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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_grammar
  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. -->

# Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_grammar

This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5274
- Qwk: 0.5661
- Mse: 0.5274
- Rmse: 0.7262

## 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: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Qwk     | Mse    | Rmse   |
|:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:|
| No log        | 0.0213 | 2    | 4.1570          | 0.0062  | 4.1570 | 2.0389 |
| No log        | 0.0426 | 4    | 3.0412          | 0.0569  | 3.0412 | 1.7439 |
| No log        | 0.0638 | 6    | 1.5052          | 0.0484  | 1.5052 | 1.2269 |
| No log        | 0.0851 | 8    | 0.9490          | 0.0635  | 0.9490 | 0.9741 |
| No log        | 0.1064 | 10   | 0.8485          | -0.0531 | 0.8485 | 0.9211 |
| No log        | 0.1277 | 12   | 0.8079          | 0.0428  | 0.8079 | 0.8988 |
| No log        | 0.1489 | 14   | 0.8232          | 0.1046  | 0.8232 | 0.9073 |
| No log        | 0.1702 | 16   | 0.6783          | 0.1773  | 0.6783 | 0.8236 |
| No log        | 0.1915 | 18   | 0.5992          | 0.3810  | 0.5992 | 0.7741 |
| No log        | 0.2128 | 20   | 0.5719          | 0.3971  | 0.5719 | 0.7563 |
| No log        | 0.2340 | 22   | 0.5573          | 0.4182  | 0.5573 | 0.7465 |
| No log        | 0.2553 | 24   | 0.5520          | 0.4522  | 0.5520 | 0.7430 |
| No log        | 0.2766 | 26   | 0.5245          | 0.4732  | 0.5245 | 0.7242 |
| No log        | 0.2979 | 28   | 0.5186          | 0.4861  | 0.5186 | 0.7202 |
| No log        | 0.3191 | 30   | 0.5537          | 0.3462  | 0.5537 | 0.7441 |
| No log        | 0.3404 | 32   | 0.5267          | 0.4769  | 0.5267 | 0.7258 |
| No log        | 0.3617 | 34   | 0.5457          | 0.4942  | 0.5457 | 0.7387 |
| No log        | 0.3830 | 36   | 0.6571          | 0.4994  | 0.6571 | 0.8106 |
| No log        | 0.4043 | 38   | 0.5175          | 0.4843  | 0.5175 | 0.7193 |
| No log        | 0.4255 | 40   | 0.5075          | 0.4987  | 0.5075 | 0.7124 |
| No log        | 0.4468 | 42   | 0.6732          | 0.2381  | 0.6732 | 0.8205 |
| No log        | 0.4681 | 44   | 0.7805          | 0.1625  | 0.7805 | 0.8835 |
| No log        | 0.4894 | 46   | 0.7637          | 0.1298  | 0.7637 | 0.8739 |
| No log        | 0.5106 | 48   | 0.6519          | 0.2204  | 0.6519 | 0.8074 |
| No log        | 0.5319 | 50   | 0.5216          | 0.4499  | 0.5216 | 0.7223 |
| No log        | 0.5532 | 52   | 0.5194          | 0.4844  | 0.5194 | 0.7207 |
| No log        | 0.5745 | 54   | 0.5598          | 0.5072  | 0.5598 | 0.7482 |
| No log        | 0.5957 | 56   | 0.5452          | 0.5186  | 0.5452 | 0.7384 |
| No log        | 0.6170 | 58   | 0.5168          | 0.5452  | 0.5168 | 0.7189 |
| No log        | 0.6383 | 60   | 0.4892          | 0.5408  | 0.4892 | 0.6994 |
| No log        | 0.6596 | 62   | 0.5187          | 0.5015  | 0.5187 | 0.7202 |
| No log        | 0.6809 | 64   | 0.5277          | 0.4747  | 0.5277 | 0.7265 |
| No log        | 0.7021 | 66   | 0.5633          | 0.4785  | 0.5633 | 0.7505 |
| No log        | 0.7234 | 68   | 0.5170          | 0.5582  | 0.5170 | 0.7190 |
| No log        | 0.7447 | 70   | 0.5036          | 0.5782  | 0.5036 | 0.7097 |
| No log        | 0.7660 | 72   | 0.5519          | 0.5765  | 0.5519 | 0.7429 |
| No log        | 0.7872 | 74   | 0.5264          | 0.5612  | 0.5264 | 0.7255 |
| No log        | 0.8085 | 76   | 0.4798          | 0.5508  | 0.4798 | 0.6926 |
| No log        | 0.8298 | 78   | 0.4443          | 0.5326  | 0.4443 | 0.6665 |
| No log        | 0.8511 | 80   | 0.4651          | 0.5066  | 0.4651 | 0.6820 |
| No log        | 0.8723 | 82   | 0.4661          | 0.5223  | 0.4661 | 0.6827 |
| No log        | 0.8936 | 84   | 0.4517          | 0.5465  | 0.4517 | 0.6721 |
| No log        | 0.9149 | 86   | 0.4792          | 0.5160  | 0.4792 | 0.6923 |
| No log        | 0.9362 | 88   | 0.5465          | 0.4305  | 0.5465 | 0.7393 |
| No log        | 0.9574 | 90   | 0.5573          | 0.4272  | 0.5573 | 0.7465 |
| No log        | 0.9787 | 92   | 0.5717          | 0.4128  | 0.5717 | 0.7561 |
| No log        | 1.0    | 94   | 0.5082          | 0.5749  | 0.5082 | 0.7129 |
| No log        | 1.0213 | 96   | 0.5163          | 0.5723  | 0.5163 | 0.7186 |
| No log        | 1.0426 | 98   | 0.5538          | 0.5780  | 0.5538 | 0.7442 |
| No log        | 1.0638 | 100  | 0.5070          | 0.5891  | 0.5070 | 0.7121 |
| No log        | 1.0851 | 102  | 0.4661          | 0.6082  | 0.4661 | 0.6827 |
| No log        | 1.1064 | 104  | 0.4772          | 0.5968  | 0.4772 | 0.6908 |
| No log        | 1.1277 | 106  | 0.5048          | 0.5052  | 0.5048 | 0.7105 |
| No log        | 1.1489 | 108  | 0.5362          | 0.4528  | 0.5362 | 0.7323 |
| No log        | 1.1702 | 110  | 0.5384          | 0.4811  | 0.5384 | 0.7338 |
| No log        | 1.1915 | 112  | 0.4743          | 0.6027  | 0.4743 | 0.6887 |
| No log        | 1.2128 | 114  | 0.4891          | 0.6256  | 0.4891 | 0.6994 |
| No log        | 1.2340 | 116  | 0.5151          | 0.6011  | 0.5151 | 0.7177 |
| No log        | 1.2553 | 118  | 0.5462          | 0.5755  | 0.5462 | 0.7390 |
| No log        | 1.2766 | 120  | 0.5263          | 0.5829  | 0.5263 | 0.7255 |
| No log        | 1.2979 | 122  | 0.5510          | 0.5438  | 0.5510 | 0.7423 |
| No log        | 1.3191 | 124  | 0.5436          | 0.5883  | 0.5436 | 0.7373 |
| No log        | 1.3404 | 126  | 0.5137          | 0.6085  | 0.5137 | 0.7167 |
| No log        | 1.3617 | 128  | 0.4834          | 0.6243  | 0.4834 | 0.6953 |
| No log        | 1.3830 | 130  | 0.4673          | 0.6046  | 0.4673 | 0.6836 |
| No log        | 1.4043 | 132  | 0.4821          | 0.6110  | 0.4821 | 0.6944 |
| No log        | 1.4255 | 134  | 0.5447          | 0.4874  | 0.5447 | 0.7380 |
| No log        | 1.4468 | 136  | 0.5302          | 0.4934  | 0.5302 | 0.7282 |
| No log        | 1.4681 | 138  | 0.5457          | 0.4585  | 0.5457 | 0.7387 |
| No log        | 1.4894 | 140  | 0.5586          | 0.4533  | 0.5586 | 0.7474 |
| No log        | 1.5106 | 142  | 0.5354          | 0.5055  | 0.5354 | 0.7317 |
| No log        | 1.5319 | 144  | 0.5272          | 0.5291  | 0.5272 | 0.7261 |
| No log        | 1.5532 | 146  | 0.5379          | 0.4764  | 0.5379 | 0.7334 |
| No log        | 1.5745 | 148  | 0.5288          | 0.4913  | 0.5288 | 0.7272 |
| No log        | 1.5957 | 150  | 0.5327          | 0.5760  | 0.5327 | 0.7299 |
| No log        | 1.6170 | 152  | 0.5967          | 0.5567  | 0.5967 | 0.7724 |
| No log        | 1.6383 | 154  | 0.6085          | 0.5521  | 0.6085 | 0.7801 |
| No log        | 1.6596 | 156  | 0.5926          | 0.5517  | 0.5926 | 0.7698 |
| No log        | 1.6809 | 158  | 0.6374          | 0.5800  | 0.6374 | 0.7984 |
| No log        | 1.7021 | 160  | 0.7886          | 0.5294  | 0.7886 | 0.8880 |
| No log        | 1.7234 | 162  | 0.9284          | 0.4854  | 0.9284 | 0.9635 |
| No log        | 1.7447 | 164  | 0.7619          | 0.4989  | 0.7619 | 0.8728 |
| No log        | 1.7660 | 166  | 0.5230          | 0.5294  | 0.5230 | 0.7232 |
| No log        | 1.7872 | 168  | 0.4656          | 0.5490  | 0.4656 | 0.6823 |
| No log        | 1.8085 | 170  | 0.4778          | 0.4846  | 0.4778 | 0.6912 |
| No log        | 1.8298 | 172  | 0.5005          | 0.4198  | 0.5005 | 0.7074 |
| No log        | 1.8511 | 174  | 0.4891          | 0.4374  | 0.4891 | 0.6993 |
| No log        | 1.8723 | 176  | 0.4630          | 0.4928  | 0.4630 | 0.6805 |
| No log        | 1.8936 | 178  | 0.4635          | 0.4765  | 0.4635 | 0.6808 |
| No log        | 1.9149 | 180  | 0.4697          | 0.4772  | 0.4697 | 0.6854 |
| No log        | 1.9362 | 182  | 0.4663          | 0.4869  | 0.4663 | 0.6829 |
| No log        | 1.9574 | 184  | 0.4474          | 0.5148  | 0.4474 | 0.6689 |
| No log        | 1.9787 | 186  | 0.4545          | 0.5929  | 0.4545 | 0.6742 |
| No log        | 2.0    | 188  | 0.4620          | 0.5892  | 0.4620 | 0.6797 |
| No log        | 2.0213 | 190  | 0.4737          | 0.6127  | 0.4737 | 0.6883 |
| No log        | 2.0426 | 192  | 0.5642          | 0.4721  | 0.5642 | 0.7511 |
| No log        | 2.0638 | 194  | 0.5924          | 0.4422  | 0.5924 | 0.7697 |
| No log        | 2.0851 | 196  | 0.5725          | 0.4549  | 0.5725 | 0.7566 |
| No log        | 2.1064 | 198  | 0.5178          | 0.5035  | 0.5178 | 0.7196 |
| No log        | 2.1277 | 200  | 0.4856          | 0.5461  | 0.4856 | 0.6968 |
| No log        | 2.1489 | 202  | 0.4960          | 0.5400  | 0.4960 | 0.7043 |
| No log        | 2.1702 | 204  | 0.4993          | 0.5412  | 0.4993 | 0.7066 |
| No log        | 2.1915 | 206  | 0.4998          | 0.5368  | 0.4998 | 0.7069 |
| No log        | 2.2128 | 208  | 0.5087          | 0.5172  | 0.5087 | 0.7133 |
| No log        | 2.2340 | 210  | 0.5106          | 0.5005  | 0.5106 | 0.7146 |
| No log        | 2.2553 | 212  | 0.5308          | 0.4595  | 0.5308 | 0.7285 |
| No log        | 2.2766 | 214  | 0.5540          | 0.5126  | 0.5540 | 0.7443 |
| No log        | 2.2979 | 216  | 0.5418          | 0.5342  | 0.5418 | 0.7361 |
| No log        | 2.3191 | 218  | 0.5301          | 0.5260  | 0.5301 | 0.7281 |
| No log        | 2.3404 | 220  | 0.4923          | 0.5429  | 0.4923 | 0.7017 |
| No log        | 2.3617 | 222  | 0.4543          | 0.5897  | 0.4543 | 0.6740 |
| No log        | 2.3830 | 224  | 0.4965          | 0.6055  | 0.4965 | 0.7046 |
| No log        | 2.4043 | 226  | 0.6020          | 0.5999  | 0.6020 | 0.7759 |
| No log        | 2.4255 | 228  | 0.6294          | 0.5644  | 0.6294 | 0.7933 |
| No log        | 2.4468 | 230  | 0.6132          | 0.5671  | 0.6132 | 0.7831 |
| No log        | 2.4681 | 232  | 0.6374          | 0.5495  | 0.6374 | 0.7984 |
| No log        | 2.4894 | 234  | 0.6110          | 0.5560  | 0.6110 | 0.7817 |
| No log        | 2.5106 | 236  | 0.5498          | 0.5730  | 0.5498 | 0.7415 |
| No log        | 2.5319 | 238  | 0.4913          | 0.6078  | 0.4913 | 0.7009 |
| No log        | 2.5532 | 240  | 0.4748          | 0.6354  | 0.4748 | 0.6890 |
| No log        | 2.5745 | 242  | 0.4659          | 0.6515  | 0.4659 | 0.6826 |
| No log        | 2.5957 | 244  | 0.4714          | 0.6341  | 0.4714 | 0.6866 |
| No log        | 2.6170 | 246  | 0.5188          | 0.5720  | 0.5188 | 0.7203 |
| No log        | 2.6383 | 248  | 0.5001          | 0.5666  | 0.5001 | 0.7072 |
| No log        | 2.6596 | 250  | 0.4483          | 0.6007  | 0.4483 | 0.6695 |
| No log        | 2.6809 | 252  | 0.4475          | 0.5932  | 0.4475 | 0.6689 |
| No log        | 2.7021 | 254  | 0.4557          | 0.5495  | 0.4557 | 0.6750 |
| No log        | 2.7234 | 256  | 0.4414          | 0.6014  | 0.4414 | 0.6644 |
| No log        | 2.7447 | 258  | 0.4311          | 0.6029  | 0.4311 | 0.6566 |
| No log        | 2.7660 | 260  | 0.4511          | 0.5956  | 0.4511 | 0.6717 |
| No log        | 2.7872 | 262  | 0.4700          | 0.5768  | 0.4700 | 0.6855 |
| No log        | 2.8085 | 264  | 0.4788          | 0.5873  | 0.4788 | 0.6919 |
| No log        | 2.8298 | 266  | 0.5112          | 0.5854  | 0.5112 | 0.7150 |
| No log        | 2.8511 | 268  | 0.5085          | 0.6202  | 0.5085 | 0.7131 |
| No log        | 2.8723 | 270  | 0.5342          | 0.6087  | 0.5342 | 0.7309 |
| No log        | 2.8936 | 272  | 0.5446          | 0.6253  | 0.5446 | 0.7380 |
| No log        | 2.9149 | 274  | 0.5907          | 0.6028  | 0.5907 | 0.7685 |
| No log        | 2.9362 | 276  | 0.6219          | 0.5028  | 0.6219 | 0.7886 |
| No log        | 2.9574 | 278  | 0.6360          | 0.4579  | 0.6360 | 0.7975 |
| No log        | 2.9787 | 280  | 0.6147          | 0.4297  | 0.6147 | 0.7840 |
| No log        | 3.0    | 282  | 0.5556          | 0.4841  | 0.5556 | 0.7454 |
| No log        | 3.0213 | 284  | 0.5164          | 0.4989  | 0.5164 | 0.7186 |
| No log        | 3.0426 | 286  | 0.5023          | 0.5399  | 0.5023 | 0.7087 |
| No log        | 3.0638 | 288  | 0.5040          | 0.5872  | 0.5040 | 0.7099 |
| No log        | 3.0851 | 290  | 0.4883          | 0.6298  | 0.4883 | 0.6988 |
| No log        | 3.1064 | 292  | 0.4837          | 0.6046  | 0.4837 | 0.6955 |
| No log        | 3.1277 | 294  | 0.5245          | 0.5548  | 0.5245 | 0.7242 |
| No log        | 3.1489 | 296  | 0.6011          | 0.5110  | 0.6011 | 0.7753 |
| No log        | 3.1702 | 298  | 0.6217          | 0.5257  | 0.6217 | 0.7885 |
| No log        | 3.1915 | 300  | 0.6184          | 0.5598  | 0.6184 | 0.7864 |
| No log        | 3.2128 | 302  | 0.5968          | 0.5714  | 0.5968 | 0.7725 |
| No log        | 3.2340 | 304  | 0.5233          | 0.5639  | 0.5233 | 0.7234 |
| No log        | 3.2553 | 306  | 0.5073          | 0.5612  | 0.5073 | 0.7123 |
| No log        | 3.2766 | 308  | 0.4940          | 0.5839  | 0.4940 | 0.7028 |
| No log        | 3.2979 | 310  | 0.4580          | 0.6159  | 0.4580 | 0.6768 |
| No log        | 3.3191 | 312  | 0.4488          | 0.5761  | 0.4488 | 0.6699 |
| No log        | 3.3404 | 314  | 0.4735          | 0.4742  | 0.4735 | 0.6881 |
| No log        | 3.3617 | 316  | 0.5284          | 0.4745  | 0.5284 | 0.7269 |
| No log        | 3.3830 | 318  | 0.5257          | 0.4698  | 0.5257 | 0.7250 |
| No log        | 3.4043 | 320  | 0.4661          | 0.5881  | 0.4661 | 0.6827 |
| No log        | 3.4255 | 322  | 0.4627          | 0.5993  | 0.4627 | 0.6802 |
| No log        | 3.4468 | 324  | 0.4772          | 0.6256  | 0.4772 | 0.6908 |
| No log        | 3.4681 | 326  | 0.5222          | 0.5686  | 0.5222 | 0.7227 |
| No log        | 3.4894 | 328  | 0.5624          | 0.4827  | 0.5624 | 0.7499 |
| No log        | 3.5106 | 330  | 0.5424          | 0.4675  | 0.5424 | 0.7365 |
| No log        | 3.5319 | 332  | 0.4859          | 0.5026  | 0.4859 | 0.6971 |
| No log        | 3.5532 | 334  | 0.4671          | 0.5782  | 0.4671 | 0.6835 |
| No log        | 3.5745 | 336  | 0.4867          | 0.5983  | 0.4867 | 0.6977 |
| No log        | 3.5957 | 338  | 0.5110          | 0.5665  | 0.5110 | 0.7149 |
| No log        | 3.6170 | 340  | 0.5796          | 0.5804  | 0.5796 | 0.7613 |
| No log        | 3.6383 | 342  | 0.6230          | 0.5837  | 0.6230 | 0.7893 |
| No log        | 3.6596 | 344  | 0.6171          | 0.5945  | 0.6171 | 0.7856 |
| No log        | 3.6809 | 346  | 0.5571          | 0.5826  | 0.5571 | 0.7464 |
| No log        | 3.7021 | 348  | 0.5271          | 0.5929  | 0.5271 | 0.7260 |
| No log        | 3.7234 | 350  | 0.5281          | 0.5989  | 0.5281 | 0.7267 |
| No log        | 3.7447 | 352  | 0.5229          | 0.6093  | 0.5229 | 0.7231 |
| No log        | 3.7660 | 354  | 0.6081          | 0.5818  | 0.6081 | 0.7798 |
| No log        | 3.7872 | 356  | 0.6007          | 0.5637  | 0.6007 | 0.7751 |
| No log        | 3.8085 | 358  | 0.5139          | 0.6131  | 0.5139 | 0.7169 |
| No log        | 3.8298 | 360  | 0.5687          | 0.5703  | 0.5687 | 0.7541 |
| No log        | 3.8511 | 362  | 0.7703          | 0.4651  | 0.7703 | 0.8776 |
| No log        | 3.8723 | 364  | 0.7276          | 0.4624  | 0.7276 | 0.8530 |
| No log        | 3.8936 | 366  | 0.5263          | 0.5879  | 0.5263 | 0.7255 |
| No log        | 3.9149 | 368  | 0.4873          | 0.6163  | 0.4873 | 0.6980 |
| No log        | 3.9362 | 370  | 0.6625          | 0.4343  | 0.6625 | 0.8140 |
| No log        | 3.9574 | 372  | 0.7137          | 0.3871  | 0.7137 | 0.8448 |
| No log        | 3.9787 | 374  | 0.6629          | 0.3695  | 0.6629 | 0.8142 |
| No log        | 4.0    | 376  | 0.5356          | 0.4970  | 0.5356 | 0.7319 |
| No log        | 4.0213 | 378  | 0.4238          | 0.6166  | 0.4238 | 0.6510 |
| No log        | 4.0426 | 380  | 0.4476          | 0.5938  | 0.4476 | 0.6691 |
| No log        | 4.0638 | 382  | 0.5058          | 0.5898  | 0.5058 | 0.7112 |
| No log        | 4.0851 | 384  | 0.5149          | 0.5722  | 0.5149 | 0.7175 |
| No log        | 4.1064 | 386  | 0.4923          | 0.6289  | 0.4923 | 0.7016 |
| No log        | 4.1277 | 388  | 0.5911          | 0.5738  | 0.5911 | 0.7688 |
| No log        | 4.1489 | 390  | 0.6332          | 0.5628  | 0.6332 | 0.7957 |
| No log        | 4.1702 | 392  | 0.6267          | 0.5412  | 0.6267 | 0.7917 |
| No log        | 4.1915 | 394  | 0.5485          | 0.5146  | 0.5485 | 0.7406 |
| No log        | 4.2128 | 396  | 0.4796          | 0.5358  | 0.4796 | 0.6925 |
| No log        | 4.2340 | 398  | 0.4605          | 0.5826  | 0.4605 | 0.6786 |
| No log        | 4.2553 | 400  | 0.4627          | 0.5774  | 0.4627 | 0.6802 |
| No log        | 4.2766 | 402  | 0.4682          | 0.5931  | 0.4682 | 0.6843 |
| No log        | 4.2979 | 404  | 0.5080          | 0.5873  | 0.5080 | 0.7128 |
| No log        | 4.3191 | 406  | 0.5571          | 0.5806  | 0.5571 | 0.7464 |
| No log        | 4.3404 | 408  | 0.5474          | 0.6000  | 0.5474 | 0.7399 |
| No log        | 4.3617 | 410  | 0.5568          | 0.5805  | 0.5568 | 0.7462 |
| No log        | 4.3830 | 412  | 0.5448          | 0.5925  | 0.5448 | 0.7381 |
| No log        | 4.4043 | 414  | 0.5437          | 0.5906  | 0.5437 | 0.7374 |
| No log        | 4.4255 | 416  | 0.5420          | 0.6083  | 0.5420 | 0.7362 |
| No log        | 4.4468 | 418  | 0.5076          | 0.6318  | 0.5076 | 0.7125 |
| No log        | 4.4681 | 420  | 0.4739          | 0.6384  | 0.4739 | 0.6884 |
| No log        | 4.4894 | 422  | 0.4616          | 0.6460  | 0.4616 | 0.6794 |
| No log        | 4.5106 | 424  | 0.4319          | 0.5970  | 0.4319 | 0.6572 |
| No log        | 4.5319 | 426  | 0.4296          | 0.5399  | 0.4296 | 0.6554 |
| No log        | 4.5532 | 428  | 0.4408          | 0.5711  | 0.4408 | 0.6639 |
| No log        | 4.5745 | 430  | 0.4437          | 0.5662  | 0.4437 | 0.6661 |
| No log        | 4.5957 | 432  | 0.4663          | 0.5712  | 0.4663 | 0.6829 |
| No log        | 4.6170 | 434  | 0.6000          | 0.4536  | 0.6000 | 0.7746 |
| No log        | 4.6383 | 436  | 0.7025          | 0.4412  | 0.7025 | 0.8382 |
| No log        | 4.6596 | 438  | 0.6640          | 0.4932  | 0.6640 | 0.8148 |
| No log        | 4.6809 | 440  | 0.5988          | 0.5445  | 0.5988 | 0.7738 |
| No log        | 4.7021 | 442  | 0.5320          | 0.5831  | 0.5320 | 0.7294 |
| No log        | 4.7234 | 444  | 0.5366          | 0.6061  | 0.5366 | 0.7325 |
| No log        | 4.7447 | 446  | 0.5268          | 0.5943  | 0.5268 | 0.7258 |
| No log        | 4.7660 | 448  | 0.4916          | 0.5654  | 0.4916 | 0.7011 |
| No log        | 4.7872 | 450  | 0.5166          | 0.5468  | 0.5166 | 0.7187 |
| No log        | 4.8085 | 452  | 0.5258          | 0.4739  | 0.5258 | 0.7251 |
| No log        | 4.8298 | 454  | 0.4780          | 0.5585  | 0.4780 | 0.6914 |
| No log        | 4.8511 | 456  | 0.4484          | 0.5945  | 0.4484 | 0.6696 |
| No log        | 4.8723 | 458  | 0.4498          | 0.6016  | 0.4498 | 0.6706 |
| No log        | 4.8936 | 460  | 0.4779          | 0.5871  | 0.4779 | 0.6913 |
| No log        | 4.9149 | 462  | 0.4705          | 0.6040  | 0.4705 | 0.6859 |
| No log        | 4.9362 | 464  | 0.4848          | 0.6213  | 0.4848 | 0.6963 |
| No log        | 4.9574 | 466  | 0.5564          | 0.5978  | 0.5564 | 0.7459 |
| No log        | 4.9787 | 468  | 0.5640          | 0.5897  | 0.5640 | 0.7510 |
| No log        | 5.0    | 470  | 0.5145          | 0.6273  | 0.5145 | 0.7173 |
| No log        | 5.0213 | 472  | 0.5034          | 0.6247  | 0.5034 | 0.7095 |
| No log        | 5.0426 | 474  | 0.5160          | 0.6336  | 0.5160 | 0.7183 |
| No log        | 5.0638 | 476  | 0.5397          | 0.6019  | 0.5397 | 0.7347 |
| No log        | 5.0851 | 478  | 0.5499          | 0.5674  | 0.5499 | 0.7415 |
| No log        | 5.1064 | 480  | 0.4940          | 0.6336  | 0.4940 | 0.7028 |
| No log        | 5.1277 | 482  | 0.4634          | 0.6266  | 0.4634 | 0.6807 |
| No log        | 5.1489 | 484  | 0.4504          | 0.6109  | 0.4504 | 0.6711 |
| No log        | 5.1702 | 486  | 0.4472          | 0.6167  | 0.4472 | 0.6687 |
| No log        | 5.1915 | 488  | 0.4768          | 0.5973  | 0.4768 | 0.6905 |
| No log        | 5.2128 | 490  | 0.4885          | 0.6054  | 0.4885 | 0.6989 |
| No log        | 5.2340 | 492  | 0.4607          | 0.6055  | 0.4607 | 0.6787 |
| No log        | 5.2553 | 494  | 0.4848          | 0.5690  | 0.4848 | 0.6963 |
| No log        | 5.2766 | 496  | 0.5042          | 0.5817  | 0.5042 | 0.7101 |
| No log        | 5.2979 | 498  | 0.5107          | 0.5889  | 0.5107 | 0.7147 |
| 0.5018        | 5.3191 | 500  | 0.5829          | 0.5899  | 0.5829 | 0.7635 |
| 0.5018        | 5.3404 | 502  | 0.6517          | 0.5201  | 0.6517 | 0.8073 |
| 0.5018        | 5.3617 | 504  | 0.5851          | 0.5612  | 0.5851 | 0.7649 |
| 0.5018        | 5.3830 | 506  | 0.5076          | 0.5738  | 0.5076 | 0.7125 |
| 0.5018        | 5.4043 | 508  | 0.4688          | 0.5912  | 0.4688 | 0.6847 |
| 0.5018        | 5.4255 | 510  | 0.4580          | 0.5795  | 0.4580 | 0.6768 |
| 0.5018        | 5.4468 | 512  | 0.4422          | 0.5968  | 0.4422 | 0.6650 |
| 0.5018        | 5.4681 | 514  | 0.4394          | 0.6115  | 0.4394 | 0.6629 |
| 0.5018        | 5.4894 | 516  | 0.5108          | 0.6360  | 0.5108 | 0.7147 |
| 0.5018        | 5.5106 | 518  | 0.6011          | 0.5937  | 0.6011 | 0.7753 |
| 0.5018        | 5.5319 | 520  | 0.5667          | 0.5927  | 0.5667 | 0.7528 |
| 0.5018        | 5.5532 | 522  | 0.4852          | 0.6446  | 0.4852 | 0.6965 |
| 0.5018        | 5.5745 | 524  | 0.4709          | 0.6081  | 0.4709 | 0.6862 |
| 0.5018        | 5.5957 | 526  | 0.4704          | 0.5964  | 0.4704 | 0.6859 |
| 0.5018        | 5.6170 | 528  | 0.4563          | 0.6114  | 0.4563 | 0.6755 |
| 0.5018        | 5.6383 | 530  | 0.4487          | 0.5932  | 0.4487 | 0.6699 |
| 0.5018        | 5.6596 | 532  | 0.4653          | 0.5973  | 0.4653 | 0.6821 |
| 0.5018        | 5.6809 | 534  | 0.5282          | 0.5564  | 0.5282 | 0.7268 |
| 0.5018        | 5.7021 | 536  | 0.6115          | 0.4904  | 0.6115 | 0.7820 |
| 0.5018        | 5.7234 | 538  | 0.6489          | 0.4966  | 0.6489 | 0.8055 |
| 0.5018        | 5.7447 | 540  | 0.5662          | 0.5511  | 0.5662 | 0.7524 |
| 0.5018        | 5.7660 | 542  | 0.4932          | 0.6087  | 0.4932 | 0.7023 |
| 0.5018        | 5.7872 | 544  | 0.5044          | 0.6244  | 0.5044 | 0.7102 |
| 0.5018        | 5.8085 | 546  | 0.4846          | 0.6482  | 0.4846 | 0.6961 |
| 0.5018        | 5.8298 | 548  | 0.4979          | 0.6382  | 0.4979 | 0.7056 |
| 0.5018        | 5.8511 | 550  | 0.5248          | 0.6293  | 0.5248 | 0.7244 |
| 0.5018        | 5.8723 | 552  | 0.6130          | 0.5668  | 0.6130 | 0.7829 |
| 0.5018        | 5.8936 | 554  | 0.7326          | 0.5370  | 0.7326 | 0.8559 |
| 0.5018        | 5.9149 | 556  | 0.6693          | 0.5719  | 0.6693 | 0.8181 |
| 0.5018        | 5.9362 | 558  | 0.5443          | 0.6033  | 0.5443 | 0.7378 |
| 0.5018        | 5.9574 | 560  | 0.5230          | 0.6091  | 0.5230 | 0.7232 |
| 0.5018        | 5.9787 | 562  | 0.5291          | 0.5794  | 0.5291 | 0.7274 |
| 0.5018        | 6.0    | 564  | 0.5529          | 0.5504  | 0.5529 | 0.7436 |
| 0.5018        | 6.0213 | 566  | 0.6011          | 0.5209  | 0.6011 | 0.7753 |
| 0.5018        | 6.0426 | 568  | 0.5883          | 0.5402  | 0.5883 | 0.7670 |
| 0.5018        | 6.0638 | 570  | 0.5274          | 0.5661  | 0.5274 | 0.7262 |


### Framework versions

- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1