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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask6_style
  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_TestTask6_style

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: 0.6625
- Qwk: 0.5624
- Mse: 0.6625
- Rmse: 0.8139

## 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    | 4.2549          | -0.0101 | 4.2549 | 2.0627 |
| No log        | 0.0388 | 4    | 2.4120          | 0.0821  | 2.4120 | 1.5531 |
| No log        | 0.0583 | 6    | 1.1621          | 0.0141  | 1.1621 | 1.0780 |
| No log        | 0.0777 | 8    | 0.7408          | 0.1705  | 0.7408 | 0.8607 |
| No log        | 0.0971 | 10   | 0.6591          | 0.1659  | 0.6591 | 0.8118 |
| No log        | 0.1165 | 12   | 0.6962          | 0.1637  | 0.6962 | 0.8344 |
| No log        | 0.1359 | 14   | 0.7775          | 0.2388  | 0.7775 | 0.8818 |
| No log        | 0.1553 | 16   | 0.7043          | 0.2659  | 0.7043 | 0.8392 |
| No log        | 0.1748 | 18   | 0.7042          | 0.3202  | 0.7042 | 0.8392 |
| No log        | 0.1942 | 20   | 1.2381          | 0.1429  | 1.2381 | 1.1127 |
| No log        | 0.2136 | 22   | 1.1243          | 0.1606  | 1.1243 | 1.0604 |
| No log        | 0.2330 | 24   | 0.6687          | 0.3300  | 0.6687 | 0.8178 |
| No log        | 0.2524 | 26   | 0.5224          | 0.4248  | 0.5224 | 0.7228 |
| No log        | 0.2718 | 28   | 0.5669          | 0.3243  | 0.5669 | 0.7529 |
| No log        | 0.2913 | 30   | 0.5316          | 0.3743  | 0.5316 | 0.7291 |
| No log        | 0.3107 | 32   | 0.5229          | 0.4262  | 0.5229 | 0.7231 |
| No log        | 0.3301 | 34   | 0.5856          | 0.4064  | 0.5856 | 0.7653 |
| No log        | 0.3495 | 36   | 0.8114          | 0.2506  | 0.8114 | 0.9008 |
| No log        | 0.3689 | 38   | 0.8782          | 0.2470  | 0.8782 | 0.9371 |
| No log        | 0.3883 | 40   | 0.6566          | 0.3774  | 0.6566 | 0.8103 |
| No log        | 0.4078 | 42   | 0.5460          | 0.4424  | 0.5460 | 0.7389 |
| No log        | 0.4272 | 44   | 0.6044          | 0.4215  | 0.6044 | 0.7774 |
| No log        | 0.4466 | 46   | 0.6085          | 0.3842  | 0.6085 | 0.7800 |
| No log        | 0.4660 | 48   | 0.5538          | 0.4453  | 0.5538 | 0.7442 |
| No log        | 0.4854 | 50   | 0.5461          | 0.4785  | 0.5461 | 0.7390 |
| No log        | 0.5049 | 52   | 0.6209          | 0.5048  | 0.6209 | 0.7880 |
| No log        | 0.5243 | 54   | 0.7296          | 0.4396  | 0.7296 | 0.8542 |
| No log        | 0.5437 | 56   | 0.6276          | 0.4755  | 0.6276 | 0.7922 |
| No log        | 0.5631 | 58   | 0.4761          | 0.5686  | 0.4761 | 0.6900 |
| No log        | 0.5825 | 60   | 0.4837          | 0.4984  | 0.4837 | 0.6955 |
| No log        | 0.6019 | 62   | 0.6290          | 0.4140  | 0.6290 | 0.7931 |
| No log        | 0.6214 | 64   | 0.8484          | 0.3305  | 0.8484 | 0.9211 |
| No log        | 0.6408 | 66   | 0.9097          | 0.3165  | 0.9097 | 0.9538 |
| No log        | 0.6602 | 68   | 0.7720          | 0.3892  | 0.7720 | 0.8786 |
| No log        | 0.6796 | 70   | 0.5227          | 0.5091  | 0.5227 | 0.7230 |
| No log        | 0.6990 | 72   | 0.4428          | 0.5102  | 0.4428 | 0.6655 |
| No log        | 0.7184 | 74   | 0.4933          | 0.5723  | 0.4933 | 0.7023 |
| No log        | 0.7379 | 76   | 0.5711          | 0.5314  | 0.5711 | 0.7557 |
| No log        | 0.7573 | 78   | 0.5017          | 0.5627  | 0.5017 | 0.7083 |
| No log        | 0.7767 | 80   | 0.4849          | 0.5821  | 0.4849 | 0.6964 |
| No log        | 0.7961 | 82   | 0.4577          | 0.5968  | 0.4577 | 0.6765 |
| No log        | 0.8155 | 84   | 0.4395          | 0.5729  | 0.4395 | 0.6630 |
| No log        | 0.8350 | 86   | 0.4426          | 0.5979  | 0.4426 | 0.6653 |
| No log        | 0.8544 | 88   | 0.4610          | 0.5776  | 0.4610 | 0.6790 |
| No log        | 0.8738 | 90   | 0.5515          | 0.5409  | 0.5515 | 0.7426 |
| No log        | 0.8932 | 92   | 0.6211          | 0.5724  | 0.6211 | 0.7881 |
| No log        | 0.9126 | 94   | 0.7063          | 0.5468  | 0.7063 | 0.8404 |
| No log        | 0.9320 | 96   | 0.7522          | 0.5229  | 0.7522 | 0.8673 |
| No log        | 0.9515 | 98   | 0.7174          | 0.5726  | 0.7174 | 0.8470 |
| No log        | 0.9709 | 100  | 0.6388          | 0.5634  | 0.6388 | 0.7993 |
| No log        | 0.9903 | 102  | 0.5195          | 0.5904  | 0.5195 | 0.7208 |
| No log        | 1.0097 | 104  | 0.4184          | 0.6514  | 0.4184 | 0.6468 |
| No log        | 1.0291 | 106  | 0.3865          | 0.6491  | 0.3865 | 0.6217 |
| No log        | 1.0485 | 108  | 0.3816          | 0.6594  | 0.3816 | 0.6177 |
| No log        | 1.0680 | 110  | 0.3951          | 0.6475  | 0.3951 | 0.6286 |
| No log        | 1.0874 | 112  | 0.4142          | 0.6382  | 0.4142 | 0.6436 |
| No log        | 1.1068 | 114  | 0.4241          | 0.6543  | 0.4241 | 0.6512 |
| No log        | 1.1262 | 116  | 0.4117          | 0.6665  | 0.4117 | 0.6416 |
| No log        | 1.1456 | 118  | 0.4581          | 0.6687  | 0.4581 | 0.6768 |
| No log        | 1.1650 | 120  | 0.6624          | 0.5581  | 0.6624 | 0.8139 |
| No log        | 1.1845 | 122  | 0.7322          | 0.5348  | 0.7322 | 0.8557 |
| No log        | 1.2039 | 124  | 0.5770          | 0.5847  | 0.5770 | 0.7596 |
| No log        | 1.2233 | 126  | 0.4728          | 0.6376  | 0.4728 | 0.6876 |
| No log        | 1.2427 | 128  | 0.4770          | 0.6192  | 0.4770 | 0.6906 |
| No log        | 1.2621 | 130  | 0.4355          | 0.6288  | 0.4355 | 0.6599 |
| No log        | 1.2816 | 132  | 0.3931          | 0.6534  | 0.3931 | 0.6270 |
| No log        | 1.3010 | 134  | 0.5050          | 0.6200  | 0.5050 | 0.7107 |
| No log        | 1.3204 | 136  | 0.6473          | 0.5240  | 0.6473 | 0.8046 |
| No log        | 1.3398 | 138  | 0.5956          | 0.4820  | 0.5956 | 0.7717 |
| No log        | 1.3592 | 140  | 0.5373          | 0.4899  | 0.5373 | 0.7330 |
| No log        | 1.3786 | 142  | 0.4496          | 0.5462  | 0.4496 | 0.6706 |
| No log        | 1.3981 | 144  | 0.4266          | 0.6052  | 0.4266 | 0.6531 |
| No log        | 1.4175 | 146  | 0.4478          | 0.6070  | 0.4478 | 0.6692 |
| No log        | 1.4369 | 148  | 0.4870          | 0.5996  | 0.4870 | 0.6979 |
| No log        | 1.4563 | 150  | 0.5452          | 0.5547  | 0.5452 | 0.7384 |
| No log        | 1.4757 | 152  | 0.4972          | 0.5891  | 0.4972 | 0.7051 |
| No log        | 1.4951 | 154  | 0.4275          | 0.6196  | 0.4275 | 0.6538 |
| No log        | 1.5146 | 156  | 0.4839          | 0.6210  | 0.4839 | 0.6956 |
| No log        | 1.5340 | 158  | 0.6324          | 0.5156  | 0.6324 | 0.7952 |
| No log        | 1.5534 | 160  | 0.6910          | 0.5288  | 0.6910 | 0.8312 |
| No log        | 1.5728 | 162  | 0.6412          | 0.5672  | 0.6412 | 0.8007 |
| No log        | 1.5922 | 164  | 0.5695          | 0.5466  | 0.5695 | 0.7547 |
| No log        | 1.6117 | 166  | 0.5487          | 0.5667  | 0.5487 | 0.7407 |
| No log        | 1.6311 | 168  | 0.5396          | 0.5715  | 0.5396 | 0.7346 |
| No log        | 1.6505 | 170  | 0.4522          | 0.5918  | 0.4522 | 0.6725 |
| No log        | 1.6699 | 172  | 0.3959          | 0.6105  | 0.3959 | 0.6292 |
| No log        | 1.6893 | 174  | 0.4072          | 0.5413  | 0.4072 | 0.6381 |
| No log        | 1.7087 | 176  | 0.4149          | 0.5463  | 0.4149 | 0.6441 |
| No log        | 1.7282 | 178  | 0.4222          | 0.5923  | 0.4222 | 0.6498 |
| No log        | 1.7476 | 180  | 0.4433          | 0.6076  | 0.4433 | 0.6658 |
| No log        | 1.7670 | 182  | 0.4928          | 0.5847  | 0.4928 | 0.7020 |
| No log        | 1.7864 | 184  | 0.5300          | 0.5679  | 0.5300 | 0.7280 |
| No log        | 1.8058 | 186  | 0.5408          | 0.5854  | 0.5408 | 0.7354 |
| No log        | 1.8252 | 188  | 0.6806          | 0.5383  | 0.6806 | 0.8250 |
| No log        | 1.8447 | 190  | 0.7199          | 0.5188  | 0.7199 | 0.8485 |
| No log        | 1.8641 | 192  | 0.6166          | 0.5630  | 0.6166 | 0.7853 |
| No log        | 1.8835 | 194  | 0.5421          | 0.5971  | 0.5421 | 0.7363 |
| No log        | 1.9029 | 196  | 0.4481          | 0.6090  | 0.4481 | 0.6694 |
| No log        | 1.9223 | 198  | 0.4094          | 0.6610  | 0.4094 | 0.6398 |
| No log        | 1.9417 | 200  | 0.3989          | 0.6321  | 0.3989 | 0.6316 |
| No log        | 1.9612 | 202  | 0.4367          | 0.6084  | 0.4367 | 0.6608 |
| No log        | 1.9806 | 204  | 0.5659          | 0.5643  | 0.5659 | 0.7523 |
| No log        | 2.0    | 206  | 0.6567          | 0.5469  | 0.6567 | 0.8104 |
| No log        | 2.0194 | 208  | 0.5817          | 0.5684  | 0.5817 | 0.7627 |
| No log        | 2.0388 | 210  | 0.4794          | 0.5682  | 0.4794 | 0.6924 |
| No log        | 2.0583 | 212  | 0.5466          | 0.5478  | 0.5466 | 0.7393 |
| No log        | 2.0777 | 214  | 0.6550          | 0.4778  | 0.6550 | 0.8093 |
| No log        | 2.0971 | 216  | 0.7004          | 0.4765  | 0.7004 | 0.8369 |
| No log        | 2.1165 | 218  | 0.6442          | 0.5157  | 0.6442 | 0.8026 |
| No log        | 2.1359 | 220  | 0.5243          | 0.5495  | 0.5243 | 0.7241 |
| No log        | 2.1553 | 222  | 0.4555          | 0.6434  | 0.4555 | 0.6749 |
| No log        | 2.1748 | 224  | 0.4800          | 0.6099  | 0.4800 | 0.6928 |
| No log        | 2.1942 | 226  | 0.4896          | 0.6223  | 0.4896 | 0.6997 |
| No log        | 2.2136 | 228  | 0.4845          | 0.6259  | 0.4845 | 0.6960 |
| No log        | 2.2330 | 230  | 0.5370          | 0.5712  | 0.5370 | 0.7328 |
| No log        | 2.2524 | 232  | 0.5853          | 0.5475  | 0.5853 | 0.7651 |
| No log        | 2.2718 | 234  | 0.5995          | 0.5022  | 0.5995 | 0.7743 |
| No log        | 2.2913 | 236  | 0.5423          | 0.5419  | 0.5423 | 0.7364 |
| No log        | 2.3107 | 238  | 0.4821          | 0.6222  | 0.4821 | 0.6944 |
| No log        | 2.3301 | 240  | 0.4659          | 0.6513  | 0.4659 | 0.6825 |
| No log        | 2.3495 | 242  | 0.5100          | 0.5872  | 0.5100 | 0.7142 |
| No log        | 2.3689 | 244  | 0.4915          | 0.5851  | 0.4915 | 0.7011 |
| No log        | 2.3883 | 246  | 0.4543          | 0.6368  | 0.4543 | 0.6740 |
| No log        | 2.4078 | 248  | 0.4374          | 0.6110  | 0.4374 | 0.6613 |
| No log        | 2.4272 | 250  | 0.4627          | 0.5803  | 0.4627 | 0.6802 |
| No log        | 2.4466 | 252  | 0.4809          | 0.5667  | 0.4809 | 0.6935 |
| No log        | 2.4660 | 254  | 0.5564          | 0.5106  | 0.5564 | 0.7459 |
| No log        | 2.4854 | 256  | 0.6645          | 0.4774  | 0.6645 | 0.8152 |
| No log        | 2.5049 | 258  | 0.6290          | 0.5079  | 0.6290 | 0.7931 |
| No log        | 2.5243 | 260  | 0.4964          | 0.5556  | 0.4964 | 0.7046 |
| No log        | 2.5437 | 262  | 0.4947          | 0.5873  | 0.4947 | 0.7033 |
| No log        | 2.5631 | 264  | 0.5097          | 0.5622  | 0.5097 | 0.7139 |
| No log        | 2.5825 | 266  | 0.4607          | 0.6322  | 0.4607 | 0.6787 |
| No log        | 2.6019 | 268  | 0.4607          | 0.5844  | 0.4607 | 0.6787 |
| No log        | 2.6214 | 270  | 0.5539          | 0.5393  | 0.5539 | 0.7443 |
| No log        | 2.6408 | 272  | 0.7170          | 0.5062  | 0.7170 | 0.8468 |
| No log        | 2.6602 | 274  | 0.6875          | 0.5216  | 0.6875 | 0.8291 |
| No log        | 2.6796 | 276  | 0.5170          | 0.5764  | 0.5170 | 0.7190 |
| No log        | 2.6990 | 278  | 0.4238          | 0.6364  | 0.4238 | 0.6510 |
| No log        | 2.7184 | 280  | 0.4218          | 0.6093  | 0.4218 | 0.6495 |
| No log        | 2.7379 | 282  | 0.4345          | 0.6033  | 0.4345 | 0.6591 |
| No log        | 2.7573 | 284  | 0.4275          | 0.6346  | 0.4275 | 0.6538 |
| No log        | 2.7767 | 286  | 0.5344          | 0.6201  | 0.5344 | 0.7310 |
| No log        | 2.7961 | 288  | 0.7891          | 0.4987  | 0.7891 | 0.8883 |
| No log        | 2.8155 | 290  | 0.9135          | 0.4911  | 0.9135 | 0.9558 |
| No log        | 2.8350 | 292  | 0.8427          | 0.5123  | 0.8427 | 0.9180 |
| No log        | 2.8544 | 294  | 0.7493          | 0.5566  | 0.7493 | 0.8656 |
| No log        | 2.8738 | 296  | 0.5960          | 0.6102  | 0.5960 | 0.7720 |
| No log        | 2.8932 | 298  | 0.4786          | 0.6276  | 0.4786 | 0.6918 |
| No log        | 2.9126 | 300  | 0.4459          | 0.6102  | 0.4459 | 0.6678 |
| No log        | 2.9320 | 302  | 0.4336          | 0.6133  | 0.4336 | 0.6585 |
| No log        | 2.9515 | 304  | 0.4466          | 0.6142  | 0.4466 | 0.6683 |
| No log        | 2.9709 | 306  | 0.4584          | 0.6102  | 0.4584 | 0.6771 |
| No log        | 2.9903 | 308  | 0.4251          | 0.5833  | 0.4251 | 0.6520 |
| No log        | 3.0097 | 310  | 0.4224          | 0.6036  | 0.4224 | 0.6499 |
| No log        | 3.0291 | 312  | 0.4492          | 0.6002  | 0.4492 | 0.6702 |
| No log        | 3.0485 | 314  | 0.4830          | 0.6030  | 0.4830 | 0.6950 |
| No log        | 3.0680 | 316  | 0.4908          | 0.6044  | 0.4908 | 0.7006 |
| No log        | 3.0874 | 318  | 0.4911          | 0.6238  | 0.4911 | 0.7008 |
| No log        | 3.1068 | 320  | 0.5672          | 0.5806  | 0.5672 | 0.7532 |
| No log        | 3.1262 | 322  | 0.6404          | 0.5756  | 0.6404 | 0.8002 |
| No log        | 3.1456 | 324  | 0.7038          | 0.5779  | 0.7038 | 0.8389 |
| No log        | 3.1650 | 326  | 0.7906          | 0.5403  | 0.7906 | 0.8891 |
| No log        | 3.1845 | 328  | 0.7678          | 0.5341  | 0.7678 | 0.8762 |
| No log        | 3.2039 | 330  | 0.6490          | 0.5509  | 0.6490 | 0.8056 |
| No log        | 3.2233 | 332  | 0.5750          | 0.5971  | 0.5750 | 0.7583 |
| No log        | 3.2427 | 334  | 0.5504          | 0.6152  | 0.5504 | 0.7419 |
| No log        | 3.2621 | 336  | 0.4612          | 0.6405  | 0.4612 | 0.6791 |
| No log        | 3.2816 | 338  | 0.4261          | 0.6541  | 0.4261 | 0.6528 |
| No log        | 3.3010 | 340  | 0.4072          | 0.6421  | 0.4072 | 0.6381 |
| No log        | 3.3204 | 342  | 0.4145          | 0.6538  | 0.4145 | 0.6438 |
| No log        | 3.3398 | 344  | 0.4319          | 0.6493  | 0.4319 | 0.6572 |
| No log        | 3.3592 | 346  | 0.4687          | 0.6605  | 0.4687 | 0.6846 |
| No log        | 3.3786 | 348  | 0.5407          | 0.6335  | 0.5407 | 0.7353 |
| No log        | 3.3981 | 350  | 0.5732          | 0.6262  | 0.5732 | 0.7571 |
| No log        | 3.4175 | 352  | 0.5355          | 0.6360  | 0.5355 | 0.7318 |
| No log        | 3.4369 | 354  | 0.4905          | 0.6270  | 0.4905 | 0.7003 |
| No log        | 3.4563 | 356  | 0.4299          | 0.6273  | 0.4299 | 0.6557 |
| No log        | 3.4757 | 358  | 0.4029          | 0.6478  | 0.4029 | 0.6347 |
| No log        | 3.4951 | 360  | 0.3946          | 0.6308  | 0.3946 | 0.6282 |
| No log        | 3.5146 | 362  | 0.4185          | 0.6273  | 0.4185 | 0.6470 |
| No log        | 3.5340 | 364  | 0.5554          | 0.6073  | 0.5554 | 0.7452 |
| No log        | 3.5534 | 366  | 0.6614          | 0.5404  | 0.6614 | 0.8132 |
| No log        | 3.5728 | 368  | 0.7019          | 0.5104  | 0.7019 | 0.8378 |
| No log        | 3.5922 | 370  | 0.6041          | 0.5705  | 0.6041 | 0.7772 |
| No log        | 3.6117 | 372  | 0.5413          | 0.5698  | 0.5413 | 0.7357 |
| No log        | 3.6311 | 374  | 0.4869          | 0.5939  | 0.4869 | 0.6978 |
| No log        | 3.6505 | 376  | 0.4548          | 0.6296  | 0.4548 | 0.6744 |
| No log        | 3.6699 | 378  | 0.4633          | 0.6095  | 0.4633 | 0.6806 |
| No log        | 3.6893 | 380  | 0.4621          | 0.5953  | 0.4621 | 0.6798 |
| No log        | 3.7087 | 382  | 0.4718          | 0.6041  | 0.4718 | 0.6869 |
| No log        | 3.7282 | 384  | 0.4684          | 0.6258  | 0.4684 | 0.6844 |
| No log        | 3.7476 | 386  | 0.4581          | 0.6410  | 0.4581 | 0.6768 |
| No log        | 3.7670 | 388  | 0.4472          | 0.6339  | 0.4472 | 0.6687 |
| No log        | 3.7864 | 390  | 0.4586          | 0.6326  | 0.4586 | 0.6772 |
| No log        | 3.8058 | 392  | 0.4880          | 0.6321  | 0.4880 | 0.6986 |
| No log        | 3.8252 | 394  | 0.4700          | 0.6557  | 0.4700 | 0.6855 |
| No log        | 3.8447 | 396  | 0.4541          | 0.6569  | 0.4541 | 0.6739 |
| No log        | 3.8641 | 398  | 0.4796          | 0.6659  | 0.4796 | 0.6925 |
| No log        | 3.8835 | 400  | 0.5397          | 0.6186  | 0.5397 | 0.7346 |
| No log        | 3.9029 | 402  | 0.4911          | 0.6533  | 0.4911 | 0.7008 |
| No log        | 3.9223 | 404  | 0.4801          | 0.6466  | 0.4801 | 0.6929 |
| No log        | 3.9417 | 406  | 0.5555          | 0.5995  | 0.5555 | 0.7453 |
| No log        | 3.9612 | 408  | 0.5316          | 0.5934  | 0.5316 | 0.7291 |
| No log        | 3.9806 | 410  | 0.5020          | 0.5995  | 0.5020 | 0.7085 |
| No log        | 4.0    | 412  | 0.4981          | 0.5969  | 0.4981 | 0.7057 |
| No log        | 4.0194 | 414  | 0.4316          | 0.6385  | 0.4316 | 0.6570 |
| No log        | 4.0388 | 416  | 0.4221          | 0.6486  | 0.4221 | 0.6497 |
| No log        | 4.0583 | 418  | 0.5384          | 0.6021  | 0.5384 | 0.7338 |
| No log        | 4.0777 | 420  | 0.6350          | 0.5818  | 0.6350 | 0.7969 |
| No log        | 4.0971 | 422  | 0.6800          | 0.5814  | 0.6800 | 0.8246 |
| No log        | 4.1165 | 424  | 0.7057          | 0.5761  | 0.7057 | 0.8401 |
| No log        | 4.1359 | 426  | 0.7379          | 0.5711  | 0.7379 | 0.8590 |
| No log        | 4.1553 | 428  | 0.6705          | 0.5737  | 0.6705 | 0.8188 |
| No log        | 4.1748 | 430  | 0.5810          | 0.6039  | 0.5810 | 0.7623 |
| No log        | 4.1942 | 432  | 0.5483          | 0.6398  | 0.5483 | 0.7405 |
| No log        | 4.2136 | 434  | 0.5003          | 0.6394  | 0.5003 | 0.7073 |
| No log        | 4.2330 | 436  | 0.4539          | 0.6544  | 0.4539 | 0.6737 |
| No log        | 4.2524 | 438  | 0.4324          | 0.6472  | 0.4324 | 0.6576 |
| No log        | 4.2718 | 440  | 0.4300          | 0.6375  | 0.4300 | 0.6558 |
| No log        | 4.2913 | 442  | 0.5203          | 0.6289  | 0.5203 | 0.7213 |
| No log        | 4.3107 | 444  | 0.5867          | 0.5736  | 0.5867 | 0.7659 |
| No log        | 4.3301 | 446  | 0.5247          | 0.6038  | 0.5247 | 0.7243 |
| No log        | 4.3495 | 448  | 0.4488          | 0.6146  | 0.4488 | 0.6699 |
| No log        | 4.3689 | 450  | 0.4713          | 0.6336  | 0.4713 | 0.6865 |
| No log        | 4.3883 | 452  | 0.5811          | 0.5884  | 0.5811 | 0.7623 |
| No log        | 4.4078 | 454  | 0.6236          | 0.5594  | 0.6236 | 0.7897 |
| No log        | 4.4272 | 456  | 0.5681          | 0.5724  | 0.5681 | 0.7537 |
| No log        | 4.4466 | 458  | 0.5857          | 0.5725  | 0.5857 | 0.7653 |
| No log        | 4.4660 | 460  | 0.5846          | 0.5711  | 0.5846 | 0.7646 |
| No log        | 4.4854 | 462  | 0.5656          | 0.5873  | 0.5656 | 0.7520 |
| No log        | 4.5049 | 464  | 0.5449          | 0.6024  | 0.5449 | 0.7382 |
| No log        | 4.5243 | 466  | 0.5202          | 0.6282  | 0.5202 | 0.7212 |
| No log        | 4.5437 | 468  | 0.5246          | 0.6144  | 0.5246 | 0.7243 |
| No log        | 4.5631 | 470  | 0.5577          | 0.6117  | 0.5577 | 0.7468 |
| No log        | 4.5825 | 472  | 0.6286          | 0.5410  | 0.6286 | 0.7929 |
| No log        | 4.6019 | 474  | 0.8051          | 0.5247  | 0.8051 | 0.8973 |
| No log        | 4.6214 | 476  | 0.9125          | 0.5233  | 0.9125 | 0.9552 |
| No log        | 4.6408 | 478  | 0.9334          | 0.5226  | 0.9334 | 0.9661 |
| No log        | 4.6602 | 480  | 0.8102          | 0.5450  | 0.8102 | 0.9001 |
| No log        | 4.6796 | 482  | 0.6513          | 0.5556  | 0.6513 | 0.8071 |
| No log        | 4.6990 | 484  | 0.5660          | 0.5882  | 0.5660 | 0.7523 |
| No log        | 4.7184 | 486  | 0.5276          | 0.6018  | 0.5276 | 0.7264 |
| No log        | 4.7379 | 488  | 0.4697          | 0.6267  | 0.4697 | 0.6854 |
| No log        | 4.7573 | 490  | 0.4624          | 0.6242  | 0.4624 | 0.6800 |
| No log        | 4.7767 | 492  | 0.5861          | 0.5688  | 0.5861 | 0.7656 |
| No log        | 4.7961 | 494  | 0.6420          | 0.5097  | 0.6420 | 0.8013 |
| No log        | 4.8155 | 496  | 0.5788          | 0.5086  | 0.5788 | 0.7608 |
| No log        | 4.8350 | 498  | 0.4781          | 0.5888  | 0.4781 | 0.6914 |
| 0.4956        | 4.8544 | 500  | 0.4220          | 0.5638  | 0.4220 | 0.6496 |
| 0.4956        | 4.8738 | 502  | 0.4527          | 0.5877  | 0.4527 | 0.6728 |
| 0.4956        | 4.8932 | 504  | 0.4717          | 0.5949  | 0.4717 | 0.6868 |
| 0.4956        | 4.9126 | 506  | 0.4611          | 0.6301  | 0.4611 | 0.6791 |
| 0.4956        | 4.9320 | 508  | 0.4397          | 0.6200  | 0.4397 | 0.6631 |
| 0.4956        | 4.9515 | 510  | 0.4575          | 0.6355  | 0.4575 | 0.6764 |
| 0.4956        | 4.9709 | 512  | 0.5761          | 0.5819  | 0.5761 | 0.7590 |
| 0.4956        | 4.9903 | 514  | 0.7003          | 0.5429  | 0.7003 | 0.8368 |
| 0.4956        | 5.0097 | 516  | 0.6904          | 0.5373  | 0.6904 | 0.8309 |
| 0.4956        | 5.0291 | 518  | 0.5647          | 0.6143  | 0.5647 | 0.7515 |
| 0.4956        | 5.0485 | 520  | 0.4513          | 0.6601  | 0.4513 | 0.6718 |
| 0.4956        | 5.0680 | 522  | 0.4444          | 0.6498  | 0.4444 | 0.6667 |
| 0.4956        | 5.0874 | 524  | 0.4692          | 0.6278  | 0.4692 | 0.6850 |
| 0.4956        | 5.1068 | 526  | 0.5230          | 0.5899  | 0.5230 | 0.7232 |
| 0.4956        | 5.1262 | 528  | 0.5912          | 0.5897  | 0.5912 | 0.7689 |
| 0.4956        | 5.1456 | 530  | 0.6511          | 0.5854  | 0.6511 | 0.8069 |
| 0.4956        | 5.1650 | 532  | 0.6523          | 0.5820  | 0.6523 | 0.8077 |
| 0.4956        | 5.1845 | 534  | 0.5787          | 0.5640  | 0.5787 | 0.7607 |
| 0.4956        | 5.2039 | 536  | 0.5608          | 0.5573  | 0.5608 | 0.7489 |
| 0.4956        | 5.2233 | 538  | 0.4903          | 0.5851  | 0.4903 | 0.7002 |
| 0.4956        | 5.2427 | 540  | 0.4170          | 0.6208  | 0.4170 | 0.6457 |
| 0.4956        | 5.2621 | 542  | 0.4089          | 0.6126  | 0.4089 | 0.6394 |
| 0.4956        | 5.2816 | 544  | 0.4227          | 0.6020  | 0.4227 | 0.6502 |
| 0.4956        | 5.3010 | 546  | 0.5576          | 0.6126  | 0.5576 | 0.7467 |
| 0.4956        | 5.3204 | 548  | 0.8743          | 0.5081  | 0.8743 | 0.9350 |
| 0.4956        | 5.3398 | 550  | 0.9584          | 0.4835  | 0.9584 | 0.9790 |
| 0.4956        | 5.3592 | 552  | 0.8999          | 0.4997  | 0.8999 | 0.9486 |
| 0.4956        | 5.3786 | 554  | 0.7060          | 0.5792  | 0.7060 | 0.8403 |
| 0.4956        | 5.3981 | 556  | 0.4923          | 0.6452  | 0.4923 | 0.7016 |
| 0.4956        | 5.4175 | 558  | 0.4577          | 0.5770  | 0.4577 | 0.6766 |
| 0.4956        | 5.4369 | 560  | 0.4559          | 0.5746  | 0.4559 | 0.6752 |
| 0.4956        | 5.4563 | 562  | 0.4368          | 0.5998  | 0.4368 | 0.6609 |
| 0.4956        | 5.4757 | 564  | 0.4896          | 0.6751  | 0.4896 | 0.6997 |
| 0.4956        | 5.4951 | 566  | 0.6343          | 0.5811  | 0.6343 | 0.7964 |
| 0.4956        | 5.5146 | 568  | 0.6718          | 0.5644  | 0.6718 | 0.8196 |
| 0.4956        | 5.5340 | 570  | 0.6156          | 0.5824  | 0.6156 | 0.7846 |
| 0.4956        | 5.5534 | 572  | 0.6108          | 0.5585  | 0.6108 | 0.7815 |
| 0.4956        | 5.5728 | 574  | 0.6152          | 0.5454  | 0.6152 | 0.7844 |
| 0.4956        | 5.5922 | 576  | 0.6055          | 0.5629  | 0.6055 | 0.7781 |
| 0.4956        | 5.6117 | 578  | 0.5930          | 0.5590  | 0.5930 | 0.7701 |
| 0.4956        | 5.6311 | 580  | 0.5275          | 0.5680  | 0.5275 | 0.7263 |
| 0.4956        | 5.6505 | 582  | 0.4887          | 0.6062  | 0.4887 | 0.6991 |
| 0.4956        | 5.6699 | 584  | 0.4998          | 0.6036  | 0.4998 | 0.7070 |
| 0.4956        | 5.6893 | 586  | 0.5067          | 0.5900  | 0.5067 | 0.7118 |
| 0.4956        | 5.7087 | 588  | 0.5367          | 0.5928  | 0.5367 | 0.7326 |
| 0.4956        | 5.7282 | 590  | 0.5509          | 0.5878  | 0.5509 | 0.7422 |
| 0.4956        | 5.7476 | 592  | 0.5162          | 0.6061  | 0.5162 | 0.7185 |
| 0.4956        | 5.7670 | 594  | 0.4842          | 0.5798  | 0.4842 | 0.6959 |
| 0.4956        | 5.7864 | 596  | 0.4689          | 0.5510  | 0.4689 | 0.6848 |
| 0.4956        | 5.8058 | 598  | 0.4786          | 0.5557  | 0.4786 | 0.6918 |
| 0.4956        | 5.8252 | 600  | 0.5018          | 0.5562  | 0.5018 | 0.7084 |
| 0.4956        | 5.8447 | 602  | 0.5346          | 0.5680  | 0.5346 | 0.7311 |
| 0.4956        | 5.8641 | 604  | 0.6303          | 0.5488  | 0.6303 | 0.7939 |
| 0.4956        | 5.8835 | 606  | 0.7735          | 0.5383  | 0.7735 | 0.8795 |
| 0.4956        | 5.9029 | 608  | 0.7841          | 0.5567  | 0.7841 | 0.8855 |
| 0.4956        | 5.9223 | 610  | 0.7246          | 0.5504  | 0.7246 | 0.8512 |
| 0.4956        | 5.9417 | 612  | 0.6625          | 0.5624  | 0.6625 | 0.8139 |


### Framework versions

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