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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_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_TestTask1_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: 0.4187
- Qwk: 0.6872
- Mse: 0.4187
- Rmse: 0.6471

## 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    | 4.1307          | -0.0009 | 4.1307 | 2.0324 |
| No log        | 0.0426  | 4    | 3.0147          | 0.0505  | 3.0147 | 1.7363 |
| No log        | 0.0638  | 6    | 1.4577          | 0.0448  | 1.4577 | 1.2073 |
| No log        | 0.0851  | 8    | 0.8912          | 0.0717  | 0.8912 | 0.9440 |
| No log        | 0.1064  | 10   | 0.8107          | -0.0058 | 0.8107 | 0.9004 |
| No log        | 0.1277  | 12   | 0.7588          | 0.1050  | 0.7588 | 0.8711 |
| No log        | 0.1489  | 14   | 0.6761          | 0.1355  | 0.6761 | 0.8222 |
| No log        | 0.1702  | 16   | 0.5936          | 0.4030  | 0.5936 | 0.7705 |
| No log        | 0.1915  | 18   | 0.6359          | 0.3937  | 0.6359 | 0.7975 |
| No log        | 0.2128  | 20   | 0.5725          | 0.4018  | 0.5725 | 0.7567 |
| No log        | 0.2340  | 22   | 0.5798          | 0.4085  | 0.5798 | 0.7614 |
| No log        | 0.2553  | 24   | 0.5225          | 0.4717  | 0.5225 | 0.7229 |
| No log        | 0.2766  | 26   | 0.5161          | 0.4137  | 0.5161 | 0.7184 |
| No log        | 0.2979  | 28   | 0.5071          | 0.4604  | 0.5071 | 0.7121 |
| No log        | 0.3191  | 30   | 0.4952          | 0.4657  | 0.4952 | 0.7037 |
| No log        | 0.3404  | 32   | 0.4487          | 0.5593  | 0.4487 | 0.6698 |
| No log        | 0.3617  | 34   | 0.5237          | 0.5491  | 0.5237 | 0.7236 |
| No log        | 0.3830  | 36   | 0.5080          | 0.5507  | 0.5080 | 0.7127 |
| No log        | 0.4043  | 38   | 0.4330          | 0.5952  | 0.4330 | 0.6580 |
| No log        | 0.4255  | 40   | 0.5310          | 0.4044  | 0.5310 | 0.7287 |
| No log        | 0.4468  | 42   | 0.5610          | 0.3759  | 0.5610 | 0.7490 |
| No log        | 0.4681  | 44   | 0.4910          | 0.5738  | 0.4910 | 0.7007 |
| No log        | 0.4894  | 46   | 0.5503          | 0.5752  | 0.5503 | 0.7418 |
| No log        | 0.5106  | 48   | 0.6052          | 0.5774  | 0.6052 | 0.7779 |
| No log        | 0.5319  | 50   | 0.4782          | 0.5815  | 0.4782 | 0.6915 |
| No log        | 0.5532  | 52   | 0.4317          | 0.5970  | 0.4317 | 0.6570 |
| No log        | 0.5745  | 54   | 0.4447          | 0.5510  | 0.4447 | 0.6669 |
| No log        | 0.5957  | 56   | 0.4392          | 0.5765  | 0.4392 | 0.6627 |
| No log        | 0.6170  | 58   | 0.4546          | 0.6128  | 0.4546 | 0.6742 |
| No log        | 0.6383  | 60   | 0.4690          | 0.6224  | 0.4690 | 0.6848 |
| No log        | 0.6596  | 62   | 0.4411          | 0.5951  | 0.4411 | 0.6641 |
| No log        | 0.6809  | 64   | 0.4276          | 0.6110  | 0.4276 | 0.6539 |
| No log        | 0.7021  | 66   | 0.5060          | 0.4348  | 0.5060 | 0.7113 |
| No log        | 0.7234  | 68   | 0.5452          | 0.4925  | 0.5452 | 0.7384 |
| No log        | 0.7447  | 70   | 0.5049          | 0.4914  | 0.5049 | 0.7106 |
| No log        | 0.7660  | 72   | 0.4604          | 0.4917  | 0.4604 | 0.6786 |
| No log        | 0.7872  | 74   | 0.4502          | 0.5586  | 0.4502 | 0.6710 |
| No log        | 0.8085  | 76   | 0.4574          | 0.6184  | 0.4574 | 0.6763 |
| No log        | 0.8298  | 78   | 0.4928          | 0.5761  | 0.4928 | 0.7020 |
| No log        | 0.8511  | 80   | 0.4823          | 0.5359  | 0.4823 | 0.6945 |
| No log        | 0.8723  | 82   | 0.4337          | 0.5939  | 0.4337 | 0.6586 |
| No log        | 0.8936  | 84   | 0.4058          | 0.5726  | 0.4058 | 0.6370 |
| No log        | 0.9149  | 86   | 0.4118          | 0.5830  | 0.4118 | 0.6417 |
| No log        | 0.9362  | 88   | 0.4143          | 0.5584  | 0.4143 | 0.6437 |
| No log        | 0.9574  | 90   | 0.4830          | 0.5947  | 0.4830 | 0.6950 |
| No log        | 0.9787  | 92   | 0.5324          | 0.5893  | 0.5324 | 0.7296 |
| No log        | 1.0     | 94   | 0.6682          | 0.5928  | 0.6682 | 0.8174 |
| No log        | 1.0213  | 96   | 0.8478          | 0.5182  | 0.8478 | 0.9208 |
| No log        | 1.0426  | 98   | 0.6385          | 0.6350  | 0.6385 | 0.7991 |
| No log        | 1.0638  | 100  | 0.7597          | 0.5585  | 0.7597 | 0.8716 |
| No log        | 1.0851  | 102  | 0.8262          | 0.5251  | 0.8262 | 0.9090 |
| No log        | 1.1064  | 104  | 0.7091          | 0.5217  | 0.7091 | 0.8421 |
| No log        | 1.1277  | 106  | 0.4544          | 0.6304  | 0.4544 | 0.6741 |
| No log        | 1.1489  | 108  | 0.6035          | 0.5141  | 0.6035 | 0.7769 |
| No log        | 1.1702  | 110  | 0.5987          | 0.4519  | 0.5987 | 0.7737 |
| No log        | 1.1915  | 112  | 0.4245          | 0.5771  | 0.4245 | 0.6515 |
| No log        | 1.2128  | 114  | 0.4439          | 0.5477  | 0.4439 | 0.6663 |
| No log        | 1.2340  | 116  | 0.5000          | 0.5645  | 0.5000 | 0.7071 |
| No log        | 1.2553  | 118  | 0.4860          | 0.5759  | 0.4860 | 0.6971 |
| No log        | 1.2766  | 120  | 0.4785          | 0.6050  | 0.4785 | 0.6917 |
| No log        | 1.2979  | 122  | 0.4848          | 0.6204  | 0.4848 | 0.6963 |
| No log        | 1.3191  | 124  | 0.5005          | 0.6606  | 0.5005 | 0.7075 |
| No log        | 1.3404  | 126  | 0.4920          | 0.6282  | 0.4920 | 0.7014 |
| No log        | 1.3617  | 128  | 0.4963          | 0.6428  | 0.4963 | 0.7045 |
| No log        | 1.3830  | 130  | 0.4733          | 0.6194  | 0.4733 | 0.6880 |
| No log        | 1.4043  | 132  | 0.4367          | 0.6616  | 0.4367 | 0.6608 |
| No log        | 1.4255  | 134  | 0.4137          | 0.5986  | 0.4137 | 0.6432 |
| No log        | 1.4468  | 136  | 0.3989          | 0.6105  | 0.3989 | 0.6316 |
| No log        | 1.4681  | 138  | 0.4877          | 0.5543  | 0.4877 | 0.6984 |
| No log        | 1.4894  | 140  | 0.5044          | 0.5239  | 0.5044 | 0.7102 |
| No log        | 1.5106  | 142  | 0.4533          | 0.6100  | 0.4533 | 0.6733 |
| No log        | 1.5319  | 144  | 0.4249          | 0.5931  | 0.4249 | 0.6518 |
| No log        | 1.5532  | 146  | 0.4168          | 0.5858  | 0.4168 | 0.6456 |
| No log        | 1.5745  | 148  | 0.3980          | 0.6249  | 0.3980 | 0.6309 |
| No log        | 1.5957  | 150  | 0.4054          | 0.6079  | 0.4054 | 0.6367 |
| No log        | 1.6170  | 152  | 0.4249          | 0.6337  | 0.4249 | 0.6518 |
| No log        | 1.6383  | 154  | 0.4553          | 0.6767  | 0.4553 | 0.6748 |
| No log        | 1.6596  | 156  | 0.4783          | 0.6544  | 0.4783 | 0.6916 |
| No log        | 1.6809  | 158  | 0.4899          | 0.6347  | 0.4899 | 0.7000 |
| No log        | 1.7021  | 160  | 0.4984          | 0.6300  | 0.4984 | 0.7060 |
| No log        | 1.7234  | 162  | 0.5419          | 0.6334  | 0.5419 | 0.7362 |
| No log        | 1.7447  | 164  | 0.6070          | 0.6009  | 0.6070 | 0.7791 |
| No log        | 1.7660  | 166  | 0.7209          | 0.5736  | 0.7209 | 0.8491 |
| No log        | 1.7872  | 168  | 0.7983          | 0.5397  | 0.7983 | 0.8935 |
| No log        | 1.8085  | 170  | 0.7232          | 0.5426  | 0.7232 | 0.8504 |
| No log        | 1.8298  | 172  | 0.5292          | 0.6050  | 0.5292 | 0.7275 |
| No log        | 1.8511  | 174  | 0.4783          | 0.6425  | 0.4783 | 0.6916 |
| No log        | 1.8723  | 176  | 0.4675          | 0.6629  | 0.4675 | 0.6837 |
| No log        | 1.8936  | 178  | 0.4720          | 0.6603  | 0.4720 | 0.6870 |
| No log        | 1.9149  | 180  | 0.4617          | 0.6203  | 0.4617 | 0.6795 |
| No log        | 1.9362  | 182  | 0.4202          | 0.6190  | 0.4202 | 0.6482 |
| No log        | 1.9574  | 184  | 0.3921          | 0.6230  | 0.3921 | 0.6261 |
| No log        | 1.9787  | 186  | 0.3943          | 0.6125  | 0.3943 | 0.6280 |
| No log        | 2.0     | 188  | 0.4065          | 0.6134  | 0.4065 | 0.6375 |
| No log        | 2.0213  | 190  | 0.3937          | 0.6141  | 0.3937 | 0.6274 |
| No log        | 2.0426  | 192  | 0.3946          | 0.6351  | 0.3946 | 0.6282 |
| No log        | 2.0638  | 194  | 0.4322          | 0.6398  | 0.4322 | 0.6574 |
| No log        | 2.0851  | 196  | 0.4897          | 0.6423  | 0.4897 | 0.6998 |
| No log        | 2.1064  | 198  | 0.4886          | 0.6464  | 0.4886 | 0.6990 |
| No log        | 2.1277  | 200  | 0.4128          | 0.6415  | 0.4128 | 0.6425 |
| No log        | 2.1489  | 202  | 0.4063          | 0.6088  | 0.4063 | 0.6374 |
| No log        | 2.1702  | 204  | 0.4182          | 0.6167  | 0.4182 | 0.6467 |
| No log        | 2.1915  | 206  | 0.4006          | 0.6165  | 0.4006 | 0.6329 |
| No log        | 2.2128  | 208  | 0.4102          | 0.6326  | 0.4102 | 0.6405 |
| No log        | 2.2340  | 210  | 0.4471          | 0.6150  | 0.4471 | 0.6687 |
| No log        | 2.2553  | 212  | 0.4842          | 0.6069  | 0.4842 | 0.6958 |
| No log        | 2.2766  | 214  | 0.4766          | 0.6110  | 0.4766 | 0.6904 |
| No log        | 2.2979  | 216  | 0.4749          | 0.6409  | 0.4749 | 0.6891 |
| No log        | 2.3191  | 218  | 0.4780          | 0.6444  | 0.4780 | 0.6914 |
| No log        | 2.3404  | 220  | 0.4826          | 0.6557  | 0.4826 | 0.6947 |
| No log        | 2.3617  | 222  | 0.4901          | 0.6691  | 0.4901 | 0.7001 |
| No log        | 2.3830  | 224  | 0.4918          | 0.6360  | 0.4918 | 0.7013 |
| No log        | 2.4043  | 226  | 0.4923          | 0.6327  | 0.4923 | 0.7016 |
| No log        | 2.4255  | 228  | 0.4641          | 0.6362  | 0.4641 | 0.6813 |
| No log        | 2.4468  | 230  | 0.4319          | 0.6045  | 0.4319 | 0.6572 |
| No log        | 2.4681  | 232  | 0.4190          | 0.6490  | 0.4190 | 0.6473 |
| No log        | 2.4894  | 234  | 0.4662          | 0.5866  | 0.4662 | 0.6828 |
| No log        | 2.5106  | 236  | 0.5830          | 0.4937  | 0.5830 | 0.7635 |
| No log        | 2.5319  | 238  | 0.6040          | 0.4662  | 0.6040 | 0.7772 |
| No log        | 2.5532  | 240  | 0.5250          | 0.5656  | 0.5250 | 0.7246 |
| No log        | 2.5745  | 242  | 0.4168          | 0.6432  | 0.4168 | 0.6456 |
| No log        | 2.5957  | 244  | 0.4011          | 0.6461  | 0.4011 | 0.6333 |
| No log        | 2.6170  | 246  | 0.3936          | 0.6479  | 0.3936 | 0.6274 |
| No log        | 2.6383  | 248  | 0.4122          | 0.5869  | 0.4122 | 0.6420 |
| No log        | 2.6596  | 250  | 0.4232          | 0.5868  | 0.4232 | 0.6505 |
| No log        | 2.6809  | 252  | 0.4073          | 0.5943  | 0.4074 | 0.6382 |
| No log        | 2.7021  | 254  | 0.4029          | 0.6548  | 0.4029 | 0.6348 |
| No log        | 2.7234  | 256  | 0.4453          | 0.6079  | 0.4453 | 0.6673 |
| No log        | 2.7447  | 258  | 0.4349          | 0.6246  | 0.4349 | 0.6595 |
| No log        | 2.7660  | 260  | 0.4438          | 0.6424  | 0.4438 | 0.6661 |
| No log        | 2.7872  | 262  | 0.5657          | 0.5500  | 0.5657 | 0.7521 |
| No log        | 2.8085  | 264  | 0.5778          | 0.5461  | 0.5778 | 0.7601 |
| No log        | 2.8298  | 266  | 0.4950          | 0.6287  | 0.4950 | 0.7036 |
| No log        | 2.8511  | 268  | 0.4104          | 0.6640  | 0.4104 | 0.6406 |
| No log        | 2.8723  | 270  | 0.3964          | 0.6742  | 0.3964 | 0.6296 |
| No log        | 2.8936  | 272  | 0.3996          | 0.6576  | 0.3996 | 0.6321 |
| No log        | 2.9149  | 274  | 0.4224          | 0.6668  | 0.4224 | 0.6500 |
| No log        | 2.9362  | 276  | 0.4420          | 0.6547  | 0.4420 | 0.6649 |
| No log        | 2.9574  | 278  | 0.4305          | 0.6485  | 0.4305 | 0.6561 |
| No log        | 2.9787  | 280  | 0.5082          | 0.6418  | 0.5082 | 0.7129 |
| No log        | 3.0     | 282  | 0.7203          | 0.5457  | 0.7203 | 0.8487 |
| No log        | 3.0213  | 284  | 0.7808          | 0.5246  | 0.7808 | 0.8836 |
| No log        | 3.0426  | 286  | 0.6960          | 0.5522  | 0.6960 | 0.8342 |
| No log        | 3.0638  | 288  | 0.5180          | 0.6574  | 0.5180 | 0.7197 |
| No log        | 3.0851  | 290  | 0.5417          | 0.5945  | 0.5417 | 0.7360 |
| No log        | 3.1064  | 292  | 0.5966          | 0.5818  | 0.5966 | 0.7724 |
| No log        | 3.1277  | 294  | 0.4634          | 0.5997  | 0.4634 | 0.6808 |
| No log        | 3.1489  | 296  | 0.3835          | 0.5944  | 0.3835 | 0.6192 |
| No log        | 3.1702  | 298  | 0.4683          | 0.5168  | 0.4683 | 0.6843 |
| No log        | 3.1915  | 300  | 0.5243          | 0.5087  | 0.5243 | 0.7241 |
| No log        | 3.2128  | 302  | 0.4913          | 0.5855  | 0.4913 | 0.7009 |
| No log        | 3.2340  | 304  | 0.4170          | 0.6253  | 0.4170 | 0.6457 |
| No log        | 3.2553  | 306  | 0.4136          | 0.6516  | 0.4136 | 0.6431 |
| No log        | 3.2766  | 308  | 0.4288          | 0.6377  | 0.4288 | 0.6548 |
| No log        | 3.2979  | 310  | 0.4116          | 0.6393  | 0.4116 | 0.6415 |
| No log        | 3.3191  | 312  | 0.3975          | 0.6431  | 0.3975 | 0.6304 |
| No log        | 3.3404  | 314  | 0.3836          | 0.6374  | 0.3836 | 0.6194 |
| No log        | 3.3617  | 316  | 0.3780          | 0.6054  | 0.3780 | 0.6148 |
| No log        | 3.3830  | 318  | 0.3859          | 0.6112  | 0.3859 | 0.6212 |
| No log        | 3.4043  | 320  | 0.3917          | 0.6432  | 0.3917 | 0.6259 |
| No log        | 3.4255  | 322  | 0.4362          | 0.6366  | 0.4362 | 0.6605 |
| No log        | 3.4468  | 324  | 0.4841          | 0.6413  | 0.4841 | 0.6958 |
| No log        | 3.4681  | 326  | 0.5696          | 0.6362  | 0.5696 | 0.7547 |
| No log        | 3.4894  | 328  | 0.5705          | 0.6437  | 0.5705 | 0.7553 |
| No log        | 3.5106  | 330  | 0.4672          | 0.6389  | 0.4672 | 0.6835 |
| No log        | 3.5319  | 332  | 0.5060          | 0.6238  | 0.5060 | 0.7114 |
| No log        | 3.5532  | 334  | 0.5060          | 0.6309  | 0.5060 | 0.7113 |
| No log        | 3.5745  | 336  | 0.4451          | 0.6464  | 0.4451 | 0.6672 |
| No log        | 3.5957  | 338  | 0.4510          | 0.6004  | 0.4510 | 0.6716 |
| No log        | 3.6170  | 340  | 0.5448          | 0.5961  | 0.5448 | 0.7381 |
| No log        | 3.6383  | 342  | 0.5485          | 0.6042  | 0.5485 | 0.7406 |
| No log        | 3.6596  | 344  | 0.4640          | 0.6181  | 0.4640 | 0.6812 |
| No log        | 3.6809  | 346  | 0.4673          | 0.6347  | 0.4673 | 0.6836 |
| No log        | 3.7021  | 348  | 0.5481          | 0.5861  | 0.5481 | 0.7404 |
| No log        | 3.7234  | 350  | 0.4744          | 0.5933  | 0.4744 | 0.6888 |
| No log        | 3.7447  | 352  | 0.4216          | 0.6250  | 0.4216 | 0.6493 |
| No log        | 3.7660  | 354  | 0.5205          | 0.5946  | 0.5205 | 0.7215 |
| No log        | 3.7872  | 356  | 0.5659          | 0.5698  | 0.5659 | 0.7523 |
| No log        | 3.8085  | 358  | 0.5002          | 0.6163  | 0.5002 | 0.7072 |
| No log        | 3.8298  | 360  | 0.4290          | 0.6535  | 0.4290 | 0.6550 |
| No log        | 3.8511  | 362  | 0.4985          | 0.6278  | 0.4985 | 0.7060 |
| No log        | 3.8723  | 364  | 0.6208          | 0.5551  | 0.6208 | 0.7879 |
| No log        | 3.8936  | 366  | 0.7395          | 0.5576  | 0.7395 | 0.8599 |
| No log        | 3.9149  | 368  | 0.6472          | 0.5726  | 0.6472 | 0.8045 |
| No log        | 3.9362  | 370  | 0.4603          | 0.6324  | 0.4603 | 0.6785 |
| No log        | 3.9574  | 372  | 0.4003          | 0.6393  | 0.4003 | 0.6327 |
| No log        | 3.9787  | 374  | 0.4708          | 0.5541  | 0.4708 | 0.6861 |
| No log        | 4.0     | 376  | 0.4931          | 0.5544  | 0.4931 | 0.7022 |
| No log        | 4.0213  | 378  | 0.4257          | 0.5853  | 0.4257 | 0.6525 |
| No log        | 4.0426  | 380  | 0.3829          | 0.6004  | 0.3829 | 0.6188 |
| No log        | 4.0638  | 382  | 0.3824          | 0.6126  | 0.3824 | 0.6184 |
| No log        | 4.0851  | 384  | 0.3992          | 0.6197  | 0.3992 | 0.6318 |
| No log        | 4.1064  | 386  | 0.4563          | 0.6338  | 0.4563 | 0.6755 |
| No log        | 4.1277  | 388  | 0.4529          | 0.6466  | 0.4529 | 0.6730 |
| No log        | 4.1489  | 390  | 0.4009          | 0.6681  | 0.4009 | 0.6332 |
| No log        | 4.1702  | 392  | 0.4008          | 0.6352  | 0.4008 | 0.6331 |
| No log        | 4.1915  | 394  | 0.4109          | 0.6256  | 0.4109 | 0.6410 |
| No log        | 4.2128  | 396  | 0.3896          | 0.6497  | 0.3896 | 0.6241 |
| No log        | 4.2340  | 398  | 0.3933          | 0.6863  | 0.3933 | 0.6271 |
| No log        | 4.2553  | 400  | 0.5320          | 0.6283  | 0.5320 | 0.7294 |
| No log        | 4.2766  | 402  | 0.6561          | 0.5846  | 0.6561 | 0.8100 |
| No log        | 4.2979  | 404  | 0.5775          | 0.6257  | 0.5775 | 0.7599 |
| No log        | 4.3191  | 406  | 0.4400          | 0.7146  | 0.4400 | 0.6633 |
| No log        | 4.3404  | 408  | 0.4408          | 0.6857  | 0.4408 | 0.6639 |
| No log        | 4.3617  | 410  | 0.4154          | 0.6864  | 0.4154 | 0.6445 |
| No log        | 4.3830  | 412  | 0.4949          | 0.6310  | 0.4949 | 0.7035 |
| No log        | 4.4043  | 414  | 0.7489          | 0.5511  | 0.7489 | 0.8654 |
| No log        | 4.4255  | 416  | 0.7973          | 0.5360  | 0.7973 | 0.8929 |
| No log        | 4.4468  | 418  | 0.6206          | 0.5956  | 0.6206 | 0.7878 |
| No log        | 4.4681  | 420  | 0.4791          | 0.6562  | 0.4791 | 0.6922 |
| No log        | 4.4894  | 422  | 0.5261          | 0.5923  | 0.5261 | 0.7254 |
| No log        | 4.5106  | 424  | 0.5060          | 0.5891  | 0.5060 | 0.7113 |
| No log        | 4.5319  | 426  | 0.4146          | 0.6485  | 0.4146 | 0.6439 |
| No log        | 4.5532  | 428  | 0.3773          | 0.6843  | 0.3773 | 0.6142 |
| No log        | 4.5745  | 430  | 0.4260          | 0.6430  | 0.4260 | 0.6527 |
| No log        | 4.5957  | 432  | 0.5088          | 0.5838  | 0.5088 | 0.7133 |
| No log        | 4.6170  | 434  | 0.4983          | 0.5732  | 0.4983 | 0.7059 |
| No log        | 4.6383  | 436  | 0.4090          | 0.6693  | 0.4090 | 0.6395 |
| No log        | 4.6596  | 438  | 0.3783          | 0.6857  | 0.3783 | 0.6151 |
| No log        | 4.6809  | 440  | 0.3869          | 0.6818  | 0.3869 | 0.6220 |
| No log        | 4.7021  | 442  | 0.4071          | 0.6881  | 0.4071 | 0.6380 |
| No log        | 4.7234  | 444  | 0.4277          | 0.6609  | 0.4277 | 0.6540 |
| No log        | 4.7447  | 446  | 0.4636          | 0.6660  | 0.4636 | 0.6809 |
| No log        | 4.7660  | 448  | 0.4533          | 0.6618  | 0.4533 | 0.6733 |
| No log        | 4.7872  | 450  | 0.4360          | 0.6389  | 0.4360 | 0.6603 |
| No log        | 4.8085  | 452  | 0.4480          | 0.6371  | 0.4480 | 0.6694 |
| No log        | 4.8298  | 454  | 0.4296          | 0.6457  | 0.4296 | 0.6554 |
| No log        | 4.8511  | 456  | 0.4323          | 0.6499  | 0.4323 | 0.6575 |
| No log        | 4.8723  | 458  | 0.4242          | 0.6279  | 0.4242 | 0.6513 |
| No log        | 4.8936  | 460  | 0.4348          | 0.6410  | 0.4348 | 0.6594 |
| No log        | 4.9149  | 462  | 0.4626          | 0.6199  | 0.4626 | 0.6802 |
| No log        | 4.9362  | 464  | 0.5208          | 0.6295  | 0.5208 | 0.7216 |
| No log        | 4.9574  | 466  | 0.6202          | 0.5925  | 0.6202 | 0.7876 |
| No log        | 4.9787  | 468  | 0.6188          | 0.5944  | 0.6188 | 0.7867 |
| No log        | 5.0     | 470  | 0.5609          | 0.6335  | 0.5609 | 0.7490 |
| No log        | 5.0213  | 472  | 0.5367          | 0.6156  | 0.5367 | 0.7326 |
| No log        | 5.0426  | 474  | 0.4879          | 0.6300  | 0.4879 | 0.6985 |
| No log        | 5.0638  | 476  | 0.4770          | 0.6108  | 0.4770 | 0.6906 |
| No log        | 5.0851  | 478  | 0.5511          | 0.5472  | 0.5511 | 0.7423 |
| No log        | 5.1064  | 480  | 0.5144          | 0.5631  | 0.5144 | 0.7172 |
| No log        | 5.1277  | 482  | 0.4926          | 0.5777  | 0.4926 | 0.7018 |
| No log        | 5.1489  | 484  | 0.4654          | 0.6055  | 0.4654 | 0.6822 |
| No log        | 5.1702  | 486  | 0.4989          | 0.6308  | 0.4989 | 0.7063 |
| No log        | 5.1915  | 488  | 0.4846          | 0.6603  | 0.4846 | 0.6961 |
| No log        | 5.2128  | 490  | 0.4895          | 0.6474  | 0.4895 | 0.6996 |
| No log        | 5.2340  | 492  | 0.4846          | 0.6516  | 0.4846 | 0.6962 |
| No log        | 5.2553  | 494  | 0.4708          | 0.6424  | 0.4708 | 0.6862 |
| No log        | 5.2766  | 496  | 0.4916          | 0.6528  | 0.4916 | 0.7012 |
| No log        | 5.2979  | 498  | 0.6241          | 0.6029  | 0.6241 | 0.7900 |
| 0.4496        | 5.3191  | 500  | 0.5872          | 0.5743  | 0.5872 | 0.7663 |
| 0.4496        | 5.3404  | 502  | 0.5393          | 0.5832  | 0.5393 | 0.7344 |
| 0.4496        | 5.3617  | 504  | 0.4260          | 0.6080  | 0.4260 | 0.6527 |
| 0.4496        | 5.3830  | 506  | 0.3835          | 0.6046  | 0.3835 | 0.6192 |
| 0.4496        | 5.4043  | 508  | 0.3899          | 0.5877  | 0.3899 | 0.6244 |
| 0.4496        | 5.4255  | 510  | 0.4009          | 0.5825  | 0.4009 | 0.6332 |
| 0.4496        | 5.4468  | 512  | 0.4142          | 0.5734  | 0.4142 | 0.6436 |
| 0.4496        | 5.4681  | 514  | 0.4544          | 0.5920  | 0.4544 | 0.6741 |
| 0.4496        | 5.4894  | 516  | 0.4999          | 0.5985  | 0.4999 | 0.7071 |
| 0.4496        | 5.5106  | 518  | 0.4954          | 0.6285  | 0.4954 | 0.7039 |
| 0.4496        | 5.5319  | 520  | 0.4790          | 0.6561  | 0.4790 | 0.6921 |
| 0.4496        | 5.5532  | 522  | 0.4872          | 0.6583  | 0.4872 | 0.6980 |
| 0.4496        | 5.5745  | 524  | 0.5014          | 0.6423  | 0.5014 | 0.7081 |
| 0.4496        | 5.5957  | 526  | 0.5192          | 0.5959  | 0.5192 | 0.7206 |
| 0.4496        | 5.6170  | 528  | 0.5293          | 0.5831  | 0.5293 | 0.7276 |
| 0.4496        | 5.6383  | 530  | 0.4759          | 0.6206  | 0.4759 | 0.6898 |
| 0.4496        | 5.6596  | 532  | 0.4409          | 0.6550  | 0.4409 | 0.6640 |
| 0.4496        | 5.6809  | 534  | 0.4462          | 0.6588  | 0.4462 | 0.6679 |
| 0.4496        | 5.7021  | 536  | 0.4951          | 0.6415  | 0.4951 | 0.7036 |
| 0.4496        | 5.7234  | 538  | 0.5706          | 0.6376  | 0.5706 | 0.7554 |
| 0.4496        | 5.7447  | 540  | 0.6514          | 0.6188  | 0.6514 | 0.8071 |
| 0.4496        | 5.7660  | 542  | 0.6531          | 0.5887  | 0.6531 | 0.8082 |
| 0.4496        | 5.7872  | 544  | 0.5552          | 0.6041  | 0.5552 | 0.7451 |
| 0.4496        | 5.8085  | 546  | 0.4180          | 0.6662  | 0.4180 | 0.6465 |
| 0.4496        | 5.8298  | 548  | 0.4018          | 0.6753  | 0.4018 | 0.6339 |
| 0.4496        | 5.8511  | 550  | 0.4123          | 0.6614  | 0.4123 | 0.6421 |
| 0.4496        | 5.8723  | 552  | 0.4744          | 0.6326  | 0.4744 | 0.6888 |
| 0.4496        | 5.8936  | 554  | 0.6068          | 0.5927  | 0.6068 | 0.7790 |
| 0.4496        | 5.9149  | 556  | 0.6212          | 0.5967  | 0.6212 | 0.7881 |
| 0.4496        | 5.9362  | 558  | 0.5939          | 0.6098  | 0.5939 | 0.7706 |
| 0.4496        | 5.9574  | 560  | 0.5152          | 0.6233  | 0.5152 | 0.7177 |
| 0.4496        | 5.9787  | 562  | 0.4714          | 0.6349  | 0.4714 | 0.6866 |
| 0.4496        | 6.0     | 564  | 0.4978          | 0.6299  | 0.4978 | 0.7055 |
| 0.4496        | 6.0213  | 566  | 0.4656          | 0.6435  | 0.4656 | 0.6824 |
| 0.4496        | 6.0426  | 568  | 0.4661          | 0.6519  | 0.4661 | 0.6827 |
| 0.4496        | 6.0638  | 570  | 0.4546          | 0.6557  | 0.4546 | 0.6742 |
| 0.4496        | 6.0851  | 572  | 0.4461          | 0.6598  | 0.4461 | 0.6679 |
| 0.4496        | 6.1064  | 574  | 0.4796          | 0.6308  | 0.4796 | 0.6925 |
| 0.4496        | 6.1277  | 576  | 0.4689          | 0.6354  | 0.4689 | 0.6848 |
| 0.4496        | 6.1489  | 578  | 0.4939          | 0.6436  | 0.4939 | 0.7028 |
| 0.4496        | 6.1702  | 580  | 0.4499          | 0.6507  | 0.4499 | 0.6707 |
| 0.4496        | 6.1915  | 582  | 0.4300          | 0.6536  | 0.4300 | 0.6557 |
| 0.4496        | 6.2128  | 584  | 0.3944          | 0.6877  | 0.3944 | 0.6280 |
| 0.4496        | 6.2340  | 586  | 0.3901          | 0.6791  | 0.3901 | 0.6246 |
| 0.4496        | 6.2553  | 588  | 0.4976          | 0.6144  | 0.4976 | 0.7054 |
| 0.4496        | 6.2766  | 590  | 0.6267          | 0.6017  | 0.6267 | 0.7917 |
| 0.4496        | 6.2979  | 592  | 0.5363          | 0.6208  | 0.5363 | 0.7323 |
| 0.4496        | 6.3191  | 594  | 0.4252          | 0.6866  | 0.4252 | 0.6521 |
| 0.4496        | 6.3404  | 596  | 0.4394          | 0.6681  | 0.4394 | 0.6629 |
| 0.4496        | 6.3617  | 598  | 0.4905          | 0.6270  | 0.4905 | 0.7004 |
| 0.4496        | 6.3830  | 600  | 0.5297          | 0.6266  | 0.5296 | 0.7278 |
| 0.4496        | 6.4043  | 602  | 0.4974          | 0.6330  | 0.4974 | 0.7053 |
| 0.4496        | 6.4255  | 604  | 0.4519          | 0.6275  | 0.4519 | 0.6723 |
| 0.4496        | 6.4468  | 606  | 0.4510          | 0.6289  | 0.4510 | 0.6716 |
| 0.4496        | 6.4681  | 608  | 0.4285          | 0.6496  | 0.4285 | 0.6546 |
| 0.4496        | 6.4894  | 610  | 0.4168          | 0.6523  | 0.4168 | 0.6456 |
| 0.4496        | 6.5106  | 612  | 0.4510          | 0.6244  | 0.4510 | 0.6716 |
| 0.4496        | 6.5319  | 614  | 0.4720          | 0.6021  | 0.4720 | 0.6870 |
| 0.4496        | 6.5532  | 616  | 0.4537          | 0.6206  | 0.4537 | 0.6736 |
| 0.4496        | 6.5745  | 618  | 0.4471          | 0.6445  | 0.4471 | 0.6687 |
| 0.4496        | 6.5957  | 620  | 0.5157          | 0.6482  | 0.5157 | 0.7181 |
| 0.4496        | 6.6170  | 622  | 0.5235          | 0.6335  | 0.5235 | 0.7235 |
| 0.4496        | 6.6383  | 624  | 0.4825          | 0.6518  | 0.4825 | 0.6946 |
| 0.4496        | 6.6596  | 626  | 0.4861          | 0.6576  | 0.4861 | 0.6972 |
| 0.4496        | 6.6809  | 628  | 0.4516          | 0.6354  | 0.4516 | 0.6720 |
| 0.4496        | 6.7021  | 630  | 0.4609          | 0.6512  | 0.4609 | 0.6789 |
| 0.4496        | 6.7234  | 632  | 0.4546          | 0.6317  | 0.4546 | 0.6742 |
| 0.4496        | 6.7447  | 634  | 0.4149          | 0.6286  | 0.4149 | 0.6442 |
| 0.4496        | 6.7660  | 636  | 0.4084          | 0.6253  | 0.4084 | 0.6391 |
| 0.4496        | 6.7872  | 638  | 0.4146          | 0.6483  | 0.4146 | 0.6439 |
| 0.4496        | 6.8085  | 640  | 0.4518          | 0.6408  | 0.4518 | 0.6722 |
| 0.4496        | 6.8298  | 642  | 0.5205          | 0.6292  | 0.5205 | 0.7215 |
| 0.4496        | 6.8511  | 644  | 0.4692          | 0.6526  | 0.4692 | 0.6850 |
| 0.4496        | 6.8723  | 646  | 0.4031          | 0.6523  | 0.4031 | 0.6349 |
| 0.4496        | 6.8936  | 648  | 0.3874          | 0.6689  | 0.3874 | 0.6224 |
| 0.4496        | 6.9149  | 650  | 0.4121          | 0.6017  | 0.4121 | 0.6419 |
| 0.4496        | 6.9362  | 652  | 0.4750          | 0.6229  | 0.4750 | 0.6892 |
| 0.4496        | 6.9574  | 654  | 0.4514          | 0.6061  | 0.4514 | 0.6719 |
| 0.4496        | 6.9787  | 656  | 0.4242          | 0.6298  | 0.4242 | 0.6513 |
| 0.4496        | 7.0     | 658  | 0.4466          | 0.6210  | 0.4466 | 0.6683 |
| 0.4496        | 7.0213  | 660  | 0.4667          | 0.6313  | 0.4667 | 0.6832 |
| 0.4496        | 7.0426  | 662  | 0.5223          | 0.6087  | 0.5223 | 0.7227 |
| 0.4496        | 7.0638  | 664  | 0.6603          | 0.6163  | 0.6603 | 0.8126 |
| 0.4496        | 7.0851  | 666  | 0.6530          | 0.6305  | 0.6530 | 0.8081 |
| 0.4496        | 7.1064  | 668  | 0.5340          | 0.6192  | 0.5340 | 0.7307 |
| 0.4496        | 7.1277  | 670  | 0.4415          | 0.6839  | 0.4415 | 0.6644 |
| 0.4496        | 7.1489  | 672  | 0.4200          | 0.6905  | 0.4200 | 0.6481 |
| 0.4496        | 7.1702  | 674  | 0.4421          | 0.6578  | 0.4421 | 0.6649 |
| 0.4496        | 7.1915  | 676  | 0.5494          | 0.5683  | 0.5494 | 0.7412 |
| 0.4496        | 7.2128  | 678  | 0.5446          | 0.5867  | 0.5446 | 0.7380 |
| 0.4496        | 7.2340  | 680  | 0.4358          | 0.6703  | 0.4358 | 0.6602 |
| 0.4496        | 7.2553  | 682  | 0.4201          | 0.6509  | 0.4201 | 0.6482 |
| 0.4496        | 7.2766  | 684  | 0.4285          | 0.6259  | 0.4285 | 0.6546 |
| 0.4496        | 7.2979  | 686  | 0.4345          | 0.6260  | 0.4345 | 0.6591 |
| 0.4496        | 7.3191  | 688  | 0.4045          | 0.6403  | 0.4045 | 0.6360 |
| 0.4496        | 7.3404  | 690  | 0.4341          | 0.6524  | 0.4341 | 0.6589 |
| 0.4496        | 7.3617  | 692  | 0.5075          | 0.6128  | 0.5075 | 0.7124 |
| 0.4496        | 7.3830  | 694  | 0.5076          | 0.6180  | 0.5076 | 0.7125 |
| 0.4496        | 7.4043  | 696  | 0.4359          | 0.6702  | 0.4359 | 0.6602 |
| 0.4496        | 7.4255  | 698  | 0.4134          | 0.6485  | 0.4134 | 0.6430 |
| 0.4496        | 7.4468  | 700  | 0.4209          | 0.6281  | 0.4209 | 0.6488 |
| 0.4496        | 7.4681  | 702  | 0.4090          | 0.6359  | 0.4090 | 0.6395 |
| 0.4496        | 7.4894  | 704  | 0.3933          | 0.6655  | 0.3933 | 0.6271 |
| 0.4496        | 7.5106  | 706  | 0.3975          | 0.6660  | 0.3975 | 0.6305 |
| 0.4496        | 7.5319  | 708  | 0.4309          | 0.6150  | 0.4309 | 0.6564 |
| 0.4496        | 7.5532  | 710  | 0.4379          | 0.6316  | 0.4379 | 0.6618 |
| 0.4496        | 7.5745  | 712  | 0.4253          | 0.6533  | 0.4253 | 0.6522 |
| 0.4496        | 7.5957  | 714  | 0.4045          | 0.6489  | 0.4045 | 0.6360 |
| 0.4496        | 7.6170  | 716  | 0.4188          | 0.6496  | 0.4188 | 0.6471 |
| 0.4496        | 7.6383  | 718  | 0.4434          | 0.6898  | 0.4434 | 0.6659 |
| 0.4496        | 7.6596  | 720  | 0.5914          | 0.6380  | 0.5914 | 0.7690 |
| 0.4496        | 7.6809  | 722  | 0.7124          | 0.6236  | 0.7124 | 0.8441 |
| 0.4496        | 7.7021  | 724  | 0.6591          | 0.6263  | 0.6591 | 0.8118 |
| 0.4496        | 7.7234  | 726  | 0.4952          | 0.6329  | 0.4952 | 0.7037 |
| 0.4496        | 7.7447  | 728  | 0.4242          | 0.5949  | 0.4242 | 0.6513 |
| 0.4496        | 7.7660  | 730  | 0.4311          | 0.6214  | 0.4311 | 0.6566 |
| 0.4496        | 7.7872  | 732  | 0.4036          | 0.6648  | 0.4036 | 0.6353 |
| 0.4496        | 7.8085  | 734  | 0.3999          | 0.6285  | 0.3999 | 0.6324 |
| 0.4496        | 7.8298  | 736  | 0.4265          | 0.6217  | 0.4265 | 0.6530 |
| 0.4496        | 7.8511  | 738  | 0.4348          | 0.6043  | 0.4348 | 0.6594 |
| 0.4496        | 7.8723  | 740  | 0.4174          | 0.6387  | 0.4174 | 0.6460 |
| 0.4496        | 7.8936  | 742  | 0.4124          | 0.6495  | 0.4124 | 0.6422 |
| 0.4496        | 7.9149  | 744  | 0.4260          | 0.6401  | 0.4260 | 0.6527 |
| 0.4496        | 7.9362  | 746  | 0.4204          | 0.6494  | 0.4204 | 0.6484 |
| 0.4496        | 7.9574  | 748  | 0.4104          | 0.6561  | 0.4104 | 0.6406 |
| 0.4496        | 7.9787  | 750  | 0.4081          | 0.6793  | 0.4081 | 0.6388 |
| 0.4496        | 8.0     | 752  | 0.4028          | 0.6909  | 0.4028 | 0.6347 |
| 0.4496        | 8.0213  | 754  | 0.4164          | 0.6429  | 0.4164 | 0.6453 |
| 0.4496        | 8.0426  | 756  | 0.5037          | 0.6573  | 0.5037 | 0.7097 |
| 0.4496        | 8.0638  | 758  | 0.4594          | 0.6714  | 0.4594 | 0.6778 |
| 0.4496        | 8.0851  | 760  | 0.3953          | 0.6616  | 0.3953 | 0.6287 |
| 0.4496        | 8.1064  | 762  | 0.3667          | 0.6508  | 0.3667 | 0.6056 |
| 0.4496        | 8.1277  | 764  | 0.3805          | 0.6611  | 0.3805 | 0.6169 |
| 0.4496        | 8.1489  | 766  | 0.4214          | 0.6437  | 0.4214 | 0.6491 |
| 0.4496        | 8.1702  | 768  | 0.4027          | 0.6581  | 0.4027 | 0.6345 |
| 0.4496        | 8.1915  | 770  | 0.4150          | 0.6681  | 0.4150 | 0.6442 |
| 0.4496        | 8.2128  | 772  | 0.5013          | 0.6529  | 0.5013 | 0.7080 |
| 0.4496        | 8.2340  | 774  | 0.6201          | 0.6432  | 0.6201 | 0.7875 |
| 0.4496        | 8.2553  | 776  | 0.6232          | 0.6365  | 0.6232 | 0.7895 |
| 0.4496        | 8.2766  | 778  | 0.4788          | 0.6678  | 0.4788 | 0.6920 |
| 0.4496        | 8.2979  | 780  | 0.4457          | 0.6858  | 0.4457 | 0.6676 |
| 0.4496        | 8.3191  | 782  | 0.4256          | 0.6810  | 0.4256 | 0.6524 |
| 0.4496        | 8.3404  | 784  | 0.4598          | 0.6290  | 0.4598 | 0.6781 |
| 0.4496        | 8.3617  | 786  | 0.4462          | 0.6217  | 0.4462 | 0.6680 |
| 0.4496        | 8.3830  | 788  | 0.4227          | 0.6349  | 0.4227 | 0.6502 |
| 0.4496        | 8.4043  | 790  | 0.4826          | 0.5909  | 0.4826 | 0.6947 |
| 0.4496        | 8.4255  | 792  | 0.4626          | 0.6410  | 0.4626 | 0.6801 |
| 0.4496        | 8.4468  | 794  | 0.4514          | 0.6630  | 0.4514 | 0.6719 |
| 0.4496        | 8.4681  | 796  | 0.4178          | 0.6882  | 0.4178 | 0.6464 |
| 0.4496        | 8.4894  | 798  | 0.4360          | 0.6656  | 0.4360 | 0.6603 |
| 0.4496        | 8.5106  | 800  | 0.4491          | 0.6771  | 0.4491 | 0.6701 |
| 0.4496        | 8.5319  | 802  | 0.5160          | 0.6341  | 0.5160 | 0.7183 |
| 0.4496        | 8.5532  | 804  | 0.5248          | 0.6486  | 0.5248 | 0.7244 |
| 0.4496        | 8.5745  | 806  | 0.4292          | 0.6654  | 0.4292 | 0.6552 |
| 0.4496        | 8.5957  | 808  | 0.4110          | 0.6849  | 0.4110 | 0.6411 |
| 0.4496        | 8.6170  | 810  | 0.4207          | 0.6799  | 0.4207 | 0.6486 |
| 0.4496        | 8.6383  | 812  | 0.3970          | 0.6980  | 0.3970 | 0.6301 |
| 0.4496        | 8.6596  | 814  | 0.4106          | 0.6940  | 0.4106 | 0.6408 |
| 0.4496        | 8.6809  | 816  | 0.4901          | 0.6380  | 0.4901 | 0.7001 |
| 0.4496        | 8.7021  | 818  | 0.5240          | 0.6205  | 0.5240 | 0.7239 |
| 0.4496        | 8.7234  | 820  | 0.5455          | 0.6316  | 0.5455 | 0.7386 |
| 0.4496        | 8.7447  | 822  | 0.5017          | 0.6217  | 0.5017 | 0.7083 |
| 0.4496        | 8.7660  | 824  | 0.4812          | 0.6517  | 0.4812 | 0.6937 |
| 0.4496        | 8.7872  | 826  | 0.4633          | 0.6543  | 0.4633 | 0.6807 |
| 0.4496        | 8.8085  | 828  | 0.4867          | 0.6318  | 0.4867 | 0.6976 |
| 0.4496        | 8.8298  | 830  | 0.4705          | 0.6198  | 0.4705 | 0.6860 |
| 0.4496        | 8.8511  | 832  | 0.4093          | 0.6591  | 0.4093 | 0.6398 |
| 0.4496        | 8.8723  | 834  | 0.3970          | 0.6854  | 0.3970 | 0.6301 |
| 0.4496        | 8.8936  | 836  | 0.4266          | 0.6465  | 0.4266 | 0.6532 |
| 0.4496        | 8.9149  | 838  | 0.5112          | 0.6117  | 0.5112 | 0.7150 |
| 0.4496        | 8.9362  | 840  | 0.5111          | 0.5993  | 0.5111 | 0.7149 |
| 0.4496        | 8.9574  | 842  | 0.4755          | 0.6397  | 0.4755 | 0.6896 |
| 0.4496        | 8.9787  | 844  | 0.4066          | 0.6913  | 0.4066 | 0.6376 |
| 0.4496        | 9.0     | 846  | 0.4049          | 0.6868  | 0.4049 | 0.6363 |
| 0.4496        | 9.0213  | 848  | 0.4200          | 0.6801  | 0.4200 | 0.6481 |
| 0.4496        | 9.0426  | 850  | 0.4916          | 0.6405  | 0.4916 | 0.7011 |
| 0.4496        | 9.0638  | 852  | 0.6194          | 0.6014  | 0.6194 | 0.7870 |
| 0.4496        | 9.0851  | 854  | 0.6067          | 0.6052  | 0.6067 | 0.7789 |
| 0.4496        | 9.1064  | 856  | 0.4698          | 0.6358  | 0.4698 | 0.6854 |
| 0.4496        | 9.1277  | 858  | 0.3869          | 0.6875  | 0.3869 | 0.6220 |
| 0.4496        | 9.1489  | 860  | 0.3750          | 0.6912  | 0.3750 | 0.6123 |
| 0.4496        | 9.1702  | 862  | 0.3779          | 0.7090  | 0.3779 | 0.6147 |
| 0.4496        | 9.1915  | 864  | 0.4281          | 0.6643  | 0.4281 | 0.6543 |
| 0.4496        | 9.2128  | 866  | 0.5236          | 0.6173  | 0.5236 | 0.7236 |
| 0.4496        | 9.2340  | 868  | 0.5344          | 0.6121  | 0.5344 | 0.7310 |
| 0.4496        | 9.2553  | 870  | 0.4388          | 0.6591  | 0.4388 | 0.6625 |
| 0.4496        | 9.2766  | 872  | 0.3847          | 0.6925  | 0.3847 | 0.6203 |
| 0.4496        | 9.2979  | 874  | 0.3989          | 0.6505  | 0.3989 | 0.6316 |
| 0.4496        | 9.3191  | 876  | 0.4008          | 0.6440  | 0.4008 | 0.6331 |
| 0.4496        | 9.3404  | 878  | 0.3804          | 0.7021  | 0.3804 | 0.6168 |
| 0.4496        | 9.3617  | 880  | 0.4514          | 0.6479  | 0.4514 | 0.6719 |
| 0.4496        | 9.3830  | 882  | 0.4776          | 0.6435  | 0.4776 | 0.6911 |
| 0.4496        | 9.4043  | 884  | 0.4588          | 0.6576  | 0.4588 | 0.6774 |
| 0.4496        | 9.4255  | 886  | 0.4181          | 0.6855  | 0.4181 | 0.6466 |
| 0.4496        | 9.4468  | 888  | 0.4326          | 0.6817  | 0.4326 | 0.6577 |
| 0.4496        | 9.4681  | 890  | 0.5014          | 0.6242  | 0.5014 | 0.7081 |
| 0.4496        | 9.4894  | 892  | 0.4822          | 0.6253  | 0.4822 | 0.6944 |
| 0.4496        | 9.5106  | 894  | 0.4400          | 0.6773  | 0.4400 | 0.6633 |
| 0.4496        | 9.5319  | 896  | 0.4203          | 0.6701  | 0.4203 | 0.6483 |
| 0.4496        | 9.5532  | 898  | 0.4187          | 0.6918  | 0.4187 | 0.6471 |
| 0.4496        | 9.5745  | 900  | 0.4021          | 0.7054  | 0.4021 | 0.6341 |
| 0.4496        | 9.5957  | 902  | 0.4315          | 0.6799  | 0.4315 | 0.6569 |
| 0.4496        | 9.6170  | 904  | 0.5663          | 0.6237  | 0.5663 | 0.7525 |
| 0.4496        | 9.6383  | 906  | 0.5785          | 0.6200  | 0.5785 | 0.7606 |
| 0.4496        | 9.6596  | 908  | 0.5697          | 0.6226  | 0.5697 | 0.7548 |
| 0.4496        | 9.6809  | 910  | 0.4269          | 0.6614  | 0.4269 | 0.6534 |
| 0.4496        | 9.7021  | 912  | 0.3701          | 0.6921  | 0.3701 | 0.6084 |
| 0.4496        | 9.7234  | 914  | 0.3765          | 0.6563  | 0.3765 | 0.6136 |
| 0.4496        | 9.7447  | 916  | 0.3738          | 0.6815  | 0.3738 | 0.6114 |
| 0.4496        | 9.7660  | 918  | 0.4650          | 0.6361  | 0.4650 | 0.6819 |
| 0.4496        | 9.7872  | 920  | 0.5035          | 0.6222  | 0.5035 | 0.7096 |
| 0.4496        | 9.8085  | 922  | 0.4744          | 0.6546  | 0.4744 | 0.6887 |
| 0.4496        | 9.8298  | 924  | 0.4235          | 0.6756  | 0.4235 | 0.6507 |
| 0.4496        | 9.8511  | 926  | 0.4187          | 0.6609  | 0.4187 | 0.6471 |
| 0.4496        | 9.8723  | 928  | 0.4228          | 0.6620  | 0.4228 | 0.6502 |
| 0.4496        | 9.8936  | 930  | 0.4458          | 0.6709  | 0.4458 | 0.6677 |
| 0.4496        | 9.9149  | 932  | 0.5077          | 0.6574  | 0.5077 | 0.7125 |
| 0.4496        | 9.9362  | 934  | 0.5256          | 0.6600  | 0.5256 | 0.7250 |
| 0.4496        | 9.9574  | 936  | 0.4804          | 0.6584  | 0.4804 | 0.6931 |
| 0.4496        | 9.9787  | 938  | 0.4134          | 0.7018  | 0.4134 | 0.6430 |
| 0.4496        | 10.0    | 940  | 0.3965          | 0.7084  | 0.3965 | 0.6297 |
| 0.4496        | 10.0213 | 942  | 0.3921          | 0.6887  | 0.3921 | 0.6262 |
| 0.4496        | 10.0426 | 944  | 0.3979          | 0.6907  | 0.3979 | 0.6308 |
| 0.4496        | 10.0638 | 946  | 0.4288          | 0.7131  | 0.4288 | 0.6548 |
| 0.4496        | 10.0851 | 948  | 0.4147          | 0.7061  | 0.4147 | 0.6440 |
| 0.4496        | 10.1064 | 950  | 0.4169          | 0.7161  | 0.4169 | 0.6457 |
| 0.4496        | 10.1277 | 952  | 0.3952          | 0.7204  | 0.3952 | 0.6286 |
| 0.4496        | 10.1489 | 954  | 0.3930          | 0.7309  | 0.3930 | 0.6269 |
| 0.4496        | 10.1702 | 956  | 0.4036          | 0.6904  | 0.4036 | 0.6353 |
| 0.4496        | 10.1915 | 958  | 0.4426          | 0.6610  | 0.4426 | 0.6653 |
| 0.4496        | 10.2128 | 960  | 0.4597          | 0.6760  | 0.4597 | 0.6780 |
| 0.4496        | 10.2340 | 962  | 0.4433          | 0.6986  | 0.4433 | 0.6658 |
| 0.4496        | 10.2553 | 964  | 0.4132          | 0.6943  | 0.4132 | 0.6428 |
| 0.4496        | 10.2766 | 966  | 0.4169          | 0.6871  | 0.4169 | 0.6457 |
| 0.4496        | 10.2979 | 968  | 0.4368          | 0.6904  | 0.4368 | 0.6609 |
| 0.4496        | 10.3191 | 970  | 0.4981          | 0.6401  | 0.4981 | 0.7058 |
| 0.4496        | 10.3404 | 972  | 0.5887          | 0.6314  | 0.5887 | 0.7673 |
| 0.4496        | 10.3617 | 974  | 0.5245          | 0.6458  | 0.5245 | 0.7242 |
| 0.4496        | 10.3830 | 976  | 0.4619          | 0.6715  | 0.4619 | 0.6796 |
| 0.4496        | 10.4043 | 978  | 0.4505          | 0.6681  | 0.4505 | 0.6712 |
| 0.4496        | 10.4255 | 980  | 0.4753          | 0.6565  | 0.4753 | 0.6894 |
| 0.4496        | 10.4468 | 982  | 0.5236          | 0.6361  | 0.5236 | 0.7236 |
| 0.4496        | 10.4681 | 984  | 0.5059          | 0.6485  | 0.5059 | 0.7113 |
| 0.4496        | 10.4894 | 986  | 0.4110          | 0.6658  | 0.4110 | 0.6411 |
| 0.4496        | 10.5106 | 988  | 0.3817          | 0.7007  | 0.3817 | 0.6179 |
| 0.4496        | 10.5319 | 990  | 0.3872          | 0.7084  | 0.3872 | 0.6223 |
| 0.4496        | 10.5532 | 992  | 0.4172          | 0.6776  | 0.4172 | 0.6459 |
| 0.4496        | 10.5745 | 994  | 0.3840          | 0.7013  | 0.3840 | 0.6197 |
| 0.4496        | 10.5957 | 996  | 0.3815          | 0.6969  | 0.3815 | 0.6177 |
| 0.4496        | 10.6170 | 998  | 0.3970          | 0.6869  | 0.3970 | 0.6300 |
| 0.1324        | 10.6383 | 1000 | 0.3803          | 0.7089  | 0.3803 | 0.6167 |
| 0.1324        | 10.6596 | 1002 | 0.3908          | 0.7100  | 0.3908 | 0.6251 |
| 0.1324        | 10.6809 | 1004 | 0.4128          | 0.6978  | 0.4128 | 0.6425 |
| 0.1324        | 10.7021 | 1006 | 0.4145          | 0.7125  | 0.4145 | 0.6438 |
| 0.1324        | 10.7234 | 1008 | 0.4249          | 0.6913  | 0.4249 | 0.6518 |
| 0.1324        | 10.7447 | 1010 | 0.4436          | 0.6667  | 0.4436 | 0.6660 |
| 0.1324        | 10.7660 | 1012 | 0.3982          | 0.7135  | 0.3982 | 0.6310 |
| 0.1324        | 10.7872 | 1014 | 0.3592          | 0.7093  | 0.3592 | 0.5994 |
| 0.1324        | 10.8085 | 1016 | 0.3515          | 0.7122  | 0.3515 | 0.5929 |
| 0.1324        | 10.8298 | 1018 | 0.3796          | 0.6973  | 0.3796 | 0.6161 |
| 0.1324        | 10.8511 | 1020 | 0.5113          | 0.5855  | 0.5113 | 0.7151 |
| 0.1324        | 10.8723 | 1022 | 0.5719          | 0.5697  | 0.5719 | 0.7563 |
| 0.1324        | 10.8936 | 1024 | 0.4621          | 0.6467  | 0.4621 | 0.6798 |
| 0.1324        | 10.9149 | 1026 | 0.3684          | 0.7093  | 0.3684 | 0.6070 |
| 0.1324        | 10.9362 | 1028 | 0.3844          | 0.7197  | 0.3844 | 0.6200 |
| 0.1324        | 10.9574 | 1030 | 0.4956          | 0.6471  | 0.4956 | 0.7040 |
| 0.1324        | 10.9787 | 1032 | 0.6518          | 0.6388  | 0.6518 | 0.8073 |
| 0.1324        | 11.0    | 1034 | 0.6224          | 0.6356  | 0.6224 | 0.7889 |
| 0.1324        | 11.0213 | 1036 | 0.4915          | 0.6543  | 0.4915 | 0.7011 |
| 0.1324        | 11.0426 | 1038 | 0.4187          | 0.6872  | 0.4187 | 0.6471 |


### Framework versions

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