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---
language:
- id
license: mit
base_model: indolem/indobert-base-uncased
tags:
- generated_from_trainer
model-index:
- name: nerugm-lora-r8-1
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-lora-r8-1
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: 0.1282
- Location Precision: 0.7375
- Location Recall: 0.8551
- Location F1: 0.7919
- Location Number: 69
- Organization Precision: 0.6173
- Organization Recall: 0.8197
- Organization F1: 0.7042
- Organization Number: 61
- Person Precision: 0.8363
- Person Recall: 0.9346
- Person F1: 0.8827
- Person Number: 153
- Quantity Precision: 0.6757
- Quantity Recall: 0.7812
- Quantity F1: 0.7246
- Quantity Number: 32
- Time Precision: 0.7568
- Time Recall: 0.9032
- Time F1: 0.8235
- Time Number: 31
- Overall Precision: 0.7512
- Overall Recall: 0.8815
- Overall F1: 0.8112
- Overall Accuracy: 0.9614
## 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 |
|:-------------:|:-----:|:-----:|:---------------:|:------------------:|:---------------:|:-----------:|:---------------:|:----------------------:|:-------------------:|:---------------:|:-------------------:|:----------------:|:-------------:|:---------:|:-------------:|:------------------:|:---------------:|:-----------:|:---------------:|:--------------:|:-----------:|:-------:|:-----------:|:-----------------:|:--------------:|:----------:|:----------------:|
| 1.247 | 1.0 | 106 | 0.7410 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 61 | 0.0 | 0.0 | 0.0 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.0 | 0.0 | 0.0 | 31 | 0.0 | 0.0 | 0.0 | 0.8353 |
| 0.7131 | 2.0 | 212 | 0.6369 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 61 | 0.25 | 0.0065 | 0.0127 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.0 | 0.0 | 0.0 | 31 | 0.1667 | 0.0029 | 0.0057 | 0.8363 |
| 0.629 | 3.0 | 318 | 0.5407 | 0.0 | 0.0 | 0.0 | 69 | 0.0 | 0.0 | 0.0 | 61 | 0.3043 | 0.0458 | 0.0795 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.0 | 0.0 | 0.0 | 31 | 0.2 | 0.0202 | 0.0367 | 0.8425 |
| 0.5381 | 4.0 | 424 | 0.4457 | 0.5 | 0.0580 | 0.1039 | 69 | 0.1 | 0.0164 | 0.0282 | 61 | 0.3182 | 0.1830 | 0.2324 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.3889 | 0.2258 | 0.2857 | 31 | 0.3226 | 0.1156 | 0.1702 | 0.8667 |
| 0.4387 | 5.0 | 530 | 0.3568 | 0.5294 | 0.2609 | 0.3495 | 69 | 0.2917 | 0.1148 | 0.1647 | 61 | 0.4914 | 0.5621 | 0.5244 | 153 | 0.0 | 0.0 | 0.0 | 32 | 0.5455 | 0.3871 | 0.4528 | 31 | 0.4642 | 0.3555 | 0.4026 | 0.8957 |
| 0.3593 | 6.0 | 636 | 0.2867 | 0.4706 | 0.4638 | 0.4672 | 69 | 0.4314 | 0.3607 | 0.3929 | 61 | 0.6471 | 0.7908 | 0.7118 | 153 | 0.3704 | 0.3125 | 0.3390 | 32 | 0.6562 | 0.6774 | 0.6667 | 31 | 0.5644 | 0.5954 | 0.5795 | 0.9227 |
| 0.296 | 7.0 | 742 | 0.2455 | 0.5366 | 0.6377 | 0.5828 | 69 | 0.4189 | 0.5082 | 0.4593 | 61 | 0.7433 | 0.9085 | 0.8176 | 153 | 0.4324 | 0.5 | 0.4638 | 32 | 0.6111 | 0.7097 | 0.6567 | 31 | 0.6058 | 0.7283 | 0.6614 | 0.9316 |
| 0.254 | 8.0 | 848 | 0.2186 | 0.625 | 0.7971 | 0.7006 | 69 | 0.4318 | 0.6230 | 0.5101 | 61 | 0.7554 | 0.9085 | 0.8249 | 153 | 0.4211 | 0.5 | 0.4571 | 32 | 0.7143 | 0.8065 | 0.7576 | 31 | 0.6305 | 0.7890 | 0.7009 | 0.9376 |
| 0.2277 | 9.0 | 954 | 0.1994 | 0.6404 | 0.8261 | 0.7215 | 69 | 0.4588 | 0.6393 | 0.5342 | 61 | 0.7692 | 0.9150 | 0.8358 | 153 | 0.4737 | 0.5625 | 0.5143 | 32 | 0.7576 | 0.8065 | 0.7812 | 31 | 0.6534 | 0.8064 | 0.7219 | 0.9403 |
| 0.2071 | 10.0 | 1060 | 0.1809 | 0.7024 | 0.8551 | 0.7712 | 69 | 0.4556 | 0.6721 | 0.5430 | 61 | 0.7809 | 0.9085 | 0.8399 | 153 | 0.5135 | 0.5938 | 0.5507 | 32 | 0.7647 | 0.8387 | 0.8000 | 31 | 0.6714 | 0.8208 | 0.7386 | 0.9428 |
| 0.1937 | 11.0 | 1166 | 0.1715 | 0.6897 | 0.8696 | 0.7692 | 69 | 0.5119 | 0.7049 | 0.5931 | 61 | 0.7865 | 0.9150 | 0.8459 | 153 | 0.5526 | 0.6562 | 0.6 | 32 | 0.7143 | 0.8065 | 0.7576 | 31 | 0.6848 | 0.8353 | 0.7526 | 0.9455 |
| 0.183 | 12.0 | 1272 | 0.1619 | 0.7059 | 0.8696 | 0.7792 | 69 | 0.525 | 0.6885 | 0.5957 | 61 | 0.7910 | 0.9150 | 0.8485 | 153 | 0.5526 | 0.6562 | 0.6 | 32 | 0.6944 | 0.8065 | 0.7463 | 31 | 0.6923 | 0.8324 | 0.7559 | 0.9480 |
| 0.1739 | 13.0 | 1378 | 0.1549 | 0.7143 | 0.8696 | 0.7843 | 69 | 0.5238 | 0.7213 | 0.6069 | 61 | 0.8011 | 0.9216 | 0.8571 | 153 | 0.5405 | 0.625 | 0.5797 | 32 | 0.6944 | 0.8065 | 0.7463 | 31 | 0.6954 | 0.8382 | 0.7602 | 0.9512 |
| 0.1665 | 14.0 | 1484 | 0.1525 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5444 | 0.8033 | 0.6490 | 61 | 0.8161 | 0.9281 | 0.8685 | 153 | 0.6 | 0.6562 | 0.6269 | 32 | 0.7353 | 0.8065 | 0.7692 | 31 | 0.7150 | 0.8555 | 0.7789 | 0.9529 |
| 0.1598 | 15.0 | 1590 | 0.1506 | 0.7143 | 0.8696 | 0.7843 | 69 | 0.5357 | 0.7377 | 0.6207 | 61 | 0.8161 | 0.9281 | 0.8685 | 153 | 0.6111 | 0.6875 | 0.6471 | 32 | 0.7027 | 0.8387 | 0.7647 | 31 | 0.7108 | 0.8526 | 0.7753 | 0.9524 |
| 0.1549 | 16.0 | 1696 | 0.1479 | 0.7143 | 0.8696 | 0.7843 | 69 | 0.5542 | 0.7541 | 0.6389 | 61 | 0.8208 | 0.9281 | 0.8712 | 153 | 0.6 | 0.6562 | 0.6269 | 32 | 0.7105 | 0.8710 | 0.7826 | 31 | 0.7167 | 0.8555 | 0.7800 | 0.9537 |
| 0.1487 | 17.0 | 1802 | 0.1496 | 0.6977 | 0.8696 | 0.7742 | 69 | 0.5393 | 0.7869 | 0.64 | 61 | 0.8161 | 0.9281 | 0.8685 | 153 | 0.6316 | 0.75 | 0.6857 | 32 | 0.7105 | 0.8710 | 0.7826 | 31 | 0.7082 | 0.8699 | 0.7808 | 0.9534 |
| 0.1471 | 18.0 | 1908 | 0.1426 | 0.7108 | 0.8551 | 0.7763 | 69 | 0.5465 | 0.7705 | 0.6395 | 61 | 0.8208 | 0.9281 | 0.8712 | 153 | 0.5946 | 0.6875 | 0.6377 | 32 | 0.6667 | 0.8387 | 0.7429 | 31 | 0.7081 | 0.8555 | 0.7749 | 0.9557 |
| 0.1415 | 19.0 | 2014 | 0.1388 | 0.7439 | 0.8841 | 0.8079 | 69 | 0.575 | 0.7541 | 0.6525 | 61 | 0.8161 | 0.9281 | 0.8685 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.6667 | 0.8387 | 0.7429 | 31 | 0.7282 | 0.8671 | 0.7916 | 0.9569 |
| 0.1385 | 20.0 | 2120 | 0.1452 | 0.7093 | 0.8841 | 0.7871 | 69 | 0.5647 | 0.7869 | 0.6575 | 61 | 0.8023 | 0.9281 | 0.8606 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7179 | 0.9032 | 0.8 | 31 | 0.7193 | 0.8815 | 0.7922 | 0.9547 |
| 0.1361 | 21.0 | 2226 | 0.1402 | 0.7024 | 0.8551 | 0.7712 | 69 | 0.5455 | 0.7869 | 0.6443 | 61 | 0.8161 | 0.9281 | 0.8685 | 153 | 0.6857 | 0.75 | 0.7164 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7201 | 0.8699 | 0.7880 | 0.9559 |
| 0.1361 | 22.0 | 2332 | 0.1423 | 0.7262 | 0.8841 | 0.7974 | 69 | 0.5393 | 0.7869 | 0.64 | 61 | 0.8208 | 0.9281 | 0.8712 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7262 | 0.8815 | 0.7963 | 0.9549 |
| 0.1331 | 23.0 | 2438 | 0.1338 | 0.7317 | 0.8696 | 0.7947 | 69 | 0.5769 | 0.7377 | 0.6475 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.7143 | 0.7812 | 0.7463 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7426 | 0.8671 | 0.8000 | 0.9581 |
| 0.1286 | 24.0 | 2544 | 0.1470 | 0.6977 | 0.8696 | 0.7742 | 69 | 0.5632 | 0.8033 | 0.6622 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.65 | 0.8125 | 0.7222 | 32 | 0.7 | 0.9032 | 0.7887 | 31 | 0.7176 | 0.8815 | 0.7912 | 0.9544 |
| 0.1274 | 25.0 | 2650 | 0.1399 | 0.7143 | 0.8696 | 0.7843 | 69 | 0.5714 | 0.7869 | 0.6621 | 61 | 0.8198 | 0.9216 | 0.8677 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7368 | 0.9032 | 0.8116 | 31 | 0.7277 | 0.8728 | 0.7937 | 0.9567 |
| 0.1269 | 26.0 | 2756 | 0.1416 | 0.7349 | 0.8841 | 0.8026 | 69 | 0.5444 | 0.8033 | 0.6490 | 61 | 0.8161 | 0.9281 | 0.8685 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7286 | 0.8844 | 0.7990 | 0.9557 |
| 0.1242 | 27.0 | 2862 | 0.1372 | 0.7108 | 0.8551 | 0.7763 | 69 | 0.6076 | 0.7869 | 0.6857 | 61 | 0.8161 | 0.9281 | 0.8685 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7390 | 0.8757 | 0.8016 | 0.9569 |
| 0.1223 | 28.0 | 2968 | 0.1326 | 0.7625 | 0.8841 | 0.8188 | 69 | 0.5802 | 0.7705 | 0.6620 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7506 | 0.8786 | 0.8096 | 0.9589 |
| 0.1193 | 29.0 | 3074 | 0.1309 | 0.7407 | 0.8696 | 0.8000 | 69 | 0.6026 | 0.7705 | 0.6763 | 61 | 0.8402 | 0.9281 | 0.8820 | 153 | 0.7222 | 0.8125 | 0.7647 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7556 | 0.8757 | 0.8112 | 0.9596 |
| 0.119 | 30.0 | 3180 | 0.1322 | 0.75 | 0.8696 | 0.8054 | 69 | 0.5875 | 0.7705 | 0.6667 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7519 | 0.8757 | 0.8091 | 0.9601 |
| 0.1208 | 31.0 | 3286 | 0.1354 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5854 | 0.7869 | 0.6713 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7402 | 0.8728 | 0.8011 | 0.9586 |
| 0.1143 | 32.0 | 3392 | 0.1314 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5732 | 0.7705 | 0.6573 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.7143 | 0.7812 | 0.7463 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7450 | 0.8699 | 0.8027 | 0.9586 |
| 0.1151 | 33.0 | 3498 | 0.1328 | 0.7317 | 0.8696 | 0.7947 | 69 | 0.5714 | 0.7869 | 0.6621 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6486 | 0.75 | 0.6957 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7348 | 0.8728 | 0.7979 | 0.9591 |
| 0.1121 | 34.0 | 3604 | 0.1394 | 0.7407 | 0.8696 | 0.8000 | 69 | 0.5506 | 0.8033 | 0.6533 | 61 | 0.8314 | 0.9346 | 0.8800 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7356 | 0.8844 | 0.8031 | 0.9571 |
| 0.1149 | 35.0 | 3710 | 0.1341 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5517 | 0.7869 | 0.6486 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7397 | 0.8786 | 0.8032 | 0.9584 |
| 0.1114 | 36.0 | 3816 | 0.1286 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.6076 | 0.7869 | 0.6857 | 61 | 0.8412 | 0.9346 | 0.8854 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7556 | 0.8757 | 0.8112 | 0.9606 |
| 0.1092 | 37.0 | 3922 | 0.1328 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5904 | 0.8033 | 0.6806 | 61 | 0.8314 | 0.9346 | 0.8800 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7439 | 0.8815 | 0.8069 | 0.9594 |
| 0.1072 | 38.0 | 4028 | 0.1340 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5976 | 0.8033 | 0.6853 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7439 | 0.8815 | 0.8069 | 0.9599 |
| 0.1032 | 39.0 | 4134 | 0.1285 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5854 | 0.7869 | 0.6713 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7445 | 0.8757 | 0.8048 | 0.9604 |
| 0.1045 | 40.0 | 4240 | 0.1285 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.5926 | 0.7869 | 0.6761 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7463 | 0.8757 | 0.8059 | 0.9614 |
| 0.1057 | 41.0 | 4346 | 0.1311 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.6024 | 0.8197 | 0.6944 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7445 | 0.8844 | 0.8085 | 0.9594 |
| 0.104 | 42.0 | 4452 | 0.1323 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5882 | 0.8197 | 0.6849 | 61 | 0.8324 | 0.9412 | 0.8834 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7451 | 0.8873 | 0.8100 | 0.9589 |
| 0.1066 | 43.0 | 4558 | 0.1354 | 0.7342 | 0.8406 | 0.7838 | 69 | 0.6024 | 0.8197 | 0.6944 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7457 | 0.8815 | 0.8079 | 0.9584 |
| 0.1046 | 44.0 | 4664 | 0.1240 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5949 | 0.7705 | 0.6714 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.6486 | 0.75 | 0.6957 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7426 | 0.8671 | 0.8000 | 0.9609 |
| 0.102 | 45.0 | 4770 | 0.1278 | 0.7468 | 0.8551 | 0.7973 | 69 | 0.5976 | 0.8033 | 0.6853 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7506 | 0.8786 | 0.8096 | 0.9599 |
| 0.101 | 46.0 | 4876 | 0.1306 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5952 | 0.8197 | 0.6897 | 61 | 0.8218 | 0.9346 | 0.8746 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7427 | 0.8844 | 0.8074 | 0.9596 |
| 0.1002 | 47.0 | 4982 | 0.1306 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5783 | 0.7869 | 0.6667 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7415 | 0.8786 | 0.8042 | 0.9599 |
| 0.0994 | 48.0 | 5088 | 0.1315 | 0.7595 | 0.8696 | 0.8108 | 69 | 0.5595 | 0.7705 | 0.6483 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7390 | 0.8757 | 0.8016 | 0.9586 |
| 0.0995 | 49.0 | 5194 | 0.1285 | 0.7692 | 0.8696 | 0.8163 | 69 | 0.5976 | 0.8033 | 0.6853 | 61 | 0.8208 | 0.9281 | 0.8712 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7506 | 0.8786 | 0.8096 | 0.9599 |
| 0.0981 | 50.0 | 5300 | 0.1275 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6 | 0.7869 | 0.6809 | 61 | 0.8208 | 0.9281 | 0.8712 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7402 | 0.8728 | 0.8011 | 0.9594 |
| 0.0966 | 51.0 | 5406 | 0.1287 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5952 | 0.8197 | 0.6897 | 61 | 0.8372 | 0.9412 | 0.8862 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7445 | 0.8844 | 0.8085 | 0.9599 |
| 0.0963 | 52.0 | 5512 | 0.1288 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6024 | 0.8197 | 0.6944 | 61 | 0.8218 | 0.9346 | 0.8746 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7445 | 0.8844 | 0.8085 | 0.9601 |
| 0.098 | 53.0 | 5618 | 0.1283 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5976 | 0.8033 | 0.6853 | 61 | 0.8208 | 0.9281 | 0.8712 | 153 | 0.6316 | 0.75 | 0.6857 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7384 | 0.8728 | 0.8000 | 0.9594 |
| 0.095 | 54.0 | 5724 | 0.1266 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6203 | 0.8033 | 0.7 | 61 | 0.8314 | 0.9346 | 0.8800 | 153 | 0.6316 | 0.75 | 0.6857 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.75 | 0.8757 | 0.8080 | 0.9621 |
| 0.0963 | 55.0 | 5830 | 0.1305 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6098 | 0.8197 | 0.6993 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7463 | 0.8844 | 0.8095 | 0.9606 |
| 0.0945 | 56.0 | 5936 | 0.1237 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6410 | 0.8197 | 0.7194 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6316 | 0.75 | 0.6857 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.7537 | 0.8757 | 0.8102 | 0.9626 |
| 0.0944 | 57.0 | 6042 | 0.1275 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7482 | 0.8844 | 0.8106 | 0.9604 |
| 0.094 | 58.0 | 6148 | 0.1249 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6329 | 0.8197 | 0.7143 | 61 | 0.8314 | 0.9346 | 0.8800 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7531 | 0.8815 | 0.8123 | 0.9621 |
| 0.0927 | 59.0 | 6254 | 0.1248 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6098 | 0.8197 | 0.6993 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.7027 | 0.8125 | 0.7536 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.75 | 0.8844 | 0.8117 | 0.9614 |
| 0.0928 | 60.0 | 6360 | 0.1292 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6098 | 0.8197 | 0.6993 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7463 | 0.8844 | 0.8095 | 0.9601 |
| 0.0931 | 61.0 | 6466 | 0.1280 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6024 | 0.8197 | 0.6944 | 61 | 0.8208 | 0.9281 | 0.8712 | 153 | 0.6486 | 0.75 | 0.6957 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7408 | 0.8757 | 0.8026 | 0.9599 |
| 0.0894 | 62.0 | 6572 | 0.1278 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6024 | 0.8197 | 0.6944 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.6486 | 0.75 | 0.6957 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7433 | 0.8786 | 0.8053 | 0.9599 |
| 0.0911 | 63.0 | 6678 | 0.1259 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5783 | 0.7869 | 0.6667 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6216 | 0.7188 | 0.6667 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7377 | 0.8699 | 0.7984 | 0.9604 |
| 0.0889 | 64.0 | 6784 | 0.1291 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6024 | 0.8197 | 0.6944 | 61 | 0.8314 | 0.9346 | 0.8800 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7439 | 0.8815 | 0.8069 | 0.9596 |
| 0.0884 | 65.0 | 6890 | 0.1276 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.625 | 0.8197 | 0.7092 | 61 | 0.8218 | 0.9346 | 0.8746 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7463 | 0.8844 | 0.8095 | 0.9604 |
| 0.0905 | 66.0 | 6996 | 0.1283 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6024 | 0.8197 | 0.6944 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7439 | 0.8815 | 0.8069 | 0.9604 |
| 0.0884 | 67.0 | 7102 | 0.1295 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6098 | 0.8197 | 0.6993 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7457 | 0.8815 | 0.8079 | 0.9596 |
| 0.0881 | 68.0 | 7208 | 0.1293 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5952 | 0.8197 | 0.6897 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7433 | 0.8786 | 0.8053 | 0.9596 |
| 0.0903 | 69.0 | 7314 | 0.1259 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7494 | 0.8815 | 0.8101 | 0.9611 |
| 0.089 | 70.0 | 7420 | 0.1226 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6203 | 0.8033 | 0.7 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6944 | 0.7812 | 0.7353 | 32 | 0.8 | 0.9032 | 0.8485 | 31 | 0.7556 | 0.8757 | 0.8112 | 0.9628 |
| 0.0883 | 71.0 | 7526 | 0.1259 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5904 | 0.8033 | 0.6806 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7445 | 0.8757 | 0.8048 | 0.9609 |
| 0.0878 | 72.0 | 7632 | 0.1265 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5976 | 0.8033 | 0.6853 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7463 | 0.8757 | 0.8059 | 0.9609 |
| 0.0866 | 73.0 | 7738 | 0.1245 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6049 | 0.8033 | 0.6901 | 61 | 0.8266 | 0.9346 | 0.8773 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7469 | 0.8786 | 0.8074 | 0.9611 |
| 0.0859 | 74.0 | 7844 | 0.1276 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.5904 | 0.8033 | 0.6806 | 61 | 0.8125 | 0.9346 | 0.8693 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7778 | 0.9032 | 0.8358 | 31 | 0.7385 | 0.8815 | 0.8037 | 0.9601 |
| 0.088 | 75.0 | 7950 | 0.1258 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6049 | 0.8033 | 0.6901 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6842 | 0.8125 | 0.7429 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7488 | 0.8786 | 0.8085 | 0.9614 |
| 0.0877 | 76.0 | 8056 | 0.1284 | 0.7195 | 0.8551 | 0.7815 | 69 | 0.6024 | 0.8197 | 0.6944 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.6316 | 0.75 | 0.6857 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7354 | 0.8757 | 0.7995 | 0.9586 |
| 0.0865 | 77.0 | 8162 | 0.1269 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6098 | 0.8197 | 0.6993 | 61 | 0.8353 | 0.9281 | 0.8793 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7488 | 0.8786 | 0.8085 | 0.9611 |
| 0.0873 | 78.0 | 8268 | 0.1249 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6049 | 0.8033 | 0.6901 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.6486 | 0.75 | 0.6957 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7420 | 0.8728 | 0.8021 | 0.9604 |
| 0.0837 | 79.0 | 8374 | 0.1265 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8256 | 0.9281 | 0.8738 | 153 | 0.6486 | 0.75 | 0.6957 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7445 | 0.8757 | 0.8048 | 0.9606 |
| 0.0866 | 80.0 | 8480 | 0.1308 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7475 | 0.8815 | 0.8090 | 0.9604 |
| 0.084 | 81.0 | 8586 | 0.1274 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7469 | 0.8786 | 0.8074 | 0.9606 |
| 0.0858 | 82.0 | 8692 | 0.1274 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7488 | 0.8786 | 0.8085 | 0.9614 |
| 0.0837 | 83.0 | 8798 | 0.1258 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7488 | 0.8786 | 0.8085 | 0.9614 |
| 0.0866 | 84.0 | 8904 | 0.1270 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6049 | 0.8033 | 0.6901 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7463 | 0.8757 | 0.8059 | 0.9609 |
| 0.0837 | 85.0 | 9010 | 0.1271 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6049 | 0.8033 | 0.6901 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7463 | 0.8757 | 0.8059 | 0.9606 |
| 0.085 | 86.0 | 9116 | 0.1291 | 0.7284 | 0.8551 | 0.7867 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7475 | 0.8815 | 0.8090 | 0.9606 |
| 0.0818 | 87.0 | 9222 | 0.1290 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8208 | 0.9281 | 0.8712 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7451 | 0.8786 | 0.8064 | 0.9606 |
| 0.0814 | 88.0 | 9328 | 0.1279 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8304 | 0.9281 | 0.8765 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7488 | 0.8786 | 0.8085 | 0.9611 |
| 0.0845 | 89.0 | 9434 | 0.1287 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6220 | 0.8361 | 0.7133 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7518 | 0.8844 | 0.8127 | 0.9616 |
| 0.0838 | 90.0 | 9540 | 0.1289 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6220 | 0.8361 | 0.7133 | 61 | 0.8412 | 0.9346 | 0.8854 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7537 | 0.8844 | 0.8138 | 0.9619 |
| 0.0832 | 91.0 | 9646 | 0.1281 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6220 | 0.8361 | 0.7133 | 61 | 0.8412 | 0.9346 | 0.8854 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7537 | 0.8844 | 0.8138 | 0.9616 |
| 0.0818 | 92.0 | 9752 | 0.1275 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8412 | 0.9346 | 0.8854 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7531 | 0.8815 | 0.8123 | 0.9616 |
| 0.0843 | 93.0 | 9858 | 0.1291 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6145 | 0.8361 | 0.7083 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6579 | 0.7812 | 0.7143 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7482 | 0.8844 | 0.8106 | 0.9609 |
| 0.0821 | 94.0 | 9964 | 0.1279 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7512 | 0.8815 | 0.8112 | 0.9614 |
| 0.0807 | 95.0 | 10070 | 0.1279 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7512 | 0.8815 | 0.8112 | 0.9616 |
| 0.0833 | 96.0 | 10176 | 0.1291 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6220 | 0.8361 | 0.7133 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7518 | 0.8844 | 0.8127 | 0.9614 |
| 0.0835 | 97.0 | 10282 | 0.1281 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7512 | 0.8815 | 0.8112 | 0.9614 |
| 0.081 | 98.0 | 10388 | 0.1283 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7512 | 0.8815 | 0.8112 | 0.9614 |
| 0.0815 | 99.0 | 10494 | 0.1280 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8412 | 0.9346 | 0.8854 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7531 | 0.8815 | 0.8123 | 0.9616 |
| 0.0848 | 100.0 | 10600 | 0.1282 | 0.7375 | 0.8551 | 0.7919 | 69 | 0.6173 | 0.8197 | 0.7042 | 61 | 0.8363 | 0.9346 | 0.8827 | 153 | 0.6757 | 0.7812 | 0.7246 | 32 | 0.7568 | 0.9032 | 0.8235 | 31 | 0.7512 | 0.8815 | 0.8112 | 0.9614 |
### Framework versions
- Transformers 4.39.3
- Pytorch 2.3.0+cu121
- Datasets 2.19.1
- Tokenizers 0.15.2
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