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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask3_relevance
  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_TestTask3_relevance

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: 0.1877
- Qwk: 0.0614
- Mse: 0.1877
- Rmse: 0.4333

## 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        | 0.0194 | 2    | 1.0526          | 0.0107  | 1.0526 | 1.0259 |
| No log        | 0.0388 | 4    | 0.4192          | 0.0939  | 0.4192 | 0.6474 |
| No log        | 0.0583 | 6    | 0.2912          | 0.0737  | 0.2912 | 0.5396 |
| No log        | 0.0777 | 8    | 0.3502          | 0.0126  | 0.3502 | 0.5918 |
| No log        | 0.0971 | 10   | 0.2277          | 0.0814  | 0.2277 | 0.4771 |
| No log        | 0.1165 | 12   | 0.1736          | 0.1817  | 0.1736 | 0.4167 |
| No log        | 0.1359 | 14   | 0.1703          | 0.0252  | 0.1703 | 0.4127 |
| No log        | 0.1553 | 16   | 0.2313          | 0.0700  | 0.2313 | 0.4809 |
| No log        | 0.1748 | 18   | 0.2433          | 0.1129  | 0.2433 | 0.4932 |
| No log        | 0.1942 | 20   | 0.1817          | 0.1898  | 0.1817 | 0.4262 |
| No log        | 0.2136 | 22   | 0.1854          | 0.1594  | 0.1854 | 0.4305 |
| No log        | 0.2330 | 24   | 0.2068          | 0.0879  | 0.2068 | 0.4548 |
| No log        | 0.2524 | 26   | 0.2076          | 0.0721  | 0.2076 | 0.4556 |
| No log        | 0.2718 | 28   | 0.1700          | 0.0783  | 0.1700 | 0.4124 |
| No log        | 0.2913 | 30   | 0.1599          | 0.0904  | 0.1599 | 0.3999 |
| No log        | 0.3107 | 32   | 0.1574          | 0.0998  | 0.1574 | 0.3968 |
| No log        | 0.3301 | 34   | 0.1602          | 0.0558  | 0.1602 | 0.4003 |
| No log        | 0.3495 | 36   | 0.1693          | 0.0654  | 0.1693 | 0.4114 |
| No log        | 0.3689 | 38   | 0.1736          | 0.0654  | 0.1736 | 0.4166 |
| No log        | 0.3883 | 40   | 0.1724          | 0.1398  | 0.1724 | 0.4152 |
| No log        | 0.4078 | 42   | 0.1768          | 0.1122  | 0.1768 | 0.4205 |
| No log        | 0.4272 | 44   | 0.1968          | 0.2776  | 0.1968 | 0.4436 |
| No log        | 0.4466 | 46   | 0.2436          | 0.3054  | 0.2436 | 0.4935 |
| No log        | 0.4660 | 48   | 0.3182          | 0.2139  | 0.3182 | 0.5641 |
| No log        | 0.4854 | 50   | 0.2725          | 0.2682  | 0.2725 | 0.5220 |
| No log        | 0.5049 | 52   | 0.2014          | 0.1260  | 0.2014 | 0.4488 |
| No log        | 0.5243 | 54   | 0.1870          | 0.0223  | 0.1870 | 0.4324 |
| No log        | 0.5437 | 56   | 0.1963          | 0.0421  | 0.1963 | 0.4431 |
| No log        | 0.5631 | 58   | 0.2304          | 0.1068  | 0.2304 | 0.4800 |
| No log        | 0.5825 | 60   | 0.2817          | 0.1692  | 0.2817 | 0.5307 |
| No log        | 0.6019 | 62   | 0.2880          | 0.0710  | 0.2880 | 0.5366 |
| No log        | 0.6214 | 64   | 0.2879          | -0.0637 | 0.2879 | 0.5366 |
| No log        | 0.6408 | 66   | 0.2477          | 0.0780  | 0.2477 | 0.4977 |
| No log        | 0.6602 | 68   | 0.2117          | 0.1398  | 0.2117 | 0.4601 |
| No log        | 0.6796 | 70   | 0.1707          | 0.2269  | 0.1707 | 0.4131 |
| No log        | 0.6990 | 72   | 0.1809          | 0.2356  | 0.1809 | 0.4253 |
| No log        | 0.7184 | 74   | 0.1795          | 0.2103  | 0.1795 | 0.4236 |
| No log        | 0.7379 | 76   | 0.1706          | 0.1203  | 0.1706 | 0.4131 |
| No log        | 0.7573 | 78   | 0.1504          | 0.0558  | 0.1504 | 0.3879 |
| No log        | 0.7767 | 80   | 0.1490          | 0.0229  | 0.1490 | 0.3860 |
| No log        | 0.7961 | 82   | 0.1466          | 0.1193  | 0.1466 | 0.3829 |
| No log        | 0.8155 | 84   | 0.1549          | 0.2704  | 0.1549 | 0.3935 |
| No log        | 0.8350 | 86   | 0.2034          | 0.2548  | 0.2034 | 0.4510 |
| No log        | 0.8544 | 88   | 0.1799          | 0.2452  | 0.1799 | 0.4242 |
| No log        | 0.8738 | 90   | 0.1448          | 0.0558  | 0.1448 | 0.3805 |
| No log        | 0.8932 | 92   | 0.1832          | -0.0189 | 0.1832 | 0.4280 |
| No log        | 0.9126 | 94   | 0.1900          | 0.0654  | 0.1900 | 0.4359 |
| No log        | 0.9320 | 96   | 0.1800          | 0.1817  | 0.1800 | 0.4242 |
| No log        | 0.9515 | 98   | 0.1880          | 0.0905  | 0.1880 | 0.4336 |
| No log        | 0.9709 | 100  | 0.2165          | 0.2462  | 0.2165 | 0.4653 |
| No log        | 0.9903 | 102  | 0.2101          | 0.1551  | 0.2101 | 0.4583 |
| No log        | 1.0097 | 104  | 0.1642          | 0.0752  | 0.1642 | 0.4052 |
| No log        | 1.0291 | 106  | 0.1553          | 0.0514  | 0.1553 | 0.3941 |
| No log        | 1.0485 | 108  | 0.1558          | 0.0852  | 0.1558 | 0.3947 |
| No log        | 1.0680 | 110  | 0.1578          | 0.0752  | 0.1578 | 0.3972 |
| No log        | 1.0874 | 112  | 0.1648          | 0.0752  | 0.1648 | 0.4059 |
| No log        | 1.1068 | 114  | 0.1629          | 0.1397  | 0.1629 | 0.4036 |
| No log        | 1.1262 | 116  | 0.1667          | 0.1904  | 0.1667 | 0.4083 |
| No log        | 1.1456 | 118  | 0.1854          | 0.2296  | 0.1854 | 0.4306 |
| No log        | 1.1650 | 120  | 0.1834          | 0.2334  | 0.1834 | 0.4283 |
| No log        | 1.1845 | 122  | 0.1694          | 0.1798  | 0.1694 | 0.4116 |
| No log        | 1.2039 | 124  | 0.1681          | 0.1709  | 0.1681 | 0.4100 |
| No log        | 1.2233 | 126  | 0.1636          | 0.1294  | 0.1636 | 0.4044 |
| No log        | 1.2427 | 128  | 0.1590          | 0.0654  | 0.1590 | 0.3988 |
| No log        | 1.2621 | 130  | 0.1756          | 0.0955  | 0.1756 | 0.4191 |
| No log        | 1.2816 | 132  | 0.2280          | 0.0955  | 0.2280 | 0.4775 |
| No log        | 1.3010 | 134  | 0.2473          | 0.0264  | 0.2473 | 0.4973 |
| No log        | 1.3204 | 136  | 0.2208          | -0.0096 | 0.2208 | 0.4699 |
| No log        | 1.3398 | 138  | 0.1770          | -0.0096 | 0.1770 | 0.4207 |
| No log        | 1.3592 | 140  | 0.1691          | -0.0096 | 0.1691 | 0.4112 |
| No log        | 1.3786 | 142  | 0.1698          | -0.0096 | 0.1698 | 0.4121 |
| No log        | 1.3981 | 144  | 0.1773          | 0.1203  | 0.1773 | 0.4211 |
| No log        | 1.4175 | 146  | 0.1746          | 0.1492  | 0.1746 | 0.4179 |
| No log        | 1.4369 | 148  | 0.1584          | 0.1079  | 0.1584 | 0.3980 |
| No log        | 1.4563 | 150  | 0.1568          | 0.0264  | 0.1568 | 0.3960 |
| No log        | 1.4757 | 152  | 0.1729          | 0.0264  | 0.1729 | 0.4159 |
| No log        | 1.4951 | 154  | 0.1851          | 0.0322  | 0.1851 | 0.4303 |
| No log        | 1.5146 | 156  | 0.2062          | 0.0264  | 0.2062 | 0.4541 |
| No log        | 1.5340 | 158  | 0.1972          | 0.0264  | 0.1972 | 0.4441 |
| No log        | 1.5534 | 160  | 0.1751          | 0.0783  | 0.1751 | 0.4184 |
| No log        | 1.5728 | 162  | 0.1801          | 0.1964  | 0.1801 | 0.4244 |
| No log        | 1.5922 | 164  | 0.1757          | 0.1827  | 0.1757 | 0.4191 |
| No log        | 1.6117 | 166  | 0.1620          | 0.0654  | 0.1620 | 0.4025 |
| No log        | 1.6311 | 168  | 0.1595          | 0.0264  | 0.1595 | 0.3993 |
| No log        | 1.6505 | 170  | 0.1657          | 0.0264  | 0.1657 | 0.4071 |
| No log        | 1.6699 | 172  | 0.1706          | 0.0264  | 0.1706 | 0.4130 |
| No log        | 1.6893 | 174  | 0.1811          | 0.0852  | 0.1811 | 0.4256 |
| No log        | 1.7087 | 176  | 0.1975          | 0.1862  | 0.1975 | 0.4444 |
| No log        | 1.7282 | 178  | 0.1913          | 0.1938  | 0.1913 | 0.4374 |
| No log        | 1.7476 | 180  | 0.1972          | 0.2654  | 0.1972 | 0.4441 |
| No log        | 1.7670 | 182  | 0.1704          | 0.1766  | 0.1704 | 0.4128 |
| No log        | 1.7864 | 184  | 0.1510          | -0.0019 | 0.1510 | 0.3885 |
| No log        | 1.8058 | 186  | 0.1490          | -0.0096 | 0.1490 | 0.3860 |
| No log        | 1.8252 | 188  | 0.1472          | 0.1288  | 0.1472 | 0.3837 |
| No log        | 1.8447 | 190  | 0.1505          | 0.0614  | 0.1505 | 0.3880 |
| No log        | 1.8641 | 192  | 0.1678          | -0.0096 | 0.1678 | 0.4097 |
| No log        | 1.8835 | 194  | 0.1775          | -0.0096 | 0.1775 | 0.4214 |
| No log        | 1.9029 | 196  | 0.1638          | 0.0614  | 0.1638 | 0.4047 |
| No log        | 1.9223 | 198  | 0.1531          | 0.0752  | 0.1531 | 0.3913 |
| No log        | 1.9417 | 200  | 0.1504          | 0.1683  | 0.1504 | 0.3878 |
| No log        | 1.9612 | 202  | 0.1612          | 0.2517  | 0.1612 | 0.4015 |
| No log        | 1.9806 | 204  | 0.1956          | 0.2651  | 0.1956 | 0.4423 |
| No log        | 2.0    | 206  | 0.2195          | 0.2361  | 0.2195 | 0.4685 |
| No log        | 2.0194 | 208  | 0.2023          | 0.2503  | 0.2023 | 0.4498 |
| No log        | 2.0388 | 210  | 0.1771          | 0.2358  | 0.1771 | 0.4209 |
| No log        | 2.0583 | 212  | 0.1551          | 0.1672  | 0.1551 | 0.3939 |
| No log        | 2.0777 | 214  | 0.1464          | 0.1294  | 0.1464 | 0.3827 |
| No log        | 2.0971 | 216  | 0.1474          | 0.0852  | 0.1474 | 0.3839 |
| No log        | 2.1165 | 218  | 0.1481          | 0.0852  | 0.1481 | 0.3848 |
| No log        | 2.1359 | 220  | 0.1451          | 0.0879  | 0.1451 | 0.3809 |
| No log        | 2.1553 | 222  | 0.1549          | 0.3051  | 0.1549 | 0.3936 |
| No log        | 2.1748 | 224  | 0.1774          | 0.3305  | 0.1774 | 0.4212 |
| No log        | 2.1942 | 226  | 0.1755          | 0.2743  | 0.1755 | 0.4189 |
| No log        | 2.2136 | 228  | 0.1581          | 0.2198  | 0.1581 | 0.3976 |
| No log        | 2.2330 | 230  | 0.1545          | 0.0167  | 0.1545 | 0.3931 |
| No log        | 2.2524 | 232  | 0.1597          | 0.0     | 0.1597 | 0.3997 |
| No log        | 2.2718 | 234  | 0.1746          | -0.0096 | 0.1746 | 0.4179 |
| No log        | 2.2913 | 236  | 0.1773          | -0.0096 | 0.1773 | 0.4210 |
| No log        | 2.3107 | 238  | 0.1665          | 0.0654  | 0.1665 | 0.4081 |
| No log        | 2.3301 | 240  | 0.1672          | -0.0189 | 0.1672 | 0.4089 |
| No log        | 2.3495 | 242  | 0.1740          | -0.0096 | 0.1740 | 0.4171 |
| No log        | 2.3689 | 244  | 0.1654          | -0.0096 | 0.1654 | 0.4067 |
| No log        | 2.3883 | 246  | 0.1538          | -0.0096 | 0.1538 | 0.3921 |
| No log        | 2.4078 | 248  | 0.1516          | -0.0189 | 0.1516 | 0.3893 |
| No log        | 2.4272 | 250  | 0.1548          | 0.0514  | 0.1548 | 0.3934 |
| No log        | 2.4466 | 252  | 0.1586          | 0.2309  | 0.1586 | 0.3982 |
| No log        | 2.4660 | 254  | 0.1571          | 0.2309  | 0.1571 | 0.3964 |
| No log        | 2.4854 | 256  | 0.1527          | 0.1709  | 0.1527 | 0.3907 |
| No log        | 2.5049 | 258  | 0.1563          | 0.1709  | 0.1563 | 0.3954 |
| No log        | 2.5243 | 260  | 0.1518          | 0.0852  | 0.1518 | 0.3897 |
| No log        | 2.5437 | 262  | 0.1457          | 0.1061  | 0.1457 | 0.3817 |
| No log        | 2.5631 | 264  | 0.1459          | 0.0717  | 0.1459 | 0.3819 |
| No log        | 2.5825 | 266  | 0.1459          | 0.0717  | 0.1459 | 0.3819 |
| No log        | 2.6019 | 268  | 0.1459          | 0.0717  | 0.1459 | 0.3819 |
| No log        | 2.6214 | 270  | 0.1459          | 0.1396  | 0.1459 | 0.3820 |
| No log        | 2.6408 | 272  | 0.1438          | 0.1709  | 0.1438 | 0.3793 |
| No log        | 2.6602 | 274  | 0.1412          | 0.1397  | 0.1412 | 0.3757 |
| No log        | 2.6796 | 276  | 0.1410          | 0.2012  | 0.1410 | 0.3754 |
| No log        | 2.6990 | 278  | 0.1403          | 0.1079  | 0.1403 | 0.3745 |
| No log        | 2.7184 | 280  | 0.1399          | 0.2198  | 0.1399 | 0.3741 |
| No log        | 2.7379 | 282  | 0.1424          | 0.2817  | 0.1424 | 0.3774 |
| No log        | 2.7573 | 284  | 0.1460          | 0.2805  | 0.1460 | 0.3821 |
| No log        | 2.7767 | 286  | 0.1524          | 0.2607  | 0.1524 | 0.3903 |
| No log        | 2.7961 | 288  | 0.1669          | 0.3065  | 0.1669 | 0.4085 |
| No log        | 2.8155 | 290  | 0.1852          | 0.2769  | 0.1852 | 0.4303 |
| No log        | 2.8350 | 292  | 0.1822          | 0.2929  | 0.1822 | 0.4268 |
| No log        | 2.8544 | 294  | 0.1694          | 0.2896  | 0.1694 | 0.4116 |
| No log        | 2.8738 | 296  | 0.1569          | 0.3184  | 0.1569 | 0.3962 |
| No log        | 2.8932 | 298  | 0.1457          | 0.3637  | 0.1457 | 0.3817 |
| No log        | 2.9126 | 300  | 0.1418          | 0.1603  | 0.1418 | 0.3765 |
| No log        | 2.9320 | 302  | 0.1468          | 0.0978  | 0.1468 | 0.3831 |
| No log        | 2.9515 | 304  | 0.1496          | 0.0285  | 0.1496 | 0.3868 |
| No log        | 2.9709 | 306  | 0.1498          | 0.0722  | 0.1498 | 0.3871 |
| No log        | 2.9903 | 308  | 0.1493          | 0.0167  | 0.1493 | 0.3864 |
| No log        | 3.0097 | 310  | 0.1555          | 0.0264  | 0.1555 | 0.3944 |
| No log        | 3.0291 | 312  | 0.1472          | 0.0852  | 0.1472 | 0.3837 |
| No log        | 3.0485 | 314  | 0.1404          | 0.2198  | 0.1404 | 0.3747 |
| No log        | 3.0680 | 316  | 0.1413          | 0.2928  | 0.1413 | 0.3760 |
| No log        | 3.0874 | 318  | 0.1441          | 0.1904  | 0.1441 | 0.3797 |
| No log        | 3.1068 | 320  | 0.1507          | 0.3082  | 0.1507 | 0.3882 |
| No log        | 3.1262 | 322  | 0.1500          | 0.3746  | 0.1500 | 0.3873 |
| No log        | 3.1456 | 324  | 0.1493          | 0.3637  | 0.1493 | 0.3864 |
| No log        | 3.1650 | 326  | 0.1436          | 0.3507  | 0.1436 | 0.3789 |
| No log        | 3.1845 | 328  | 0.1432          | 0.3762  | 0.1432 | 0.3784 |
| No log        | 3.2039 | 330  | 0.1379          | 0.3617  | 0.1379 | 0.3714 |
| No log        | 3.2233 | 332  | 0.1363          | 0.2972  | 0.1363 | 0.3692 |
| No log        | 3.2427 | 334  | 0.1383          | 0.2602  | 0.1383 | 0.3719 |
| No log        | 3.2621 | 336  | 0.1415          | 0.3156  | 0.1415 | 0.3761 |
| No log        | 3.2816 | 338  | 0.1462          | 0.3230  | 0.1462 | 0.3824 |
| No log        | 3.3010 | 340  | 0.1536          | 0.1499  | 0.1536 | 0.3919 |
| No log        | 3.3204 | 342  | 0.1552          | 0.1612  | 0.1552 | 0.3939 |
| No log        | 3.3398 | 344  | 0.1490          | 0.1817  | 0.1490 | 0.3860 |
| No log        | 3.3592 | 346  | 0.1433          | 0.2655  | 0.1433 | 0.3785 |
| No log        | 3.3786 | 348  | 0.1659          | 0.3059  | 0.1659 | 0.4072 |
| No log        | 3.3981 | 350  | 0.1902          | 0.3256  | 0.1902 | 0.4361 |
| No log        | 3.4175 | 352  | 0.1717          | 0.3213  | 0.1717 | 0.4144 |
| No log        | 3.4369 | 354  | 0.1470          | 0.2817  | 0.1470 | 0.3834 |
| No log        | 3.4563 | 356  | 0.1544          | 0.0417  | 0.1544 | 0.3929 |
| No log        | 3.4757 | 358  | 0.1822          | -0.0096 | 0.1822 | 0.4268 |
| No log        | 3.4951 | 360  | 0.1862          | -0.0096 | 0.1862 | 0.4315 |
| No log        | 3.5146 | 362  | 0.1621          | 0.0614  | 0.1621 | 0.4026 |
| No log        | 3.5340 | 364  | 0.1522          | 0.0783  | 0.1522 | 0.3902 |
| No log        | 3.5534 | 366  | 0.1593          | 0.1492  | 0.1593 | 0.3991 |
| No log        | 3.5728 | 368  | 0.1562          | 0.1672  | 0.1562 | 0.3953 |
| No log        | 3.5922 | 370  | 0.1508          | 0.0783  | 0.1508 | 0.3883 |
| No log        | 3.6117 | 372  | 0.1521          | 0.0852  | 0.1521 | 0.3900 |
| No log        | 3.6311 | 374  | 0.1568          | 0.0752  | 0.1568 | 0.3960 |
| No log        | 3.6505 | 376  | 0.1629          | 0.0852  | 0.1629 | 0.4036 |
| No log        | 3.6699 | 378  | 0.1682          | 0.0752  | 0.1682 | 0.4101 |
| No log        | 3.6893 | 380  | 0.1787          | 0.0654  | 0.1787 | 0.4227 |
| No log        | 3.7087 | 382  | 0.1937          | 0.1350  | 0.1937 | 0.4401 |
| No log        | 3.7282 | 384  | 0.2799          | 0.1707  | 0.2799 | 0.5291 |
| No log        | 3.7476 | 386  | 0.2928          | 0.1802  | 0.2928 | 0.5411 |
| No log        | 3.7670 | 388  | 0.1964          | 0.1966  | 0.1964 | 0.4432 |
| No log        | 3.7864 | 390  | 0.1595          | 0.1193  | 0.1595 | 0.3994 |
| No log        | 3.8058 | 392  | 0.1608          | 0.0852  | 0.1608 | 0.4010 |
| No log        | 3.8252 | 394  | 0.1578          | 0.0852  | 0.1578 | 0.3972 |
| No log        | 3.8447 | 396  | 0.1494          | 0.0752  | 0.1494 | 0.3865 |
| No log        | 3.8641 | 398  | 0.1428          | 0.2164  | 0.1428 | 0.3779 |
| No log        | 3.8835 | 400  | 0.1471          | 0.3637  | 0.1471 | 0.3836 |
| No log        | 3.9029 | 402  | 0.1547          | 0.3893  | 0.1547 | 0.3933 |
| No log        | 3.9223 | 404  | 0.1634          | 0.3514  | 0.1634 | 0.4043 |
| No log        | 3.9417 | 406  | 0.1546          | 0.3804  | 0.1546 | 0.3931 |
| No log        | 3.9612 | 408  | 0.1423          | 0.3637  | 0.1423 | 0.3773 |
| No log        | 3.9806 | 410  | 0.1430          | 0.2949  | 0.1430 | 0.3782 |
| No log        | 4.0    | 412  | 0.1473          | 0.2439  | 0.1473 | 0.3838 |
| No log        | 4.0194 | 414  | 0.1491          | 0.2486  | 0.1491 | 0.3861 |
| No log        | 4.0388 | 416  | 0.1586          | 0.1928  | 0.1586 | 0.3983 |
| No log        | 4.0583 | 418  | 0.1703          | 0.1723  | 0.1703 | 0.4127 |
| No log        | 4.0777 | 420  | 0.1698          | 0.1061  | 0.1698 | 0.4120 |
| No log        | 4.0971 | 422  | 0.1580          | 0.1396  | 0.1580 | 0.3975 |
| No log        | 4.1165 | 424  | 0.1469          | 0.1928  | 0.1469 | 0.3832 |
| No log        | 4.1359 | 426  | 0.1475          | 0.1985  | 0.1475 | 0.3840 |
| No log        | 4.1553 | 428  | 0.1551          | 0.1917  | 0.1551 | 0.3938 |
| No log        | 4.1748 | 430  | 0.1528          | 0.2139  | 0.1528 | 0.3909 |
| No log        | 4.1942 | 432  | 0.1473          | 0.2794  | 0.1473 | 0.3837 |
| No log        | 4.2136 | 434  | 0.1478          | 0.3220  | 0.1478 | 0.3844 |
| No log        | 4.2330 | 436  | 0.1550          | 0.3091  | 0.1550 | 0.3937 |
| No log        | 4.2524 | 438  | 0.1619          | 0.2980  | 0.1619 | 0.4024 |
| No log        | 4.2718 | 440  | 0.1609          | 0.3330  | 0.1609 | 0.4011 |
| No log        | 4.2913 | 442  | 0.1582          | 0.3087  | 0.1582 | 0.3977 |
| No log        | 4.3107 | 444  | 0.1640          | 0.2654  | 0.1640 | 0.4050 |
| No log        | 4.3301 | 446  | 0.1668          | 0.2396  | 0.1668 | 0.4084 |
| No log        | 4.3495 | 448  | 0.1678          | 0.2269  | 0.1678 | 0.4097 |
| No log        | 4.3689 | 450  | 0.1589          | 0.2599  | 0.1589 | 0.3986 |
| No log        | 4.3883 | 452  | 0.1496          | 0.1594  | 0.1496 | 0.3868 |
| No log        | 4.4078 | 454  | 0.1499          | 0.2261  | 0.1499 | 0.3872 |
| No log        | 4.4272 | 456  | 0.1614          | 0.3305  | 0.1614 | 0.4017 |
| No log        | 4.4466 | 458  | 0.1706          | 0.3095  | 0.1706 | 0.4130 |
| No log        | 4.4660 | 460  | 0.1528          | 0.3421  | 0.1528 | 0.3909 |
| No log        | 4.4854 | 462  | 0.1456          | 0.2296  | 0.1456 | 0.3816 |
| No log        | 4.5049 | 464  | 0.1482          | 0.2334  | 0.1482 | 0.3850 |
| No log        | 4.5243 | 466  | 0.1446          | 0.3655  | 0.1446 | 0.3802 |
| No log        | 4.5437 | 468  | 0.1448          | 0.3913  | 0.1448 | 0.3805 |
| No log        | 4.5631 | 470  | 0.1458          | 0.3449  | 0.1458 | 0.3818 |
| No log        | 4.5825 | 472  | 0.1485          | 0.3013  | 0.1485 | 0.3853 |
| No log        | 4.6019 | 474  | 0.1530          | 0.2269  | 0.1530 | 0.3911 |
| No log        | 4.6214 | 476  | 0.1529          | 0.0904  | 0.1529 | 0.3910 |
| No log        | 4.6408 | 478  | 0.1528          | 0.0421  | 0.1528 | 0.3909 |
| No log        | 4.6602 | 480  | 0.1516          | 0.0421  | 0.1516 | 0.3893 |
| No log        | 4.6796 | 482  | 0.1525          | 0.0336  | 0.1525 | 0.3905 |
| No log        | 4.6990 | 484  | 0.1521          | 0.0421  | 0.1521 | 0.3900 |
| No log        | 4.7184 | 486  | 0.1527          | 0.0598  | 0.1527 | 0.3908 |
| No log        | 4.7379 | 488  | 0.1548          | 0.1095  | 0.1548 | 0.3934 |
| No log        | 4.7573 | 490  | 0.1552          | 0.0904  | 0.1552 | 0.3940 |
| No log        | 4.7767 | 492  | 0.1566          | 0.2356  | 0.1566 | 0.3957 |
| No log        | 4.7961 | 494  | 0.1709          | 0.1695  | 0.1709 | 0.4134 |
| No log        | 4.8155 | 496  | 0.1810          | 0.1950  | 0.1810 | 0.4254 |
| No log        | 4.8350 | 498  | 0.1810          | 0.2149  | 0.1810 | 0.4255 |
| 0.2238        | 4.8544 | 500  | 0.1776          | 0.2097  | 0.1776 | 0.4214 |
| 0.2238        | 4.8738 | 502  | 0.1633          | 0.2028  | 0.1633 | 0.4040 |
| 0.2238        | 4.8932 | 504  | 0.1611          | 0.1492  | 0.1611 | 0.4014 |
| 0.2238        | 4.9126 | 506  | 0.1711          | 0.1499  | 0.1711 | 0.4136 |
| 0.2238        | 4.9320 | 508  | 0.1855          | 0.0614  | 0.1855 | 0.4307 |
| 0.2238        | 4.9515 | 510  | 0.1877          | 0.0614  | 0.1877 | 0.4333 |


### Framework versions

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