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---
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-unipelt-0
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# nerugm-unipelt-0
This model is a fine-tuned version of [indolem/indobert-base-uncased](https://huggingface.co./indolem/indobert-base-uncased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.2329
- Location Precision: 0.7778
- Location Recall: 0.9130
- Location F1: 0.84
- Location Number: 69
- Organization Precision: 0.6389
- Organization Recall: 0.7931
- Organization F1: 0.7077
- Organization Number: 58
- Person Precision: 0.8868
- Person Recall: 0.9276
- Person F1: 0.9068
- Person Number: 152
- Quantity Precision: 0.7576
- Quantity Recall: 0.8333
- Quantity F1: 0.7937
- Quantity Number: 30
- Time Precision: 0.8333
- Time Recall: 0.8621
- Time F1: 0.8475
- Time Number: 29
- Overall Precision: 0.8
- Overall Recall: 0.8876
- Overall F1: 0.8415
- Overall Accuracy: 0.9631
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.9461 | 1.0 | 106 | 0.5988 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 58 | 0.25 | 0.0066 | 0.0128 | 152 | 0.0 | 0.0 | 0.0 | 30 | 0.0 | 0.0 | 0.0 | 29 | 0.2 | 0.0030 | 0.0058 | 0.8402 |
| 0.5011 | 2.0 | 212 | 0.3293 | 0.3902 | 0.2319 | 0.2909 | 69 | 0.2222 | 0.1034 | 0.1412 | 58 | 0.5810 | 0.8026 | 0.6740 | 152 | 0.0952 | 0.0667 | 0.0784 | 30 | 0.5 | 0.5862 | 0.5397 | 29 | 0.4895 | 0.4822 | 0.4858 | 0.9052 |
| 0.2868 | 3.0 | 318 | 0.1914 | 0.5789 | 0.7971 | 0.6707 | 69 | 0.4333 | 0.6724 | 0.5270 | 58 | 0.7472 | 0.875 | 0.8061 | 152 | 0.5116 | 0.7333 | 0.6027 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.6247 | 0.8077 | 0.7045 | 0.9357 |
| 0.1873 | 4.0 | 424 | 0.1713 | 0.7356 | 0.9275 | 0.8205 | 69 | 0.5522 | 0.6379 | 0.5920 | 58 | 0.7624 | 0.9079 | 0.8288 | 152 | 0.5532 | 0.8667 | 0.6753 | 30 | 0.5789 | 0.7586 | 0.6567 | 29 | 0.6833 | 0.8491 | 0.7573 | 0.9424 |
| 0.158 | 5.0 | 530 | 0.1297 | 0.7143 | 0.7971 | 0.7534 | 69 | 0.5432 | 0.7586 | 0.6331 | 58 | 0.8303 | 0.9013 | 0.8644 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7378 | 0.8491 | 0.7895 | 0.9549 |
| 0.1399 | 6.0 | 636 | 0.1322 | 0.7093 | 0.8841 | 0.7871 | 69 | 0.5972 | 0.7414 | 0.6615 | 58 | 0.8059 | 0.9013 | 0.8509 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.5946 | 0.7586 | 0.6667 | 29 | 0.7189 | 0.8550 | 0.7811 | 0.9560 |
| 0.129 | 7.0 | 742 | 0.1299 | 0.7654 | 0.8986 | 0.8267 | 69 | 0.6143 | 0.7414 | 0.6719 | 58 | 0.8166 | 0.9079 | 0.8598 | 152 | 0.6098 | 0.8333 | 0.7042 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7449 | 0.8639 | 0.8 | 0.9557 |
| 0.1206 | 8.0 | 848 | 0.1284 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6176 | 0.7241 | 0.6667 | 58 | 0.8313 | 0.9079 | 0.8679 | 152 | 0.6970 | 0.7667 | 0.7302 | 30 | 0.6765 | 0.7931 | 0.7302 | 29 | 0.7579 | 0.8521 | 0.8022 | 0.9580 |
| 0.113 | 9.0 | 954 | 0.1300 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6212 | 0.7069 | 0.6613 | 58 | 0.8129 | 0.9145 | 0.8607 | 152 | 0.6389 | 0.7667 | 0.6970 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7506 | 0.8550 | 0.7994 | 0.9570 |
| 0.1052 | 10.0 | 1060 | 0.1301 | 0.7654 | 0.8986 | 0.8267 | 69 | 0.6866 | 0.7931 | 0.736 | 58 | 0.8373 | 0.9145 | 0.8742 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7676 | 0.8698 | 0.8155 | 0.9601 |
| 0.1015 | 11.0 | 1166 | 0.1399 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8528 | 0.9145 | 0.8825 | 152 | 0.5 | 0.7667 | 0.6053 | 30 | 0.6667 | 0.8276 | 0.7385 | 29 | 0.7411 | 0.8639 | 0.7978 | 0.9572 |
| 0.0947 | 12.0 | 1272 | 0.1328 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6406 | 0.7069 | 0.6721 | 58 | 0.8519 | 0.9079 | 0.8790 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7859 | 0.8580 | 0.8204 | 0.9603 |
| 0.0873 | 13.0 | 1378 | 0.1235 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6667 | 0.6897 | 0.6780 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.6970 | 0.7667 | 0.7302 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7880 | 0.8580 | 0.8215 | 0.9618 |
| 0.0866 | 14.0 | 1484 | 0.1283 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.7049 | 0.7414 | 0.7227 | 58 | 0.8383 | 0.9211 | 0.8777 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7882 | 0.8698 | 0.8270 | 0.9618 |
| 0.0798 | 15.0 | 1590 | 0.1420 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6842 | 0.6724 | 0.6783 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.5854 | 0.8 | 0.6761 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7935 | 0.8639 | 0.8272 | 0.9616 |
| 0.0752 | 16.0 | 1696 | 0.1464 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.6184 | 0.8103 | 0.7015 | 58 | 0.8659 | 0.9342 | 0.8987 | 152 | 0.5714 | 0.8 | 0.6667 | 30 | 0.7273 | 0.8276 | 0.7742 | 29 | 0.7557 | 0.8876 | 0.8163 | 0.9575 |
| 0.0735 | 17.0 | 1802 | 0.1395 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6575 | 0.8276 | 0.7328 | 58 | 0.8434 | 0.9211 | 0.8805 | 152 | 0.6316 | 0.8 | 0.7059 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7686 | 0.8846 | 0.8226 | 0.9593 |
| 0.0706 | 18.0 | 1908 | 0.1400 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6613 | 0.7069 | 0.6833 | 58 | 0.8623 | 0.9474 | 0.9028 | 152 | 0.6154 | 0.8 | 0.6957 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7775 | 0.8787 | 0.8250 | 0.9598 |
| 0.0659 | 19.0 | 2014 | 0.1347 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6567 | 0.7586 | 0.7040 | 58 | 0.8718 | 0.8947 | 0.8831 | 152 | 0.6486 | 0.8 | 0.7164 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7935 | 0.8639 | 0.8272 | 0.9611 |
| 0.0675 | 20.0 | 2120 | 0.1337 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.6825 | 0.7414 | 0.7107 | 58 | 0.8659 | 0.9342 | 0.8987 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.7667 | 0.7931 | 0.7797 | 29 | 0.8043 | 0.8757 | 0.8385 | 0.9624 |
| 0.061 | 21.0 | 2226 | 0.1468 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6087 | 0.7241 | 0.6614 | 58 | 0.8758 | 0.9276 | 0.9010 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7867 | 0.8728 | 0.8275 | 0.9601 |
| 0.06 | 22.0 | 2332 | 0.1453 | 0.7561 | 0.8986 | 0.8212 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8659 | 0.9342 | 0.8987 | 152 | 0.6970 | 0.7667 | 0.7302 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7760 | 0.8817 | 0.8255 | 0.9593 |
| 0.0564 | 23.0 | 2438 | 0.1483 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.6364 | 0.7241 | 0.6774 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7419 | 0.7931 | 0.7667 | 29 | 0.7844 | 0.8609 | 0.8209 | 0.9585 |
| 0.0554 | 24.0 | 2544 | 0.1449 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.6562 | 0.7241 | 0.6885 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.6970 | 0.7667 | 0.7302 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.7956 | 0.8639 | 0.8284 | 0.9613 |
| 0.0519 | 25.0 | 2650 | 0.1390 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6774 | 0.7241 | 0.7 | 58 | 0.8688 | 0.9145 | 0.8910 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8077 | 0.8698 | 0.8376 | 0.9631 |
| 0.0513 | 26.0 | 2756 | 0.1468 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6515 | 0.7414 | 0.6935 | 58 | 0.8614 | 0.9408 | 0.8994 | 152 | 0.7059 | 0.8 | 0.7500 | 30 | 0.7667 | 0.7931 | 0.7797 | 29 | 0.7914 | 0.8757 | 0.8315 | 0.9601 |
| 0.0481 | 27.0 | 2862 | 0.1426 | 0.8052 | 0.8986 | 0.8493 | 69 | 0.6769 | 0.7586 | 0.7154 | 58 | 0.8625 | 0.9079 | 0.8846 | 152 | 0.6765 | 0.7667 | 0.7188 | 30 | 0.7931 | 0.7931 | 0.7931 | 29 | 0.7945 | 0.8580 | 0.8250 | 0.9618 |
| 0.049 | 28.0 | 2968 | 0.1447 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8545 | 0.9276 | 0.8896 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7889 | 0.8846 | 0.8340 | 0.9613 |
| 0.0454 | 29.0 | 3074 | 0.1463 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.6301 | 0.7931 | 0.7023 | 58 | 0.8659 | 0.9342 | 0.8987 | 152 | 0.7273 | 0.8 | 0.7619 | 30 | 0.7667 | 0.7931 | 0.7797 | 29 | 0.7781 | 0.8817 | 0.8266 | 0.9613 |
| 0.044 | 30.0 | 3180 | 0.1589 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6613 | 0.7069 | 0.6833 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7989 | 0.8698 | 0.8329 | 0.9616 |
| 0.0416 | 31.0 | 3286 | 0.1720 | 0.8 | 0.9275 | 0.8591 | 69 | 0.625 | 0.6897 | 0.6557 | 58 | 0.8457 | 0.9013 | 0.8726 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.7871 | 0.8639 | 0.8237 | 0.9585 |
| 0.0401 | 32.0 | 3392 | 0.1568 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.6364 | 0.7241 | 0.6774 | 58 | 0.8650 | 0.9276 | 0.8952 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7914 | 0.8757 | 0.8315 | 0.9613 |
| 0.0403 | 33.0 | 3498 | 0.1618 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6154 | 0.6897 | 0.6504 | 58 | 0.8805 | 0.9211 | 0.9003 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7946 | 0.8698 | 0.8305 | 0.9603 |
| 0.0386 | 34.0 | 3604 | 0.1828 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6479 | 0.7931 | 0.7132 | 58 | 0.8545 | 0.9276 | 0.8896 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7726 | 0.8846 | 0.8248 | 0.9572 |
| 0.039 | 35.0 | 3710 | 0.1586 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6119 | 0.7069 | 0.6560 | 58 | 0.8742 | 0.9145 | 0.8939 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7876 | 0.8669 | 0.8254 | 0.9611 |
| 0.0378 | 36.0 | 3816 | 0.1717 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.5663 | 0.8103 | 0.6667 | 58 | 0.8882 | 0.9408 | 0.9137 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7742 | 0.8276 | 0.8000 | 29 | 0.7804 | 0.8935 | 0.8331 | 0.9590 |
| 0.0376 | 37.0 | 3922 | 0.1620 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6212 | 0.7069 | 0.6613 | 58 | 0.8875 | 0.9342 | 0.9103 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8027 | 0.8787 | 0.8390 | 0.9621 |
| 0.0337 | 38.0 | 4028 | 0.1658 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6714 | 0.8103 | 0.7344 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8123 | 0.8964 | 0.8523 | 0.9626 |
| 0.0316 | 39.0 | 4134 | 0.1753 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6267 | 0.8103 | 0.7068 | 58 | 0.8805 | 0.9211 | 0.9003 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7906 | 0.8935 | 0.8389 | 0.9608 |
| 0.0309 | 40.0 | 4240 | 0.1752 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6406 | 0.7069 | 0.6721 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.75 | 0.8276 | 0.7869 | 29 | 0.7951 | 0.8728 | 0.8322 | 0.9613 |
| 0.0299 | 41.0 | 4346 | 0.1854 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6447 | 0.8448 | 0.7313 | 58 | 0.8758 | 0.9276 | 0.9010 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7917 | 0.8994 | 0.8421 | 0.9613 |
| 0.0279 | 42.0 | 4452 | 0.1763 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6377 | 0.7586 | 0.6929 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8043 | 0.8757 | 0.8385 | 0.9634 |
| 0.0314 | 43.0 | 4558 | 0.1803 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6056 | 0.7414 | 0.6667 | 58 | 0.8797 | 0.9145 | 0.8968 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.6970 | 0.7931 | 0.7419 | 29 | 0.7751 | 0.8669 | 0.8184 | 0.9583 |
| 0.0285 | 44.0 | 4664 | 0.1857 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8820 | 0.9342 | 0.9073 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7958 | 0.8876 | 0.8392 | 0.9616 |
| 0.0273 | 45.0 | 4770 | 0.1891 | 0.7412 | 0.9130 | 0.8182 | 69 | 0.6286 | 0.7586 | 0.6875 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.6667 | 0.8 | 0.7273 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.7775 | 0.8787 | 0.8250 | 0.9593 |
| 0.0283 | 46.0 | 4876 | 0.1838 | 0.7531 | 0.8841 | 0.8133 | 69 | 0.6308 | 0.7069 | 0.6667 | 58 | 0.8742 | 0.9145 | 0.8939 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7844 | 0.8609 | 0.8209 | 0.9580 |
| 0.0251 | 47.0 | 4982 | 0.1939 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.6316 | 0.8276 | 0.7164 | 58 | 0.8797 | 0.9145 | 0.8968 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7766 | 0.8846 | 0.8271 | 0.9601 |
| 0.0247 | 48.0 | 5088 | 0.1982 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6111 | 0.7586 | 0.6769 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.6944 | 0.8333 | 0.7576 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7827 | 0.8846 | 0.8306 | 0.9603 |
| 0.0245 | 49.0 | 5194 | 0.1886 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8875 | 0.9342 | 0.9103 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7989 | 0.8935 | 0.8436 | 0.9626 |
| 0.0222 | 50.0 | 5300 | 0.1843 | 0.8267 | 0.8986 | 0.8611 | 69 | 0.6557 | 0.6897 | 0.6723 | 58 | 0.8616 | 0.9013 | 0.8810 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8101 | 0.8580 | 0.8333 | 0.9624 |
| 0.0223 | 51.0 | 5406 | 0.2019 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6620 | 0.8103 | 0.7287 | 58 | 0.8931 | 0.9342 | 0.9132 | 152 | 0.6857 | 0.8 | 0.7385 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8 | 0.8876 | 0.8415 | 0.9618 |
| 0.022 | 52.0 | 5512 | 0.2002 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.6429 | 0.7759 | 0.7031 | 58 | 0.8875 | 0.9342 | 0.9103 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8038 | 0.8846 | 0.8423 | 0.9629 |
| 0.0226 | 53.0 | 5618 | 0.2004 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6522 | 0.7759 | 0.7087 | 58 | 0.8812 | 0.9276 | 0.9038 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8032 | 0.8817 | 0.8406 | 0.9626 |
| 0.0203 | 54.0 | 5724 | 0.2078 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8981 | 0.9276 | 0.9126 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7989 | 0.8935 | 0.8436 | 0.9621 |
| 0.0205 | 55.0 | 5830 | 0.2010 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7921 | 0.8905 | 0.8384 | 0.9613 |
| 0.02 | 56.0 | 5936 | 0.2016 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6338 | 0.7759 | 0.6977 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7995 | 0.8846 | 0.8399 | 0.9618 |
| 0.0183 | 57.0 | 6042 | 0.2022 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6479 | 0.7931 | 0.7132 | 58 | 0.8642 | 0.9211 | 0.8917 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7931 | 0.8846 | 0.8364 | 0.9626 |
| 0.0208 | 58.0 | 6148 | 0.1962 | 0.775 | 0.8986 | 0.8322 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8805 | 0.9211 | 0.9003 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8016 | 0.8846 | 0.8411 | 0.9621 |
| 0.02 | 59.0 | 6254 | 0.2105 | 0.7711 | 0.9275 | 0.8421 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7942 | 0.8905 | 0.8396 | 0.9598 |
| 0.02 | 60.0 | 6360 | 0.2095 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8797 | 0.9145 | 0.8968 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8086 | 0.8876 | 0.8463 | 0.9618 |
| 0.0189 | 61.0 | 6466 | 0.2092 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.7231 | 0.8103 | 0.7642 | 58 | 0.8917 | 0.9211 | 0.9061 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8192 | 0.8846 | 0.8506 | 0.9629 |
| 0.0189 | 62.0 | 6572 | 0.1975 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.7188 | 0.7931 | 0.7541 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8292 | 0.8905 | 0.8588 | 0.9667 |
| 0.0181 | 63.0 | 6678 | 0.2113 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8917 | 0.9211 | 0.9061 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7952 | 0.8846 | 0.8375 | 0.9631 |
| 0.0169 | 64.0 | 6784 | 0.2146 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6667 | 0.8621 | 0.7519 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8064 | 0.8994 | 0.8503 | 0.9624 |
| 0.0156 | 65.0 | 6890 | 0.2125 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6538 | 0.8793 | 0.7500 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8074 | 0.9053 | 0.8536 | 0.9631 |
| 0.0184 | 66.0 | 6996 | 0.2206 | 0.7711 | 0.9275 | 0.8421 | 69 | 0.6970 | 0.7931 | 0.7419 | 58 | 0.8712 | 0.9342 | 0.9016 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8059 | 0.8964 | 0.8487 | 0.9621 |
| 0.0157 | 67.0 | 7102 | 0.2219 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.6901 | 0.8448 | 0.7597 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7995 | 0.8964 | 0.8452 | 0.9611 |
| 0.017 | 68.0 | 7208 | 0.2105 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.6806 | 0.8448 | 0.7538 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8150 | 0.8994 | 0.8551 | 0.9641 |
| 0.0153 | 69.0 | 7314 | 0.2124 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8805 | 0.9211 | 0.9003 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8048 | 0.8905 | 0.8455 | 0.9624 |
| 0.0144 | 70.0 | 7420 | 0.2171 | 0.7619 | 0.9275 | 0.8366 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7937 | 0.8876 | 0.8380 | 0.9618 |
| 0.0143 | 71.0 | 7526 | 0.2197 | 0.7470 | 0.8986 | 0.8158 | 69 | 0.6389 | 0.7931 | 0.7077 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7143 | 0.8333 | 0.7692 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7910 | 0.8846 | 0.8352 | 0.9618 |
| 0.0132 | 72.0 | 7632 | 0.2083 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6176 | 0.7241 | 0.6667 | 58 | 0.8790 | 0.9079 | 0.8932 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7940 | 0.8669 | 0.8289 | 0.9629 |
| 0.0135 | 73.0 | 7738 | 0.2157 | 0.7711 | 0.9275 | 0.8421 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8981 | 0.9276 | 0.9126 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7989 | 0.8935 | 0.8436 | 0.9624 |
| 0.0129 | 74.0 | 7844 | 0.2206 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8032 | 0.8935 | 0.8459 | 0.9629 |
| 0.0121 | 75.0 | 7950 | 0.2265 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6486 | 0.8276 | 0.7273 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8037 | 0.8964 | 0.8476 | 0.9626 |
| 0.0128 | 76.0 | 8056 | 0.2191 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6667 | 0.8276 | 0.7385 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8085 | 0.8994 | 0.8515 | 0.9636 |
| 0.0129 | 77.0 | 8162 | 0.2162 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6389 | 0.7931 | 0.7077 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8053 | 0.8935 | 0.8471 | 0.9634 |
| 0.0136 | 78.0 | 8268 | 0.2211 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6234 | 0.8276 | 0.7111 | 58 | 0.8812 | 0.9276 | 0.9038 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7953 | 0.8964 | 0.8428 | 0.9624 |
| 0.0121 | 79.0 | 8374 | 0.2213 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6438 | 0.8103 | 0.7176 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8059 | 0.8964 | 0.8487 | 0.9641 |
| 0.0111 | 80.0 | 8480 | 0.2249 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6761 | 0.8276 | 0.7442 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.808 | 0.8964 | 0.8499 | 0.9636 |
| 0.0118 | 81.0 | 8586 | 0.2286 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7910 | 0.8846 | 0.8352 | 0.9618 |
| 0.0115 | 82.0 | 8692 | 0.2236 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6806 | 0.8448 | 0.7538 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8128 | 0.8994 | 0.8539 | 0.9641 |
| 0.0108 | 83.0 | 8798 | 0.2275 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7958 | 0.8876 | 0.8392 | 0.9626 |
| 0.0129 | 84.0 | 8904 | 0.2284 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6351 | 0.8103 | 0.7121 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7984 | 0.8905 | 0.8420 | 0.9626 |
| 0.011 | 85.0 | 9010 | 0.2237 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6301 | 0.7931 | 0.7023 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8027 | 0.8905 | 0.8443 | 0.9644 |
| 0.0115 | 86.0 | 9116 | 0.2261 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6528 | 0.8103 | 0.7231 | 58 | 0.8917 | 0.9211 | 0.9061 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8048 | 0.8905 | 0.8455 | 0.9634 |
| 0.0108 | 87.0 | 9222 | 0.2266 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6164 | 0.7759 | 0.6870 | 58 | 0.8917 | 0.9211 | 0.9061 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7968 | 0.8817 | 0.8371 | 0.9624 |
| 0.011 | 88.0 | 9328 | 0.2287 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6667 | 0.8276 | 0.7385 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8070 | 0.8905 | 0.8467 | 0.9634 |
| 0.0107 | 89.0 | 9434 | 0.2303 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6351 | 0.8103 | 0.7121 | 58 | 0.8917 | 0.9211 | 0.9061 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8 | 0.8876 | 0.8415 | 0.9631 |
| 0.0107 | 90.0 | 9540 | 0.2355 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7979 | 0.8876 | 0.8403 | 0.9626 |
| 0.0101 | 91.0 | 9646 | 0.2317 | 0.7778 | 0.9130 | 0.84 | 69 | 0.625 | 0.7759 | 0.6923 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7968 | 0.8817 | 0.8371 | 0.9618 |
| 0.0103 | 92.0 | 9752 | 0.2331 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6301 | 0.7931 | 0.7023 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8027 | 0.8905 | 0.8443 | 0.9634 |
| 0.0106 | 93.0 | 9858 | 0.2329 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6389 | 0.7931 | 0.7077 | 58 | 0.8917 | 0.9211 | 0.9061 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8016 | 0.8846 | 0.8411 | 0.9629 |
| 0.0098 | 94.0 | 9964 | 0.2317 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6528 | 0.8103 | 0.7231 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8075 | 0.8935 | 0.8483 | 0.9639 |
| 0.0099 | 95.0 | 10070 | 0.2371 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6389 | 0.7931 | 0.7077 | 58 | 0.8917 | 0.9211 | 0.9061 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8016 | 0.8846 | 0.8411 | 0.9629 |
| 0.0111 | 96.0 | 10176 | 0.2326 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6389 | 0.7931 | 0.7077 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.7995 | 0.8846 | 0.8399 | 0.9629 |
| 0.0107 | 97.0 | 10282 | 0.2305 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6528 | 0.8103 | 0.7231 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8027 | 0.8905 | 0.8443 | 0.9631 |
| 0.0089 | 98.0 | 10388 | 0.2344 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6479 | 0.7931 | 0.7132 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8021 | 0.8876 | 0.8427 | 0.9631 |
| 0.0096 | 99.0 | 10494 | 0.2323 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6528 | 0.8103 | 0.7231 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8027 | 0.8905 | 0.8443 | 0.9634 |
| 0.0091 | 100.0 | 10600 | 0.2329 | 0.7778 | 0.9130 | 0.84 | 69 | 0.6389 | 0.7931 | 0.7077 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8 | 0.8876 | 0.8415 | 0.9631 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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