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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_mechanics
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_mechanics

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: 0.5312
- Qwk: 0.5729
- Mse: 0.5312
- Rmse: 0.7289

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100

### Training results

| Training Loss | Epoch   | Step | Validation Loss | Qwk     | Mse    | Rmse   |
|:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
| No log        | 0.0213  | 2    | 3.8700          | 0.0028  | 3.8700 | 1.9672 |
| No log        | 0.0426  | 4    | 2.8680          | 0.0513  | 2.8680 | 1.6935 |
| No log        | 0.0638  | 6    | 1.4558          | 0.0449  | 1.4558 | 1.2066 |
| No log        | 0.0851  | 8    | 0.8686          | 0.0616  | 0.8686 | 0.9320 |
| No log        | 0.1064  | 10   | 0.7997          | -0.0595 | 0.7997 | 0.8943 |
| No log        | 0.1277  | 12   | 0.7862          | 0.0204  | 0.7862 | 0.8867 |
| No log        | 0.1489  | 14   | 0.8207          | 0.0719  | 0.8207 | 0.9059 |
| No log        | 0.1702  | 16   | 0.7036          | 0.0953  | 0.7036 | 0.8388 |
| No log        | 0.1915  | 18   | 0.5689          | 0.3818  | 0.5689 | 0.7543 |
| No log        | 0.2128  | 20   | 0.5865          | 0.3662  | 0.5865 | 0.7658 |
| No log        | 0.2340  | 22   | 0.7282          | 0.1723  | 0.7282 | 0.8533 |
| No log        | 0.2553  | 24   | 0.7280          | 0.1709  | 0.7280 | 0.8532 |
| No log        | 0.2766  | 26   | 0.5715          | 0.4113  | 0.5715 | 0.7560 |
| No log        | 0.2979  | 28   | 0.5360          | 0.3704  | 0.5360 | 0.7321 |
| No log        | 0.3191  | 30   | 0.5734          | 0.2888  | 0.5734 | 0.7572 |
| No log        | 0.3404  | 32   | 0.5407          | 0.3643  | 0.5407 | 0.7353 |
| No log        | 0.3617  | 34   | 0.5436          | 0.4929  | 0.5436 | 0.7373 |
| No log        | 0.3830  | 36   | 0.5975          | 0.4743  | 0.5975 | 0.7730 |
| No log        | 0.4043  | 38   | 0.5446          | 0.4763  | 0.5446 | 0.7380 |
| No log        | 0.4255  | 40   | 0.5163          | 0.4280  | 0.5163 | 0.7186 |
| No log        | 0.4468  | 42   | 0.5586          | 0.3838  | 0.5586 | 0.7474 |
| No log        | 0.4681  | 44   | 0.6211          | 0.4799  | 0.6211 | 0.7881 |
| No log        | 0.4894  | 46   | 0.6457          | 0.4387  | 0.6457 | 0.8036 |
| No log        | 0.5106  | 48   | 0.6201          | 0.4552  | 0.6201 | 0.7875 |
| No log        | 0.5319  | 50   | 0.5784          | 0.4187  | 0.5784 | 0.7606 |
| No log        | 0.5532  | 52   | 0.5515          | 0.4529  | 0.5515 | 0.7426 |
| No log        | 0.5745  | 54   | 0.6396          | 0.4462  | 0.6396 | 0.7998 |
| No log        | 0.5957  | 56   | 0.6391          | 0.4365  | 0.6391 | 0.7995 |
| No log        | 0.6170  | 58   | 0.5221          | 0.5205  | 0.5221 | 0.7226 |
| No log        | 0.6383  | 60   | 0.5061          | 0.5714  | 0.5061 | 0.7114 |
| No log        | 0.6596  | 62   | 0.5297          | 0.5483  | 0.5297 | 0.7278 |
| No log        | 0.6809  | 64   | 0.5061          | 0.5259  | 0.5061 | 0.7114 |
| No log        | 0.7021  | 66   | 0.4728          | 0.5375  | 0.4728 | 0.6876 |
| No log        | 0.7234  | 68   | 0.4781          | 0.5243  | 0.4781 | 0.6914 |
| No log        | 0.7447  | 70   | 0.5072          | 0.5386  | 0.5072 | 0.7122 |
| No log        | 0.7660  | 72   | 0.5131          | 0.5689  | 0.5131 | 0.7163 |
| No log        | 0.7872  | 74   | 0.5029          | 0.6064  | 0.5029 | 0.7092 |
| No log        | 0.8085  | 76   | 0.5258          | 0.5959  | 0.5258 | 0.7251 |
| No log        | 0.8298  | 78   | 0.4809          | 0.6145  | 0.4809 | 0.6934 |
| No log        | 0.8511  | 80   | 0.4452          | 0.5912  | 0.4452 | 0.6672 |
| No log        | 0.8723  | 82   | 0.4245          | 0.5476  | 0.4245 | 0.6515 |
| No log        | 0.8936  | 84   | 0.4057          | 0.5568  | 0.4057 | 0.6369 |
| No log        | 0.9149  | 86   | 0.5298          | 0.5298  | 0.5298 | 0.7279 |
| No log        | 0.9362  | 88   | 0.6039          | 0.3664  | 0.6039 | 0.7771 |
| No log        | 0.9574  | 90   | 0.5411          | 0.3691  | 0.5411 | 0.7356 |
| No log        | 0.9787  | 92   | 0.4801          | 0.5109  | 0.4801 | 0.6929 |
| No log        | 1.0     | 94   | 0.4527          | 0.5483  | 0.4527 | 0.6728 |
| No log        | 1.0213  | 96   | 0.4583          | 0.6036  | 0.4583 | 0.6769 |
| No log        | 1.0426  | 98   | 0.5408          | 0.6301  | 0.5408 | 0.7354 |
| No log        | 1.0638  | 100  | 0.6468          | 0.5606  | 0.6468 | 0.8042 |
| No log        | 1.0851  | 102  | 0.6733          | 0.5186  | 0.6733 | 0.8205 |
| No log        | 1.1064  | 104  | 0.6040          | 0.5409  | 0.6040 | 0.7772 |
| No log        | 1.1277  | 106  | 0.5035          | 0.5992  | 0.5035 | 0.7096 |
| No log        | 1.1489  | 108  | 0.4188          | 0.5722  | 0.4188 | 0.6471 |
| No log        | 1.1702  | 110  | 0.4322          | 0.5498  | 0.4322 | 0.6574 |
| No log        | 1.1915  | 112  | 0.4021          | 0.5399  | 0.4021 | 0.6341 |
| No log        | 1.2128  | 114  | 0.4442          | 0.5638  | 0.4442 | 0.6665 |
| No log        | 1.2340  | 116  | 0.5092          | 0.6018  | 0.5092 | 0.7136 |
| No log        | 1.2553  | 118  | 0.5305          | 0.6009  | 0.5305 | 0.7283 |
| No log        | 1.2766  | 120  | 0.6057          | 0.5307  | 0.6057 | 0.7783 |
| No log        | 1.2979  | 122  | 0.7061          | 0.4762  | 0.7061 | 0.8403 |
| No log        | 1.3191  | 124  | 0.6258          | 0.5396  | 0.6258 | 0.7911 |
| No log        | 1.3404  | 126  | 0.5065          | 0.6047  | 0.5065 | 0.7117 |
| No log        | 1.3617  | 128  | 0.5102          | 0.6264  | 0.5102 | 0.7143 |
| No log        | 1.3830  | 130  | 0.4641          | 0.6040  | 0.4641 | 0.6813 |
| No log        | 1.4043  | 132  | 0.4818          | 0.5710  | 0.4818 | 0.6941 |
| No log        | 1.4255  | 134  | 0.5189          | 0.4772  | 0.5189 | 0.7204 |
| No log        | 1.4468  | 136  | 0.4753          | 0.4871  | 0.4753 | 0.6895 |
| No log        | 1.4681  | 138  | 0.4092          | 0.5675  | 0.4092 | 0.6397 |
| No log        | 1.4894  | 140  | 0.3927          | 0.5648  | 0.3927 | 0.6267 |
| No log        | 1.5106  | 142  | 0.4128          | 0.6022  | 0.4128 | 0.6425 |
| No log        | 1.5319  | 144  | 0.4721          | 0.6124  | 0.4721 | 0.6871 |
| No log        | 1.5532  | 146  | 0.4917          | 0.6040  | 0.4917 | 0.7012 |
| No log        | 1.5745  | 148  | 0.4826          | 0.5953  | 0.4826 | 0.6947 |
| No log        | 1.5957  | 150  | 0.5328          | 0.5329  | 0.5328 | 0.7299 |
| No log        | 1.6170  | 152  | 0.7210          | 0.4475  | 0.7210 | 0.8491 |
| No log        | 1.6383  | 154  | 0.7185          | 0.4483  | 0.7185 | 0.8477 |
| No log        | 1.6596  | 156  | 0.5535          | 0.4925  | 0.5535 | 0.7440 |
| No log        | 1.6809  | 158  | 0.4588          | 0.5544  | 0.4588 | 0.6774 |
| No log        | 1.7021  | 160  | 0.4985          | 0.5629  | 0.4985 | 0.7060 |
| No log        | 1.7234  | 162  | 0.4585          | 0.5618  | 0.4585 | 0.6772 |
| No log        | 1.7447  | 164  | 0.4568          | 0.5728  | 0.4568 | 0.6759 |
| No log        | 1.7660  | 166  | 0.5404          | 0.5390  | 0.5404 | 0.7351 |
| No log        | 1.7872  | 168  | 0.6462          | 0.4495  | 0.6462 | 0.8039 |
| No log        | 1.8085  | 170  | 0.6222          | 0.4786  | 0.6222 | 0.7888 |
| No log        | 1.8298  | 172  | 0.5634          | 0.5310  | 0.5634 | 0.7506 |
| No log        | 1.8511  | 174  | 0.5554          | 0.5823  | 0.5554 | 0.7452 |
| No log        | 1.8723  | 176  | 0.5401          | 0.5958  | 0.5401 | 0.7349 |
| No log        | 1.8936  | 178  | 0.4968          | 0.5827  | 0.4968 | 0.7049 |
| No log        | 1.9149  | 180  | 0.4595          | 0.5503  | 0.4595 | 0.6779 |
| No log        | 1.9362  | 182  | 0.4541          | 0.5636  | 0.4541 | 0.6739 |
| No log        | 1.9574  | 184  | 0.4311          | 0.6106  | 0.4311 | 0.6566 |
| No log        | 1.9787  | 186  | 0.4532          | 0.6356  | 0.4532 | 0.6732 |
| No log        | 2.0     | 188  | 0.4792          | 0.5911  | 0.4792 | 0.6922 |
| No log        | 2.0213  | 190  | 0.4414          | 0.5990  | 0.4414 | 0.6644 |
| No log        | 2.0426  | 192  | 0.3994          | 0.6234  | 0.3994 | 0.6320 |
| No log        | 2.0638  | 194  | 0.4247          | 0.6183  | 0.4247 | 0.6517 |
| No log        | 2.0851  | 196  | 0.4793          | 0.5597  | 0.4793 | 0.6923 |
| No log        | 2.1064  | 198  | 0.4875          | 0.5814  | 0.4875 | 0.6982 |
| No log        | 2.1277  | 200  | 0.4248          | 0.6382  | 0.4248 | 0.6518 |
| No log        | 2.1489  | 202  | 0.4127          | 0.6517  | 0.4127 | 0.6424 |
| No log        | 2.1702  | 204  | 0.4295          | 0.6290  | 0.4295 | 0.6554 |
| No log        | 2.1915  | 206  | 0.4852          | 0.5945  | 0.4852 | 0.6965 |
| No log        | 2.2128  | 208  | 0.5648          | 0.5461  | 0.5648 | 0.7516 |
| No log        | 2.2340  | 210  | 0.6034          | 0.5571  | 0.6034 | 0.7768 |
| No log        | 2.2553  | 212  | 0.5739          | 0.5631  | 0.5739 | 0.7576 |
| No log        | 2.2766  | 214  | 0.4829          | 0.6245  | 0.4829 | 0.6949 |
| No log        | 2.2979  | 216  | 0.4503          | 0.6487  | 0.4503 | 0.6710 |
| No log        | 2.3191  | 218  | 0.4547          | 0.6407  | 0.4547 | 0.6743 |
| No log        | 2.3404  | 220  | 0.4335          | 0.6495  | 0.4335 | 0.6584 |
| No log        | 2.3617  | 222  | 0.4347          | 0.5619  | 0.4347 | 0.6593 |
| No log        | 2.3830  | 224  | 0.4452          | 0.5337  | 0.4452 | 0.6672 |
| No log        | 2.4043  | 226  | 0.4393          | 0.5465  | 0.4393 | 0.6628 |
| No log        | 2.4255  | 228  | 0.4364          | 0.6271  | 0.4364 | 0.6606 |
| No log        | 2.4468  | 230  | 0.4573          | 0.6617  | 0.4573 | 0.6762 |
| No log        | 2.4681  | 232  | 0.5306          | 0.5647  | 0.5306 | 0.7284 |
| No log        | 2.4894  | 234  | 0.5483          | 0.5544  | 0.5483 | 0.7405 |
| No log        | 2.5106  | 236  | 0.5137          | 0.5890  | 0.5137 | 0.7167 |
| No log        | 2.5319  | 238  | 0.4851          | 0.6637  | 0.4851 | 0.6965 |
| No log        | 2.5532  | 240  | 0.4729          | 0.6675  | 0.4729 | 0.6877 |
| No log        | 2.5745  | 242  | 0.5230          | 0.6381  | 0.5230 | 0.7232 |
| No log        | 2.5957  | 244  | 0.4902          | 0.6443  | 0.4902 | 0.7001 |
| No log        | 2.6170  | 246  | 0.4650          | 0.6457  | 0.4650 | 0.6819 |
| No log        | 2.6383  | 248  | 0.4557          | 0.6471  | 0.4557 | 0.6751 |
| No log        | 2.6596  | 250  | 0.4565          | 0.6478  | 0.4565 | 0.6756 |
| No log        | 2.6809  | 252  | 0.4394          | 0.6072  | 0.4394 | 0.6628 |
| No log        | 2.7021  | 254  | 0.4403          | 0.5730  | 0.4403 | 0.6635 |
| No log        | 2.7234  | 256  | 0.4928          | 0.5787  | 0.4928 | 0.7020 |
| No log        | 2.7447  | 258  | 0.5198          | 0.5909  | 0.5198 | 0.7210 |
| No log        | 2.7660  | 260  | 0.6181          | 0.5315  | 0.6181 | 0.7862 |
| No log        | 2.7872  | 262  | 0.6477          | 0.5018  | 0.6477 | 0.8048 |
| No log        | 2.8085  | 264  | 0.6227          | 0.5084  | 0.6227 | 0.7891 |
| No log        | 2.8298  | 266  | 0.6508          | 0.4942  | 0.6508 | 0.8067 |
| No log        | 2.8511  | 268  | 0.5119          | 0.5928  | 0.5119 | 0.7155 |
| No log        | 2.8723  | 270  | 0.4350          | 0.6412  | 0.4350 | 0.6596 |
| No log        | 2.8936  | 272  | 0.4677          | 0.6420  | 0.4677 | 0.6839 |
| No log        | 2.9149  | 274  | 0.4320          | 0.6624  | 0.4320 | 0.6573 |
| No log        | 2.9362  | 276  | 0.4648          | 0.6020  | 0.4648 | 0.6818 |
| No log        | 2.9574  | 278  | 0.6970          | 0.5286  | 0.6970 | 0.8349 |
| No log        | 2.9787  | 280  | 1.0342          | 0.4346  | 1.0342 | 1.0170 |
| No log        | 3.0     | 282  | 1.1894          | 0.4279  | 1.1894 | 1.0906 |
| No log        | 3.0213  | 284  | 1.0722          | 0.4886  | 1.0722 | 1.0355 |
| No log        | 3.0426  | 286  | 0.7646          | 0.5839  | 0.7646 | 0.8744 |
| No log        | 3.0638  | 288  | 0.6410          | 0.6152  | 0.6410 | 0.8006 |
| No log        | 3.0851  | 290  | 0.6924          | 0.5622  | 0.6924 | 0.8321 |
| No log        | 3.1064  | 292  | 0.5807          | 0.5570  | 0.5807 | 0.7620 |
| No log        | 3.1277  | 294  | 0.4183          | 0.5795  | 0.4183 | 0.6468 |
| No log        | 3.1489  | 296  | 0.3919          | 0.5607  | 0.3919 | 0.6260 |
| No log        | 3.1702  | 298  | 0.4948          | 0.5417  | 0.4948 | 0.7034 |
| No log        | 3.1915  | 300  | 0.5599          | 0.4960  | 0.5599 | 0.7482 |
| No log        | 3.2128  | 302  | 0.5366          | 0.5328  | 0.5366 | 0.7326 |
| No log        | 3.2340  | 304  | 0.4491          | 0.5882  | 0.4491 | 0.6701 |
| No log        | 3.2553  | 306  | 0.3867          | 0.6274  | 0.3867 | 0.6218 |
| No log        | 3.2766  | 308  | 0.4168          | 0.6086  | 0.4168 | 0.6456 |
| No log        | 3.2979  | 310  | 0.4436          | 0.5729  | 0.4436 | 0.6660 |
| No log        | 3.3191  | 312  | 0.4187          | 0.6193  | 0.4187 | 0.6471 |
| No log        | 3.3404  | 314  | 0.4010          | 0.6306  | 0.4010 | 0.6332 |
| No log        | 3.3617  | 316  | 0.4654          | 0.6112  | 0.4654 | 0.6822 |
| No log        | 3.3830  | 318  | 0.5424          | 0.5836  | 0.5424 | 0.7365 |
| No log        | 3.4043  | 320  | 0.5139          | 0.5590  | 0.5139 | 0.7169 |
| No log        | 3.4255  | 322  | 0.4222          | 0.6338  | 0.4222 | 0.6497 |
| No log        | 3.4468  | 324  | 0.4124          | 0.6164  | 0.4124 | 0.6422 |
| No log        | 3.4681  | 326  | 0.4405          | 0.5635  | 0.4405 | 0.6637 |
| No log        | 3.4894  | 328  | 0.4401          | 0.5532  | 0.4401 | 0.6634 |
| No log        | 3.5106  | 330  | 0.4222          | 0.5512  | 0.4222 | 0.6498 |
| No log        | 3.5319  | 332  | 0.4252          | 0.5777  | 0.4252 | 0.6520 |
| No log        | 3.5532  | 334  | 0.4582          | 0.5738  | 0.4582 | 0.6769 |
| No log        | 3.5745  | 336  | 0.5439          | 0.5394  | 0.5439 | 0.7375 |
| No log        | 3.5957  | 338  | 0.5894          | 0.5605  | 0.5894 | 0.7677 |
| No log        | 3.6170  | 340  | 0.6210          | 0.5782  | 0.6210 | 0.7880 |
| No log        | 3.6383  | 342  | 0.5611          | 0.5978  | 0.5611 | 0.7491 |
| No log        | 3.6596  | 344  | 0.5331          | 0.5749  | 0.5331 | 0.7301 |
| No log        | 3.6809  | 346  | 0.4597          | 0.5813  | 0.4597 | 0.6780 |
| No log        | 3.7021  | 348  | 0.4551          | 0.5750  | 0.4551 | 0.6746 |
| No log        | 3.7234  | 350  | 0.5070          | 0.5301  | 0.5070 | 0.7121 |
| No log        | 3.7447  | 352  | 0.6439          | 0.4725  | 0.6439 | 0.8025 |
| No log        | 3.7660  | 354  | 0.6654          | 0.5466  | 0.6654 | 0.8157 |
| No log        | 3.7872  | 356  | 0.5995          | 0.5650  | 0.5995 | 0.7743 |
| No log        | 3.8085  | 358  | 0.5218          | 0.6410  | 0.5218 | 0.7223 |
| No log        | 3.8298  | 360  | 0.5147          | 0.5877  | 0.5147 | 0.7174 |
| No log        | 3.8511  | 362  | 0.5181          | 0.5816  | 0.5181 | 0.7198 |
| No log        | 3.8723  | 364  | 0.4887          | 0.5957  | 0.4887 | 0.6991 |
| No log        | 3.8936  | 366  | 0.4936          | 0.6376  | 0.4936 | 0.7026 |
| No log        | 3.9149  | 368  | 0.6341          | 0.5426  | 0.6341 | 0.7963 |
| No log        | 3.9362  | 370  | 0.8922          | 0.4388  | 0.8922 | 0.9446 |
| No log        | 3.9574  | 372  | 0.9361          | 0.4305  | 0.9361 | 0.9675 |
| No log        | 3.9787  | 374  | 0.7767          | 0.4754  | 0.7767 | 0.8813 |
| No log        | 4.0     | 376  | 0.5546          | 0.5944  | 0.5546 | 0.7447 |
| No log        | 4.0213  | 378  | 0.4455          | 0.6364  | 0.4455 | 0.6675 |
| No log        | 4.0426  | 380  | 0.4432          | 0.6492  | 0.4432 | 0.6657 |
| No log        | 4.0638  | 382  | 0.4394          | 0.6328  | 0.4394 | 0.6629 |
| No log        | 4.0851  | 384  | 0.5231          | 0.6165  | 0.5231 | 0.7232 |
| No log        | 4.1064  | 386  | 0.6408          | 0.5510  | 0.6408 | 0.8005 |
| No log        | 4.1277  | 388  | 0.5963          | 0.5326  | 0.5963 | 0.7722 |
| No log        | 4.1489  | 390  | 0.5256          | 0.5535  | 0.5256 | 0.7250 |
| No log        | 4.1702  | 392  | 0.4583          | 0.5754  | 0.4583 | 0.6770 |
| No log        | 4.1915  | 394  | 0.4551          | 0.5588  | 0.4551 | 0.6746 |
| No log        | 4.2128  | 396  | 0.4799          | 0.5825  | 0.4799 | 0.6928 |
| No log        | 4.2340  | 398  | 0.5024          | 0.5946  | 0.5024 | 0.7088 |
| No log        | 4.2553  | 400  | 0.5062          | 0.5914  | 0.5062 | 0.7115 |
| No log        | 4.2766  | 402  | 0.5571          | 0.5944  | 0.5571 | 0.7464 |
| No log        | 4.2979  | 404  | 0.6416          | 0.5790  | 0.6416 | 0.8010 |
| No log        | 4.3191  | 406  | 0.6272          | 0.5863  | 0.6272 | 0.7920 |
| No log        | 4.3404  | 408  | 0.5662          | 0.6118  | 0.5662 | 0.7525 |
| No log        | 4.3617  | 410  | 0.5217          | 0.6317  | 0.5217 | 0.7223 |
| No log        | 4.3830  | 412  | 0.5046          | 0.6526  | 0.5046 | 0.7103 |
| No log        | 4.4043  | 414  | 0.4533          | 0.6510  | 0.4533 | 0.6733 |
| No log        | 4.4255  | 416  | 0.4523          | 0.6337  | 0.4523 | 0.6725 |
| No log        | 4.4468  | 418  | 0.5092          | 0.6052  | 0.5092 | 0.7136 |
| No log        | 4.4681  | 420  | 0.5761          | 0.5872  | 0.5761 | 0.7590 |
| No log        | 4.4894  | 422  | 0.5414          | 0.5930  | 0.5414 | 0.7358 |
| No log        | 4.5106  | 424  | 0.4877          | 0.6322  | 0.4877 | 0.6983 |
| No log        | 4.5319  | 426  | 0.4545          | 0.6283  | 0.4545 | 0.6741 |
| No log        | 4.5532  | 428  | 0.4798          | 0.6225  | 0.4798 | 0.6927 |
| No log        | 4.5745  | 430  | 0.5065          | 0.6412  | 0.5065 | 0.7117 |
| No log        | 4.5957  | 432  | 0.5108          | 0.6217  | 0.5108 | 0.7147 |
| No log        | 4.6170  | 434  | 0.5003          | 0.6065  | 0.5003 | 0.7073 |
| No log        | 4.6383  | 436  | 0.4485          | 0.6146  | 0.4485 | 0.6697 |
| No log        | 4.6596  | 438  | 0.4106          | 0.6000  | 0.4106 | 0.6408 |
| No log        | 4.6809  | 440  | 0.3994          | 0.6045  | 0.3994 | 0.6320 |
| No log        | 4.7021  | 442  | 0.4640          | 0.6210  | 0.4640 | 0.6811 |
| No log        | 4.7234  | 444  | 0.6359          | 0.5608  | 0.6359 | 0.7974 |
| No log        | 4.7447  | 446  | 0.6400          | 0.5681  | 0.6400 | 0.8000 |
| No log        | 4.7660  | 448  | 0.5044          | 0.6469  | 0.5044 | 0.7102 |
| No log        | 4.7872  | 450  | 0.4811          | 0.6529  | 0.4811 | 0.6936 |
| No log        | 4.8085  | 452  | 0.4944          | 0.6287  | 0.4944 | 0.7031 |
| No log        | 4.8298  | 454  | 0.4971          | 0.6507  | 0.4971 | 0.7050 |
| No log        | 4.8511  | 456  | 0.5233          | 0.6160  | 0.5233 | 0.7234 |
| No log        | 4.8723  | 458  | 0.5393          | 0.5890  | 0.5393 | 0.7344 |
| No log        | 4.8936  | 460  | 0.5381          | 0.5635  | 0.5381 | 0.7335 |
| No log        | 4.9149  | 462  | 0.5663          | 0.5737  | 0.5663 | 0.7525 |
| No log        | 4.9362  | 464  | 0.5866          | 0.5785  | 0.5866 | 0.7659 |
| No log        | 4.9574  | 466  | 0.6151          | 0.5931  | 0.6151 | 0.7843 |
| No log        | 4.9787  | 468  | 0.5690          | 0.5924  | 0.5690 | 0.7543 |
| No log        | 5.0     | 470  | 0.5576          | 0.5935  | 0.5576 | 0.7468 |
| No log        | 5.0213  | 472  | 0.5523          | 0.6044  | 0.5523 | 0.7432 |
| No log        | 5.0426  | 474  | 0.6575          | 0.5839  | 0.6575 | 0.8108 |
| No log        | 5.0638  | 476  | 0.6823          | 0.5581  | 0.6823 | 0.8260 |
| No log        | 5.0851  | 478  | 0.6547          | 0.5462  | 0.6547 | 0.8092 |
| No log        | 5.1064  | 480  | 0.5455          | 0.5900  | 0.5455 | 0.7386 |
| No log        | 5.1277  | 482  | 0.5264          | 0.5911  | 0.5264 | 0.7255 |
| No log        | 5.1489  | 484  | 0.4927          | 0.6215  | 0.4927 | 0.7019 |
| No log        | 5.1702  | 486  | 0.4870          | 0.6380  | 0.4870 | 0.6979 |
| No log        | 5.1915  | 488  | 0.4751          | 0.6543  | 0.4751 | 0.6893 |
| No log        | 5.2128  | 490  | 0.4543          | 0.6647  | 0.4543 | 0.6740 |
| No log        | 5.2340  | 492  | 0.4366          | 0.6454  | 0.4366 | 0.6608 |
| No log        | 5.2553  | 494  | 0.4606          | 0.6286  | 0.4606 | 0.6786 |
| No log        | 5.2766  | 496  | 0.6149          | 0.5481  | 0.6149 | 0.7842 |
| No log        | 5.2979  | 498  | 0.7406          | 0.5233  | 0.7406 | 0.8606 |
| 0.4903        | 5.3191  | 500  | 0.6165          | 0.5439  | 0.6165 | 0.7852 |
| 0.4903        | 5.3404  | 502  | 0.4787          | 0.6319  | 0.4787 | 0.6919 |
| 0.4903        | 5.3617  | 504  | 0.4835          | 0.6025  | 0.4835 | 0.6953 |
| 0.4903        | 5.3830  | 506  | 0.5211          | 0.5982  | 0.5211 | 0.7219 |
| 0.4903        | 5.4043  | 508  | 0.5235          | 0.5894  | 0.5235 | 0.7235 |
| 0.4903        | 5.4255  | 510  | 0.5560          | 0.6138  | 0.5560 | 0.7456 |
| 0.4903        | 5.4468  | 512  | 0.5247          | 0.6276  | 0.5247 | 0.7244 |
| 0.4903        | 5.4681  | 514  | 0.6057          | 0.6063  | 0.6057 | 0.7783 |
| 0.4903        | 5.4894  | 516  | 0.7467          | 0.5309  | 0.7467 | 0.8641 |
| 0.4903        | 5.5106  | 518  | 0.6866          | 0.5457  | 0.6866 | 0.8286 |
| 0.4903        | 5.5319  | 520  | 0.5107          | 0.6471  | 0.5107 | 0.7146 |
| 0.4903        | 5.5532  | 522  | 0.4700          | 0.6359  | 0.4700 | 0.6855 |
| 0.4903        | 5.5745  | 524  | 0.5332          | 0.5403  | 0.5332 | 0.7302 |
| 0.4903        | 5.5957  | 526  | 0.4766          | 0.5762  | 0.4766 | 0.6904 |
| 0.4903        | 5.6170  | 528  | 0.4056          | 0.6562  | 0.4056 | 0.6369 |
| 0.4903        | 5.6383  | 530  | 0.4921          | 0.5498  | 0.4921 | 0.7015 |
| 0.4903        | 5.6596  | 532  | 0.6264          | 0.5028  | 0.6264 | 0.7915 |
| 0.4903        | 5.6809  | 534  | 0.6691          | 0.5272  | 0.6691 | 0.8180 |
| 0.4903        | 5.7021  | 536  | 0.6030          | 0.5592  | 0.6030 | 0.7765 |
| 0.4903        | 5.7234  | 538  | 0.5649          | 0.6073  | 0.5649 | 0.7516 |
| 0.4903        | 5.7447  | 540  | 0.5381          | 0.6352  | 0.5381 | 0.7336 |
| 0.4903        | 5.7660  | 542  | 0.5141          | 0.6348  | 0.5141 | 0.7170 |
| 0.4903        | 5.7872  | 544  | 0.5405          | 0.6020  | 0.5405 | 0.7352 |
| 0.4903        | 5.8085  | 546  | 0.6011          | 0.5280  | 0.6011 | 0.7753 |
| 0.4903        | 5.8298  | 548  | 0.6113          | 0.5216  | 0.6113 | 0.7819 |
| 0.4903        | 5.8511  | 550  | 0.5821          | 0.5382  | 0.5821 | 0.7630 |
| 0.4903        | 5.8723  | 552  | 0.5400          | 0.5812  | 0.5400 | 0.7348 |
| 0.4903        | 5.8936  | 554  | 0.5433          | 0.6181  | 0.5433 | 0.7371 |
| 0.4903        | 5.9149  | 556  | 0.5163          | 0.6199  | 0.5163 | 0.7185 |
| 0.4903        | 5.9362  | 558  | 0.4911          | 0.6111  | 0.4911 | 0.7008 |
| 0.4903        | 5.9574  | 560  | 0.4706          | 0.6137  | 0.4706 | 0.6860 |
| 0.4903        | 5.9787  | 562  | 0.4975          | 0.5800  | 0.4975 | 0.7054 |
| 0.4903        | 6.0     | 564  | 0.5457          | 0.5675  | 0.5457 | 0.7387 |
| 0.4903        | 6.0213  | 566  | 0.5559          | 0.5976  | 0.5559 | 0.7456 |
| 0.4903        | 6.0426  | 568  | 0.5575          | 0.6351  | 0.5575 | 0.7466 |
| 0.4903        | 6.0638  | 570  | 0.5470          | 0.6322  | 0.5470 | 0.7396 |
| 0.4903        | 6.0851  | 572  | 0.5906          | 0.6165  | 0.5906 | 0.7685 |
| 0.4903        | 6.1064  | 574  | 0.7929          | 0.5505  | 0.7929 | 0.8905 |
| 0.4903        | 6.1277  | 576  | 0.8709          | 0.5338  | 0.8709 | 0.9332 |
| 0.4903        | 6.1489  | 578  | 0.7076          | 0.5431  | 0.7076 | 0.8412 |
| 0.4903        | 6.1702  | 580  | 0.4582          | 0.5815  | 0.4582 | 0.6769 |
| 0.4903        | 6.1915  | 582  | 0.3959          | 0.6125  | 0.3959 | 0.6292 |
| 0.4903        | 6.2128  | 584  | 0.3931          | 0.6071  | 0.3931 | 0.6270 |
| 0.4903        | 6.2340  | 586  | 0.4199          | 0.6174  | 0.4199 | 0.6480 |
| 0.4903        | 6.2553  | 588  | 0.5747          | 0.5720  | 0.5747 | 0.7581 |
| 0.4903        | 6.2766  | 590  | 0.6031          | 0.5690  | 0.6031 | 0.7766 |
| 0.4903        | 6.2979  | 592  | 0.5201          | 0.6259  | 0.5201 | 0.7212 |
| 0.4903        | 6.3191  | 594  | 0.5171          | 0.6402  | 0.5171 | 0.7191 |
| 0.4903        | 6.3404  | 596  | 0.5276          | 0.6631  | 0.5276 | 0.7263 |
| 0.4903        | 6.3617  | 598  | 0.5320          | 0.6181  | 0.5320 | 0.7294 |
| 0.4903        | 6.3830  | 600  | 0.5332          | 0.6081  | 0.5332 | 0.7302 |
| 0.4903        | 6.4043  | 602  | 0.5423          | 0.6053  | 0.5423 | 0.7364 |
| 0.4903        | 6.4255  | 604  | 0.5780          | 0.5390  | 0.5780 | 0.7603 |
| 0.4903        | 6.4468  | 606  | 0.5773          | 0.5425  | 0.5773 | 0.7598 |
| 0.4903        | 6.4681  | 608  | 0.5121          | 0.6100  | 0.5121 | 0.7156 |
| 0.4903        | 6.4894  | 610  | 0.4438          | 0.6129  | 0.4438 | 0.6662 |
| 0.4903        | 6.5106  | 612  | 0.4185          | 0.5819  | 0.4185 | 0.6469 |
| 0.4903        | 6.5319  | 614  | 0.4218          | 0.5631  | 0.4218 | 0.6494 |
| 0.4903        | 6.5532  | 616  | 0.4526          | 0.5707  | 0.4526 | 0.6728 |
| 0.4903        | 6.5745  | 618  | 0.5468          | 0.5461  | 0.5468 | 0.7394 |
| 0.4903        | 6.5957  | 620  | 0.6527          | 0.5653  | 0.6527 | 0.8079 |
| 0.4903        | 6.6170  | 622  | 0.6445          | 0.5885  | 0.6445 | 0.8028 |
| 0.4903        | 6.6383  | 624  | 0.6446          | 0.5955  | 0.6446 | 0.8029 |
| 0.4903        | 6.6596  | 626  | 0.7383          | 0.5771  | 0.7383 | 0.8592 |
| 0.4903        | 6.6809  | 628  | 0.6800          | 0.5796  | 0.6800 | 0.8246 |
| 0.4903        | 6.7021  | 630  | 0.5833          | 0.6589  | 0.5833 | 0.7637 |
| 0.4903        | 6.7234  | 632  | 0.6543          | 0.5825  | 0.6543 | 0.8089 |
| 0.4903        | 6.7447  | 634  | 0.6764          | 0.5294  | 0.6764 | 0.8224 |
| 0.4903        | 6.7660  | 636  | 0.5300          | 0.5854  | 0.5300 | 0.7280 |
| 0.4903        | 6.7872  | 638  | 0.4079          | 0.6443  | 0.4079 | 0.6387 |
| 0.4903        | 6.8085  | 640  | 0.4033          | 0.6308  | 0.4033 | 0.6351 |
| 0.4903        | 6.8298  | 642  | 0.3983          | 0.6257  | 0.3983 | 0.6311 |
| 0.4903        | 6.8511  | 644  | 0.4286          | 0.6621  | 0.4286 | 0.6547 |
| 0.4903        | 6.8723  | 646  | 0.5300          | 0.6085  | 0.5300 | 0.7280 |
| 0.4903        | 6.8936  | 648  | 0.5967          | 0.5929  | 0.5967 | 0.7724 |
| 0.4903        | 6.9149  | 650  | 0.5728          | 0.6206  | 0.5728 | 0.7568 |
| 0.4903        | 6.9362  | 652  | 0.4936          | 0.6446  | 0.4936 | 0.7026 |
| 0.4903        | 6.9574  | 654  | 0.4745          | 0.6370  | 0.4745 | 0.6889 |
| 0.4903        | 6.9787  | 656  | 0.5107          | 0.6166  | 0.5107 | 0.7146 |
| 0.4903        | 7.0     | 658  | 0.5198          | 0.6169  | 0.5198 | 0.7210 |
| 0.4903        | 7.0213  | 660  | 0.4914          | 0.6335  | 0.4914 | 0.7010 |
| 0.4903        | 7.0426  | 662  | 0.4972          | 0.6487  | 0.4972 | 0.7051 |
| 0.4903        | 7.0638  | 664  | 0.5387          | 0.6481  | 0.5387 | 0.7339 |
| 0.4903        | 7.0851  | 666  | 0.5985          | 0.6150  | 0.5985 | 0.7736 |
| 0.4903        | 7.1064  | 668  | 0.6087          | 0.5891  | 0.6087 | 0.7802 |
| 0.4903        | 7.1277  | 670  | 0.5557          | 0.5976  | 0.5557 | 0.7455 |
| 0.4903        | 7.1489  | 672  | 0.5196          | 0.5908  | 0.5196 | 0.7209 |
| 0.4903        | 7.1702  | 674  | 0.4477          | 0.6508  | 0.4477 | 0.6691 |
| 0.4903        | 7.1915  | 676  | 0.4425          | 0.6496  | 0.4425 | 0.6652 |
| 0.4903        | 7.2128  | 678  | 0.4457          | 0.6546  | 0.4457 | 0.6676 |
| 0.4903        | 7.2340  | 680  | 0.4727          | 0.6286  | 0.4727 | 0.6875 |
| 0.4903        | 7.2553  | 682  | 0.5019          | 0.6064  | 0.5019 | 0.7084 |
| 0.4903        | 7.2766  | 684  | 0.5237          | 0.6000  | 0.5237 | 0.7237 |
| 0.4903        | 7.2979  | 686  | 0.4921          | 0.6104  | 0.4921 | 0.7015 |
| 0.4903        | 7.3191  | 688  | 0.4999          | 0.5945  | 0.4999 | 0.7070 |
| 0.4903        | 7.3404  | 690  | 0.4609          | 0.6183  | 0.4609 | 0.6789 |
| 0.4903        | 7.3617  | 692  | 0.4572          | 0.6137  | 0.4572 | 0.6762 |
| 0.4903        | 7.3830  | 694  | 0.4517          | 0.6258  | 0.4517 | 0.6721 |
| 0.4903        | 7.4043  | 696  | 0.4581          | 0.6108  | 0.4581 | 0.6768 |
| 0.4903        | 7.4255  | 698  | 0.4400          | 0.6464  | 0.4400 | 0.6633 |
| 0.4903        | 7.4468  | 700  | 0.4856          | 0.6336  | 0.4856 | 0.6969 |
| 0.4903        | 7.4681  | 702  | 0.5159          | 0.6337  | 0.5159 | 0.7182 |
| 0.4903        | 7.4894  | 704  | 0.5497          | 0.6341  | 0.5497 | 0.7414 |
| 0.4903        | 7.5106  | 706  | 0.5748          | 0.6301  | 0.5748 | 0.7581 |
| 0.4903        | 7.5319  | 708  | 0.5131          | 0.6284  | 0.5131 | 0.7163 |
| 0.4903        | 7.5532  | 710  | 0.5564          | 0.6084  | 0.5564 | 0.7459 |
| 0.4903        | 7.5745  | 712  | 0.6186          | 0.5938  | 0.6186 | 0.7865 |
| 0.4903        | 7.5957  | 714  | 0.5828          | 0.5937  | 0.5828 | 0.7634 |
| 0.4903        | 7.6170  | 716  | 0.5826          | 0.5930  | 0.5826 | 0.7633 |
| 0.4903        | 7.6383  | 718  | 0.5041          | 0.6297  | 0.5041 | 0.7100 |
| 0.4903        | 7.6596  | 720  | 0.5969          | 0.5705  | 0.5969 | 0.7726 |
| 0.4903        | 7.6809  | 722  | 0.7622          | 0.5400  | 0.7622 | 0.8730 |
| 0.4903        | 7.7021  | 724  | 0.7441          | 0.5490  | 0.7441 | 0.8626 |
| 0.4903        | 7.7234  | 726  | 0.5513          | 0.6237  | 0.5513 | 0.7425 |
| 0.4903        | 7.7447  | 728  | 0.4418          | 0.6372  | 0.4418 | 0.6647 |
| 0.4903        | 7.7660  | 730  | 0.4712          | 0.5939  | 0.4712 | 0.6864 |
| 0.4903        | 7.7872  | 732  | 0.4409          | 0.6186  | 0.4409 | 0.6640 |
| 0.4903        | 7.8085  | 734  | 0.4573          | 0.6277  | 0.4573 | 0.6763 |
| 0.4903        | 7.8298  | 736  | 0.5263          | 0.6211  | 0.5263 | 0.7254 |
| 0.4903        | 7.8511  | 738  | 0.5376          | 0.6063  | 0.5376 | 0.7332 |
| 0.4903        | 7.8723  | 740  | 0.4989          | 0.6231  | 0.4989 | 0.7063 |
| 0.4903        | 7.8936  | 742  | 0.4419          | 0.6320  | 0.4419 | 0.6647 |
| 0.4903        | 7.9149  | 744  | 0.4350          | 0.6500  | 0.4350 | 0.6595 |
| 0.4903        | 7.9362  | 746  | 0.4330          | 0.6725  | 0.4330 | 0.6580 |
| 0.4903        | 7.9574  | 748  | 0.4651          | 0.6662  | 0.4651 | 0.6820 |
| 0.4903        | 7.9787  | 750  | 0.5595          | 0.6037  | 0.5595 | 0.7480 |
| 0.4903        | 8.0     | 752  | 0.6944          | 0.5845  | 0.6944 | 0.8333 |
| 0.4903        | 8.0213  | 754  | 0.7048          | 0.5904  | 0.7048 | 0.8396 |
| 0.4903        | 8.0426  | 756  | 0.5956          | 0.6106  | 0.5956 | 0.7717 |
| 0.4903        | 8.0638  | 758  | 0.5244          | 0.6324  | 0.5244 | 0.7242 |
| 0.4903        | 8.0851  | 760  | 0.5033          | 0.6282  | 0.5033 | 0.7094 |
| 0.4903        | 8.1064  | 762  | 0.4860          | 0.6383  | 0.4860 | 0.6972 |
| 0.4903        | 8.1277  | 764  | 0.5426          | 0.6188  | 0.5426 | 0.7366 |
| 0.4903        | 8.1489  | 766  | 0.6312          | 0.5751  | 0.6312 | 0.7945 |
| 0.4903        | 8.1702  | 768  | 0.5948          | 0.5983  | 0.5948 | 0.7712 |
| 0.4903        | 8.1915  | 770  | 0.5054          | 0.6136  | 0.5054 | 0.7109 |
| 0.4903        | 8.2128  | 772  | 0.4580          | 0.6038  | 0.4580 | 0.6768 |
| 0.4903        | 8.2340  | 774  | 0.4705          | 0.6148  | 0.4705 | 0.6859 |
| 0.4903        | 8.2553  | 776  | 0.5105          | 0.6252  | 0.5105 | 0.7145 |
| 0.4903        | 8.2766  | 778  | 0.6202          | 0.6133  | 0.6202 | 0.7875 |
| 0.4903        | 8.2979  | 780  | 0.6445          | 0.5978  | 0.6445 | 0.8028 |
| 0.4903        | 8.3191  | 782  | 0.5443          | 0.6268  | 0.5443 | 0.7378 |
| 0.4903        | 8.3404  | 784  | 0.5007          | 0.6070  | 0.5007 | 0.7076 |
| 0.4903        | 8.3617  | 786  | 0.4914          | 0.6315  | 0.4914 | 0.7010 |
| 0.4903        | 8.3830  | 788  | 0.5560          | 0.5926  | 0.5560 | 0.7457 |
| 0.4903        | 8.4043  | 790  | 0.6438          | 0.5837  | 0.6438 | 0.8024 |
| 0.4903        | 8.4255  | 792  | 0.5899          | 0.5927  | 0.5899 | 0.7681 |
| 0.4903        | 8.4468  | 794  | 0.5468          | 0.6098  | 0.5468 | 0.7395 |
| 0.4903        | 8.4681  | 796  | 0.5458          | 0.6238  | 0.5458 | 0.7388 |
| 0.4903        | 8.4894  | 798  | 0.5565          | 0.6238  | 0.5565 | 0.7460 |
| 0.4903        | 8.5106  | 800  | 0.5586          | 0.6167  | 0.5586 | 0.7474 |
| 0.4903        | 8.5319  | 802  | 0.5663          | 0.5858  | 0.5663 | 0.7525 |
| 0.4903        | 8.5532  | 804  | 0.4707          | 0.6141  | 0.4707 | 0.6860 |
| 0.4903        | 8.5745  | 806  | 0.4048          | 0.6414  | 0.4048 | 0.6363 |
| 0.4903        | 8.5957  | 808  | 0.3901          | 0.6268  | 0.3901 | 0.6246 |
| 0.4903        | 8.6170  | 810  | 0.4012          | 0.6680  | 0.4012 | 0.6334 |
| 0.4903        | 8.6383  | 812  | 0.4415          | 0.6413  | 0.4415 | 0.6644 |
| 0.4903        | 8.6596  | 814  | 0.4835          | 0.6403  | 0.4835 | 0.6953 |
| 0.4903        | 8.6809  | 816  | 0.4930          | 0.6401  | 0.4930 | 0.7021 |
| 0.4903        | 8.7021  | 818  | 0.4878          | 0.6348  | 0.4878 | 0.6984 |
| 0.4903        | 8.7234  | 820  | 0.5341          | 0.6323  | 0.5341 | 0.7308 |
| 0.4903        | 8.7447  | 822  | 0.5990          | 0.6079  | 0.5990 | 0.7739 |
| 0.4903        | 8.7660  | 824  | 0.7268          | 0.5961  | 0.7268 | 0.8525 |
| 0.4903        | 8.7872  | 826  | 0.6839          | 0.5939  | 0.6839 | 0.8270 |
| 0.4903        | 8.8085  | 828  | 0.5499          | 0.5957  | 0.5499 | 0.7416 |
| 0.4903        | 8.8298  | 830  | 0.4265          | 0.6613  | 0.4265 | 0.6531 |
| 0.4903        | 8.8511  | 832  | 0.4123          | 0.6330  | 0.4123 | 0.6421 |
| 0.4903        | 8.8723  | 834  | 0.4035          | 0.6484  | 0.4035 | 0.6352 |
| 0.4903        | 8.8936  | 836  | 0.4318          | 0.6357  | 0.4318 | 0.6571 |
| 0.4903        | 8.9149  | 838  | 0.4902          | 0.5960  | 0.4902 | 0.7001 |
| 0.4903        | 8.9362  | 840  | 0.5219          | 0.5899  | 0.5219 | 0.7224 |
| 0.4903        | 8.9574  | 842  | 0.5746          | 0.5829  | 0.5746 | 0.7580 |
| 0.4903        | 8.9787  | 844  | 0.5407          | 0.6083  | 0.5407 | 0.7353 |
| 0.4903        | 9.0     | 846  | 0.5144          | 0.6201  | 0.5144 | 0.7172 |
| 0.4903        | 9.0213  | 848  | 0.5362          | 0.6325  | 0.5362 | 0.7323 |
| 0.4903        | 9.0426  | 850  | 0.5306          | 0.6313  | 0.5306 | 0.7284 |
| 0.4903        | 9.0638  | 852  | 0.5043          | 0.6399  | 0.5043 | 0.7102 |
| 0.4903        | 9.0851  | 854  | 0.5045          | 0.6352  | 0.5045 | 0.7103 |
| 0.4903        | 9.1064  | 856  | 0.4816          | 0.6027  | 0.4816 | 0.6940 |
| 0.4903        | 9.1277  | 858  | 0.4231          | 0.6392  | 0.4231 | 0.6504 |
| 0.4903        | 9.1489  | 860  | 0.4156          | 0.6571  | 0.4156 | 0.6447 |
| 0.4903        | 9.1702  | 862  | 0.4425          | 0.6036  | 0.4425 | 0.6652 |
| 0.4903        | 9.1915  | 864  | 0.5906          | 0.5855  | 0.5906 | 0.7685 |
| 0.4903        | 9.2128  | 866  | 0.6833          | 0.5411  | 0.6833 | 0.8266 |
| 0.4903        | 9.2340  | 868  | 0.5948          | 0.5660  | 0.5948 | 0.7713 |
| 0.4903        | 9.2553  | 870  | 0.4663          | 0.6076  | 0.4663 | 0.6829 |
| 0.4903        | 9.2766  | 872  | 0.3784          | 0.6258  | 0.3784 | 0.6152 |
| 0.4903        | 9.2979  | 874  | 0.3891          | 0.6258  | 0.3891 | 0.6238 |
| 0.4903        | 9.3191  | 876  | 0.3968          | 0.6384  | 0.3968 | 0.6299 |
| 0.4903        | 9.3404  | 878  | 0.4048          | 0.6507  | 0.4048 | 0.6362 |
| 0.4903        | 9.3617  | 880  | 0.4573          | 0.6414  | 0.4573 | 0.6762 |
| 0.4903        | 9.3830  | 882  | 0.5205          | 0.6074  | 0.5205 | 0.7215 |
| 0.4903        | 9.4043  | 884  | 0.5356          | 0.5871  | 0.5356 | 0.7318 |
| 0.4903        | 9.4255  | 886  | 0.5485          | 0.5789  | 0.5485 | 0.7406 |
| 0.4903        | 9.4468  | 888  | 0.5719          | 0.5746  | 0.5719 | 0.7562 |
| 0.4903        | 9.4681  | 890  | 0.5122          | 0.6077  | 0.5122 | 0.7157 |
| 0.4903        | 9.4894  | 892  | 0.4637          | 0.6064  | 0.4637 | 0.6810 |
| 0.4903        | 9.5106  | 894  | 0.4426          | 0.6614  | 0.4426 | 0.6653 |
| 0.4903        | 9.5319  | 896  | 0.4574          | 0.6422  | 0.4574 | 0.6763 |
| 0.4903        | 9.5532  | 898  | 0.5543          | 0.6116  | 0.5543 | 0.7445 |
| 0.4903        | 9.5745  | 900  | 0.6265          | 0.6037  | 0.6265 | 0.7915 |
| 0.4903        | 9.5957  | 902  | 0.5594          | 0.5999  | 0.5594 | 0.7480 |
| 0.4903        | 9.6170  | 904  | 0.4909          | 0.6316  | 0.4909 | 0.7007 |
| 0.4903        | 9.6383  | 906  | 0.4693          | 0.6321  | 0.4693 | 0.6850 |
| 0.4903        | 9.6596  | 908  | 0.4779          | 0.6255  | 0.4779 | 0.6913 |
| 0.4903        | 9.6809  | 910  | 0.5305          | 0.6203  | 0.5305 | 0.7284 |
| 0.4903        | 9.7021  | 912  | 0.5235          | 0.6091  | 0.5235 | 0.7236 |
| 0.4903        | 9.7234  | 914  | 0.4707          | 0.6293  | 0.4707 | 0.6860 |
| 0.4903        | 9.7447  | 916  | 0.4403          | 0.6414  | 0.4403 | 0.6636 |
| 0.4903        | 9.7660  | 918  | 0.4233          | 0.6328  | 0.4233 | 0.6506 |
| 0.4903        | 9.7872  | 920  | 0.4429          | 0.6430  | 0.4429 | 0.6655 |
| 0.4903        | 9.8085  | 922  | 0.5016          | 0.6192  | 0.5016 | 0.7083 |
| 0.4903        | 9.8298  | 924  | 0.5553          | 0.6252  | 0.5553 | 0.7452 |
| 0.4903        | 9.8511  | 926  | 0.6412          | 0.6000  | 0.6412 | 0.8007 |
| 0.4903        | 9.8723  | 928  | 0.6095          | 0.5986  | 0.6095 | 0.7807 |
| 0.4903        | 9.8936  | 930  | 0.5057          | 0.6305  | 0.5057 | 0.7111 |
| 0.4903        | 9.9149  | 932  | 0.4643          | 0.6464  | 0.4643 | 0.6814 |
| 0.4903        | 9.9362  | 934  | 0.5045          | 0.6344  | 0.5045 | 0.7103 |
| 0.4903        | 9.9574  | 936  | 0.5219          | 0.6139  | 0.5219 | 0.7224 |
| 0.4903        | 9.9787  | 938  | 0.5684          | 0.5950  | 0.5684 | 0.7539 |
| 0.4903        | 10.0    | 940  | 0.5052          | 0.6154  | 0.5052 | 0.7108 |
| 0.4903        | 10.0213 | 942  | 0.4475          | 0.6289  | 0.4475 | 0.6689 |
| 0.4903        | 10.0426 | 944  | 0.4249          | 0.6449  | 0.4249 | 0.6519 |
| 0.4903        | 10.0638 | 946  | 0.4646          | 0.6331  | 0.4646 | 0.6816 |
| 0.4903        | 10.0851 | 948  | 0.4930          | 0.6256  | 0.4930 | 0.7021 |
| 0.4903        | 10.1064 | 950  | 0.5995          | 0.6164  | 0.5995 | 0.7743 |
| 0.4903        | 10.1277 | 952  | 0.5893          | 0.6003  | 0.5893 | 0.7677 |
| 0.4903        | 10.1489 | 954  | 0.5386          | 0.6032  | 0.5386 | 0.7339 |
| 0.4903        | 10.1702 | 956  | 0.4793          | 0.6120  | 0.4793 | 0.6923 |
| 0.4903        | 10.1915 | 958  | 0.4486          | 0.6321  | 0.4486 | 0.6698 |
| 0.4903        | 10.2128 | 960  | 0.4257          | 0.6287  | 0.4257 | 0.6525 |
| 0.4903        | 10.2340 | 962  | 0.4271          | 0.6367  | 0.4271 | 0.6536 |
| 0.4903        | 10.2553 | 964  | 0.4580          | 0.6240  | 0.4580 | 0.6768 |
| 0.4903        | 10.2766 | 966  | 0.5162          | 0.6277  | 0.5162 | 0.7185 |
| 0.4903        | 10.2979 | 968  | 0.5614          | 0.6059  | 0.5614 | 0.7493 |
| 0.4903        | 10.3191 | 970  | 0.6056          | 0.5744  | 0.6056 | 0.7782 |
| 0.4903        | 10.3404 | 972  | 0.5455          | 0.6087  | 0.5455 | 0.7386 |
| 0.4903        | 10.3617 | 974  | 0.4684          | 0.6112  | 0.4684 | 0.6844 |
| 0.4903        | 10.3830 | 976  | 0.4086          | 0.6669  | 0.4086 | 0.6392 |
| 0.4903        | 10.4043 | 978  | 0.4279          | 0.6445  | 0.4279 | 0.6541 |
| 0.4903        | 10.4255 | 980  | 0.5047          | 0.5993  | 0.5047 | 0.7104 |
| 0.4903        | 10.4468 | 982  | 0.5931          | 0.5754  | 0.5931 | 0.7701 |
| 0.4903        | 10.4681 | 984  | 0.5725          | 0.6091  | 0.5725 | 0.7566 |
| 0.4903        | 10.4894 | 986  | 0.5294          | 0.6270  | 0.5294 | 0.7276 |
| 0.4903        | 10.5106 | 988  | 0.4977          | 0.6177  | 0.4977 | 0.7055 |
| 0.4903        | 10.5319 | 990  | 0.5169          | 0.6355  | 0.5169 | 0.7190 |
| 0.4903        | 10.5532 | 992  | 0.4869          | 0.6504  | 0.4869 | 0.6978 |
| 0.4903        | 10.5745 | 994  | 0.4243          | 0.6832  | 0.4243 | 0.6514 |
| 0.4903        | 10.5957 | 996  | 0.4027          | 0.6832  | 0.4027 | 0.6346 |
| 0.4903        | 10.6170 | 998  | 0.4229          | 0.6642  | 0.4229 | 0.6503 |
| 0.1525        | 10.6383 | 1000 | 0.4326          | 0.6396  | 0.4326 | 0.6577 |
| 0.1525        | 10.6596 | 1002 | 0.4540          | 0.6299  | 0.4540 | 0.6738 |
| 0.1525        | 10.6809 | 1004 | 0.4356          | 0.6574  | 0.4356 | 0.6600 |
| 0.1525        | 10.7021 | 1006 | 0.4296          | 0.6553  | 0.4296 | 0.6555 |
| 0.1525        | 10.7234 | 1008 | 0.4411          | 0.6463  | 0.4411 | 0.6642 |
| 0.1525        | 10.7447 | 1010 | 0.4490          | 0.6328  | 0.4490 | 0.6701 |
| 0.1525        | 10.7660 | 1012 | 0.4341          | 0.6607  | 0.4341 | 0.6589 |
| 0.1525        | 10.7872 | 1014 | 0.4507          | 0.6514  | 0.4507 | 0.6714 |
| 0.1525        | 10.8085 | 1016 | 0.4731          | 0.6344  | 0.4731 | 0.6878 |
| 0.1525        | 10.8298 | 1018 | 0.5877          | 0.5880  | 0.5877 | 0.7666 |
| 0.1525        | 10.8511 | 1020 | 0.6606          | 0.5635  | 0.6606 | 0.8128 |
| 0.1525        | 10.8723 | 1022 | 0.5995          | 0.5623  | 0.5995 | 0.7743 |
| 0.1525        | 10.8936 | 1024 | 0.5312          | 0.5729  | 0.5312 | 0.7289 |


### Framework versions

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