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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask7_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_TestTask7_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: 0.7020
- Qwk: 0.5776
- Mse: 0.7020
- Rmse: 0.8379

## 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        | 0.0202 | 2    | 4.2066          | 0.0038 | 4.2066 | 2.0510 |
| No log        | 0.0404 | 4    | 3.2857          | 0.0288 | 3.2857 | 1.8126 |
| No log        | 0.0606 | 6    | 2.0350          | 0.0648 | 2.0350 | 1.4265 |
| No log        | 0.0808 | 8    | 0.9950          | 0.1410 | 0.9950 | 0.9975 |
| No log        | 0.1010 | 10   | 0.9184          | 0.0766 | 0.9184 | 0.9583 |
| No log        | 0.1212 | 12   | 0.9905          | 0.0522 | 0.9905 | 0.9952 |
| No log        | 0.1414 | 14   | 0.9266          | 0.0275 | 0.9266 | 0.9626 |
| No log        | 0.1616 | 16   | 0.8571          | 0.0562 | 0.8571 | 0.9258 |
| No log        | 0.1818 | 18   | 0.7856          | 0.2371 | 0.7856 | 0.8863 |
| No log        | 0.2020 | 20   | 0.7807          | 0.4035 | 0.7807 | 0.8836 |
| No log        | 0.2222 | 22   | 0.7716          | 0.4214 | 0.7716 | 0.8784 |
| No log        | 0.2424 | 24   | 0.7313          | 0.4080 | 0.7313 | 0.8551 |
| No log        | 0.2626 | 26   | 0.7380          | 0.2240 | 0.7380 | 0.8591 |
| No log        | 0.2828 | 28   | 0.7991          | 0.1854 | 0.7991 | 0.8939 |
| No log        | 0.3030 | 30   | 0.7612          | 0.2355 | 0.7612 | 0.8725 |
| No log        | 0.3232 | 32   | 0.6563          | 0.3694 | 0.6563 | 0.8101 |
| No log        | 0.3434 | 34   | 0.6203          | 0.4564 | 0.6203 | 0.7876 |
| No log        | 0.3636 | 36   | 0.6120          | 0.4261 | 0.6120 | 0.7823 |
| No log        | 0.3838 | 38   | 0.6648          | 0.3893 | 0.6648 | 0.8154 |
| No log        | 0.4040 | 40   | 0.7147          | 0.3300 | 0.7147 | 0.8454 |
| No log        | 0.4242 | 42   | 0.7589          | 0.3849 | 0.7589 | 0.8712 |
| No log        | 0.4444 | 44   | 0.7400          | 0.4386 | 0.7400 | 0.8603 |
| No log        | 0.4646 | 46   | 0.7547          | 0.4505 | 0.7547 | 0.8687 |
| No log        | 0.4848 | 48   | 0.6243          | 0.4781 | 0.6243 | 0.7901 |
| No log        | 0.5051 | 50   | 0.5571          | 0.5465 | 0.5571 | 0.7464 |
| No log        | 0.5253 | 52   | 0.5483          | 0.5050 | 0.5483 | 0.7404 |
| No log        | 0.5455 | 54   | 0.5732          | 0.4436 | 0.5732 | 0.7571 |
| No log        | 0.5657 | 56   | 0.6846          | 0.3726 | 0.6846 | 0.8274 |
| No log        | 0.5859 | 58   | 0.7354          | 0.2884 | 0.7354 | 0.8576 |
| No log        | 0.6061 | 60   | 0.7393          | 0.2819 | 0.7393 | 0.8598 |
| No log        | 0.6263 | 62   | 0.7009          | 0.2671 | 0.7009 | 0.8372 |
| No log        | 0.6465 | 64   | 0.6829          | 0.2664 | 0.6829 | 0.8264 |
| No log        | 0.6667 | 66   | 0.6413          | 0.3386 | 0.6413 | 0.8008 |
| No log        | 0.6869 | 68   | 0.6192          | 0.3976 | 0.6192 | 0.7869 |
| No log        | 0.7071 | 70   | 0.6957          | 0.4284 | 0.6957 | 0.8341 |
| No log        | 0.7273 | 72   | 0.7624          | 0.4444 | 0.7624 | 0.8732 |
| No log        | 0.7475 | 74   | 0.7196          | 0.4976 | 0.7196 | 0.8483 |
| No log        | 0.7677 | 76   | 0.6587          | 0.5412 | 0.6587 | 0.8116 |
| No log        | 0.7879 | 78   | 0.5828          | 0.5778 | 0.5828 | 0.7634 |
| No log        | 0.8081 | 80   | 0.5187          | 0.5728 | 0.5187 | 0.7202 |
| No log        | 0.8283 | 82   | 0.4990          | 0.5873 | 0.4990 | 0.7064 |
| No log        | 0.8485 | 84   | 0.5424          | 0.5804 | 0.5424 | 0.7365 |
| No log        | 0.8687 | 86   | 0.5306          | 0.6152 | 0.5306 | 0.7284 |
| No log        | 0.8889 | 88   | 0.5059          | 0.6329 | 0.5059 | 0.7113 |
| No log        | 0.9091 | 90   | 0.5636          | 0.5765 | 0.5636 | 0.7508 |
| No log        | 0.9293 | 92   | 0.6334          | 0.4352 | 0.6334 | 0.7959 |
| No log        | 0.9495 | 94   | 0.6473          | 0.4051 | 0.6473 | 0.8045 |
| No log        | 0.9697 | 96   | 0.6179          | 0.4591 | 0.6179 | 0.7861 |
| No log        | 0.9899 | 98   | 0.6062          | 0.5154 | 0.6062 | 0.7786 |
| No log        | 1.0101 | 100  | 0.5195          | 0.5603 | 0.5195 | 0.7208 |
| No log        | 1.0303 | 102  | 0.5444          | 0.6026 | 0.5444 | 0.7378 |
| No log        | 1.0505 | 104  | 0.6167          | 0.5782 | 0.6167 | 0.7853 |
| No log        | 1.0707 | 106  | 0.6387          | 0.5454 | 0.6387 | 0.7992 |
| No log        | 1.0909 | 108  | 0.6018          | 0.5139 | 0.6018 | 0.7758 |
| No log        | 1.1111 | 110  | 0.6058          | 0.5100 | 0.6058 | 0.7783 |
| No log        | 1.1313 | 112  | 0.6145          | 0.5171 | 0.6145 | 0.7839 |
| No log        | 1.1515 | 114  | 0.5663          | 0.5897 | 0.5663 | 0.7525 |
| No log        | 1.1717 | 116  | 0.5918          | 0.6043 | 0.5918 | 0.7693 |
| No log        | 1.1919 | 118  | 0.5579          | 0.6265 | 0.5579 | 0.7469 |
| No log        | 1.2121 | 120  | 0.5488          | 0.6271 | 0.5488 | 0.7408 |
| No log        | 1.2323 | 122  | 0.5306          | 0.5846 | 0.5306 | 0.7284 |
| No log        | 1.2525 | 124  | 0.5882          | 0.5149 | 0.5882 | 0.7669 |
| No log        | 1.2727 | 126  | 0.6887          | 0.3758 | 0.6887 | 0.8299 |
| No log        | 1.2929 | 128  | 0.7031          | 0.3342 | 0.7031 | 0.8385 |
| No log        | 1.3131 | 130  | 0.6847          | 0.3359 | 0.6847 | 0.8275 |
| No log        | 1.3333 | 132  | 0.6488          | 0.4184 | 0.6488 | 0.8055 |
| No log        | 1.3535 | 134  | 0.6094          | 0.4793 | 0.6094 | 0.7807 |
| No log        | 1.3737 | 136  | 0.6229          | 0.5115 | 0.6229 | 0.7893 |
| No log        | 1.3939 | 138  | 0.5725          | 0.5374 | 0.5725 | 0.7566 |
| No log        | 1.4141 | 140  | 0.5884          | 0.5436 | 0.5884 | 0.7671 |
| No log        | 1.4343 | 142  | 0.5793          | 0.5602 | 0.5793 | 0.7611 |
| No log        | 1.4545 | 144  | 0.6110          | 0.5772 | 0.6110 | 0.7817 |
| No log        | 1.4747 | 146  | 0.6035          | 0.5849 | 0.6035 | 0.7769 |
| No log        | 1.4949 | 148  | 0.5221          | 0.5972 | 0.5221 | 0.7226 |
| No log        | 1.5152 | 150  | 0.5574          | 0.5888 | 0.5574 | 0.7466 |
| No log        | 1.5354 | 152  | 0.6931          | 0.4962 | 0.6931 | 0.8325 |
| No log        | 1.5556 | 154  | 0.8766          | 0.3737 | 0.8766 | 0.9363 |
| No log        | 1.5758 | 156  | 0.9278          | 0.3457 | 0.9278 | 0.9632 |
| No log        | 1.5960 | 158  | 0.8315          | 0.4112 | 0.8315 | 0.9119 |
| No log        | 1.6162 | 160  | 0.6595          | 0.5450 | 0.6595 | 0.8121 |
| No log        | 1.6364 | 162  | 0.5592          | 0.5899 | 0.5592 | 0.7478 |
| No log        | 1.6566 | 164  | 0.5162          | 0.6132 | 0.5162 | 0.7185 |
| No log        | 1.6768 | 166  | 0.4919          | 0.6083 | 0.4919 | 0.7013 |
| No log        | 1.6970 | 168  | 0.4874          | 0.6210 | 0.4874 | 0.6982 |
| No log        | 1.7172 | 170  | 0.5376          | 0.6129 | 0.5376 | 0.7332 |
| No log        | 1.7374 | 172  | 0.5294          | 0.6173 | 0.5294 | 0.7276 |
| No log        | 1.7576 | 174  | 0.5825          | 0.5844 | 0.5825 | 0.7632 |
| No log        | 1.7778 | 176  | 0.6408          | 0.5601 | 0.6408 | 0.8005 |
| No log        | 1.7980 | 178  | 0.6486          | 0.5541 | 0.6486 | 0.8054 |
| No log        | 1.8182 | 180  | 0.5467          | 0.6066 | 0.5467 | 0.7394 |
| No log        | 1.8384 | 182  | 0.4932          | 0.5659 | 0.4932 | 0.7023 |
| No log        | 1.8586 | 184  | 0.5009          | 0.5497 | 0.5009 | 0.7077 |
| No log        | 1.8788 | 186  | 0.5570          | 0.5711 | 0.5570 | 0.7463 |
| No log        | 1.8990 | 188  | 0.5645          | 0.5529 | 0.5645 | 0.7513 |
| No log        | 1.9192 | 190  | 0.5285          | 0.6103 | 0.5285 | 0.7270 |
| No log        | 1.9394 | 192  | 0.5198          | 0.6293 | 0.5198 | 0.7210 |
| No log        | 1.9596 | 194  | 0.4829          | 0.6476 | 0.4829 | 0.6949 |
| No log        | 1.9798 | 196  | 0.4656          | 0.6819 | 0.4656 | 0.6824 |
| No log        | 2.0    | 198  | 0.4903          | 0.6451 | 0.4903 | 0.7002 |
| No log        | 2.0202 | 200  | 0.6542          | 0.5854 | 0.6542 | 0.8088 |
| No log        | 2.0404 | 202  | 0.9370          | 0.4282 | 0.9370 | 0.9680 |
| No log        | 2.0606 | 204  | 0.9795          | 0.3803 | 0.9795 | 0.9897 |
| No log        | 2.0808 | 206  | 0.8086          | 0.4539 | 0.8086 | 0.8992 |
| No log        | 2.1010 | 208  | 0.6387          | 0.4980 | 0.6387 | 0.7992 |
| No log        | 2.1212 | 210  | 0.6249          | 0.3747 | 0.6249 | 0.7905 |
| No log        | 2.1414 | 212  | 0.6017          | 0.4178 | 0.6017 | 0.7757 |
| No log        | 2.1616 | 214  | 0.5658          | 0.5272 | 0.5658 | 0.7522 |
| No log        | 2.1818 | 216  | 0.5495          | 0.5450 | 0.5495 | 0.7413 |
| No log        | 2.2020 | 218  | 0.6072          | 0.5463 | 0.6072 | 0.7792 |
| No log        | 2.2222 | 220  | 0.7074          | 0.5095 | 0.7074 | 0.8411 |
| No log        | 2.2424 | 222  | 0.7652          | 0.5510 | 0.7652 | 0.8748 |
| No log        | 2.2626 | 224  | 0.6011          | 0.6199 | 0.6011 | 0.7753 |
| No log        | 2.2828 | 226  | 0.4625          | 0.6990 | 0.4625 | 0.6801 |
| No log        | 2.3030 | 228  | 0.4502          | 0.7017 | 0.4502 | 0.6709 |
| No log        | 2.3232 | 230  | 0.4626          | 0.6927 | 0.4626 | 0.6802 |
| No log        | 2.3434 | 232  | 0.5433          | 0.6160 | 0.5433 | 0.7371 |
| No log        | 2.3636 | 234  | 0.6130          | 0.6334 | 0.6130 | 0.7829 |
| No log        | 2.3838 | 236  | 0.5587          | 0.6341 | 0.5587 | 0.7475 |
| No log        | 2.4040 | 238  | 0.5849          | 0.5685 | 0.5849 | 0.7648 |
| No log        | 2.4242 | 240  | 0.6319          | 0.5214 | 0.6319 | 0.7949 |
| No log        | 2.4444 | 242  | 0.5846          | 0.5527 | 0.5846 | 0.7646 |
| No log        | 2.4646 | 244  | 0.5707          | 0.5550 | 0.5707 | 0.7555 |
| No log        | 2.4848 | 246  | 0.6578          | 0.5161 | 0.6578 | 0.8111 |
| No log        | 2.5051 | 248  | 0.6705          | 0.5192 | 0.6705 | 0.8188 |
| No log        | 2.5253 | 250  | 0.6691          | 0.5263 | 0.6691 | 0.8180 |
| No log        | 2.5455 | 252  | 0.5750          | 0.6165 | 0.5750 | 0.7583 |
| No log        | 2.5657 | 254  | 0.5381          | 0.6535 | 0.5381 | 0.7336 |
| No log        | 2.5859 | 256  | 0.5521          | 0.6378 | 0.5521 | 0.7430 |
| No log        | 2.6061 | 258  | 0.5875          | 0.6426 | 0.5875 | 0.7665 |
| No log        | 2.6263 | 260  | 0.5384          | 0.6689 | 0.5384 | 0.7338 |
| No log        | 2.6465 | 262  | 0.5567          | 0.6528 | 0.5567 | 0.7461 |
| No log        | 2.6667 | 264  | 0.6365          | 0.6244 | 0.6365 | 0.7978 |
| No log        | 2.6869 | 266  | 0.6049          | 0.6395 | 0.6049 | 0.7777 |
| No log        | 2.7071 | 268  | 0.5318          | 0.6332 | 0.5318 | 0.7292 |
| No log        | 2.7273 | 270  | 0.5009          | 0.6499 | 0.5009 | 0.7077 |
| No log        | 2.7475 | 272  | 0.4521          | 0.6789 | 0.4521 | 0.6724 |
| No log        | 2.7677 | 274  | 0.4517          | 0.6767 | 0.4517 | 0.6721 |
| No log        | 2.7879 | 276  | 0.4567          | 0.6305 | 0.4567 | 0.6758 |
| No log        | 2.8081 | 278  | 0.5514          | 0.5972 | 0.5514 | 0.7425 |
| No log        | 2.8283 | 280  | 0.5712          | 0.5554 | 0.5712 | 0.7558 |
| No log        | 2.8485 | 282  | 0.6003          | 0.5204 | 0.6003 | 0.7748 |
| No log        | 2.8687 | 284  | 0.5597          | 0.5314 | 0.5597 | 0.7481 |
| No log        | 2.8889 | 286  | 0.4874          | 0.5603 | 0.4874 | 0.6981 |
| No log        | 2.9091 | 288  | 0.4776          | 0.5872 | 0.4776 | 0.6911 |
| No log        | 2.9293 | 290  | 0.5148          | 0.5877 | 0.5148 | 0.7175 |
| No log        | 2.9495 | 292  | 0.5315          | 0.6353 | 0.5315 | 0.7291 |
| No log        | 2.9697 | 294  | 0.5408          | 0.6570 | 0.5408 | 0.7354 |
| No log        | 2.9899 | 296  | 0.5767          | 0.6181 | 0.5767 | 0.7594 |
| No log        | 3.0101 | 298  | 0.5392          | 0.6491 | 0.5392 | 0.7343 |
| No log        | 3.0303 | 300  | 0.5811          | 0.6222 | 0.5811 | 0.7623 |
| No log        | 3.0505 | 302  | 0.6494          | 0.6149 | 0.6494 | 0.8058 |
| No log        | 3.0707 | 304  | 0.7728          | 0.5570 | 0.7728 | 0.8791 |
| No log        | 3.0909 | 306  | 0.6290          | 0.6177 | 0.6290 | 0.7931 |
| No log        | 3.1111 | 308  | 0.4726          | 0.6381 | 0.4726 | 0.6874 |
| No log        | 3.1313 | 310  | 0.4705          | 0.6312 | 0.4705 | 0.6859 |
| No log        | 3.1515 | 312  | 0.5633          | 0.6059 | 0.5633 | 0.7505 |
| No log        | 3.1717 | 314  | 0.7147          | 0.5681 | 0.7147 | 0.8454 |
| No log        | 3.1919 | 316  | 0.6940          | 0.5653 | 0.6940 | 0.8330 |
| No log        | 3.2121 | 318  | 0.5949          | 0.6013 | 0.5949 | 0.7713 |
| No log        | 3.2323 | 320  | 0.6116          | 0.6103 | 0.6116 | 0.7821 |
| No log        | 3.2525 | 322  | 0.5518          | 0.6217 | 0.5518 | 0.7428 |
| No log        | 3.2727 | 324  | 0.6266          | 0.6149 | 0.6266 | 0.7916 |
| No log        | 3.2929 | 326  | 0.6321          | 0.6090 | 0.6321 | 0.7950 |
| No log        | 3.3131 | 328  | 0.4804          | 0.6478 | 0.4804 | 0.6931 |
| No log        | 3.3333 | 330  | 0.4556          | 0.6723 | 0.4556 | 0.6750 |
| No log        | 3.3535 | 332  | 0.4632          | 0.6821 | 0.4632 | 0.6806 |
| No log        | 3.3737 | 334  | 0.5296          | 0.6356 | 0.5296 | 0.7277 |
| No log        | 3.3939 | 336  | 0.7352          | 0.5966 | 0.7352 | 0.8574 |
| No log        | 3.4141 | 338  | 0.8905          | 0.5470 | 0.8905 | 0.9437 |
| No log        | 3.4343 | 340  | 0.7908          | 0.5789 | 0.7908 | 0.8893 |
| No log        | 3.4545 | 342  | 0.5379          | 0.6503 | 0.5379 | 0.7334 |
| No log        | 3.4747 | 344  | 0.4489          | 0.6784 | 0.4489 | 0.6700 |
| No log        | 3.4949 | 346  | 0.4371          | 0.6873 | 0.4371 | 0.6611 |
| No log        | 3.5152 | 348  | 0.4566          | 0.6300 | 0.4566 | 0.6757 |
| No log        | 3.5354 | 350  | 0.6308          | 0.5805 | 0.6308 | 0.7942 |
| No log        | 3.5556 | 352  | 0.7288          | 0.5195 | 0.7288 | 0.8537 |
| No log        | 3.5758 | 354  | 0.6718          | 0.5069 | 0.6718 | 0.8196 |
| No log        | 3.5960 | 356  | 0.6201          | 0.5429 | 0.6201 | 0.7875 |
| No log        | 3.6162 | 358  | 0.6016          | 0.5482 | 0.6016 | 0.7756 |
| No log        | 3.6364 | 360  | 0.5238          | 0.5826 | 0.5238 | 0.7237 |
| No log        | 3.6566 | 362  | 0.5146          | 0.6072 | 0.5146 | 0.7173 |
| No log        | 3.6768 | 364  | 0.5746          | 0.5899 | 0.5746 | 0.7580 |
| No log        | 3.6970 | 366  | 0.5142          | 0.6444 | 0.5142 | 0.7171 |
| No log        | 3.7172 | 368  | 0.5550          | 0.5994 | 0.5550 | 0.7450 |
| No log        | 3.7374 | 370  | 0.5792          | 0.6170 | 0.5792 | 0.7611 |
| No log        | 3.7576 | 372  | 0.5286          | 0.6537 | 0.5286 | 0.7271 |
| No log        | 3.7778 | 374  | 0.6107          | 0.6087 | 0.6107 | 0.7815 |
| No log        | 3.7980 | 376  | 0.5670          | 0.6538 | 0.5670 | 0.7530 |
| No log        | 3.8182 | 378  | 0.4911          | 0.6540 | 0.4911 | 0.7008 |
| No log        | 3.8384 | 380  | 0.5064          | 0.6157 | 0.5064 | 0.7116 |
| No log        | 3.8586 | 382  | 0.5421          | 0.6426 | 0.5421 | 0.7363 |
| No log        | 3.8788 | 384  | 0.8343          | 0.5155 | 0.8343 | 0.9134 |
| No log        | 3.8990 | 386  | 0.9728          | 0.4728 | 0.9728 | 0.9863 |
| No log        | 3.9192 | 388  | 0.8744          | 0.5059 | 0.8744 | 0.9351 |
| No log        | 3.9394 | 390  | 0.6642          | 0.5804 | 0.6642 | 0.8150 |
| No log        | 3.9596 | 392  | 0.4827          | 0.6463 | 0.4827 | 0.6948 |
| No log        | 3.9798 | 394  | 0.4235          | 0.6538 | 0.4235 | 0.6507 |
| No log        | 4.0    | 396  | 0.4296          | 0.6585 | 0.4296 | 0.6554 |
| No log        | 4.0202 | 398  | 0.5509          | 0.6652 | 0.5509 | 0.7422 |
| No log        | 4.0404 | 400  | 0.7656          | 0.5426 | 0.7656 | 0.8750 |
| No log        | 4.0606 | 402  | 0.7309          | 0.5628 | 0.7309 | 0.8550 |
| No log        | 4.0808 | 404  | 0.5898          | 0.6501 | 0.5898 | 0.7680 |
| No log        | 4.1010 | 406  | 0.4672          | 0.6852 | 0.4672 | 0.6835 |
| No log        | 4.1212 | 408  | 0.4301          | 0.6559 | 0.4301 | 0.6558 |
| No log        | 4.1414 | 410  | 0.4217          | 0.6511 | 0.4217 | 0.6494 |
| No log        | 4.1616 | 412  | 0.4331          | 0.6558 | 0.4331 | 0.6581 |
| No log        | 4.1818 | 414  | 0.4998          | 0.6675 | 0.4998 | 0.7070 |
| No log        | 4.2020 | 416  | 0.5652          | 0.6198 | 0.5652 | 0.7518 |
| No log        | 4.2222 | 418  | 0.5533          | 0.6238 | 0.5533 | 0.7439 |
| No log        | 4.2424 | 420  | 0.5296          | 0.6398 | 0.5296 | 0.7278 |
| No log        | 4.2626 | 422  | 0.5728          | 0.6058 | 0.5728 | 0.7568 |
| No log        | 4.2828 | 424  | 0.5494          | 0.6564 | 0.5494 | 0.7412 |
| No log        | 4.3030 | 426  | 0.5678          | 0.6702 | 0.5678 | 0.7535 |
| No log        | 4.3232 | 428  | 0.5620          | 0.6625 | 0.5620 | 0.7497 |
| No log        | 4.3434 | 430  | 0.5900          | 0.6660 | 0.5900 | 0.7681 |
| No log        | 4.3636 | 432  | 0.5394          | 0.6861 | 0.5394 | 0.7345 |
| No log        | 4.3838 | 434  | 0.6717          | 0.6214 | 0.6717 | 0.8196 |
| No log        | 4.4040 | 436  | 0.6642          | 0.6046 | 0.6642 | 0.8150 |
| No log        | 4.4242 | 438  | 0.6688          | 0.5791 | 0.6688 | 0.8178 |
| No log        | 4.4444 | 440  | 0.5311          | 0.6257 | 0.5311 | 0.7287 |
| No log        | 4.4646 | 442  | 0.5138          | 0.6227 | 0.5138 | 0.7168 |
| No log        | 4.4848 | 444  | 0.5267          | 0.6122 | 0.5267 | 0.7257 |
| No log        | 4.5051 | 446  | 0.4676          | 0.6500 | 0.4676 | 0.6838 |
| No log        | 4.5253 | 448  | 0.4944          | 0.6452 | 0.4944 | 0.7031 |
| No log        | 4.5455 | 450  | 0.5701          | 0.6263 | 0.5701 | 0.7551 |
| No log        | 4.5657 | 452  | 0.6354          | 0.6357 | 0.6354 | 0.7971 |
| No log        | 4.5859 | 454  | 0.5396          | 0.6652 | 0.5396 | 0.7346 |
| No log        | 4.6061 | 456  | 0.4810          | 0.6748 | 0.4810 | 0.6935 |
| No log        | 4.6263 | 458  | 0.4722          | 0.6822 | 0.4722 | 0.6871 |
| No log        | 4.6465 | 460  | 0.5397          | 0.6720 | 0.5397 | 0.7346 |
| No log        | 4.6667 | 462  | 0.7453          | 0.6161 | 0.7453 | 0.8633 |
| No log        | 4.6869 | 464  | 0.6480          | 0.6782 | 0.6480 | 0.8050 |
| No log        | 4.7071 | 466  | 0.5671          | 0.6811 | 0.5671 | 0.7531 |
| No log        | 4.7273 | 468  | 0.4734          | 0.6839 | 0.4734 | 0.6880 |
| No log        | 4.7475 | 470  | 0.4815          | 0.6809 | 0.4815 | 0.6939 |
| No log        | 4.7677 | 472  | 0.6504          | 0.6285 | 0.6504 | 0.8065 |
| No log        | 4.7879 | 474  | 1.0527          | 0.4400 | 1.0527 | 1.0260 |
| No log        | 4.8081 | 476  | 1.1043          | 0.4269 | 1.1043 | 1.0509 |
| No log        | 4.8283 | 478  | 0.8676          | 0.5068 | 0.8676 | 0.9314 |
| No log        | 4.8485 | 480  | 0.6248          | 0.6051 | 0.6248 | 0.7904 |
| No log        | 4.8687 | 482  | 0.4809          | 0.6318 | 0.4809 | 0.6935 |
| No log        | 4.8889 | 484  | 0.4613          | 0.6299 | 0.4613 | 0.6792 |
| No log        | 4.9091 | 486  | 0.4615          | 0.6418 | 0.4615 | 0.6793 |
| No log        | 4.9293 | 488  | 0.5440          | 0.6771 | 0.5440 | 0.7376 |
| No log        | 4.9495 | 490  | 0.7241          | 0.5682 | 0.7241 | 0.8509 |
| No log        | 4.9697 | 492  | 0.7479          | 0.5578 | 0.7479 | 0.8648 |
| No log        | 4.9899 | 494  | 0.6394          | 0.6305 | 0.6394 | 0.7996 |
| No log        | 5.0101 | 496  | 0.5398          | 0.6820 | 0.5398 | 0.7347 |
| No log        | 5.0303 | 498  | 0.4562          | 0.6784 | 0.4562 | 0.6754 |
| 0.516         | 5.0505 | 500  | 0.5035          | 0.6809 | 0.5035 | 0.7096 |
| 0.516         | 5.0707 | 502  | 0.6625          | 0.6183 | 0.6625 | 0.8140 |
| 0.516         | 5.0909 | 504  | 0.6130          | 0.6255 | 0.6130 | 0.7829 |
| 0.516         | 5.1111 | 506  | 0.5895          | 0.6355 | 0.5895 | 0.7678 |
| 0.516         | 5.1313 | 508  | 0.5015          | 0.6608 | 0.5015 | 0.7082 |
| 0.516         | 5.1515 | 510  | 0.5201          | 0.6833 | 0.5201 | 0.7212 |
| 0.516         | 5.1717 | 512  | 0.5335          | 0.6565 | 0.5335 | 0.7304 |
| 0.516         | 5.1919 | 514  | 0.6211          | 0.6531 | 0.6211 | 0.7881 |
| 0.516         | 5.2121 | 516  | 0.5957          | 0.6673 | 0.5957 | 0.7718 |
| 0.516         | 5.2323 | 518  | 0.5805          | 0.6872 | 0.5805 | 0.7619 |
| 0.516         | 5.2525 | 520  | 0.6756          | 0.6723 | 0.6756 | 0.8219 |
| 0.516         | 5.2727 | 522  | 0.5668          | 0.6843 | 0.5668 | 0.7529 |
| 0.516         | 5.2929 | 524  | 0.4896          | 0.6958 | 0.4896 | 0.6997 |
| 0.516         | 5.3131 | 526  | 0.4672          | 0.6915 | 0.4672 | 0.6835 |
| 0.516         | 5.3333 | 528  | 0.4374          | 0.6900 | 0.4374 | 0.6613 |
| 0.516         | 5.3535 | 530  | 0.4624          | 0.6725 | 0.4624 | 0.6800 |
| 0.516         | 5.3737 | 532  | 0.5545          | 0.6402 | 0.5545 | 0.7447 |
| 0.516         | 5.3939 | 534  | 0.6613          | 0.5787 | 0.6613 | 0.8132 |
| 0.516         | 5.4141 | 536  | 0.8373          | 0.5098 | 0.8373 | 0.9151 |
| 0.516         | 5.4343 | 538  | 0.7020          | 0.5776 | 0.7020 | 0.8379 |


### Framework versions

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