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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k15_task2_organization
  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. -->

# ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k15_task2_organization

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: 0.5737
- Qwk: 0.3877
- Mse: 0.5737
- Rmse: 0.7574

## 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        | 0.0253 | 2    | 4.3690          | -0.0267 | 4.3690 | 2.0902 |
| No log        | 0.0506 | 4    | 2.4003          | 0.0288  | 2.4003 | 1.5493 |
| No log        | 0.0759 | 6    | 1.5507          | -0.0787 | 1.5507 | 1.2453 |
| No log        | 0.1013 | 8    | 1.0078          | -0.0545 | 1.0078 | 1.0039 |
| No log        | 0.1266 | 10   | 1.1063          | 0.0492  | 1.1063 | 1.0518 |
| No log        | 0.1519 | 12   | 1.0854          | 0.0971  | 1.0854 | 1.0418 |
| No log        | 0.1772 | 14   | 0.8576          | 0.1359  | 0.8576 | 0.9261 |
| No log        | 0.2025 | 16   | 0.8127          | 0.1497  | 0.8127 | 0.9015 |
| No log        | 0.2278 | 18   | 0.7885          | 0.1758  | 0.7885 | 0.8880 |
| No log        | 0.2532 | 20   | 0.8173          | 0.1539  | 0.8173 | 0.9040 |
| No log        | 0.2785 | 22   | 0.8129          | 0.1725  | 0.8129 | 0.9016 |
| No log        | 0.3038 | 24   | 0.7687          | 0.2558  | 0.7687 | 0.8767 |
| No log        | 0.3291 | 26   | 0.7662          | 0.1543  | 0.7662 | 0.8753 |
| No log        | 0.3544 | 28   | 0.7731          | 0.1997  | 0.7731 | 0.8793 |
| No log        | 0.3797 | 30   | 0.7848          | 0.1879  | 0.7848 | 0.8859 |
| No log        | 0.4051 | 32   | 0.8358          | 0.1537  | 0.8358 | 0.9142 |
| No log        | 0.4304 | 34   | 0.9089          | 0.0627  | 0.9089 | 0.9534 |
| No log        | 0.4557 | 36   | 0.9320          | 0.0627  | 0.9320 | 0.9654 |
| No log        | 0.4810 | 38   | 0.8017          | 0.2127  | 0.8017 | 0.8954 |
| No log        | 0.5063 | 40   | 0.7716          | 0.2398  | 0.7716 | 0.8784 |
| No log        | 0.5316 | 42   | 0.7756          | 0.2974  | 0.7756 | 0.8807 |
| No log        | 0.5570 | 44   | 0.8389          | 0.2357  | 0.8389 | 0.9159 |
| No log        | 0.5823 | 46   | 1.0205          | 0.1658  | 1.0205 | 1.0102 |
| No log        | 0.6076 | 48   | 1.1705          | 0.2464  | 1.1705 | 1.0819 |
| No log        | 0.6329 | 50   | 1.0921          | 0.2146  | 1.0921 | 1.0450 |
| No log        | 0.6582 | 52   | 0.8905          | 0.2194  | 0.8905 | 0.9437 |
| No log        | 0.6835 | 54   | 0.8647          | 0.3480  | 0.8647 | 0.9299 |
| No log        | 0.7089 | 56   | 0.8326          | 0.2942  | 0.8326 | 0.9125 |
| No log        | 0.7342 | 58   | 0.8088          | 0.2255  | 0.8088 | 0.8993 |
| No log        | 0.7595 | 60   | 0.8053          | 0.2364  | 0.8053 | 0.8974 |
| No log        | 0.7848 | 62   | 0.8461          | 0.2511  | 0.8461 | 0.9198 |
| No log        | 0.8101 | 64   | 0.7570          | 0.3056  | 0.7570 | 0.8701 |
| No log        | 0.8354 | 66   | 0.7653          | 0.4231  | 0.7653 | 0.8748 |
| No log        | 0.8608 | 68   | 0.8311          | 0.3704  | 0.8311 | 0.9116 |
| No log        | 0.8861 | 70   | 0.7841          | 0.4353  | 0.7841 | 0.8855 |
| No log        | 0.9114 | 72   | 0.7408          | 0.4260  | 0.7408 | 0.8607 |
| No log        | 0.9367 | 74   | 0.7833          | 0.3387  | 0.7833 | 0.8851 |
| No log        | 0.9620 | 76   | 0.8651          | 0.3678  | 0.8651 | 0.9301 |
| No log        | 0.9873 | 78   | 0.7570          | 0.4043  | 0.7570 | 0.8701 |
| No log        | 1.0127 | 80   | 0.7696          | 0.3855  | 0.7696 | 0.8773 |
| No log        | 1.0380 | 82   | 0.9747          | 0.2800  | 0.9747 | 0.9873 |
| No log        | 1.0633 | 84   | 0.8854          | 0.3802  | 0.8854 | 0.9409 |
| No log        | 1.0886 | 86   | 0.8619          | 0.4278  | 0.8619 | 0.9284 |
| No log        | 1.1139 | 88   | 0.9360          | 0.4359  | 0.9360 | 0.9675 |
| No log        | 1.1392 | 90   | 0.9941          | 0.4210  | 0.9941 | 0.9970 |
| No log        | 1.1646 | 92   | 1.0775          | 0.4011  | 1.0775 | 1.0380 |
| No log        | 1.1899 | 94   | 1.2781          | 0.3528  | 1.2781 | 1.1305 |
| No log        | 1.2152 | 96   | 1.0740          | 0.4313  | 1.0740 | 1.0364 |
| No log        | 1.2405 | 98   | 0.8126          | 0.4415  | 0.8126 | 0.9014 |
| No log        | 1.2658 | 100  | 0.8656          | 0.3780  | 0.8656 | 0.9303 |
| No log        | 1.2911 | 102  | 0.8439          | 0.3587  | 0.8439 | 0.9186 |
| No log        | 1.3165 | 104  | 0.7168          | 0.4249  | 0.7168 | 0.8467 |
| No log        | 1.3418 | 106  | 0.7328          | 0.4341  | 0.7328 | 0.8561 |
| No log        | 1.3671 | 108  | 0.7535          | 0.4448  | 0.7535 | 0.8680 |
| No log        | 1.3924 | 110  | 0.8559          | 0.4002  | 0.8559 | 0.9251 |
| No log        | 1.4177 | 112  | 0.7682          | 0.4196  | 0.7682 | 0.8765 |
| No log        | 1.4430 | 114  | 0.6411          | 0.4146  | 0.6411 | 0.8007 |
| No log        | 1.4684 | 116  | 0.8461          | 0.2985  | 0.8461 | 0.9198 |
| No log        | 1.4937 | 118  | 0.7944          | 0.3088  | 0.7944 | 0.8913 |
| No log        | 1.5190 | 120  | 0.6731          | 0.4864  | 0.6731 | 0.8204 |
| No log        | 1.5443 | 122  | 1.0100          | 0.3419  | 1.0100 | 1.0050 |
| No log        | 1.5696 | 124  | 1.0416          | 0.3522  | 1.0416 | 1.0206 |
| No log        | 1.5949 | 126  | 0.8210          | 0.4528  | 0.8210 | 0.9061 |
| No log        | 1.6203 | 128  | 0.6653          | 0.4379  | 0.6653 | 0.8157 |
| No log        | 1.6456 | 130  | 0.6673          | 0.4053  | 0.6673 | 0.8169 |
| No log        | 1.6709 | 132  | 0.6429          | 0.4531  | 0.6429 | 0.8018 |
| No log        | 1.6962 | 134  | 0.6987          | 0.4007  | 0.6987 | 0.8359 |
| No log        | 1.7215 | 136  | 0.7376          | 0.4324  | 0.7376 | 0.8588 |
| No log        | 1.7468 | 138  | 0.8040          | 0.4501  | 0.8040 | 0.8967 |
| No log        | 1.7722 | 140  | 0.6968          | 0.4705  | 0.6968 | 0.8348 |
| No log        | 1.7975 | 142  | 0.6730          | 0.4162  | 0.6730 | 0.8204 |
| No log        | 1.8228 | 144  | 0.6791          | 0.4162  | 0.6791 | 0.8241 |
| No log        | 1.8481 | 146  | 0.7661          | 0.5250  | 0.7661 | 0.8753 |
| No log        | 1.8734 | 148  | 0.8381          | 0.4292  | 0.8381 | 0.9155 |
| No log        | 1.8987 | 150  | 0.6994          | 0.4876  | 0.6994 | 0.8363 |
| No log        | 1.9241 | 152  | 0.6785          | 0.3402  | 0.6785 | 0.8237 |
| No log        | 1.9494 | 154  | 1.0417          | 0.3375  | 1.0417 | 1.0207 |
| No log        | 1.9747 | 156  | 1.1164          | 0.3486  | 1.1164 | 1.0566 |
| No log        | 2.0    | 158  | 0.8267          | 0.4026  | 0.8267 | 0.9093 |
| No log        | 2.0253 | 160  | 0.6474          | 0.3550  | 0.6474 | 0.8046 |
| No log        | 2.0506 | 162  | 0.6492          | 0.4991  | 0.6492 | 0.8057 |
| No log        | 2.0759 | 164  | 0.6474          | 0.5061  | 0.6474 | 0.8046 |
| No log        | 2.1013 | 166  | 0.6874          | 0.5017  | 0.6874 | 0.8291 |
| No log        | 2.1266 | 168  | 0.6801          | 0.5258  | 0.6801 | 0.8247 |
| No log        | 2.1519 | 170  | 0.6492          | 0.5305  | 0.6492 | 0.8058 |
| No log        | 2.1772 | 172  | 0.8048          | 0.4589  | 0.8048 | 0.8971 |
| No log        | 2.2025 | 174  | 0.8810          | 0.4111  | 0.8810 | 0.9386 |
| No log        | 2.2278 | 176  | 0.7792          | 0.4507  | 0.7792 | 0.8827 |
| No log        | 2.2532 | 178  | 0.6345          | 0.4911  | 0.6345 | 0.7965 |
| No log        | 2.2785 | 180  | 0.6162          | 0.4850  | 0.6162 | 0.7850 |
| No log        | 2.3038 | 182  | 0.6445          | 0.4914  | 0.6445 | 0.8028 |
| No log        | 2.3291 | 184  | 0.5888          | 0.4512  | 0.5888 | 0.7673 |
| No log        | 2.3544 | 186  | 0.6185          | 0.4892  | 0.6185 | 0.7864 |
| No log        | 2.3797 | 188  | 0.8369          | 0.4515  | 0.8369 | 0.9148 |
| No log        | 2.4051 | 190  | 0.8616          | 0.4515  | 0.8616 | 0.9282 |
| No log        | 2.4304 | 192  | 0.6999          | 0.4369  | 0.6999 | 0.8366 |
| No log        | 2.4557 | 194  | 0.5669          | 0.4588  | 0.5669 | 0.7529 |
| No log        | 2.4810 | 196  | 0.7155          | 0.4612  | 0.7155 | 0.8459 |
| No log        | 2.5063 | 198  | 0.9914          | 0.4019  | 0.9914 | 0.9957 |
| No log        | 2.5316 | 200  | 1.0791          | 0.3746  | 1.0791 | 1.0388 |
| No log        | 2.5570 | 202  | 0.9067          | 0.4111  | 0.9067 | 0.9522 |
| No log        | 2.5823 | 204  | 0.6566          | 0.5233  | 0.6566 | 0.8103 |
| No log        | 2.6076 | 206  | 0.6460          | 0.5037  | 0.6460 | 0.8037 |
| No log        | 2.6329 | 208  | 0.7618          | 0.4817  | 0.7618 | 0.8728 |
| No log        | 2.6582 | 210  | 0.7891          | 0.4817  | 0.7891 | 0.8883 |
| No log        | 2.6835 | 212  | 0.7039          | 0.5065  | 0.7039 | 0.8390 |
| No log        | 2.7089 | 214  | 0.6188          | 0.4893  | 0.6188 | 0.7866 |
| No log        | 2.7342 | 216  | 0.6936          | 0.4375  | 0.6936 | 0.8328 |
| No log        | 2.7595 | 218  | 0.7765          | 0.4536  | 0.7765 | 0.8812 |
| No log        | 2.7848 | 220  | 0.7218          | 0.4547  | 0.7218 | 0.8496 |
| No log        | 2.8101 | 222  | 0.6558          | 0.4558  | 0.6558 | 0.8098 |
| No log        | 2.8354 | 224  | 0.6126          | 0.5100  | 0.6126 | 0.7827 |
| No log        | 2.8608 | 226  | 0.5983          | 0.5254  | 0.5983 | 0.7735 |
| No log        | 2.8861 | 228  | 0.5896          | 0.5314  | 0.5896 | 0.7678 |
| No log        | 2.9114 | 230  | 0.5985          | 0.5080  | 0.5985 | 0.7737 |
| No log        | 2.9367 | 232  | 0.6732          | 0.4524  | 0.6732 | 0.8205 |
| No log        | 2.9620 | 234  | 0.7100          | 0.5002  | 0.7100 | 0.8426 |
| No log        | 2.9873 | 236  | 0.6388          | 0.4727  | 0.6388 | 0.7993 |
| No log        | 3.0127 | 238  | 0.5867          | 0.5209  | 0.5867 | 0.7659 |
| No log        | 3.0380 | 240  | 0.6296          | 0.5019  | 0.6296 | 0.7935 |
| No log        | 3.0633 | 242  | 0.7182          | 0.5288  | 0.7182 | 0.8474 |
| No log        | 3.0886 | 244  | 0.7035          | 0.4269  | 0.7035 | 0.8388 |
| No log        | 3.1139 | 246  | 0.6429          | 0.3951  | 0.6429 | 0.8018 |
| No log        | 3.1392 | 248  | 0.6112          | 0.4800  | 0.6112 | 0.7818 |
| No log        | 3.1646 | 250  | 0.6252          | 0.4159  | 0.6252 | 0.7907 |
| No log        | 3.1899 | 252  | 0.6577          | 0.4773  | 0.6577 | 0.8110 |
| No log        | 3.2152 | 254  | 0.6440          | 0.4912  | 0.6440 | 0.8025 |
| No log        | 3.2405 | 256  | 0.6327          | 0.4928  | 0.6327 | 0.7954 |
| No log        | 3.2658 | 258  | 0.6422          | 0.5076  | 0.6422 | 0.8014 |
| No log        | 3.2911 | 260  | 0.6207          | 0.4629  | 0.6207 | 0.7879 |
| No log        | 3.3165 | 262  | 0.6054          | 0.4196  | 0.6054 | 0.7781 |
| No log        | 3.3418 | 264  | 0.6066          | 0.4705  | 0.6066 | 0.7789 |
| No log        | 3.3671 | 266  | 0.6575          | 0.4772  | 0.6575 | 0.8109 |
| No log        | 3.3924 | 268  | 0.7084          | 0.5133  | 0.7084 | 0.8417 |
| No log        | 3.4177 | 270  | 0.6969          | 0.5554  | 0.6969 | 0.8348 |
| No log        | 3.4430 | 272  | 0.6363          | 0.5026  | 0.6363 | 0.7977 |
| No log        | 3.4684 | 274  | 0.5901          | 0.5385  | 0.5901 | 0.7682 |
| No log        | 3.4937 | 276  | 0.5857          | 0.5053  | 0.5857 | 0.7653 |
| No log        | 3.5190 | 278  | 0.6352          | 0.4399  | 0.6352 | 0.7970 |
| No log        | 3.5443 | 280  | 0.6184          | 0.4883  | 0.6184 | 0.7864 |
| No log        | 3.5696 | 282  | 0.6330          | 0.5148  | 0.6330 | 0.7956 |
| No log        | 3.5949 | 284  | 0.6498          | 0.5372  | 0.6498 | 0.8061 |
| No log        | 3.6203 | 286  | 0.7095          | 0.5332  | 0.7095 | 0.8423 |
| No log        | 3.6456 | 288  | 0.6901          | 0.5435  | 0.6901 | 0.8307 |
| No log        | 3.6709 | 290  | 0.6327          | 0.5561  | 0.6327 | 0.7955 |
| No log        | 3.6962 | 292  | 0.6139          | 0.5738  | 0.6139 | 0.7835 |
| No log        | 3.7215 | 294  | 0.6042          | 0.5443  | 0.6042 | 0.7773 |
| No log        | 3.7468 | 296  | 0.6355          | 0.5378  | 0.6355 | 0.7972 |
| No log        | 3.7722 | 298  | 0.7193          | 0.4946  | 0.7193 | 0.8481 |
| No log        | 3.7975 | 300  | 0.6755          | 0.5656  | 0.6755 | 0.8219 |
| No log        | 3.8228 | 302  | 0.6392          | 0.5564  | 0.6392 | 0.7995 |
| No log        | 3.8481 | 304  | 0.5992          | 0.5630  | 0.5992 | 0.7741 |
| No log        | 3.8734 | 306  | 0.5781          | 0.5549  | 0.5781 | 0.7603 |
| No log        | 3.8987 | 308  | 0.5818          | 0.5539  | 0.5818 | 0.7627 |
| No log        | 3.9241 | 310  | 0.6319          | 0.5362  | 0.6319 | 0.7949 |
| No log        | 3.9494 | 312  | 0.7864          | 0.4674  | 0.7864 | 0.8868 |
| No log        | 3.9747 | 314  | 0.9048          | 0.3891  | 0.9048 | 0.9512 |
| No log        | 4.0    | 316  | 0.8968          | 0.3837  | 0.8968 | 0.9470 |
| No log        | 4.0253 | 318  | 0.7795          | 0.4393  | 0.7795 | 0.8829 |
| No log        | 4.0506 | 320  | 0.6356          | 0.5536  | 0.6356 | 0.7973 |
| No log        | 4.0759 | 322  | 0.6250          | 0.5641  | 0.6250 | 0.7906 |
| No log        | 4.1013 | 324  | 0.6526          | 0.5015  | 0.6526 | 0.8078 |
| No log        | 4.1266 | 326  | 0.6440          | 0.5168  | 0.6440 | 0.8025 |
| No log        | 4.1519 | 328  | 0.6588          | 0.5649  | 0.6588 | 0.8116 |
| No log        | 4.1772 | 330  | 0.7618          | 0.5162  | 0.7618 | 0.8728 |
| No log        | 4.2025 | 332  | 0.8426          | 0.4454  | 0.8426 | 0.9179 |
| No log        | 4.2278 | 334  | 0.7616          | 0.4869  | 0.7616 | 0.8727 |
| No log        | 4.2532 | 336  | 0.6672          | 0.4793  | 0.6672 | 0.8169 |
| No log        | 4.2785 | 338  | 0.5970          | 0.5046  | 0.5970 | 0.7727 |
| No log        | 4.3038 | 340  | 0.6017          | 0.5046  | 0.6017 | 0.7757 |
| No log        | 4.3291 | 342  | 0.6801          | 0.5239  | 0.6801 | 0.8247 |
| No log        | 4.3544 | 344  | 0.7281          | 0.4926  | 0.7281 | 0.8533 |
| No log        | 4.3797 | 346  | 0.7052          | 0.5196  | 0.7052 | 0.8398 |
| No log        | 4.4051 | 348  | 0.6871          | 0.5196  | 0.6871 | 0.8289 |
| No log        | 4.4304 | 350  | 0.6958          | 0.5098  | 0.6958 | 0.8341 |
| No log        | 4.4557 | 352  | 0.7277          | 0.5192  | 0.7277 | 0.8530 |
| No log        | 4.4810 | 354  | 0.6973          | 0.4873  | 0.6973 | 0.8350 |
| No log        | 4.5063 | 356  | 0.6797          | 0.5135  | 0.6797 | 0.8244 |
| No log        | 4.5316 | 358  | 0.6776          | 0.5119  | 0.6776 | 0.8232 |
| No log        | 4.5570 | 360  | 0.6876          | 0.4785  | 0.6876 | 0.8292 |
| No log        | 4.5823 | 362  | 0.6517          | 0.4841  | 0.6517 | 0.8073 |
| No log        | 4.6076 | 364  | 0.6083          | 0.5080  | 0.6083 | 0.7800 |
| No log        | 4.6329 | 366  | 0.5823          | 0.4714  | 0.5823 | 0.7631 |
| No log        | 4.6582 | 368  | 0.5717          | 0.4935  | 0.5717 | 0.7561 |
| No log        | 4.6835 | 370  | 0.5748          | 0.5192  | 0.5748 | 0.7581 |
| No log        | 4.7089 | 372  | 0.5976          | 0.5111  | 0.5976 | 0.7731 |
| No log        | 4.7342 | 374  | 0.6140          | 0.5216  | 0.6140 | 0.7836 |
| No log        | 4.7595 | 376  | 0.5954          | 0.5290  | 0.5954 | 0.7716 |
| No log        | 4.7848 | 378  | 0.6063          | 0.4943  | 0.6063 | 0.7786 |
| No log        | 4.8101 | 380  | 0.6789          | 0.4198  | 0.6789 | 0.8239 |
| No log        | 4.8354 | 382  | 0.6693          | 0.4112  | 0.6693 | 0.8181 |
| No log        | 4.8608 | 384  | 0.6002          | 0.4623  | 0.6002 | 0.7747 |
| No log        | 4.8861 | 386  | 0.5789          | 0.5245  | 0.5789 | 0.7609 |
| No log        | 4.9114 | 388  | 0.5847          | 0.5629  | 0.5847 | 0.7646 |
| No log        | 4.9367 | 390  | 0.5899          | 0.5569  | 0.5899 | 0.7680 |
| No log        | 4.9620 | 392  | 0.6024          | 0.5221  | 0.6024 | 0.7761 |
| No log        | 4.9873 | 394  | 0.6407          | 0.4817  | 0.6407 | 0.8004 |
| No log        | 5.0127 | 396  | 0.6464          | 0.4551  | 0.6464 | 0.8040 |
| No log        | 5.0380 | 398  | 0.6061          | 0.5103  | 0.6061 | 0.7785 |
| No log        | 5.0633 | 400  | 0.5914          | 0.5539  | 0.5914 | 0.7690 |
| No log        | 5.0886 | 402  | 0.5904          | 0.5090  | 0.5904 | 0.7684 |
| No log        | 5.1139 | 404  | 0.5731          | 0.5006  | 0.5731 | 0.7570 |
| No log        | 5.1392 | 406  | 0.5675          | 0.4620  | 0.5675 | 0.7533 |
| No log        | 5.1646 | 408  | 0.5727          | 0.5100  | 0.5727 | 0.7568 |
| No log        | 5.1899 | 410  | 0.5861          | 0.5440  | 0.5861 | 0.7655 |
| No log        | 5.2152 | 412  | 0.5981          | 0.5502  | 0.5981 | 0.7733 |
| No log        | 5.2405 | 414  | 0.6077          | 0.5560  | 0.6077 | 0.7795 |
| No log        | 5.2658 | 416  | 0.6620          | 0.5475  | 0.6620 | 0.8136 |
| No log        | 5.2911 | 418  | 0.6702          | 0.5597  | 0.6702 | 0.8187 |
| No log        | 5.3165 | 420  | 0.6206          | 0.5558  | 0.6206 | 0.7878 |
| No log        | 5.3418 | 422  | 0.5930          | 0.5616  | 0.5930 | 0.7701 |
| No log        | 5.3671 | 424  | 0.5959          | 0.5097  | 0.5959 | 0.7720 |
| No log        | 5.3924 | 426  | 0.5906          | 0.5633  | 0.5906 | 0.7685 |
| No log        | 5.4177 | 428  | 0.6191          | 0.5111  | 0.6191 | 0.7868 |
| No log        | 5.4430 | 430  | 0.6444          | 0.4810  | 0.6444 | 0.8028 |
| No log        | 5.4684 | 432  | 0.6630          | 0.4375  | 0.6630 | 0.8142 |
| No log        | 5.4937 | 434  | 0.6562          | 0.4625  | 0.6562 | 0.8101 |
| No log        | 5.5190 | 436  | 0.6228          | 0.4833  | 0.6228 | 0.7892 |
| No log        | 5.5443 | 438  | 0.5701          | 0.5382  | 0.5701 | 0.7550 |
| No log        | 5.5696 | 440  | 0.5881          | 0.4384  | 0.5881 | 0.7669 |
| No log        | 5.5949 | 442  | 0.6408          | 0.4442  | 0.6408 | 0.8005 |
| No log        | 5.6203 | 444  | 0.6268          | 0.4747  | 0.6268 | 0.7917 |
| No log        | 5.6456 | 446  | 0.5914          | 0.5323  | 0.5914 | 0.7690 |
| No log        | 5.6709 | 448  | 0.6275          | 0.5661  | 0.6275 | 0.7921 |
| No log        | 5.6962 | 450  | 0.6294          | 0.5600  | 0.6294 | 0.7934 |
| No log        | 5.7215 | 452  | 0.5861          | 0.5774  | 0.5861 | 0.7656 |
| No log        | 5.7468 | 454  | 0.5718          | 0.5156  | 0.5718 | 0.7562 |
| No log        | 5.7722 | 456  | 0.5758          | 0.4657  | 0.5758 | 0.7588 |
| No log        | 5.7975 | 458  | 0.5800          | 0.4573  | 0.5800 | 0.7616 |
| No log        | 5.8228 | 460  | 0.6208          | 0.4773  | 0.6208 | 0.7879 |
| No log        | 5.8481 | 462  | 0.6354          | 0.4564  | 0.6354 | 0.7971 |
| No log        | 5.8734 | 464  | 0.6435          | 0.4393  | 0.6435 | 0.8022 |
| No log        | 5.8987 | 466  | 0.6906          | 0.4237  | 0.6906 | 0.8310 |
| No log        | 5.9241 | 468  | 0.7598          | 0.4148  | 0.7598 | 0.8717 |
| No log        | 5.9494 | 470  | 0.7457          | 0.4320  | 0.7457 | 0.8635 |
| No log        | 5.9747 | 472  | 0.7141          | 0.4559  | 0.7141 | 0.8450 |
| No log        | 6.0    | 474  | 0.6083          | 0.4745  | 0.6083 | 0.7799 |
| No log        | 6.0253 | 476  | 0.6253          | 0.5565  | 0.6253 | 0.7908 |
| No log        | 6.0506 | 478  | 0.6563          | 0.5719  | 0.6563 | 0.8101 |
| No log        | 6.0759 | 480  | 0.6364          | 0.5869  | 0.6364 | 0.7978 |
| No log        | 6.1013 | 482  | 0.6279          | 0.4892  | 0.6279 | 0.7924 |
| No log        | 6.1266 | 484  | 0.6431          | 0.4654  | 0.6431 | 0.8019 |
| No log        | 6.1519 | 486  | 0.6719          | 0.4531  | 0.6719 | 0.8197 |
| No log        | 6.1772 | 488  | 0.6527          | 0.4728  | 0.6527 | 0.8079 |
| No log        | 6.2025 | 490  | 0.6285          | 0.4765  | 0.6285 | 0.7928 |
| No log        | 6.2278 | 492  | 0.6124          | 0.4556  | 0.6124 | 0.7826 |
| No log        | 6.2532 | 494  | 0.6047          | 0.4431  | 0.6047 | 0.7776 |
| No log        | 6.2785 | 496  | 0.6152          | 0.4866  | 0.6152 | 0.7844 |
| No log        | 6.3038 | 498  | 0.6106          | 0.4786  | 0.6106 | 0.7814 |
| 0.3637        | 6.3291 | 500  | 0.5979          | 0.4868  | 0.5979 | 0.7732 |
| 0.3637        | 6.3544 | 502  | 0.5981          | 0.5076  | 0.5981 | 0.7734 |
| 0.3637        | 6.3797 | 504  | 0.5825          | 0.4899  | 0.5825 | 0.7632 |
| 0.3637        | 6.4051 | 506  | 0.5805          | 0.4886  | 0.5805 | 0.7619 |
| 0.3637        | 6.4304 | 508  | 0.5750          | 0.5160  | 0.5750 | 0.7583 |
| 0.3637        | 6.4557 | 510  | 0.5761          | 0.5198  | 0.5761 | 0.7590 |
| 0.3637        | 6.4810 | 512  | 0.6370          | 0.4833  | 0.6370 | 0.7981 |
| 0.3637        | 6.5063 | 514  | 0.7102          | 0.4531  | 0.7102 | 0.8427 |
| 0.3637        | 6.5316 | 516  | 0.6860          | 0.4538  | 0.6860 | 0.8282 |
| 0.3637        | 6.5570 | 518  | 0.5986          | 0.3838  | 0.5986 | 0.7737 |
| 0.3637        | 6.5823 | 520  | 0.5737          | 0.3877  | 0.5737 | 0.7574 |


### Framework versions

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