---
library_name: transformers
license: apache-2.0
base_model: bert-base-uncased
tags:
- generated_from_trainer
metrics:
- f1
- accuracy
model-index:
- name: newly_fine_tuned_bert
  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. -->

# newly_fine_tuned_bert

This model is a fine-tuned version of [bert-base-uncased](https://huggingface.co/bert-base-uncased) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0712
- F1: 0.0
- Roc Auc: 0.5
- Accuracy: 0.0

## 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: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 200

### Training results

| Training Loss | Epoch | Step | Validation Loss | F1  | Roc Auc | Accuracy |
|:-------------:|:-----:|:----:|:---------------:|:---:|:-------:|:--------:|
| No log        | 1.0   | 11   | 0.6146          | 0.0 | 0.5     | 0.0      |
| No log        | 2.0   | 22   | 0.4957          | 0.0 | 0.5     | 0.0      |
| No log        | 3.0   | 33   | 0.3993          | 0.0 | 0.5     | 0.0      |
| No log        | 4.0   | 44   | 0.3376          | 0.0 | 0.5     | 0.0      |
| No log        | 5.0   | 55   | 0.2925          | 0.0 | 0.5     | 0.0      |
| No log        | 6.0   | 66   | 0.2579          | 0.0 | 0.5     | 0.0      |
| No log        | 7.0   | 77   | 0.2311          | 0.0 | 0.5     | 0.0      |
| No log        | 8.0   | 88   | 0.2101          | 0.0 | 0.5     | 0.0      |
| No log        | 9.0   | 99   | 0.1933          | 0.0 | 0.5     | 0.0      |
| No log        | 10.0  | 110  | 0.1804          | 0.0 | 0.5     | 0.0      |
| No log        | 11.0  | 121  | 0.1688          | 0.0 | 0.5     | 0.0      |
| No log        | 12.0  | 132  | 0.1594          | 0.0 | 0.5     | 0.0      |
| No log        | 13.0  | 143  | 0.1524          | 0.0 | 0.5     | 0.0      |
| No log        | 14.0  | 154  | 0.1461          | 0.0 | 0.5     | 0.0      |
| No log        | 15.0  | 165  | 0.1409          | 0.0 | 0.5     | 0.0      |
| No log        | 16.0  | 176  | 0.1371          | 0.0 | 0.5     | 0.0      |
| No log        | 17.0  | 187  | 0.1333          | 0.0 | 0.5     | 0.0      |
| No log        | 18.0  | 198  | 0.1304          | 0.0 | 0.5     | 0.0      |
| No log        | 19.0  | 209  | 0.1278          | 0.0 | 0.5     | 0.0      |
| No log        | 20.0  | 220  | 0.1258          | 0.0 | 0.5     | 0.0      |
| No log        | 21.0  | 231  | 0.1240          | 0.0 | 0.5     | 0.0      |
| No log        | 22.0  | 242  | 0.1224          | 0.0 | 0.5     | 0.0      |
| No log        | 23.0  | 253  | 0.1212          | 0.0 | 0.5     | 0.0      |
| No log        | 24.0  | 264  | 0.1200          | 0.0 | 0.5     | 0.0      |
| No log        | 25.0  | 275  | 0.1190          | 0.0 | 0.5     | 0.0      |
| No log        | 26.0  | 286  | 0.1182          | 0.0 | 0.5     | 0.0      |
| No log        | 27.0  | 297  | 0.1174          | 0.0 | 0.5     | 0.0      |
| No log        | 28.0  | 308  | 0.1167          | 0.0 | 0.5     | 0.0      |
| No log        | 29.0  | 319  | 0.1161          | 0.0 | 0.5     | 0.0      |
| No log        | 30.0  | 330  | 0.1155          | 0.0 | 0.5     | 0.0      |
| No log        | 31.0  | 341  | 0.1150          | 0.0 | 0.5     | 0.0      |
| No log        | 32.0  | 352  | 0.1146          | 0.0 | 0.5     | 0.0      |
| No log        | 33.0  | 363  | 0.1143          | 0.0 | 0.5     | 0.0      |
| No log        | 34.0  | 374  | 0.1138          | 0.0 | 0.5     | 0.0      |
| No log        | 35.0  | 385  | 0.1135          | 0.0 | 0.5     | 0.0      |
| No log        | 36.0  | 396  | 0.1131          | 0.0 | 0.5     | 0.0      |
| No log        | 37.0  | 407  | 0.1127          | 0.0 | 0.5     | 0.0      |
| No log        | 38.0  | 418  | 0.1124          | 0.0 | 0.5     | 0.0      |
| No log        | 39.0  | 429  | 0.1123          | 0.0 | 0.5     | 0.0      |
| No log        | 40.0  | 440  | 0.1118          | 0.0 | 0.5     | 0.0      |
| No log        | 41.0  | 451  | 0.1112          | 0.0 | 0.5     | 0.0      |
| No log        | 42.0  | 462  | 0.1113          | 0.0 | 0.5     | 0.0      |
| No log        | 43.0  | 473  | 0.1110          | 0.0 | 0.5     | 0.0      |
| No log        | 44.0  | 484  | 0.1104          | 0.0 | 0.5     | 0.0      |
| No log        | 45.0  | 495  | 0.1099          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 46.0  | 506  | 0.1097          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 47.0  | 517  | 0.1094          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 48.0  | 528  | 0.1090          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 49.0  | 539  | 0.1087          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 50.0  | 550  | 0.1088          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 51.0  | 561  | 0.1081          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 52.0  | 572  | 0.1075          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 53.0  | 583  | 0.1074          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 54.0  | 594  | 0.1065          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 55.0  | 605  | 0.1067          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 56.0  | 616  | 0.1058          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 57.0  | 627  | 0.1055          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 58.0  | 638  | 0.1045          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 59.0  | 649  | 0.1046          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 60.0  | 660  | 0.1041          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 61.0  | 671  | 0.1034          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 62.0  | 682  | 0.1028          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 63.0  | 693  | 0.1023          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 64.0  | 704  | 0.1017          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 65.0  | 715  | 0.1014          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 66.0  | 726  | 0.1002          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 67.0  | 737  | 0.1002          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 68.0  | 748  | 0.0996          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 69.0  | 759  | 0.0991          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 70.0  | 770  | 0.0984          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 71.0  | 781  | 0.0988          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 72.0  | 792  | 0.0979          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 73.0  | 803  | 0.0973          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 74.0  | 814  | 0.0968          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 75.0  | 825  | 0.0958          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 76.0  | 836  | 0.0957          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 77.0  | 847  | 0.0955          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 78.0  | 858  | 0.0945          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 79.0  | 869  | 0.0943          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 80.0  | 880  | 0.0936          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 81.0  | 891  | 0.0934          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 82.0  | 902  | 0.0931          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 83.0  | 913  | 0.0930          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 84.0  | 924  | 0.0920          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 85.0  | 935  | 0.0910          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 86.0  | 946  | 0.0915          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 87.0  | 957  | 0.0905          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 88.0  | 968  | 0.0902          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 89.0  | 979  | 0.0894          | 0.0 | 0.5     | 0.0      |
| 0.1737        | 90.0  | 990  | 0.0892          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 91.0  | 1001 | 0.0889          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 92.0  | 1012 | 0.0882          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 93.0  | 1023 | 0.0877          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 94.0  | 1034 | 0.0882          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 95.0  | 1045 | 0.0877          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 96.0  | 1056 | 0.0872          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 97.0  | 1067 | 0.0870          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 98.0  | 1078 | 0.0872          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 99.0  | 1089 | 0.0861          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 100.0 | 1100 | 0.0862          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 101.0 | 1111 | 0.0853          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 102.0 | 1122 | 0.0846          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 103.0 | 1133 | 0.0847          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 104.0 | 1144 | 0.0839          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 105.0 | 1155 | 0.0836          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 106.0 | 1166 | 0.0833          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 107.0 | 1177 | 0.0834          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 108.0 | 1188 | 0.0830          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 109.0 | 1199 | 0.0821          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 110.0 | 1210 | 0.0825          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 111.0 | 1221 | 0.0818          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 112.0 | 1232 | 0.0816          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 113.0 | 1243 | 0.0807          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 114.0 | 1254 | 0.0811          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 115.0 | 1265 | 0.0808          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 116.0 | 1276 | 0.0806          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 117.0 | 1287 | 0.0807          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 118.0 | 1298 | 0.0802          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 119.0 | 1309 | 0.0795          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 120.0 | 1320 | 0.0796          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 121.0 | 1331 | 0.0791          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 122.0 | 1342 | 0.0792          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 123.0 | 1353 | 0.0783          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 124.0 | 1364 | 0.0780          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 125.0 | 1375 | 0.0784          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 126.0 | 1386 | 0.0781          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 127.0 | 1397 | 0.0773          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 128.0 | 1408 | 0.0779          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 129.0 | 1419 | 0.0775          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 130.0 | 1430 | 0.0775          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 131.0 | 1441 | 0.0773          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 132.0 | 1452 | 0.0764          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 133.0 | 1463 | 0.0771          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 134.0 | 1474 | 0.0766          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 135.0 | 1485 | 0.0760          | 0.0 | 0.5     | 0.0      |
| 0.0887        | 136.0 | 1496 | 0.0757          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 137.0 | 1507 | 0.0756          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 138.0 | 1518 | 0.0755          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 139.0 | 1529 | 0.0758          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 140.0 | 1540 | 0.0752          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 141.0 | 1551 | 0.0750          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 142.0 | 1562 | 0.0748          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 143.0 | 1573 | 0.0747          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 144.0 | 1584 | 0.0744          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 145.0 | 1595 | 0.0744          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 146.0 | 1606 | 0.0750          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 147.0 | 1617 | 0.0748          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 148.0 | 1628 | 0.0740          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 149.0 | 1639 | 0.0741          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 150.0 | 1650 | 0.0739          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 151.0 | 1661 | 0.0742          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 152.0 | 1672 | 0.0737          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 153.0 | 1683 | 0.0737          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 154.0 | 1694 | 0.0736          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 155.0 | 1705 | 0.0733          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 156.0 | 1716 | 0.0736          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 157.0 | 1727 | 0.0737          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 158.0 | 1738 | 0.0732          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 159.0 | 1749 | 0.0732          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 160.0 | 1760 | 0.0730          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 161.0 | 1771 | 0.0726          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 162.0 | 1782 | 0.0726          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 163.0 | 1793 | 0.0725          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 164.0 | 1804 | 0.0728          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 165.0 | 1815 | 0.0726          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 166.0 | 1826 | 0.0721          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 167.0 | 1837 | 0.0724          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 168.0 | 1848 | 0.0722          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 169.0 | 1859 | 0.0724          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 170.0 | 1870 | 0.0727          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 171.0 | 1881 | 0.0727          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 172.0 | 1892 | 0.0721          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 173.0 | 1903 | 0.0719          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 174.0 | 1914 | 0.0718          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 175.0 | 1925 | 0.0718          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 176.0 | 1936 | 0.0716          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 177.0 | 1947 | 0.0720          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 178.0 | 1958 | 0.0720          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 179.0 | 1969 | 0.0716          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 180.0 | 1980 | 0.0716          | 0.0 | 0.5     | 0.0      |
| 0.0598        | 181.0 | 1991 | 0.0715          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 182.0 | 2002 | 0.0713          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 183.0 | 2013 | 0.0714          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 184.0 | 2024 | 0.0714          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 185.0 | 2035 | 0.0714          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 186.0 | 2046 | 0.0712          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 187.0 | 2057 | 0.0713          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 188.0 | 2068 | 0.0714          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 189.0 | 2079 | 0.0713          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 190.0 | 2090 | 0.0712          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 191.0 | 2101 | 0.0711          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 192.0 | 2112 | 0.0711          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 193.0 | 2123 | 0.0711          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 194.0 | 2134 | 0.0712          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 195.0 | 2145 | 0.0712          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 196.0 | 2156 | 0.0711          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 197.0 | 2167 | 0.0712          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 198.0 | 2178 | 0.0712          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 199.0 | 2189 | 0.0712          | 0.0 | 0.5     | 0.0      |
| 0.0458        | 200.0 | 2200 | 0.0712          | 0.0 | 0.5     | 0.0      |


### Framework versions

- Transformers 4.45.2
- Pytorch 2.4.0+cu124
- Datasets 3.0.1
- Tokenizers 0.20.1