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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-base-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-base-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: 0.3478
- Location Precision: 0.8205
- Location Recall: 0.9275
- Location F1: 0.8707
- Location Number: 69
- Organization Precision: 0.7424
- Organization Recall: 0.8448
- Organization F1: 0.7903
- Organization Number: 58
- Person Precision: 0.9051
- Person Recall: 0.9408
- Person F1: 0.9226
- Person Number: 152
- Quantity Precision: 0.7879
- Quantity Recall: 0.8667
- Quantity F1: 0.8254
- Quantity Number: 30
- Time Precision: 0.8667
- Time Recall: 0.8966
- Time F1: 0.8814
- Time Number: 29
- Overall Precision: 0.8438
- Overall Recall: 0.9112
- Overall F1: 0.8762
- 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.3605 | 1.0 | 106 | 0.1420 | 0.8 | 0.8696 | 0.8333 | 69 | 0.6216 | 0.7931 | 0.6970 | 58 | 0.8354 | 0.9013 | 0.8671 | 152 | 0.6765 | 0.7667 | 0.7188 | 30 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.7731 | 0.8669 | 0.8173 | 0.9562 |
| 0.1203 | 2.0 | 212 | 0.1454 | 0.7654 | 0.8986 | 0.8267 | 69 | 0.6133 | 0.7931 | 0.6917 | 58 | 0.8494 | 0.9276 | 0.8868 | 152 | 0.6216 | 0.7667 | 0.6866 | 30 | 0.6857 | 0.8276 | 0.75 | 29 | 0.7513 | 0.8757 | 0.8087 | 0.9557 |
| 0.0755 | 3.0 | 318 | 0.1432 | 0.7927 | 0.9420 | 0.8609 | 69 | 0.6571 | 0.7931 | 0.7188 | 58 | 0.8118 | 0.9079 | 0.8571 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8438 | 0.9310 | 0.8852 | 29 | 0.7758 | 0.8905 | 0.8292 | 0.9613 |
| 0.0504 | 4.0 | 424 | 0.1478 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.6441 | 0.6552 | 0.6496 | 58 | 0.8415 | 0.9079 | 0.8734 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.6842 | 0.8966 | 0.7761 | 29 | 0.7802 | 0.8609 | 0.8186 | 0.9598 |
| 0.0318 | 5.0 | 530 | 0.1836 | 0.8133 | 0.8841 | 0.8472 | 69 | 0.6623 | 0.8793 | 0.7556 | 58 | 0.8773 | 0.9408 | 0.9079 | 152 | 0.7027 | 0.8667 | 0.7761 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8016 | 0.9083 | 0.8516 | 0.9598 |
| 0.0239 | 6.0 | 636 | 0.1695 | 0.8219 | 0.8696 | 0.8451 | 69 | 0.6184 | 0.8103 | 0.7015 | 58 | 0.8344 | 0.8618 | 0.8479 | 152 | 0.8065 | 0.8333 | 0.8197 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.7832 | 0.8550 | 0.8175 | 0.9577 |
| 0.0238 | 7.0 | 742 | 0.1953 | 0.8243 | 0.8841 | 0.8531 | 69 | 0.6857 | 0.8276 | 0.75 | 58 | 0.8253 | 0.9013 | 0.8616 | 152 | 0.6579 | 0.8333 | 0.7353 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.7810 | 0.8757 | 0.8257 | 0.9608 |
| 0.0134 | 8.0 | 848 | 0.2300 | 0.7949 | 0.8986 | 0.8435 | 69 | 0.7164 | 0.8276 | 0.768 | 58 | 0.8263 | 0.9079 | 0.8652 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.7973 | 0.8846 | 0.8387 | 0.9634 |
| 0.0097 | 9.0 | 954 | 0.2306 | 0.7922 | 0.8841 | 0.8356 | 69 | 0.6812 | 0.8103 | 0.7402 | 58 | 0.8774 | 0.8947 | 0.8860 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8104 | 0.8728 | 0.8405 | 0.9580 |
| 0.0078 | 10.0 | 1060 | 0.2441 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.7183 | 0.8793 | 0.7907 | 58 | 0.8509 | 0.9013 | 0.8754 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8097 | 0.8935 | 0.8495 | 0.9665 |
| 0.0057 | 11.0 | 1166 | 0.2607 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6333 | 0.6552 | 0.6441 | 58 | 0.8671 | 0.9013 | 0.8839 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8056 | 0.8580 | 0.8309 | 0.9613 |
| 0.0057 | 12.0 | 1272 | 0.2562 | 0.8194 | 0.8551 | 0.8369 | 69 | 0.75 | 0.7759 | 0.7627 | 58 | 0.8364 | 0.9079 | 0.8707 | 152 | 0.7812 | 0.8333 | 0.8065 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8156 | 0.8639 | 0.8391 | 0.9624 |
| 0.0041 | 13.0 | 1378 | 0.2621 | 0.8125 | 0.9420 | 0.8725 | 69 | 0.7460 | 0.8103 | 0.7769 | 58 | 0.8447 | 0.8947 | 0.8690 | 152 | 0.8065 | 0.8333 | 0.8197 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8192 | 0.8846 | 0.8506 | 0.9644 |
| 0.0045 | 14.0 | 1484 | 0.2811 | 0.7529 | 0.9275 | 0.8312 | 69 | 0.7241 | 0.7241 | 0.7241 | 58 | 0.85 | 0.8947 | 0.8718 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7946 | 0.8698 | 0.8305 | 0.9634 |
| 0.0048 | 15.0 | 1590 | 0.2608 | 0.8025 | 0.9420 | 0.8667 | 69 | 0.7231 | 0.8103 | 0.7642 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8145 | 0.8964 | 0.8535 | 0.9626 |
| 0.0054 | 16.0 | 1696 | 0.2662 | 0.8356 | 0.8841 | 0.8592 | 69 | 0.6761 | 0.8276 | 0.7442 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8929 | 0.8621 | 0.8772 | 29 | 0.8224 | 0.8905 | 0.8551 | 0.9608 |
| 0.0048 | 17.0 | 1802 | 0.2811 | 0.8025 | 0.9420 | 0.8667 | 69 | 0.6765 | 0.7931 | 0.7302 | 58 | 0.8535 | 0.8816 | 0.8673 | 152 | 0.7576 | 0.8333 | 0.7937 | 30 | 0.6757 | 0.8621 | 0.7576 | 29 | 0.7846 | 0.8728 | 0.8263 | 0.9613 |
| 0.0039 | 18.0 | 1908 | 0.2927 | 0.8356 | 0.8841 | 0.8592 | 69 | 0.6944 | 0.8621 | 0.7692 | 58 | 0.7976 | 0.8816 | 0.8375 | 152 | 0.7353 | 0.8333 | 0.7812 | 30 | 0.7576 | 0.8621 | 0.8065 | 29 | 0.7763 | 0.8728 | 0.8217 | 0.9575 |
| 0.0038 | 19.0 | 2014 | 0.2554 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6176 | 0.7241 | 0.6667 | 58 | 0.875 | 0.9211 | 0.8974 | 152 | 0.7812 | 0.8333 | 0.8065 | 30 | 0.8125 | 0.8966 | 0.8525 | 29 | 0.8049 | 0.8787 | 0.8402 | 0.9634 |
| 0.0044 | 20.0 | 2120 | 0.2623 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.6825 | 0.7414 | 0.7107 | 58 | 0.8797 | 0.9145 | 0.8968 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.7647 | 0.8966 | 0.8254 | 29 | 0.7984 | 0.8787 | 0.8366 | 0.9621 |
| 0.0033 | 21.0 | 2226 | 0.2766 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.7288 | 0.7414 | 0.7350 | 58 | 0.8580 | 0.9145 | 0.8854 | 152 | 0.7222 | 0.8667 | 0.7879 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8065 | 0.8757 | 0.8397 | 0.9601 |
| 0.0048 | 22.0 | 2332 | 0.2605 | 0.8442 | 0.9420 | 0.8904 | 69 | 0.6892 | 0.8793 | 0.7727 | 58 | 0.875 | 0.9211 | 0.8974 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8235 | 0.9112 | 0.8652 | 0.9652 |
| 0.003 | 23.0 | 2438 | 0.2736 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.6892 | 0.8793 | 0.7727 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8155 | 0.9024 | 0.8567 | 0.9647 |
| 0.0024 | 24.0 | 2544 | 0.2827 | 0.8025 | 0.9420 | 0.8667 | 69 | 0.6667 | 0.7931 | 0.7244 | 58 | 0.8974 | 0.9211 | 0.9091 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8189 | 0.8964 | 0.8559 | 0.9647 |
| 0.0024 | 25.0 | 2650 | 0.2875 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.6625 | 0.9138 | 0.7681 | 58 | 0.8704 | 0.9276 | 0.8981 | 152 | 0.7647 | 0.8667 | 0.8125 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8073 | 0.9172 | 0.8587 | 0.9647 |
| 0.0025 | 26.0 | 2756 | 0.2877 | 0.7848 | 0.8986 | 0.8378 | 69 | 0.7167 | 0.7414 | 0.7288 | 58 | 0.8598 | 0.9276 | 0.8924 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8164 | 0.8817 | 0.8478 | 0.9641 |
| 0.0038 | 27.0 | 2862 | 0.2956 | 0.7590 | 0.9130 | 0.8289 | 69 | 0.6324 | 0.7414 | 0.6825 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7429 | 0.8667 | 0.8 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.7963 | 0.8905 | 0.8408 | 0.9611 |
| 0.0046 | 28.0 | 2968 | 0.2741 | 0.7927 | 0.9420 | 0.8609 | 69 | 0.6957 | 0.8276 | 0.7559 | 58 | 0.8765 | 0.9342 | 0.9045 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8165 | 0.9083 | 0.8599 | 0.9649 |
| 0.0022 | 29.0 | 3074 | 0.2802 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.7353 | 0.8621 | 0.7937 | 58 | 0.8981 | 0.9276 | 0.9126 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8430 | 0.9053 | 0.8730 | 0.9667 |
| 0.002 | 30.0 | 3180 | 0.2910 | 0.8 | 0.9275 | 0.8591 | 69 | 0.7424 | 0.8448 | 0.7903 | 58 | 0.8812 | 0.9276 | 0.9038 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8338 | 0.9053 | 0.8681 | 0.9675 |
| 0.0015 | 31.0 | 3286 | 0.2916 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.7164 | 0.8276 | 0.768 | 58 | 0.9020 | 0.9079 | 0.9049 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8384 | 0.8905 | 0.8637 | 0.9662 |
| 0.004 | 32.0 | 3392 | 0.2852 | 0.8514 | 0.9130 | 0.8811 | 69 | 0.7344 | 0.8103 | 0.7705 | 58 | 0.8805 | 0.9211 | 0.9003 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8 | 0.8276 | 0.8136 | 29 | 0.8357 | 0.8876 | 0.8608 | 0.9649 |
| 0.0038 | 33.0 | 3498 | 0.2871 | 0.8182 | 0.9130 | 0.8630 | 69 | 0.7656 | 0.8448 | 0.8033 | 58 | 0.8712 | 0.9342 | 0.9016 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.7812 | 0.8621 | 0.8197 | 29 | 0.8288 | 0.9024 | 0.8640 | 0.9649 |
| 0.0042 | 34.0 | 3604 | 0.2901 | 0.84 | 0.9130 | 0.8750 | 69 | 0.6486 | 0.8276 | 0.7273 | 58 | 0.8854 | 0.9145 | 0.8997 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8184 | 0.8935 | 0.8543 | 0.9624 |
| 0.0026 | 35.0 | 3710 | 0.2781 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.7353 | 0.8621 | 0.7937 | 58 | 0.8987 | 0.9342 | 0.9161 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8324 | 0.9112 | 0.8701 | 0.9659 |
| 0.0021 | 36.0 | 3816 | 0.2929 | 0.8158 | 0.8986 | 0.8552 | 69 | 0.7260 | 0.9138 | 0.8092 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8929 | 0.8621 | 0.8772 | 29 | 0.8315 | 0.9053 | 0.8669 | 0.9641 |
| 0.002 | 37.0 | 3922 | 0.2751 | 0.7778 | 0.9130 | 0.84 | 69 | 0.7538 | 0.8448 | 0.7967 | 58 | 0.9079 | 0.9079 | 0.9079 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8338 | 0.8905 | 0.8612 | 0.9641 |
| 0.0032 | 38.0 | 4028 | 0.2930 | 0.7683 | 0.9130 | 0.8344 | 69 | 0.7619 | 0.8276 | 0.7934 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8279 | 0.8964 | 0.8608 | 0.9670 |
| 0.0014 | 39.0 | 4134 | 0.2642 | 0.8533 | 0.9275 | 0.8889 | 69 | 0.7581 | 0.8103 | 0.7833 | 58 | 0.8758 | 0.9276 | 0.9010 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8417 | 0.8964 | 0.8682 | 0.9677 |
| 0.0022 | 40.0 | 4240 | 0.3011 | 0.7778 | 0.9130 | 0.84 | 69 | 0.7077 | 0.7931 | 0.7480 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8219 | 0.8876 | 0.8535 | 0.9662 |
| 0.0023 | 41.0 | 4346 | 0.2920 | 0.8289 | 0.9130 | 0.8690 | 69 | 0.7458 | 0.7586 | 0.7521 | 58 | 0.875 | 0.9211 | 0.8974 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8371 | 0.8817 | 0.8588 | 0.9659 |
| 0.0026 | 42.0 | 4452 | 0.2898 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.75 | 0.8276 | 0.7869 | 58 | 0.875 | 0.9211 | 0.8974 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8279 | 0.8964 | 0.8608 | 0.9647 |
| 0.0015 | 43.0 | 4558 | 0.3104 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.6933 | 0.8966 | 0.7820 | 58 | 0.8868 | 0.9276 | 0.9068 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8148 | 0.9112 | 0.8603 | 0.9649 |
| 0.0016 | 44.0 | 4664 | 0.3085 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.7463 | 0.8621 | 0.8000 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8571 | 0.8276 | 0.8421 | 29 | 0.8301 | 0.8964 | 0.8620 | 0.9641 |
| 0.0018 | 45.0 | 4770 | 0.3026 | 0.8 | 0.9275 | 0.8591 | 69 | 0.6901 | 0.8448 | 0.7597 | 58 | 0.8805 | 0.9211 | 0.9003 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8150 | 0.8994 | 0.8551 | 0.9616 |
| 0.0033 | 46.0 | 4876 | 0.2862 | 0.7619 | 0.9275 | 0.8366 | 69 | 0.7077 | 0.7931 | 0.7480 | 58 | 0.8696 | 0.9211 | 0.8946 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8048 | 0.8905 | 0.8455 | 0.9631 |
| 0.0007 | 47.0 | 4982 | 0.2828 | 0.8533 | 0.9275 | 0.8889 | 69 | 0.7419 | 0.7931 | 0.7667 | 58 | 0.8981 | 0.9276 | 0.9126 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8507 | 0.8935 | 0.8716 | 0.9690 |
| 0.0018 | 48.0 | 5088 | 0.2690 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.6857 | 0.8276 | 0.75 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8256 | 0.8964 | 0.8596 | 0.9665 |
| 0.0005 | 49.0 | 5194 | 0.2876 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6923 | 0.7759 | 0.7317 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.8438 | 0.9 | 0.8710 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8219 | 0.8876 | 0.8535 | 0.9641 |
| 0.0017 | 50.0 | 5300 | 0.3070 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7 | 0.7241 | 0.7119 | 58 | 0.8917 | 0.9211 | 0.9061 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8273 | 0.8787 | 0.8522 | 0.9644 |
| 0.0009 | 51.0 | 5406 | 0.3090 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7143 | 0.8621 | 0.7813 | 58 | 0.8917 | 0.9211 | 0.9061 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8311 | 0.9024 | 0.8652 | 0.9649 |
| 0.0005 | 52.0 | 5512 | 0.3099 | 0.8 | 0.9275 | 0.8591 | 69 | 0.7031 | 0.7759 | 0.7377 | 58 | 0.8854 | 0.9145 | 0.8997 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8264 | 0.8876 | 0.8559 | 0.9657 |
| 0.001 | 53.0 | 5618 | 0.3116 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.7419 | 0.7931 | 0.7667 | 58 | 0.8854 | 0.9145 | 0.8997 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8292 | 0.8905 | 0.8588 | 0.9649 |
| 0.0006 | 54.0 | 5724 | 0.3180 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.7031 | 0.7759 | 0.7377 | 58 | 0.8968 | 0.9145 | 0.9055 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8333 | 0.8621 | 0.8475 | 29 | 0.8260 | 0.8846 | 0.8543 | 0.9644 |
| 0.0004 | 55.0 | 5830 | 0.3218 | 0.8 | 0.9275 | 0.8591 | 69 | 0.7258 | 0.7759 | 0.7500 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8621 | 0.8621 | 0.8621 | 29 | 0.8310 | 0.8876 | 0.8584 | 0.9647 |
| 0.0006 | 56.0 | 5936 | 0.3311 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.7097 | 0.7586 | 0.7333 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8214 | 0.8846 | 0.8519 | 0.9634 |
| 0.0009 | 57.0 | 6042 | 0.3179 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.6970 | 0.7931 | 0.7419 | 58 | 0.8797 | 0.9145 | 0.8968 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8065 | 0.8621 | 0.8333 | 29 | 0.8130 | 0.8876 | 0.8487 | 0.9644 |
| 0.002 | 58.0 | 6148 | 0.2750 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.6909 | 0.6552 | 0.6726 | 58 | 0.9038 | 0.9276 | 0.9156 | 152 | 0.7812 | 0.8333 | 0.8065 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.84 | 0.8698 | 0.8547 | 0.9639 |
| 0.0018 | 59.0 | 6254 | 0.2915 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7188 | 0.7931 | 0.7541 | 58 | 0.8854 | 0.9145 | 0.8997 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8929 | 0.8621 | 0.8772 | 29 | 0.8310 | 0.8876 | 0.8584 | 0.9657 |
| 0.0008 | 60.0 | 6360 | 0.3103 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7358 | 0.6724 | 0.7027 | 58 | 0.8910 | 0.9145 | 0.9026 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8929 | 0.8621 | 0.8772 | 29 | 0.8420 | 0.8669 | 0.8542 | 0.9649 |
| 0.0013 | 61.0 | 6466 | 0.2831 | 0.84 | 0.9130 | 0.8750 | 69 | 0.75 | 0.8276 | 0.7869 | 58 | 0.8805 | 0.9211 | 0.9003 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8417 | 0.8964 | 0.8682 | 0.9662 |
| 0.0013 | 62.0 | 6572 | 0.2986 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7463 | 0.8621 | 0.8000 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8407 | 0.9053 | 0.8718 | 0.9680 |
| 0.0009 | 63.0 | 6678 | 0.3033 | 0.7975 | 0.9130 | 0.8514 | 69 | 0.7576 | 0.8621 | 0.8065 | 58 | 0.8634 | 0.9145 | 0.8882 | 152 | 0.8125 | 0.8667 | 0.8387 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8283 | 0.8994 | 0.8624 | 0.9662 |
| 0.0017 | 64.0 | 6784 | 0.3016 | 0.7805 | 0.9275 | 0.8477 | 69 | 0.7183 | 0.8793 | 0.7907 | 58 | 0.8812 | 0.9276 | 0.9038 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8191 | 0.9112 | 0.8627 | 0.9667 |
| 0.0007 | 65.0 | 6890 | 0.3076 | 0.8 | 0.9275 | 0.8591 | 69 | 0.7042 | 0.8621 | 0.7752 | 58 | 0.8812 | 0.9276 | 0.9038 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8966 | 0.8966 | 0.8966 | 29 | 0.8231 | 0.9083 | 0.8636 | 0.9662 |
| 0.0013 | 66.0 | 6996 | 0.2963 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.7463 | 0.8621 | 0.8000 | 58 | 0.8924 | 0.9276 | 0.9097 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.7879 | 0.8966 | 0.8387 | 29 | 0.8293 | 0.9053 | 0.8656 | 0.9639 |
| 0.0011 | 67.0 | 7102 | 0.3188 | 0.8077 | 0.9130 | 0.8571 | 69 | 0.6923 | 0.7759 | 0.7317 | 58 | 0.875 | 0.9211 | 0.8974 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8174 | 0.8876 | 0.8511 | 0.9634 |
| 0.0009 | 68.0 | 7208 | 0.3356 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7313 | 0.8448 | 0.784 | 58 | 0.8659 | 0.9342 | 0.8987 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8209 | 0.9083 | 0.8624 | 0.9644 |
| 0.001 | 69.0 | 7314 | 0.3089 | 0.8228 | 0.9420 | 0.8784 | 69 | 0.7031 | 0.7759 | 0.7377 | 58 | 0.9057 | 0.9474 | 0.9260 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8361 | 0.9053 | 0.8693 | 0.9654 |
| 0.001 | 70.0 | 7420 | 0.3141 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7260 | 0.9138 | 0.8092 | 58 | 0.8875 | 0.9342 | 0.9103 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8293 | 0.9201 | 0.8724 | 0.9670 |
| 0.0006 | 71.0 | 7526 | 0.2926 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7206 | 0.8448 | 0.7778 | 58 | 0.9172 | 0.9474 | 0.9320 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8420 | 0.9142 | 0.8766 | 0.9682 |
| 0.0003 | 72.0 | 7632 | 0.3161 | 0.8 | 0.9275 | 0.8591 | 69 | 0.7463 | 0.8621 | 0.8000 | 58 | 0.9108 | 0.9408 | 0.9256 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8397 | 0.9142 | 0.8754 | 0.9670 |
| 0.0008 | 73.0 | 7738 | 0.3193 | 0.7901 | 0.9275 | 0.8533 | 69 | 0.7353 | 0.8621 | 0.7937 | 58 | 0.8875 | 0.9342 | 0.9103 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8280 | 0.9112 | 0.8676 | 0.9675 |
| 0.0007 | 74.0 | 7844 | 0.3126 | 0.8 | 0.9275 | 0.8591 | 69 | 0.75 | 0.8276 | 0.7869 | 58 | 0.8931 | 0.9342 | 0.9132 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8361 | 0.9053 | 0.8693 | 0.9662 |
| 0.0002 | 75.0 | 7950 | 0.3108 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7742 | 0.8276 | 0.8000 | 58 | 0.8861 | 0.9211 | 0.9032 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8398 | 0.8994 | 0.8686 | 0.9657 |
| 0.0003 | 76.0 | 8056 | 0.3104 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7612 | 0.8793 | 0.8160 | 58 | 0.8827 | 0.9408 | 0.9108 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8378 | 0.9172 | 0.8757 | 0.9667 |
| 0.0003 | 77.0 | 8162 | 0.3197 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7536 | 0.8966 | 0.8189 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8405 | 0.9201 | 0.8785 | 0.9682 |
| 0.0005 | 78.0 | 8268 | 0.3423 | 0.7529 | 0.9275 | 0.8312 | 69 | 0.7083 | 0.8793 | 0.7846 | 58 | 0.8712 | 0.9342 | 0.9016 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8047 | 0.9142 | 0.8560 | 0.9636 |
| 0.0002 | 79.0 | 8374 | 0.3325 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7647 | 0.8966 | 0.8254 | 58 | 0.8820 | 0.9342 | 0.9073 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8378 | 0.9172 | 0.8757 | 0.9680 |
| 0.0002 | 80.0 | 8480 | 0.3354 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.7455 | 0.7069 | 0.7257 | 58 | 0.8820 | 0.9342 | 0.9073 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8399 | 0.8846 | 0.8617 | 0.9654 |
| 0.0004 | 81.0 | 8586 | 0.3405 | 0.7875 | 0.9130 | 0.8456 | 69 | 0.7273 | 0.8276 | 0.7742 | 58 | 0.875 | 0.9211 | 0.8974 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8189 | 0.8964 | 0.8559 | 0.9641 |
| 0.0002 | 82.0 | 8692 | 0.3391 | 0.8312 | 0.9275 | 0.8767 | 69 | 0.7377 | 0.7759 | 0.7563 | 58 | 0.8875 | 0.9342 | 0.9103 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8393 | 0.8964 | 0.8670 | 0.9665 |
| 0.0003 | 83.0 | 8798 | 0.3488 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7077 | 0.7931 | 0.7480 | 58 | 0.8812 | 0.9276 | 0.9038 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8256 | 0.8964 | 0.8596 | 0.9636 |
| 0.0002 | 84.0 | 8904 | 0.3432 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7377 | 0.7759 | 0.7563 | 58 | 0.8882 | 0.9408 | 0.9137 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8375 | 0.8994 | 0.8673 | 0.9652 |
| 0.0003 | 85.0 | 9010 | 0.3442 | 0.8 | 0.9275 | 0.8591 | 69 | 0.7385 | 0.8276 | 0.7805 | 58 | 0.8938 | 0.9408 | 0.9167 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8342 | 0.9083 | 0.8697 | 0.9654 |
| 0.0005 | 86.0 | 9116 | 0.3417 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7424 | 0.8448 | 0.7903 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8392 | 0.9112 | 0.8738 | 0.9662 |
| 0.0002 | 87.0 | 9222 | 0.3445 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7206 | 0.8448 | 0.7778 | 58 | 0.8938 | 0.9408 | 0.9167 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8302 | 0.9112 | 0.8688 | 0.9654 |
| 0.0002 | 88.0 | 9328 | 0.3450 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7206 | 0.8448 | 0.7778 | 58 | 0.8931 | 0.9342 | 0.9132 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8387 | 0.8966 | 0.8667 | 29 | 0.8297 | 0.9083 | 0.8672 | 0.9652 |
| 0.0002 | 89.0 | 9434 | 0.3450 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7206 | 0.8448 | 0.7778 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8347 | 0.9112 | 0.8713 | 0.9659 |
| 0.0002 | 90.0 | 9540 | 0.3440 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7206 | 0.8448 | 0.7778 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8347 | 0.9112 | 0.8713 | 0.9662 |
| 0.0002 | 91.0 | 9646 | 0.3440 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7206 | 0.8448 | 0.7778 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8347 | 0.9112 | 0.8713 | 0.9662 |
| 0.0002 | 92.0 | 9752 | 0.3447 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7206 | 0.8448 | 0.7778 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8347 | 0.9112 | 0.8713 | 0.9662 |
| 0.0004 | 93.0 | 9858 | 0.3485 | 0.8101 | 0.9275 | 0.8649 | 69 | 0.7 | 0.8448 | 0.7656 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8302 | 0.9112 | 0.8688 | 0.9657 |
| 0.0002 | 94.0 | 9964 | 0.3474 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7424 | 0.8448 | 0.7903 | 58 | 0.9051 | 0.9408 | 0.9226 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8438 | 0.9112 | 0.8762 | 0.9672 |
| 0.0002 | 95.0 | 10070 | 0.3477 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7424 | 0.8448 | 0.7903 | 58 | 0.9051 | 0.9408 | 0.9226 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8438 | 0.9112 | 0.8762 | 0.9670 |
| 0.0002 | 96.0 | 10176 | 0.3475 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7424 | 0.8448 | 0.7903 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8415 | 0.9112 | 0.875 | 0.9670 |
| 0.0002 | 97.0 | 10282 | 0.3478 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7424 | 0.8448 | 0.7903 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8415 | 0.9112 | 0.875 | 0.9670 |
| 0.0001 | 98.0 | 10388 | 0.3481 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7424 | 0.8448 | 0.7903 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8415 | 0.9112 | 0.875 | 0.9670 |
| 0.0003 | 99.0 | 10494 | 0.3480 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7424 | 0.8448 | 0.7903 | 58 | 0.8994 | 0.9408 | 0.9196 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8415 | 0.9112 | 0.875 | 0.9670 |
| 0.0002 | 100.0 | 10600 | 0.3478 | 0.8205 | 0.9275 | 0.8707 | 69 | 0.7424 | 0.8448 | 0.7903 | 58 | 0.9051 | 0.9408 | 0.9226 | 152 | 0.7879 | 0.8667 | 0.8254 | 30 | 0.8667 | 0.8966 | 0.8814 | 29 | 0.8438 | 0.9112 | 0.8762 | 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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