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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-base-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-base-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: 0.3703
- Location Precision: 0.7711
- Location Recall: 0.9014
- Location F1: 0.8312
- Location Number: 71
- Organization Precision: 0.7361
- Organization Recall: 0.8154
- Organization F1: 0.7737
- Organization Number: 65
- Person Precision: 0.8924
- Person Recall: 0.94
- Person F1: 0.9156
- Person Number: 150
- Quantity Precision: 0.7368
- Quantity Recall: 0.8485
- Quantity F1: 0.7887
- Quantity Number: 33
- Time Precision: 0.75
- Time Recall: 0.8571
- Time F1: 0.8000
- Time Number: 28
- Overall Precision: 0.8094
- Overall Recall: 0.8934
- Overall F1: 0.8493
- Overall Accuracy: 0.9644
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.341 | 1.0 | 106 | 0.1449 | 0.7381 | 0.8732 | 0.8 | 71 | 0.6092 | 0.8154 | 0.6974 | 65 | 0.7965 | 0.9133 | 0.8509 | 150 | 0.6304 | 0.8788 | 0.7342 | 33 | 0.6757 | 0.8929 | 0.7692 | 28 | 0.7183 | 0.8818 | 0.7917 | 0.9522 |
| 0.125 | 2.0 | 212 | 0.1550 | 0.7079 | 0.8873 | 0.7875 | 71 | 0.5556 | 0.8462 | 0.6707 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.54 | 0.8182 | 0.6506 | 33 | 0.6389 | 0.8214 | 0.7187 | 28 | 0.7064 | 0.8876 | 0.7867 | 0.9500 |
| 0.0885 | 3.0 | 318 | 0.1403 | 0.6517 | 0.8169 | 0.725 | 71 | 0.6988 | 0.8923 | 0.7838 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.7778 | 0.8485 | 0.8116 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7781 | 0.8790 | 0.8254 | 0.9561 |
| 0.0577 | 4.0 | 424 | 0.1599 | 0.7692 | 0.8451 | 0.8054 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.7778 | 0.8485 | 0.8116 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.7912 | 0.8847 | 0.8354 | 0.9605 |
| 0.0416 | 5.0 | 530 | 0.1934 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.6471 | 0.8462 | 0.7333 | 65 | 0.8679 | 0.92 | 0.8932 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.6757 | 0.8929 | 0.7692 | 28 | 0.765 | 0.8818 | 0.8193 | 0.9547 |
| 0.0279 | 6.0 | 636 | 0.2036 | 0.7326 | 0.8873 | 0.8025 | 71 | 0.6667 | 0.7692 | 0.7143 | 65 | 0.8303 | 0.9133 | 0.8698 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7632 | 0.8732 | 0.8145 | 0.9556 |
| 0.0217 | 7.0 | 742 | 0.2385 | 0.7059 | 0.8451 | 0.7692 | 71 | 0.6974 | 0.8154 | 0.7518 | 65 | 0.8562 | 0.9133 | 0.8839 | 150 | 0.7105 | 0.8182 | 0.7606 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7758 | 0.8674 | 0.8190 | 0.9537 |
| 0.0156 | 8.0 | 848 | 0.2410 | 0.775 | 0.8732 | 0.8212 | 71 | 0.6486 | 0.7385 | 0.6906 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7188 | 0.8214 | 0.7667 | 28 | 0.7859 | 0.8674 | 0.8247 | 0.9581 |
| 0.0115 | 9.0 | 954 | 0.2653 | 0.7763 | 0.8310 | 0.8027 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8816 | 0.8933 | 0.8874 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8125 | 0.8617 | 0.8364 | 0.9590 |
| 0.0115 | 10.0 | 1060 | 0.2322 | 0.7733 | 0.8169 | 0.7945 | 71 | 0.7273 | 0.8615 | 0.7887 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7895 | 0.9091 | 0.8451 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8143 | 0.8847 | 0.8481 | 0.9631 |
| 0.0073 | 11.0 | 1166 | 0.2341 | 0.7692 | 0.8451 | 0.8054 | 71 | 0.7639 | 0.8462 | 0.8029 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.8158 | 0.9394 | 0.8732 | 33 | 0.8966 | 0.9286 | 0.9123 | 28 | 0.8298 | 0.8991 | 0.8631 | 0.9636 |
| 0.0061 | 12.0 | 1272 | 0.2656 | 0.7692 | 0.8451 | 0.8054 | 71 | 0.7237 | 0.8462 | 0.7801 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8387 | 0.9286 | 0.8814 | 28 | 0.8057 | 0.8963 | 0.8486 | 0.9631 |
| 0.0076 | 13.0 | 1378 | 0.2568 | 0.7867 | 0.8310 | 0.8082 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8138 | 0.8818 | 0.8465 | 0.9624 |
| 0.008 | 14.0 | 1484 | 0.2786 | 0.7595 | 0.8451 | 0.8 | 71 | 0.6951 | 0.8769 | 0.7755 | 65 | 0.8634 | 0.9267 | 0.8939 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.7908 | 0.8934 | 0.8390 | 0.9600 |
| 0.0061 | 15.0 | 1590 | 0.2652 | 0.7407 | 0.8451 | 0.7895 | 71 | 0.625 | 0.8462 | 0.7190 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.8621 | 0.8929 | 0.8772 | 28 | 0.7761 | 0.8790 | 0.8243 | 0.9590 |
| 0.0033 | 16.0 | 1696 | 0.2880 | 0.775 | 0.8732 | 0.8212 | 71 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8696 | 0.9333 | 0.9003 | 150 | 0.7895 | 0.9091 | 0.8451 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.8078 | 0.8963 | 0.8497 | 0.9629 |
| 0.004 | 17.0 | 1802 | 0.2645 | 0.7975 | 0.8873 | 0.8400 | 71 | 0.7568 | 0.8615 | 0.8058 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7778 | 0.8485 | 0.8116 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8223 | 0.8934 | 0.8564 | 0.9656 |
| 0.0036 | 18.0 | 1908 | 0.3007 | 0.8052 | 0.8732 | 0.8378 | 71 | 0.7333 | 0.8462 | 0.7857 | 65 | 0.8704 | 0.94 | 0.9038 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7667 | 0.8214 | 0.7931 | 28 | 0.8089 | 0.8905 | 0.8477 | 0.9622 |
| 0.0036 | 19.0 | 2014 | 0.2996 | 0.775 | 0.8732 | 0.8212 | 71 | 0.7123 | 0.8 | 0.7536 | 65 | 0.8774 | 0.9067 | 0.8918 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8032 | 0.8703 | 0.8354 | 0.9624 |
| 0.0063 | 20.0 | 2120 | 0.2804 | 0.7349 | 0.8592 | 0.7922 | 71 | 0.7465 | 0.8154 | 0.7794 | 65 | 0.8642 | 0.9333 | 0.8974 | 150 | 0.7778 | 0.8485 | 0.8116 | 33 | 0.8519 | 0.8214 | 0.8364 | 28 | 0.8047 | 0.8790 | 0.8402 | 0.9641 |
| 0.0034 | 21.0 | 2226 | 0.2882 | 0.7821 | 0.8592 | 0.8188 | 71 | 0.7179 | 0.8615 | 0.7832 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.8141 | 0.8963 | 0.8532 | 0.9646 |
| 0.003 | 22.0 | 2332 | 0.3112 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.7125 | 0.8769 | 0.7862 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8099 | 0.8963 | 0.8509 | 0.9639 |
| 0.004 | 23.0 | 2438 | 0.2964 | 0.7195 | 0.8310 | 0.7712 | 71 | 0.7246 | 0.7692 | 0.7463 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7419 | 0.8214 | 0.7797 | 28 | 0.7910 | 0.8617 | 0.8248 | 0.9617 |
| 0.0037 | 24.0 | 2544 | 0.2964 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.6386 | 0.8154 | 0.7162 | 65 | 0.8831 | 0.9067 | 0.8947 | 150 | 0.8108 | 0.9091 | 0.8571 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7896 | 0.8761 | 0.8306 | 0.9619 |
| 0.0048 | 25.0 | 2650 | 0.2616 | 0.7778 | 0.8873 | 0.8289 | 71 | 0.7206 | 0.7538 | 0.7368 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.8529 | 0.8788 | 0.8657 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8288 | 0.8790 | 0.8531 | 0.9661 |
| 0.0041 | 26.0 | 2756 | 0.2907 | 0.7590 | 0.8873 | 0.8182 | 71 | 0.6842 | 0.8 | 0.7376 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.8286 | 0.8788 | 0.8529 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.8132 | 0.8905 | 0.8501 | 0.9651 |
| 0.0038 | 27.0 | 2862 | 0.3265 | 0.7439 | 0.8592 | 0.7974 | 71 | 0.6757 | 0.7692 | 0.7194 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7984 | 0.8790 | 0.8368 | 0.9619 |
| 0.0046 | 28.0 | 2968 | 0.3042 | 0.7284 | 0.8310 | 0.7763 | 71 | 0.7123 | 0.8 | 0.7536 | 65 | 0.8476 | 0.9267 | 0.8854 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.7911 | 0.8732 | 0.8301 | 0.9624 |
| 0.003 | 29.0 | 3074 | 0.3269 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.6883 | 0.8154 | 0.7465 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7927 | 0.8818 | 0.8349 | 0.9607 |
| 0.0031 | 30.0 | 3180 | 0.2947 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6957 | 0.7385 | 0.7164 | 65 | 0.875 | 0.9333 | 0.9032 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.7995 | 0.8732 | 0.8347 | 0.9614 |
| 0.0026 | 31.0 | 3286 | 0.2898 | 0.7590 | 0.8873 | 0.8182 | 71 | 0.7260 | 0.8154 | 0.7681 | 65 | 0.8968 | 0.9267 | 0.9115 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8100 | 0.8847 | 0.8457 | 0.9639 |
| 0.0024 | 32.0 | 3392 | 0.2993 | 0.7654 | 0.8732 | 0.8158 | 71 | 0.6506 | 0.8308 | 0.7297 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.8235 | 0.8485 | 0.8358 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7974 | 0.8847 | 0.8388 | 0.9639 |
| 0.003 | 33.0 | 3498 | 0.3004 | 0.775 | 0.8732 | 0.8212 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.8201 | 0.8934 | 0.8552 | 0.9624 |
| 0.002 | 34.0 | 3604 | 0.3289 | 0.7848 | 0.8732 | 0.8267 | 71 | 0.7143 | 0.8462 | 0.7746 | 65 | 0.9038 | 0.94 | 0.9216 | 150 | 0.7073 | 0.8788 | 0.7838 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8141 | 0.8963 | 0.8532 | 0.9612 |
| 0.0016 | 35.0 | 3710 | 0.3239 | 0.7711 | 0.9014 | 0.8312 | 71 | 0.75 | 0.8308 | 0.7883 | 65 | 0.8896 | 0.9133 | 0.9013 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.8213 | 0.8876 | 0.8532 | 0.9631 |
| 0.0024 | 36.0 | 3816 | 0.3065 | 0.8077 | 0.8873 | 0.8456 | 71 | 0.7639 | 0.8462 | 0.8029 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8889 | 0.8571 | 0.8727 | 28 | 0.8356 | 0.8934 | 0.8635 | 0.9663 |
| 0.0027 | 37.0 | 3922 | 0.3056 | 0.7949 | 0.8732 | 0.8322 | 71 | 0.6962 | 0.8462 | 0.7639 | 65 | 0.8903 | 0.92 | 0.9049 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8084 | 0.8876 | 0.8462 | 0.9622 |
| 0.0015 | 38.0 | 4028 | 0.3376 | 0.7159 | 0.8873 | 0.7925 | 71 | 0.72 | 0.8308 | 0.7714 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7692 | 0.9091 | 0.8333 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7949 | 0.8934 | 0.8412 | 0.9600 |
| 0.0039 | 39.0 | 4134 | 0.2988 | 0.7711 | 0.9014 | 0.8312 | 71 | 0.7067 | 0.8154 | 0.7571 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8 | 0.8876 | 0.8415 | 0.9634 |
| 0.0022 | 40.0 | 4240 | 0.3040 | 0.7529 | 0.9014 | 0.8205 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8153 | 0.8905 | 0.8512 | 0.9631 |
| 0.0014 | 41.0 | 4346 | 0.3145 | 0.8243 | 0.8592 | 0.8414 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8347 | 0.8876 | 0.8603 | 0.9656 |
| 0.0032 | 42.0 | 4452 | 0.3702 | 0.7442 | 0.9014 | 0.8153 | 71 | 0.675 | 0.8308 | 0.7448 | 65 | 0.8758 | 0.94 | 0.9068 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7839 | 0.8991 | 0.8376 | 0.9597 |
| 0.0022 | 43.0 | 4558 | 0.3242 | 0.7412 | 0.8873 | 0.8077 | 71 | 0.7333 | 0.8462 | 0.7857 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7984 | 0.8905 | 0.8420 | 0.9614 |
| 0.0012 | 44.0 | 4664 | 0.3312 | 0.7412 | 0.8873 | 0.8077 | 71 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.7984 | 0.8905 | 0.8420 | 0.9624 |
| 0.0026 | 45.0 | 4770 | 0.3425 | 0.7262 | 0.8592 | 0.7871 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8 | 0.8876 | 0.8415 | 0.9612 |
| 0.0032 | 46.0 | 4876 | 0.3085 | 0.7711 | 0.9014 | 0.8312 | 71 | 0.7246 | 0.7692 | 0.7463 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8095 | 0.8818 | 0.8441 | 0.9622 |
| 0.0013 | 47.0 | 4982 | 0.3372 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.6974 | 0.8154 | 0.7518 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7179 | 0.8485 | 0.7778 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7912 | 0.8847 | 0.8354 | 0.9602 |
| 0.0015 | 48.0 | 5088 | 0.3451 | 0.6932 | 0.8592 | 0.7673 | 71 | 0.6709 | 0.8154 | 0.7361 | 65 | 0.8734 | 0.92 | 0.8961 | 150 | 0.7436 | 0.8788 | 0.8056 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.7702 | 0.8790 | 0.8210 | 0.9593 |
| 0.001 | 49.0 | 5194 | 0.3490 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.7260 | 0.8154 | 0.7681 | 65 | 0.8742 | 0.9267 | 0.8997 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.7927 | 0.8818 | 0.8349 | 0.9614 |
| 0.0019 | 50.0 | 5300 | 0.3415 | 0.7625 | 0.8592 | 0.8079 | 71 | 0.7 | 0.7538 | 0.7259 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7778 | 0.8485 | 0.8116 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8097 | 0.8703 | 0.8389 | 0.9629 |
| 0.0007 | 51.0 | 5406 | 0.3594 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.7324 | 0.8 | 0.7647 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.8056 | 0.8788 | 0.8406 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.8079 | 0.8847 | 0.8446 | 0.9617 |
| 0.0004 | 52.0 | 5512 | 0.3847 | 0.7326 | 0.8873 | 0.8025 | 71 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.725 | 0.8788 | 0.7945 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7949 | 0.8934 | 0.8412 | 0.9605 |
| 0.0012 | 53.0 | 5618 | 0.3359 | 0.8219 | 0.8451 | 0.8333 | 71 | 0.75 | 0.6923 | 0.7200 | 65 | 0.8726 | 0.9133 | 0.8925 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8571 | 0.8571 | 0.8571 | 28 | 0.8310 | 0.8501 | 0.8405 | 0.9639 |
| 0.0018 | 54.0 | 5724 | 0.3533 | 0.7683 | 0.8873 | 0.8235 | 71 | 0.7571 | 0.8154 | 0.7852 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8333 | 0.8929 | 0.8621 | 28 | 0.8213 | 0.8876 | 0.8532 | 0.9634 |
| 0.0006 | 55.0 | 5830 | 0.3543 | 0.75 | 0.8873 | 0.8129 | 71 | 0.75 | 0.8308 | 0.7883 | 65 | 0.8805 | 0.9333 | 0.9061 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8052 | 0.8934 | 0.8470 | 0.9627 |
| 0.0012 | 56.0 | 5936 | 0.3279 | 0.7778 | 0.8873 | 0.8289 | 71 | 0.7879 | 0.8 | 0.7939 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8253 | 0.8847 | 0.8540 | 0.9653 |
| 0.0006 | 57.0 | 6042 | 0.3346 | 0.7949 | 0.8732 | 0.8322 | 71 | 0.8030 | 0.8154 | 0.8092 | 65 | 0.8846 | 0.92 | 0.9020 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.8275 | 0.8847 | 0.8552 | 0.9658 |
| 0.0012 | 58.0 | 6148 | 0.3292 | 0.7821 | 0.8592 | 0.8188 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8854 | 0.9267 | 0.9055 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8148 | 0.8876 | 0.8497 | 0.9636 |
| 0.0011 | 59.0 | 6254 | 0.3463 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.7714 | 0.8308 | 0.8 | 65 | 0.8790 | 0.92 | 0.8990 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.8105 | 0.8876 | 0.8473 | 0.9641 |
| 0.0006 | 60.0 | 6360 | 0.3556 | 0.7470 | 0.8732 | 0.8052 | 71 | 0.7846 | 0.7846 | 0.7846 | 65 | 0.8910 | 0.9267 | 0.9085 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8065 | 0.8929 | 0.8475 | 28 | 0.8226 | 0.8818 | 0.8512 | 0.9646 |
| 0.0008 | 61.0 | 6466 | 0.3484 | 0.7317 | 0.8451 | 0.7843 | 71 | 0.7826 | 0.8308 | 0.8060 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.8148 | 0.8876 | 0.8497 | 0.9639 |
| 0.0013 | 62.0 | 6572 | 0.3564 | 0.75 | 0.8873 | 0.8129 | 71 | 0.7826 | 0.8308 | 0.8060 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7143 | 0.8929 | 0.7937 | 28 | 0.8115 | 0.8934 | 0.8505 | 0.9641 |
| 0.0015 | 63.0 | 6678 | 0.3478 | 0.7442 | 0.9014 | 0.8153 | 71 | 0.7260 | 0.8154 | 0.7681 | 65 | 0.8868 | 0.94 | 0.9126 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.7995 | 0.8963 | 0.8451 | 0.9624 |
| 0.0007 | 64.0 | 6784 | 0.3234 | 0.7683 | 0.8873 | 0.8235 | 71 | 0.7647 | 0.8 | 0.7820 | 65 | 0.9032 | 0.9333 | 0.9180 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.8235 | 0.8876 | 0.8544 | 0.9644 |
| 0.0007 | 65.0 | 6890 | 0.3422 | 0.7561 | 0.8732 | 0.8105 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7576 | 0.8929 | 0.8197 | 28 | 0.8063 | 0.8876 | 0.8450 | 0.9624 |
| 0.0004 | 66.0 | 6996 | 0.3539 | 0.7901 | 0.9014 | 0.8421 | 71 | 0.7612 | 0.7846 | 0.7727 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7812 | 0.8929 | 0.8333 | 28 | 0.8235 | 0.8876 | 0.8544 | 0.9646 |
| 0.0005 | 67.0 | 7102 | 0.3606 | 0.7711 | 0.9014 | 0.8312 | 71 | 0.7536 | 0.8 | 0.7761 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8201 | 0.8934 | 0.8552 | 0.9648 |
| 0.0007 | 68.0 | 7208 | 0.3984 | 0.7294 | 0.8732 | 0.7949 | 71 | 0.7333 | 0.8462 | 0.7857 | 65 | 0.8812 | 0.94 | 0.9097 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7949 | 0.8934 | 0.8412 | 0.9597 |
| 0.0014 | 69.0 | 7314 | 0.3408 | 0.7683 | 0.8873 | 0.8235 | 71 | 0.7727 | 0.7846 | 0.7786 | 65 | 0.8875 | 0.9467 | 0.9161 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8218 | 0.8905 | 0.8548 | 0.9656 |
| 0.0003 | 70.0 | 7420 | 0.3490 | 0.7683 | 0.8873 | 0.8235 | 71 | 0.7639 | 0.8462 | 0.8029 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8184 | 0.8963 | 0.8556 | 0.9634 |
| 0.0003 | 71.0 | 7526 | 0.3528 | 0.7683 | 0.8873 | 0.8235 | 71 | 0.7465 | 0.8154 | 0.7794 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8153 | 0.8905 | 0.8512 | 0.9641 |
| 0.0002 | 72.0 | 7632 | 0.3693 | 0.7590 | 0.8873 | 0.8182 | 71 | 0.75 | 0.8308 | 0.7883 | 65 | 0.8981 | 0.94 | 0.9186 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8184 | 0.8963 | 0.8556 | 0.9651 |
| 0.0004 | 73.0 | 7738 | 0.3442 | 0.7875 | 0.8873 | 0.8344 | 71 | 0.7746 | 0.8462 | 0.8088 | 65 | 0.8931 | 0.9467 | 0.9191 | 150 | 0.7838 | 0.8788 | 0.8286 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8302 | 0.9020 | 0.8646 | 0.9665 |
| 0.0007 | 74.0 | 7844 | 0.3682 | 0.75 | 0.8873 | 0.8129 | 71 | 0.7571 | 0.8154 | 0.7852 | 65 | 0.8797 | 0.9267 | 0.9026 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8084 | 0.8876 | 0.8462 | 0.9629 |
| 0.0013 | 75.0 | 7950 | 0.3650 | 0.7805 | 0.9014 | 0.8366 | 71 | 0.75 | 0.8308 | 0.7883 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8163 | 0.8963 | 0.8544 | 0.9636 |
| 0.0004 | 76.0 | 8056 | 0.3500 | 0.7848 | 0.8732 | 0.8267 | 71 | 0.7013 | 0.8308 | 0.7606 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.8529 | 0.8788 | 0.8657 | 33 | 0.8276 | 0.8571 | 0.8421 | 28 | 0.8218 | 0.8905 | 0.8548 | 0.9656 |
| 0.0008 | 77.0 | 8162 | 0.3652 | 0.7412 | 0.8873 | 0.8077 | 71 | 0.7222 | 0.8 | 0.7591 | 65 | 0.8861 | 0.9333 | 0.9091 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.7953 | 0.8847 | 0.8377 | 0.9631 |
| 0.0002 | 78.0 | 8268 | 0.3537 | 0.7590 | 0.8873 | 0.8182 | 71 | 0.7067 | 0.8154 | 0.7571 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8021 | 0.8876 | 0.8427 | 0.9639 |
| 0.0003 | 79.0 | 8374 | 0.3569 | 0.75 | 0.8873 | 0.8129 | 71 | 0.7465 | 0.8154 | 0.7794 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7632 | 0.8788 | 0.8169 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8089 | 0.8905 | 0.8477 | 0.9651 |
| 0.0005 | 80.0 | 8480 | 0.3512 | 0.75 | 0.8873 | 0.8129 | 71 | 0.7571 | 0.8154 | 0.7852 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8105 | 0.8876 | 0.8473 | 0.9646 |
| 0.0003 | 81.0 | 8586 | 0.3558 | 0.7590 | 0.8873 | 0.8182 | 71 | 0.7432 | 0.8462 | 0.7914 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7742 | 0.8571 | 0.8136 | 28 | 0.8115 | 0.8934 | 0.8505 | 0.9646 |
| 0.0003 | 82.0 | 8692 | 0.3439 | 0.7683 | 0.8873 | 0.8235 | 71 | 0.7761 | 0.8 | 0.7879 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8253 | 0.8847 | 0.8540 | 0.9661 |
| 0.0002 | 83.0 | 8798 | 0.3505 | 0.7683 | 0.8873 | 0.8235 | 71 | 0.7647 | 0.8 | 0.7820 | 65 | 0.8974 | 0.9333 | 0.9150 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.8 | 0.8571 | 0.8276 | 28 | 0.8231 | 0.8847 | 0.8528 | 0.9651 |
| 0.0006 | 84.0 | 8904 | 0.3633 | 0.7711 | 0.9014 | 0.8312 | 71 | 0.7397 | 0.8308 | 0.7826 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.7273 | 0.8571 | 0.7869 | 28 | 0.8073 | 0.8934 | 0.8482 | 0.9631 |
| 0.0003 | 85.0 | 9010 | 0.3618 | 0.7683 | 0.8873 | 0.8235 | 71 | 0.7606 | 0.8308 | 0.7941 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8132 | 0.8905 | 0.8501 | 0.9641 |
| 0.0002 | 86.0 | 9116 | 0.3577 | 0.7901 | 0.9014 | 0.8421 | 71 | 0.75 | 0.8308 | 0.7883 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8158 | 0.8934 | 0.8528 | 0.9644 |
| 0.0002 | 87.0 | 9222 | 0.3611 | 0.7805 | 0.9014 | 0.8366 | 71 | 0.7297 | 0.8308 | 0.7770 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8094 | 0.8934 | 0.8493 | 0.9636 |
| 0.0002 | 88.0 | 9328 | 0.3588 | 0.7683 | 0.8873 | 0.8235 | 71 | 0.7794 | 0.8154 | 0.7970 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8191 | 0.8876 | 0.8520 | 0.9656 |
| 0.0003 | 89.0 | 9434 | 0.3615 | 0.7875 | 0.8873 | 0.8344 | 71 | 0.7465 | 0.8154 | 0.7794 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8148 | 0.8876 | 0.8497 | 0.9648 |
| 0.0003 | 90.0 | 9540 | 0.3629 | 0.7778 | 0.8873 | 0.8289 | 71 | 0.7465 | 0.8154 | 0.7794 | 65 | 0.8917 | 0.9333 | 0.9121 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8148 | 0.8876 | 0.8497 | 0.9644 |
| 0.0002 | 91.0 | 9646 | 0.3642 | 0.7805 | 0.9014 | 0.8366 | 71 | 0.7465 | 0.8154 | 0.7794 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8158 | 0.8934 | 0.8528 | 0.9648 |
| 0.0002 | 92.0 | 9752 | 0.3649 | 0.7805 | 0.9014 | 0.8366 | 71 | 0.7465 | 0.8154 | 0.7794 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8158 | 0.8934 | 0.8528 | 0.9648 |
| 0.0002 | 93.0 | 9858 | 0.3635 | 0.7654 | 0.8732 | 0.8158 | 71 | 0.7465 | 0.8154 | 0.7794 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8127 | 0.8876 | 0.8485 | 0.9646 |
| 0.0002 | 94.0 | 9964 | 0.3645 | 0.7654 | 0.8732 | 0.8158 | 71 | 0.7465 | 0.8154 | 0.7794 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7568 | 0.8485 | 0.8000 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8127 | 0.8876 | 0.8485 | 0.9644 |
| 0.0005 | 95.0 | 10070 | 0.3668 | 0.7805 | 0.9014 | 0.8366 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8115 | 0.8934 | 0.8505 | 0.9646 |
| 0.0002 | 96.0 | 10176 | 0.3681 | 0.7805 | 0.9014 | 0.8366 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8115 | 0.8934 | 0.8505 | 0.9646 |
| 0.0002 | 97.0 | 10282 | 0.3695 | 0.7805 | 0.9014 | 0.8366 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8115 | 0.8934 | 0.8505 | 0.9646 |
| 0.0002 | 98.0 | 10388 | 0.3695 | 0.7805 | 0.9014 | 0.8366 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8115 | 0.8934 | 0.8505 | 0.9646 |
| 0.0002 | 99.0 | 10494 | 0.3702 | 0.7711 | 0.9014 | 0.8312 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8094 | 0.8934 | 0.8493 | 0.9644 |
| 0.0002 | 100.0 | 10600 | 0.3703 | 0.7711 | 0.9014 | 0.8312 | 71 | 0.7361 | 0.8154 | 0.7737 | 65 | 0.8924 | 0.94 | 0.9156 | 150 | 0.7368 | 0.8485 | 0.7887 | 33 | 0.75 | 0.8571 | 0.8000 | 28 | 0.8094 | 0.8934 | 0.8493 | 0.9644 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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