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---
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-base-2
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-2
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: 0.4080
- Location Precision: 0.8026
- Location Recall: 0.8472
- Location F1: 0.8243
- Location Number: 72
- Organization Precision: 0.7791
- Organization Recall: 0.8933
- Organization F1: 0.8323
- Organization Number: 75
- Person Precision: 0.8839
- Person Recall: 0.9580
- Person F1: 0.9195
- Person Number: 143
- Quantity Precision: 0.6296
- Quantity Recall: 0.7391
- Quantity F1: 0.68
- Quantity Number: 23
- Time Precision: 0.7931
- Time Recall: 0.8846
- Time F1: 0.8364
- Time Number: 26
- Overall Precision: 0.8177
- Overall Recall: 0.8997
- Overall F1: 0.8567
- Overall Accuracy: 0.9615
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 0.3629 | 1.0 | 106 | 0.1599 | 0.7692 | 0.8333 | 0.8 | 72 | 0.6211 | 0.7867 | 0.6941 | 75 | 0.8344 | 0.9510 | 0.8889 | 143 | 0.425 | 0.7391 | 0.5397 | 23 | 0.6286 | 0.8462 | 0.7213 | 26 | 0.7153 | 0.8673 | 0.7840 | 0.9482 |
| 0.128 | 2.0 | 212 | 0.1368 | 0.7439 | 0.8472 | 0.7922 | 72 | 0.6731 | 0.9333 | 0.7821 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.7619 | 0.8968 | 0.8238 | 0.9567 |
| 0.0841 | 3.0 | 318 | 0.1551 | 0.8143 | 0.7917 | 0.8028 | 72 | 0.7021 | 0.88 | 0.7811 | 75 | 0.8395 | 0.9510 | 0.8918 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.9091 | 0.7692 | 0.8333 | 26 | 0.7831 | 0.8732 | 0.8257 | 0.9547 |
| 0.0533 | 4.0 | 424 | 0.1720 | 0.7792 | 0.8333 | 0.8054 | 72 | 0.6875 | 0.88 | 0.7719 | 75 | 0.8313 | 0.9301 | 0.8779 | 143 | 0.5806 | 0.7826 | 0.6667 | 23 | 0.6571 | 0.8846 | 0.7541 | 26 | 0.7519 | 0.8850 | 0.8130 | 0.9552 |
| 0.0359 | 5.0 | 530 | 0.2084 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7065 | 0.8667 | 0.7784 | 75 | 0.8519 | 0.9650 | 0.9049 | 143 | 0.5758 | 0.8261 | 0.6786 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7722 | 0.8997 | 0.8311 | 0.9565 |
| 0.0256 | 6.0 | 636 | 0.2403 | 0.8 | 0.8333 | 0.8163 | 72 | 0.6538 | 0.9067 | 0.7598 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.5588 | 0.8261 | 0.6667 | 23 | 0.6774 | 0.8077 | 0.7368 | 26 | 0.7543 | 0.8968 | 0.8194 | 0.9540 |
| 0.0188 | 7.0 | 742 | 0.2266 | 0.7821 | 0.8472 | 0.8133 | 72 | 0.6509 | 0.92 | 0.7624 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.6364 | 0.8077 | 0.7119 | 26 | 0.7531 | 0.8909 | 0.8162 | 0.9570 |
| 0.0134 | 8.0 | 848 | 0.2462 | 0.7733 | 0.8056 | 0.7891 | 72 | 0.7011 | 0.8133 | 0.7531 | 75 | 0.8662 | 0.9510 | 0.9067 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7097 | 0.8462 | 0.7719 | 26 | 0.7737 | 0.8673 | 0.8178 | 0.9572 |
| 0.0135 | 9.0 | 954 | 0.2375 | 0.8028 | 0.7917 | 0.7972 | 72 | 0.75 | 0.88 | 0.8098 | 75 | 0.8462 | 0.9231 | 0.8829 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7930 | 0.8702 | 0.8298 | 0.9592 |
| 0.0082 | 10.0 | 1060 | 0.2711 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.7174 | 0.88 | 0.7904 | 75 | 0.8535 | 0.9371 | 0.8933 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7738 | 0.8879 | 0.8269 | 0.9575 |
| 0.0079 | 11.0 | 1166 | 0.2778 | 0.7632 | 0.8056 | 0.7838 | 72 | 0.7222 | 0.8667 | 0.7879 | 75 | 0.8654 | 0.9441 | 0.9030 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7795 | 0.8761 | 0.825 | 0.9575 |
| 0.0105 | 12.0 | 1272 | 0.2845 | 0.7917 | 0.7917 | 0.7917 | 72 | 0.7711 | 0.8533 | 0.8101 | 75 | 0.8654 | 0.9441 | 0.9030 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.8043 | 0.8732 | 0.8373 | 0.9612 |
| 0.0103 | 13.0 | 1378 | 0.2690 | 0.7733 | 0.8056 | 0.7891 | 72 | 0.7528 | 0.8933 | 0.8171 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.6129 | 0.8261 | 0.7037 | 23 | 0.92 | 0.8846 | 0.9020 | 26 | 0.8 | 0.8850 | 0.8403 | 0.9602 |
| 0.0045 | 14.0 | 1484 | 0.3048 | 0.8 | 0.7778 | 0.7887 | 72 | 0.7143 | 0.9333 | 0.8092 | 75 | 0.8535 | 0.9371 | 0.8933 | 143 | 0.5625 | 0.7826 | 0.6545 | 23 | 0.7241 | 0.8077 | 0.7636 | 26 | 0.7746 | 0.8820 | 0.8248 | 0.9580 |
| 0.005 | 15.0 | 1590 | 0.2786 | 0.8 | 0.8333 | 0.8163 | 72 | 0.775 | 0.8267 | 0.8000 | 75 | 0.8758 | 0.9371 | 0.9054 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.8087 | 0.8732 | 0.8397 | 0.9597 |
| 0.0041 | 16.0 | 1696 | 0.3064 | 0.7564 | 0.8194 | 0.7867 | 72 | 0.7528 | 0.8933 | 0.8171 | 75 | 0.8481 | 0.9371 | 0.8904 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.7880 | 0.8879 | 0.8350 | 0.9572 |
| 0.0061 | 17.0 | 1802 | 0.3008 | 0.7436 | 0.8056 | 0.7733 | 72 | 0.7209 | 0.8267 | 0.7702 | 75 | 0.8438 | 0.9441 | 0.8911 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7763 | 0.8702 | 0.8206 | 0.9575 |
| 0.0036 | 18.0 | 1908 | 0.2975 | 0.7821 | 0.8472 | 0.8133 | 72 | 0.7875 | 0.84 | 0.8129 | 75 | 0.8645 | 0.9371 | 0.8993 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.8081 | 0.8820 | 0.8434 | 0.9627 |
| 0.0025 | 19.0 | 2014 | 0.3172 | 0.8289 | 0.875 | 0.8514 | 72 | 0.7727 | 0.9067 | 0.8344 | 75 | 0.8544 | 0.9441 | 0.8970 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8187 | 0.9056 | 0.8599 | 0.9622 |
| 0.0039 | 20.0 | 2120 | 0.3097 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.75 | 0.88 | 0.8098 | 75 | 0.8544 | 0.9441 | 0.8970 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8059 | 0.8938 | 0.8476 | 0.9622 |
| 0.0031 | 21.0 | 2226 | 0.3249 | 0.7468 | 0.8194 | 0.7815 | 72 | 0.7590 | 0.84 | 0.7975 | 75 | 0.8491 | 0.9441 | 0.8940 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7863 | 0.8791 | 0.8301 | 0.9597 |
| 0.0037 | 22.0 | 2332 | 0.3309 | 0.7763 | 0.8194 | 0.7973 | 72 | 0.75 | 0.92 | 0.8263 | 75 | 0.8438 | 0.9441 | 0.8911 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7876 | 0.8968 | 0.8386 | 0.9602 |
| 0.0015 | 23.0 | 2438 | 0.3277 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.7738 | 0.8667 | 0.8176 | 75 | 0.8535 | 0.9371 | 0.8933 | 143 | 0.6897 | 0.8696 | 0.7692 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7989 | 0.8909 | 0.8424 | 0.9610 |
| 0.0027 | 24.0 | 2544 | 0.3232 | 0.7632 | 0.8056 | 0.7838 | 72 | 0.7778 | 0.84 | 0.8077 | 75 | 0.8535 | 0.9371 | 0.8933 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8016 | 0.8702 | 0.8345 | 0.9610 |
| 0.0035 | 25.0 | 2650 | 0.3514 | 0.7590 | 0.875 | 0.8129 | 72 | 0.7831 | 0.8667 | 0.8228 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.5455 | 0.7826 | 0.6429 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.7859 | 0.8879 | 0.8338 | 0.9580 |
| 0.0028 | 26.0 | 2756 | 0.3200 | 0.7590 | 0.875 | 0.8129 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8742 | 0.9231 | 0.8980 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.7895 | 0.8850 | 0.8345 | 0.9602 |
| 0.0023 | 27.0 | 2862 | 0.3429 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7143 | 0.8667 | 0.7831 | 75 | 0.8418 | 0.9301 | 0.8837 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7775 | 0.8761 | 0.8239 | 0.9570 |
| 0.0031 | 28.0 | 2968 | 0.3219 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.7241 | 0.84 | 0.7778 | 75 | 0.8457 | 0.9580 | 0.8984 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.7419 | 0.8846 | 0.8070 | 26 | 0.7758 | 0.8879 | 0.8281 | 0.9600 |
| 0.0028 | 29.0 | 3074 | 0.3581 | 0.8358 | 0.7778 | 0.8058 | 72 | 0.7778 | 0.84 | 0.8077 | 75 | 0.8408 | 0.9231 | 0.8800 | 143 | 0.5667 | 0.7391 | 0.6415 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8011 | 0.8555 | 0.8274 | 0.9562 |
| 0.0031 | 30.0 | 3180 | 0.3134 | 0.7692 | 0.8333 | 0.8 | 72 | 0.7857 | 0.88 | 0.8302 | 75 | 0.8782 | 0.9580 | 0.9164 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.8085 | 0.8968 | 0.8503 | 0.9620 |
| 0.0035 | 31.0 | 3286 | 0.3133 | 0.6941 | 0.8194 | 0.7516 | 72 | 0.8125 | 0.8667 | 0.8387 | 75 | 0.8726 | 0.9580 | 0.9133 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7921 | 0.8879 | 0.8373 | 0.9615 |
| 0.0028 | 32.0 | 3392 | 0.3202 | 0.7867 | 0.8194 | 0.8027 | 72 | 0.7419 | 0.92 | 0.8214 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.7308 | 0.8261 | 0.7755 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8064 | 0.8968 | 0.8492 | 0.9612 |
| 0.0013 | 33.0 | 3498 | 0.3316 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7561 | 0.8267 | 0.7898 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8060 | 0.8702 | 0.8369 | 0.9612 |
| 0.0018 | 34.0 | 3604 | 0.3669 | 0.84 | 0.875 | 0.8571 | 72 | 0.7416 | 0.88 | 0.8049 | 75 | 0.8544 | 0.9441 | 0.8970 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8047 | 0.8997 | 0.8496 | 0.9622 |
| 0.0022 | 35.0 | 3710 | 0.3101 | 0.8158 | 0.8611 | 0.8378 | 72 | 0.7674 | 0.88 | 0.8199 | 75 | 0.8874 | 0.9371 | 0.9116 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.9231 | 0.9231 | 0.9231 | 26 | 0.8288 | 0.8997 | 0.8628 | 0.9650 |
| 0.002 | 36.0 | 3816 | 0.3521 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7674 | 0.88 | 0.8199 | 75 | 0.8535 | 0.9371 | 0.8933 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8011 | 0.8909 | 0.8436 | 0.9592 |
| 0.0019 | 37.0 | 3922 | 0.3424 | 0.7848 | 0.8611 | 0.8212 | 72 | 0.7586 | 0.88 | 0.8148 | 75 | 0.8636 | 0.9301 | 0.8956 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.8011 | 0.8909 | 0.8436 | 0.9587 |
| 0.0012 | 38.0 | 4028 | 0.3519 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.7765 | 0.88 | 0.825 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.6207 | 0.7826 | 0.6923 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7963 | 0.8879 | 0.8396 | 0.9580 |
| 0.0012 | 39.0 | 4134 | 0.3655 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7765 | 0.88 | 0.825 | 75 | 0.8581 | 0.9301 | 0.8926 | 143 | 0.6333 | 0.8261 | 0.7170 | 23 | 0.75 | 0.8077 | 0.7778 | 26 | 0.8005 | 0.8879 | 0.8420 | 0.9587 |
| 0.001 | 40.0 | 4240 | 0.3408 | 0.7945 | 0.8056 | 0.8 | 72 | 0.7654 | 0.8267 | 0.7949 | 75 | 0.8766 | 0.9441 | 0.9091 | 143 | 0.7308 | 0.8261 | 0.7755 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8199 | 0.8732 | 0.8457 | 0.9612 |
| 0.0025 | 41.0 | 4346 | 0.3410 | 0.775 | 0.8611 | 0.8158 | 72 | 0.7561 | 0.8267 | 0.7898 | 75 | 0.8774 | 0.9510 | 0.9128 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.7586 | 0.8462 | 0.8 | 26 | 0.8021 | 0.8850 | 0.8415 | 0.9615 |
| 0.0012 | 42.0 | 4452 | 0.3626 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.7683 | 0.84 | 0.8025 | 75 | 0.8654 | 0.9441 | 0.9030 | 143 | 0.7037 | 0.8261 | 0.76 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.8152 | 0.8850 | 0.8487 | 0.9615 |
| 0.003 | 43.0 | 4558 | 0.3544 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7253 | 0.88 | 0.7952 | 75 | 0.8710 | 0.9441 | 0.9060 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7979 | 0.8850 | 0.8392 | 0.9587 |
| 0.0027 | 44.0 | 4664 | 0.3703 | 0.7625 | 0.8472 | 0.8026 | 72 | 0.7158 | 0.9067 | 0.8000 | 75 | 0.8491 | 0.9441 | 0.8940 | 143 | 0.6552 | 0.8261 | 0.7308 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7801 | 0.8997 | 0.8356 | 0.9587 |
| 0.0015 | 45.0 | 4770 | 0.3453 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7952 | 0.88 | 0.8354 | 75 | 0.8438 | 0.9441 | 0.8911 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.8077 | 0.8077 | 0.8077 | 26 | 0.8065 | 0.8850 | 0.8439 | 0.9605 |
| 0.0018 | 46.0 | 4876 | 0.3449 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7528 | 0.8933 | 0.8171 | 75 | 0.8710 | 0.9441 | 0.9060 | 143 | 0.6538 | 0.7391 | 0.6939 | 23 | 0.84 | 0.8077 | 0.8235 | 26 | 0.8108 | 0.8850 | 0.8463 | 0.9612 |
| 0.0028 | 47.0 | 4982 | 0.3711 | 0.8082 | 0.8194 | 0.8138 | 72 | 0.7586 | 0.88 | 0.8148 | 75 | 0.8710 | 0.9441 | 0.9060 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8130 | 0.8850 | 0.8475 | 0.9597 |
| 0.0014 | 48.0 | 5088 | 0.3521 | 0.8310 | 0.8194 | 0.8252 | 72 | 0.7674 | 0.88 | 0.8199 | 75 | 0.8766 | 0.9441 | 0.9091 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8219 | 0.8850 | 0.8523 | 0.9632 |
| 0.0023 | 49.0 | 5194 | 0.3651 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.7875 | 0.84 | 0.8129 | 75 | 0.8428 | 0.9371 | 0.8874 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.8032 | 0.8791 | 0.8394 | 0.9592 |
| 0.0027 | 50.0 | 5300 | 0.3327 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8718 | 0.9510 | 0.9097 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.9231 | 0.9231 | 0.9231 | 26 | 0.8226 | 0.9027 | 0.8608 | 0.9615 |
| 0.0009 | 51.0 | 5406 | 0.3315 | 0.8082 | 0.8194 | 0.8138 | 72 | 0.8125 | 0.8667 | 0.8387 | 75 | 0.8774 | 0.9510 | 0.9128 | 143 | 0.68 | 0.7391 | 0.7083 | 23 | 0.9231 | 0.9231 | 0.9231 | 26 | 0.8384 | 0.8879 | 0.8625 | 0.9660 |
| 0.001 | 52.0 | 5512 | 0.3466 | 0.7838 | 0.8056 | 0.7945 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8774 | 0.9510 | 0.9128 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.8889 | 0.9231 | 0.9057 | 26 | 0.8184 | 0.8909 | 0.8531 | 0.9607 |
| 0.0014 | 53.0 | 5618 | 0.3278 | 0.7895 | 0.8333 | 0.8108 | 72 | 0.7701 | 0.8933 | 0.8272 | 75 | 0.8726 | 0.9580 | 0.9133 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.8107 | 0.8968 | 0.8515 | 0.9610 |
| 0.0007 | 54.0 | 5724 | 0.3647 | 0.7875 | 0.875 | 0.8289 | 72 | 0.7204 | 0.8933 | 0.7976 | 75 | 0.8438 | 0.9441 | 0.8911 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.7866 | 0.9027 | 0.8407 | 0.9590 |
| 0.0017 | 55.0 | 5830 | 0.3636 | 0.7595 | 0.8333 | 0.7947 | 72 | 0.7654 | 0.8267 | 0.7949 | 75 | 0.8616 | 0.9580 | 0.9073 | 143 | 0.5714 | 0.6957 | 0.6275 | 23 | 0.7333 | 0.8462 | 0.7857 | 26 | 0.7878 | 0.8761 | 0.8296 | 0.9602 |
| 0.0004 | 56.0 | 5936 | 0.3733 | 0.7532 | 0.8056 | 0.7785 | 72 | 0.825 | 0.88 | 0.8516 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.6 | 0.7826 | 0.6792 | 23 | 0.84 | 0.8077 | 0.8235 | 26 | 0.8065 | 0.8850 | 0.8439 | 0.9597 |
| 0.0009 | 57.0 | 6042 | 0.3640 | 0.7722 | 0.8472 | 0.8079 | 72 | 0.8272 | 0.8933 | 0.8590 | 75 | 0.8544 | 0.9441 | 0.8970 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.8102 | 0.8938 | 0.8499 | 0.9612 |
| 0.0003 | 58.0 | 6148 | 0.3814 | 0.7531 | 0.8472 | 0.7974 | 72 | 0.7614 | 0.8933 | 0.8221 | 75 | 0.8701 | 0.9371 | 0.9024 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7995 | 0.8938 | 0.8440 | 0.9582 |
| 0.0005 | 59.0 | 6254 | 0.3739 | 0.7867 | 0.8194 | 0.8027 | 72 | 0.8228 | 0.8667 | 0.8442 | 75 | 0.8718 | 0.9510 | 0.9097 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8571 | 0.9231 | 0.8889 | 26 | 0.8251 | 0.8909 | 0.8567 | 0.9620 |
| 0.0005 | 60.0 | 6360 | 0.3767 | 0.8108 | 0.8333 | 0.8219 | 72 | 0.7952 | 0.88 | 0.8354 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8189 | 0.8938 | 0.8547 | 0.9605 |
| 0.0008 | 61.0 | 6466 | 0.3699 | 0.8 | 0.8333 | 0.8163 | 72 | 0.8025 | 0.8667 | 0.8333 | 75 | 0.8608 | 0.9510 | 0.9037 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.8118 | 0.8909 | 0.8495 | 0.9622 |
| 0.0016 | 62.0 | 6572 | 0.3497 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.7765 | 0.88 | 0.825 | 75 | 0.8204 | 0.9580 | 0.8839 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.7943 | 0.8997 | 0.8437 | 0.9612 |
| 0.0004 | 63.0 | 6678 | 0.3624 | 0.8133 | 0.8472 | 0.8299 | 72 | 0.7727 | 0.9067 | 0.8344 | 75 | 0.8696 | 0.9790 | 0.9211 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.6970 | 0.8846 | 0.7797 | 26 | 0.8052 | 0.9145 | 0.8564 | 0.9617 |
| 0.0009 | 64.0 | 6784 | 0.3704 | 0.8267 | 0.8611 | 0.8435 | 72 | 0.7882 | 0.8933 | 0.8375 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.8182 | 0.9027 | 0.8583 | 0.9602 |
| 0.001 | 65.0 | 6890 | 0.3583 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7614 | 0.8933 | 0.8221 | 75 | 0.8634 | 0.9720 | 0.9145 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8110 | 0.9115 | 0.8583 | 0.9635 |
| 0.0001 | 66.0 | 6996 | 0.3525 | 0.75 | 0.8333 | 0.7895 | 72 | 0.8125 | 0.8667 | 0.8387 | 75 | 0.8679 | 0.9650 | 0.9139 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8145 | 0.8938 | 0.8523 | 0.9627 |
| 0.0015 | 67.0 | 7102 | 0.3764 | 0.7778 | 0.875 | 0.8235 | 72 | 0.7444 | 0.8933 | 0.8121 | 75 | 0.8571 | 0.9650 | 0.9079 | 143 | 0.6667 | 0.7826 | 0.72 | 23 | 0.8519 | 0.8846 | 0.8679 | 26 | 0.8005 | 0.9115 | 0.8524 | 0.9602 |
| 0.0006 | 68.0 | 7208 | 0.3496 | 0.8243 | 0.8472 | 0.8356 | 72 | 0.7222 | 0.8667 | 0.7879 | 75 | 0.8726 | 0.9580 | 0.9133 | 143 | 0.6429 | 0.7826 | 0.7059 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8059 | 0.8938 | 0.8476 | 0.9595 |
| 0.0008 | 69.0 | 7314 | 0.3475 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.775 | 0.8267 | 0.8000 | 75 | 0.8544 | 0.9441 | 0.8970 | 143 | 0.6538 | 0.7391 | 0.6939 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8071 | 0.8761 | 0.8402 | 0.9595 |
| 0.0 | 70.0 | 7420 | 0.3663 | 0.8243 | 0.8472 | 0.8356 | 72 | 0.7444 | 0.8933 | 0.8121 | 75 | 0.8375 | 0.9371 | 0.8845 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.7927 | 0.8909 | 0.8389 | 0.9592 |
| 0.0002 | 71.0 | 7526 | 0.3715 | 0.8056 | 0.8056 | 0.8056 | 72 | 0.7528 | 0.8933 | 0.8171 | 75 | 0.8839 | 0.9580 | 0.9195 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8118 | 0.8909 | 0.8495 | 0.9597 |
| 0.0001 | 72.0 | 7632 | 0.3853 | 0.8267 | 0.8611 | 0.8435 | 72 | 0.7363 | 0.8933 | 0.8072 | 75 | 0.8782 | 0.9580 | 0.9164 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.7667 | 0.8846 | 0.8214 | 26 | 0.8074 | 0.9027 | 0.8524 | 0.9587 |
| 0.0007 | 73.0 | 7738 | 0.3506 | 0.8219 | 0.8333 | 0.8276 | 72 | 0.7674 | 0.88 | 0.8199 | 75 | 0.8710 | 0.9441 | 0.9060 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8174 | 0.8850 | 0.8499 | 0.9600 |
| 0.0002 | 74.0 | 7844 | 0.4028 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.7312 | 0.9067 | 0.8095 | 75 | 0.8782 | 0.9580 | 0.9164 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.7857 | 0.8462 | 0.8148 | 26 | 0.7990 | 0.9027 | 0.8476 | 0.9585 |
| 0.0 | 75.0 | 7950 | 0.3929 | 0.8 | 0.8333 | 0.8163 | 72 | 0.7765 | 0.88 | 0.825 | 75 | 0.8718 | 0.9510 | 0.9097 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8113 | 0.8879 | 0.8479 | 0.9607 |
| 0.0002 | 76.0 | 8056 | 0.4091 | 0.7683 | 0.875 | 0.8182 | 72 | 0.7701 | 0.8933 | 0.8272 | 75 | 0.8839 | 0.9580 | 0.9195 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8058 | 0.9056 | 0.8528 | 0.9607 |
| 0.0 | 77.0 | 8162 | 0.3996 | 0.7975 | 0.875 | 0.8344 | 72 | 0.7701 | 0.8933 | 0.8272 | 75 | 0.8654 | 0.9441 | 0.9030 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8064 | 0.8968 | 0.8492 | 0.9602 |
| 0.0 | 78.0 | 8268 | 0.3973 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7674 | 0.88 | 0.8199 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8032 | 0.8909 | 0.8448 | 0.9597 |
| 0.0 | 79.0 | 8374 | 0.3981 | 0.7848 | 0.8611 | 0.8212 | 72 | 0.7765 | 0.88 | 0.825 | 75 | 0.8654 | 0.9441 | 0.9030 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8053 | 0.8909 | 0.8459 | 0.9602 |
| 0.0 | 80.0 | 8480 | 0.4012 | 0.7975 | 0.875 | 0.8344 | 72 | 0.7674 | 0.88 | 0.8199 | 75 | 0.8654 | 0.9441 | 0.9030 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8059 | 0.8938 | 0.8476 | 0.9602 |
| 0.0006 | 81.0 | 8586 | 0.4144 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7701 | 0.8933 | 0.8272 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.5862 | 0.7391 | 0.6538 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.8021 | 0.8968 | 0.8468 | 0.9597 |
| 0.0 | 82.0 | 8692 | 0.4051 | 0.7848 | 0.8611 | 0.8212 | 72 | 0.7831 | 0.8667 | 0.8228 | 75 | 0.8599 | 0.9441 | 0.9 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8070 | 0.8879 | 0.8455 | 0.9595 |
| 0.0006 | 83.0 | 8798 | 0.4077 | 0.7654 | 0.8611 | 0.8105 | 72 | 0.7416 | 0.88 | 0.8049 | 75 | 0.8544 | 0.9441 | 0.8970 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.8214 | 0.8846 | 0.8519 | 26 | 0.7891 | 0.8938 | 0.8382 | 0.9602 |
| 0.0004 | 84.0 | 8904 | 0.3962 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.7927 | 0.8667 | 0.8280 | 75 | 0.8654 | 0.9441 | 0.9030 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8130 | 0.8850 | 0.8475 | 0.9607 |
| 0.0005 | 85.0 | 9010 | 0.3861 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.8077 | 0.84 | 0.8235 | 75 | 0.8831 | 0.9510 | 0.9158 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.8462 | 0.8462 | 0.8462 | 26 | 0.8283 | 0.8820 | 0.8543 | 0.9617 |
| 0.0 | 86.0 | 9116 | 0.3953 | 0.7922 | 0.8472 | 0.8188 | 72 | 0.7738 | 0.8667 | 0.8176 | 75 | 0.8718 | 0.9510 | 0.9097 | 143 | 0.6538 | 0.7391 | 0.6939 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8135 | 0.8879 | 0.8491 | 0.9610 |
| 0.0003 | 87.0 | 9222 | 0.4130 | 0.7848 | 0.8611 | 0.8212 | 72 | 0.7614 | 0.8933 | 0.8221 | 75 | 0.8562 | 0.9580 | 0.9043 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7958 | 0.8968 | 0.8433 | 0.9602 |
| 0.0004 | 88.0 | 9328 | 0.4155 | 0.7848 | 0.8611 | 0.8212 | 72 | 0.7614 | 0.8933 | 0.8221 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7953 | 0.8938 | 0.8417 | 0.9602 |
| 0.0 | 89.0 | 9434 | 0.4156 | 0.7848 | 0.8611 | 0.8212 | 72 | 0.7614 | 0.8933 | 0.8221 | 75 | 0.8553 | 0.9510 | 0.9007 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.7778 | 0.8077 | 0.7925 | 26 | 0.7953 | 0.8938 | 0.8417 | 0.9602 |
| 0.0002 | 90.0 | 9540 | 0.4041 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7674 | 0.88 | 0.8199 | 75 | 0.8766 | 0.9441 | 0.9091 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8118 | 0.8909 | 0.8495 | 0.9615 |
| 0.0002 | 91.0 | 9646 | 0.3981 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8831 | 0.9510 | 0.9158 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8172 | 0.8968 | 0.8551 | 0.9617 |
| 0.0 | 92.0 | 9752 | 0.3971 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8831 | 0.9510 | 0.9158 | 143 | 0.6538 | 0.7391 | 0.6939 | 23 | 0.8148 | 0.8462 | 0.8302 | 26 | 0.8216 | 0.8968 | 0.8575 | 0.9617 |
| 0.0 | 93.0 | 9858 | 0.4024 | 0.7949 | 0.8611 | 0.8267 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8839 | 0.9580 | 0.9195 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8138 | 0.9027 | 0.8559 | 0.9615 |
| 0.0 | 94.0 | 9964 | 0.3985 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8839 | 0.9580 | 0.9195 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8182 | 0.9027 | 0.8583 | 0.9620 |
| 0.0 | 95.0 | 10070 | 0.3994 | 0.8052 | 0.8611 | 0.8322 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8839 | 0.9580 | 0.9195 | 143 | 0.6071 | 0.7391 | 0.6667 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.816 | 0.9027 | 0.8571 | 0.9617 |
| 0.0003 | 96.0 | 10176 | 0.3951 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8774 | 0.9510 | 0.9128 | 143 | 0.6538 | 0.7391 | 0.6939 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8172 | 0.8968 | 0.8551 | 0.9612 |
| 0.0005 | 97.0 | 10282 | 0.4083 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8726 | 0.9580 | 0.9133 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8133 | 0.8997 | 0.8543 | 0.9610 |
| 0.0 | 98.0 | 10388 | 0.4074 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8839 | 0.9580 | 0.9195 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8177 | 0.8997 | 0.8567 | 0.9615 |
| 0.0 | 99.0 | 10494 | 0.4077 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8839 | 0.9580 | 0.9195 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8177 | 0.8997 | 0.8567 | 0.9615 |
| 0.0001 | 100.0 | 10600 | 0.4080 | 0.8026 | 0.8472 | 0.8243 | 72 | 0.7791 | 0.8933 | 0.8323 | 75 | 0.8839 | 0.9580 | 0.9195 | 143 | 0.6296 | 0.7391 | 0.68 | 23 | 0.7931 | 0.8846 | 0.8364 | 26 | 0.8177 | 0.8997 | 0.8567 | 0.9615 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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