | 0.9623 |
| 0.0048 | 14.0 | 1484 | 0.2733 | 0.7294 | 0.8493 | 0.7848 | 73 | 0.7368 | 0.8615 | 0.7943 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.8072 | 0.8946 | 0.8486 | 0.9633 |
| 0.0069 | 15.0 | 1590 | 0.2588 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.6914 | 0.8615 | 0.7671 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8212 | 0.9031 | 0.8602 | 0.9665 |
| 0.0047 | 16.0 | 1696 | 0.2755 | 0.7143 | 0.8219 | 0.7643 | 73 | 0.6875 | 0.8462 | 0.7586 | 65 | 0.9091 | 0.9333 | 0.9211 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.9412 | 0.9412 | 0.9412 | 34 | 0.8104 | 0.8889 | 0.8478 | 0.9638 |
| 0.0049 | 17.0 | 1802 | 0.2742 | 0.8052 | 0.8493 | 0.8267 | 73 | 0.7083 | 0.7846 | 0.7445 | 65 | 0.8758 | 0.94 | 0.9068 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.7990 | 0.8832 | 0.8390 | 0.9646 |
| 0.0049 | 18.0 | 1908 | 0.2764 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.7671 | 0.8615 | 0.8116 | 65 | 0.8938 | 0.9533 | 0.9226 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.75 | 0.8824 | 0.8108 | 34 | 0.8212 | 0.9031 | 0.8602 | 0.9653 |
| 0.0033 | 19.0 | 2014 | 0.2768 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7606 | 0.8308 | 0.7941 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8241 | 0.8946 | 0.8579 | 0.9670 |
| 0.0042 | 20.0 | 2120 | 0.3033 | 0.7241 | 0.8630 | 0.7875 | 73 | 0.7324 | 0.8 | 0.7647 | 65 | 0.9038 | 0.94 | 0.9216 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7045 | 0.9118 | 0.7949 | 34 | 0.7985 | 0.8917 | 0.8425 | 0.9633 |
| 0.0036 | 21.0 | 2226 | 0.2692 | 0.8133 | 0.8356 | 0.8243 | 73 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.9045 | 0.9467 | 0.9251 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.8205 | 0.9412 | 0.8767 | 34 | 0.8338 | 0.9003 | 0.8658 | 0.9655 |
| 0.0073 | 22.0 | 2332 | 0.3261 | 0.6923 | 0.8630 | 0.7683 | 73 | 0.6429 | 0.8308 | 0.7248 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7381 | 0.9118 | 0.8158 | 34 | 0.7715 | 0.8946 | 0.8285 | 0.9574 |
| 0.0024 | 23.0 | 2438 | 0.2863 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.7125 | 0.8769 | 0.7862 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.8098 | 0.8974 | 0.8514 | 0.9646 |
| 0.0031 | 24.0 | 2544 | 0.3045 | 0.7590 | 0.8630 | 0.8077 | 73 | 0.6591 | 0.8923 | 0.7582 | 65 | 0.8994 | 0.9533 | 0.9256 | 150 | 0.7941 | 0.9310 | 0.8571 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7965 | 0.9145 | 0.8515 | 0.9631 |
| 0.0033 | 25.0 | 2650 | 0.3293 | 0.7326 | 0.8630 | 0.7925 | 73 | 0.6974 | 0.8154 | 0.7518 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7561 | 0.9118 | 0.8267 | 34 | 0.7904 | 0.8917 | 0.8380 | 0.9609 |
| 0.0029 | 26.0 | 2756 | 0.2977 | 0.8025 | 0.8904 | 0.8442 | 73 | 0.6706 | 0.8769 | 0.76 | 65 | 0.9045 | 0.9467 | 0.9251 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.8086 | 0.9145 | 0.8583 | 0.9636 |
| 0.0035 | 27.0 | 2862 | 0.3316 | 0.8158 | 0.8493 | 0.8322 | 73 | 0.6517 | 0.8923 | 0.7532 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7805 | 0.9412 | 0.8533 | 34 | 0.8076 | 0.9088 | 0.8552 | 0.9631 |
| 0.0076 | 28.0 | 2968 | 0.2618 | 0.8 | 0.8767 | 0.8366 | 73 | 0.7667 | 0.7077 | 0.736 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8205 | 0.9412 | 0.8767 | 34 | 0.8365 | 0.8746 | 0.8552 | 0.9646 |
| 0.0027 | 29.0 | 3074 | 0.3309 | 0.75 | 0.8630 | 0.8025 | 73 | 0.6552 | 0.8769 | 0.75 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.6596 | 0.9118 | 0.7654 | 34 | 0.7745 | 0.9003 | 0.8327 | 0.9589 |
| 0.0025 | 30.0 | 3180 | 0.3092 | 0.8 | 0.8767 | 0.8366 | 73 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.9038 | 0.94 | 0.9216 | 150 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8191 | 0.9031 | 0.8591 | 0.9648 |
| 0.003 | 31.0 | 3286 | 0.3234 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.7 | 0.8615 | 0.7724 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.75 | 0.9310 | 0.8308 | 29 | 0.6977 | 0.8824 | 0.7792 | 34 | 0.8 | 0.9003 | 0.8472 | 0.9591 |
| 0.0061 | 32.0 | 3392 | 0.2889 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.6548 | 0.8462 | 0.7383 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8072 | 0.8946 | 0.8486 | 0.9638 |
| 0.0028 | 33.0 | 3498 | 0.2616 | 0.8514 | 0.8630 | 0.8571 | 73 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8141 | 0.8860 | 0.8486 | 0.9660 |
| 0.0024 | 34.0 | 3604 | 0.2858 | 0.7821 | 0.8356 | 0.8079 | 73 | 0.6512 | 0.8615 | 0.7417 | 65 | 0.9097 | 0.94 | 0.9246 | 150 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8119 | 0.8974 | 0.8525 | 0.9658 |
| 0.0016 | 35.0 | 3710 | 0.3019 | 0.8182 | 0.8630 | 0.8400 | 73 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8294 | 0.9003 | 0.8634 | 0.9660 |
| 0.0017 | 36.0 | 3816 | 0.2798 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.6986 | 0.7846 | 0.7391 | 65 | 0.9167 | 0.9533 | 0.9346 | 150 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8271 | 0.8860 | 0.8556 | 0.9665 |
| 0.0012 | 37.0 | 3922 | 0.3007 | 0.75 | 0.8630 | 0.8025 | 73 | 0.7656 | 0.7538 | 0.7597 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8218 | 0.8803 | 0.8501 | 0.9655 |
| 0.002 | 38.0 | 4028 | 0.3204 | 0.8052 | 0.8493 | 0.8267 | 73 | 0.6707 | 0.8462 | 0.7483 | 65 | 0.9281 | 0.9467 | 0.9373 | 150 | 0.7353 | 0.8621 | 0.7937 | 29 | 0.7209 | 0.9118 | 0.8052 | 34 | 0.8098 | 0.8974 | 0.8514 | 0.9626 |
| 0.0017 | 39.0 | 4134 | 0.2832 | 0.8267 | 0.8493 | 0.8378 | 73 | 0.6279 | 0.8308 | 0.7152 | 65 | 0.8987 | 0.9467 | 0.9221 | 150 | 0.6562 | 0.7241 | 0.6885 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8031 | 0.8832 | 0.8412 | 0.9638 |
| 0.0019 | 40.0 | 4240 | 0.3074 | 0.7619 | 0.8767 | 0.8153 | 73 | 0.65 | 0.8 | 0.7172 | 65 | 0.9167 | 0.9533 | 0.9346 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7632 | 0.8529 | 0.8056 | 34 | 0.7939 | 0.8889 | 0.8387 | 0.9646 |
| 0.0007 | 41.0 | 4346 | 0.3130 | 0.8158 | 0.8493 | 0.8322 | 73 | 0.6506 | 0.8308 | 0.7297 | 65 | 0.9108 | 0.9533 | 0.9316 | 150 | 0.6667 | 0.8276 | 0.7385 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8098 | 0.8974 | 0.8514 | 0.9643 |
| 0.0013 | 42.0 | 4452 | 0.2825 | 0.8077 | 0.8630 | 0.8344 | 73 | 0.7015 | 0.7231 | 0.7121 | 65 | 0.9226 | 0.9533 | 0.9377 | 150 | 0.6667 | 0.7586 | 0.7097 | 29 | 0.8857 | 0.9118 | 0.8986 | 34 | 0.8315 | 0.8718 | 0.8512 | 0.9683 |
| 0.0008 | 43.0 | 4558 | 0.3163 | 0.7625 | 0.8356 | 0.7974 | 73 | 0.7333 | 0.8462 | 0.7857 | 65 | 0.9167 | 0.9533 | 0.9346 | 150 | 0.7429 | 0.8966 | 0.8125 | 29 | 0.8611 | 0.9118 | 0.8857 | 34 | 0.8272 | 0.9003 | 0.8622 | 0.9673 |
| 0.0035 | 44.0 | 4664 | 0.3363 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.9091 | 0.9333 | 0.9211 | 150 | 0.6667 | 0.7586 | 0.7097 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7984 | 0.8803 | 0.8374 | 0.9623 |
| 0.0032 | 45.0 | 4770 | 0.2655 | 0.7875 | 0.8630 | 0.8235 | 73 | 0.7067 | 0.8154 | 0.7571 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.75 | 0.8276 | 0.7869 | 29 | 0.9394 | 0.9118 | 0.9254 | 34 | 0.8271 | 0.8860 | 0.8556 | 0.9660 |
| 0.0029 | 46.0 | 4876 | 0.2898 | 0.8026 | 0.8356 | 0.8188 | 73 | 0.7215 | 0.8769 | 0.7917 | 65 | 0.8987 | 0.9467 | 0.9221 | 150 | 0.6 | 0.7241 | 0.6562 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8078 | 0.8860 | 0.8451 | 0.9631 |
| 0.0011 | 47.0 | 4982 | 0.2948 | 0.8133 | 0.8356 | 0.8243 | 73 | 0.7333 | 0.8462 | 0.7857 | 65 | 0.9161 | 0.9467 | 0.9311 | 150 | 0.6111 | 0.7586 | 0.6769 | 29 | 0.75 | 0.8824 | 0.8108 | 34 | 0.8136 | 0.8832 | 0.8470 | 0.9648 |
| 0.0019 | 48.0 | 5088 | 0.2978 | 0.7470 | 0.8493 | 0.7949 | 73 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.9051 | 0.9533 | 0.9286 | 150 | 0.6389 | 0.7931 | 0.7077 | 29 | 0.8649 | 0.9412 | 0.9014 | 34 | 0.8010 | 0.8946 | 0.8452 | 0.9646 |
| 0.0012 | 49.0 | 5194 | 0.3064 | 0.8158 | 0.8493 | 0.8322 | 73 | 0.675 | 0.8308 | 0.7448 | 65 | 0.9097 | 0.94 | 0.9246 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8151 | 0.8917 | 0.8517 | 0.9628 |
| 0.0005 | 50.0 | 5300 | 0.3279 | 0.8108 | 0.8219 | 0.8163 | 73 | 0.6627 | 0.8462 | 0.7432 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.6944 | 0.8621 | 0.7692 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.8041 | 0.8889 | 0.8444 | 0.9623 |
| 0.0022 | 51.0 | 5406 | 0.2888 | 0.8493 | 0.8493 | 0.8493 | 73 | 0.7368 | 0.8615 | 0.7943 | 65 | 0.9161 | 0.9467 | 0.9311 | 150 | 0.7333 | 0.7586 | 0.7458 | 29 | 0.8824 | 0.8824 | 0.8824 | 34 | 0.8478 | 0.8889 | 0.8679 | 0.9665 |
| 0.0018 | 52.0 | 5512 | 0.3415 | 0.7778 | 0.8630 | 0.8182 | 73 | 0.6585 | 0.8308 | 0.7347 | 65 | 0.9161 | 0.9467 | 0.9311 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.6 | 0.8824 | 0.7143 | 34 | 0.7786 | 0.8917 | 0.8313 | 0.9579 |
| 0.0024 | 53.0 | 5618 | 0.3337 | 0.7349 | 0.8356 | 0.7821 | 73 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.9156 | 0.94 | 0.9276 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.7995 | 0.8860 | 0.8405 | 0.9591 |
| 0.0012 | 54.0 | 5724 | 0.3097 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.6883 | 0.8154 | 0.7465 | 65 | 0.9045 | 0.9467 | 0.9251 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.775 | 0.9118 | 0.8378 | 34 | 0.8073 | 0.8832 | 0.8435 | 0.9643 |
| 0.0016 | 55.0 | 5830 | 0.3207 | 0.7662 | 0.8082 | 0.7867 | 73 | 0.7183 | 0.7846 | 0.75 | 65 | 0.9108 | 0.9533 | 0.9316 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.8138 | 0.8718 | 0.8418 | 0.9631 |
| 0.0013 | 56.0 | 5936 | 0.3148 | 0.7792 | 0.8219 | 0.8000 | 73 | 0.7231 | 0.7231 | 0.7231 | 65 | 0.9108 | 0.9533 | 0.9316 | 150 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.8189 | 0.8632 | 0.8405 | 0.9636 |
| 0.0012 | 57.0 | 6042 | 0.3097 | 0.7895 | 0.8219 | 0.8054 | 73 | 0.7162 | 0.8154 | 0.7626 | 65 | 0.9108 | 0.9533 | 0.9316 | 150 | 0.6562 | 0.7241 | 0.6885 | 29 | 0.8788 | 0.8529 | 0.8657 | 34 | 0.8226 | 0.8718 | 0.8465 | 0.9643 |
| 0.0005 | 58.0 | 6148 | 0.3341 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6753 | 0.8 | 0.7324 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.75 | 0.8824 | 0.8108 | 34 | 0.7883 | 0.8803 | 0.8318 | 0.9633 |
| 0.0013 | 59.0 | 6254 | 0.3232 | 0.8133 | 0.8356 | 0.8243 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.8026 | 0.8803 | 0.8397 | 0.9638 |
| 0.0012 | 60.0 | 6360 | 0.3059 | 0.7949 | 0.8493 | 0.8212 | 73 | 0.68 | 0.7846 | 0.7286 | 65 | 0.9045 | 0.9467 | 0.9251 | 150 | 0.6875 | 0.7586 | 0.7213 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8100 | 0.8746 | 0.8411 | 0.9653 |
| 0.0014 | 61.0 | 6466 | 0.3144 | 0.7590 | 0.8630 | 0.8077 | 73 | 0.6790 | 0.8462 | 0.7534 | 65 | 0.9167 | 0.9533 | 0.9346 | 150 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.8421 | 0.9412 | 0.8889 | 34 | 0.8061 | 0.9003 | 0.8506 | 0.9663 |
| 0.0002 | 62.0 | 6572 | 0.3230 | 0.7176 | 0.8356 | 0.7722 | 73 | 0.6709 | 0.8154 | 0.7361 | 65 | 0.9226 | 0.9533 | 0.9377 | 150 | 0.6286 | 0.7586 | 0.6875 | 29 | 0.8 | 0.9412 | 0.8649 | 34 | 0.7893 | 0.8860 | 0.8349 | 0.9653 |
| 0.0007 | 63.0 | 6678 | 0.3489 | 0.7722 | 0.8356 | 0.8026 | 73 | 0.7125 | 0.8769 | 0.7862 | 65 | 0.9167 | 0.9533 | 0.9346 | 150 | 0.6471 | 0.7586 | 0.6984 | 29 | 0.7619 | 0.9412 | 0.8421 | 34 | 0.8056 | 0.8974 | 0.8491 | 0.9636 |
| 0.0001 | 64.0 | 6784 | 0.3458 | 0.7722 | 0.8356 | 0.8026 | 73 | 0.7179 | 0.8615 | 0.7832 | 65 | 0.9167 | 0.9533 | 0.9346 | 150 | 0.6471 | 0.7586 | 0.6984 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.8083 | 0.8889 | 0.8467 | 0.9638 |
| 0.001 | 65.0 | 6890 | 0.3409 | 0.7439 | 0.8356 | 0.7871 | 73 | 0.6667 | 0.8 | 0.7273 | 65 | 0.9167 | 0.9533 | 0.9346 | 150 | 0.6286 | 0.7586 | 0.6875 | 29 | 0.7692 | 0.8824 | 0.8219 | 34 | 0.7897 | 0.8775 | 0.8313 | 0.9638 |
| 0.001 | 66.0 | 6996 | 0.3137 | 0.7895 | 0.8219 | 0.8054 | 73 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.9167 | 0.9533 | 0.9346 | 150 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.9091 | 0.8824 | 0.8955 | 34 | 0.8324 | 0.8917 | 0.8611 | 0.9665 |
| 0.0007 | 67.0 | 7102 | 0.3459 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.6875 | 0.8462 | 0.7586 | 65 | 0.9108 | 0.9533 | 0.9316 | 150 | 0.7143 | 0.8621 | 0.7813 | 29 | 0.7317 | 0.8824 | 0.8 | 34 | 0.8051 | 0.8946 | 0.8475 | 0.9633 |
| 0.0004 | 68.0 | 7208 | 0.3155 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.68 | 0.7846 | 0.7286 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8143 | 0.8746 | 0.8434 | 0.9648 |
| 0.0004 | 69.0 | 7314 | 0.3485 | 0.7722 | 0.8356 | 0.8026 | 73 | 0.6582 | 0.8 | 0.7222 | 65 | 0.8987 | 0.9467 | 0.9221 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8005 | 0.8803 | 0.8385 | 0.9631 |
| 0.0003 | 70.0 | 7420 | 0.3382 | 0.7692 | 0.8219 | 0.7947 | 73 | 0.6625 | 0.8154 | 0.7310 | 65 | 0.9161 | 0.9467 | 0.9311 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8084 | 0.8775 | 0.8415 | 0.9638 |
| 0.001 | 71.0 | 7526 | 0.3148 | 0.8052 | 0.8493 | 0.8267 | 73 | 0.6842 | 0.8 | 0.7376 | 65 | 0.9221 | 0.9467 | 0.9342 | 150 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8196 | 0.8803 | 0.8489 | 0.9658 |
| 0.0003 | 72.0 | 7632 | 0.3217 | 0.8158 | 0.8493 | 0.8322 | 73 | 0.7246 | 0.7692 | 0.7463 | 65 | 0.9281 | 0.9467 | 0.9373 | 150 | 0.6857 | 0.8276 | 0.75 | 29 | 0.8333 | 0.8824 | 0.8571 | 34 | 0.8347 | 0.8775 | 0.8556 | 0.9660 |
| 0.0007 | 73.0 | 7738 | 0.3234 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6875 | 0.8462 | 0.7586 | 65 | 0.9156 | 0.94 | 0.9276 | 150 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8141 | 0.8860 | 0.8486 | 0.9655 |
| 0.0003 | 74.0 | 7844 | 0.3176 | 0.7821 | 0.8356 | 0.8079 | 73 | 0.6707 | 0.8462 | 0.7483 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.8571 | 0.8824 | 0.8696 | 34 | 0.8031 | 0.8832 | 0.8412 | 0.9646 |
| 0.0005 | 75.0 | 7950 | 0.3431 | 0.7654 | 0.8493 | 0.8052 | 73 | 0.6835 | 0.8308 | 0.75 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.7059 | 0.8276 | 0.7619 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.8041 | 0.8889 | 0.8444 | 0.9646 |
| 0.0005 | 76.0 | 8056 | 0.3416 | 0.8026 | 0.8356 | 0.8188 | 73 | 0.6875 | 0.8462 | 0.7586 | 65 | 0.9167 | 0.9533 | 0.9346 | 150 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.8125 | 0.8889 | 0.8490 | 0.9643 |
| 0.0002 | 77.0 | 8162 | 0.3295 | 0.75 | 0.8219 | 0.7843 | 73 | 0.6835 | 0.8308 | 0.75 | 65 | 0.9045 | 0.9467 | 0.9251 | 150 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.7984 | 0.8803 | 0.8374 | 0.9646 |
| 0.0001 | 78.0 | 8268 | 0.3368 | 0.7848 | 0.8493 | 0.8158 | 73 | 0.6835 | 0.8308 | 0.75 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8120 | 0.8860 | 0.8474 | 0.9651 |
| 0.0004 | 79.0 | 8374 | 0.3212 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9161 | 0.9467 | 0.9311 | 150 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8201 | 0.8832 | 0.8505 | 0.9663 |
| 0.0001 | 80.0 | 8480 | 0.3227 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9226 | 0.9533 | 0.9377 | 150 | 0.7188 | 0.7931 | 0.7541 | 29 | 0.8108 | 0.8824 | 0.8451 | 34 | 0.8228 | 0.8860 | 0.8532 | 0.9663 |
| 0.0003 | 81.0 | 8586 | 0.3216 | 0.8052 | 0.8493 | 0.8267 | 73 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.9045 | 0.9467 | 0.9251 | 150 | 0.6667 | 0.7586 | 0.7097 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8120 | 0.8860 | 0.8474 | 0.9663 |
| 0.0004 | 82.0 | 8692 | 0.3134 | 0.7792 | 0.8219 | 0.8000 | 73 | 0.6923 | 0.8308 | 0.7552 | 65 | 0.9045 | 0.9467 | 0.9251 | 150 | 0.6471 | 0.7586 | 0.6984 | 29 | 0.8421 | 0.9412 | 0.8889 | 34 | 0.8073 | 0.8832 | 0.8435 | 0.9670 |
| 0.0003 | 83.0 | 8798 | 0.3101 | 0.8289 | 0.8630 | 0.8456 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9226 | 0.9533 | 0.9377 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.8421 | 0.9412 | 0.8889 | 34 | 0.8311 | 0.8974 | 0.8630 | 0.9700 |
| 0.0002 | 84.0 | 8904 | 0.3153 | 0.8158 | 0.8493 | 0.8322 | 73 | 0.7105 | 0.8308 | 0.7660 | 65 | 0.9221 | 0.9467 | 0.9342 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.8421 | 0.9412 | 0.8889 | 34 | 0.8302 | 0.8917 | 0.8599 | 0.9683 |
| 0.0005 | 85.0 | 9010 | 0.3358 | 0.8133 | 0.8356 | 0.8243 | 73 | 0.6914 | 0.8615 | 0.7671 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8172 | 0.8917 | 0.8529 | 0.9655 |
| 0.0001 | 86.0 | 9116 | 0.3357 | 0.8026 | 0.8356 | 0.8188 | 73 | 0.7089 | 0.8615 | 0.7778 | 65 | 0.9103 | 0.9467 | 0.9281 | 150 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8194 | 0.8917 | 0.8540 | 0.9665 |
| 0.0002 | 87.0 | 9222 | 0.3371 | 0.7895 | 0.8219 | 0.8054 | 73 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.9226 | 0.9533 | 0.9377 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.8184 | 0.8860 | 0.8509 | 0.9655 |
| 0.0001 | 88.0 | 9328 | 0.3303 | 0.7895 | 0.8219 | 0.8054 | 73 | 0.7051 | 0.8462 | 0.7692 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7895 | 0.8824 | 0.8333 | 34 | 0.8175 | 0.8803 | 0.8477 | 0.9648 |
| 0.0001 | 89.0 | 9434 | 0.3300 | 0.7895 | 0.8219 | 0.8054 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9156 | 0.94 | 0.9276 | 150 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8179 | 0.8832 | 0.8493 | 0.9665 |
| 0.0001 | 90.0 | 9540 | 0.3355 | 0.7792 | 0.8219 | 0.8000 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9221 | 0.9467 | 0.9342 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7949 | 0.9118 | 0.8493 | 34 | 0.8158 | 0.8832 | 0.8482 | 0.9660 |
| 0.0002 | 91.0 | 9646 | 0.3345 | 0.7792 | 0.8219 | 0.8000 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9156 | 0.94 | 0.9276 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8153 | 0.8803 | 0.8466 | 0.9658 |
| 0.0006 | 92.0 | 9752 | 0.3235 | 0.7895 | 0.8219 | 0.8054 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.8158 | 0.9118 | 0.8611 | 34 | 0.8175 | 0.8803 | 0.8477 | 0.9660 |
| 0.0002 | 93.0 | 9858 | 0.3225 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.6471 | 0.7586 | 0.6984 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8175 | 0.8803 | 0.8477 | 0.9665 |
| 0.0001 | 94.0 | 9964 | 0.3228 | 0.8026 | 0.8356 | 0.8188 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8245 | 0.8832 | 0.8528 | 0.9665 |
| 0.0001 | 95.0 | 10070 | 0.3265 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9216 | 0.94 | 0.9307 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8223 | 0.8832 | 0.8516 | 0.9663 |
| 0.0001 | 96.0 | 10176 | 0.3283 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9156 | 0.94 | 0.9276 | 150 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8201 | 0.8832 | 0.8505 | 0.9668 |
| 0.0002 | 97.0 | 10282 | 0.3329 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9226 | 0.9533 | 0.9377 | 150 | 0.6667 | 0.7586 | 0.7097 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8206 | 0.8860 | 0.8521 | 0.9670 |
| 0.0001 | 98.0 | 10388 | 0.3322 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9226 | 0.9533 | 0.9377 | 150 | 0.6667 | 0.7586 | 0.7097 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8206 | 0.8860 | 0.8521 | 0.9670 |
| 0.0001 | 99.0 | 10494 | 0.3324 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9226 | 0.9533 | 0.9377 | 150 | 0.6667 | 0.7586 | 0.7097 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8206 | 0.8860 | 0.8521 | 0.9670 |
| 0.0003 | 100.0 | 10600 | 0.3325 | 0.7922 | 0.8356 | 0.8133 | 73 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.9226 | 0.9533 | 0.9377 | 150 | 0.6667 | 0.7586 | 0.7097 | 29 | 0.8378 | 0.9118 | 0.8732 | 34 | 0.8206 | 0.8860 | 0.8521 | 0.9670 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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