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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask3_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_TestTask3_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: 0.6824
- Qwk: 0.5917
- Mse: 0.6824
- Rmse: 0.8261

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

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

### Training results

| Training Loss | Epoch  | Step | Validation Loss | Qwk     | Mse    | Rmse   |
|:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:|
| No log        | 0.0194 | 2    | 4.1633          | -0.0103 | 4.1633 | 2.0404 |
| No log        | 0.0388 | 4    | 2.5204          | 0.0831  | 2.5204 | 1.5876 |
| No log        | 0.0583 | 6    | 1.8157          | 0.0664  | 1.8157 | 1.3475 |
| No log        | 0.0777 | 8    | 0.8748          | 0.1821  | 0.8748 | 0.9353 |
| No log        | 0.0971 | 10   | 0.7744          | 0.1343  | 0.7744 | 0.8800 |
| No log        | 0.1165 | 12   | 0.8746          | 0.0915  | 0.8746 | 0.9352 |
| No log        | 0.1359 | 14   | 0.8165          | 0.1821  | 0.8165 | 0.9036 |
| No log        | 0.1553 | 16   | 0.7123          | 0.2331  | 0.7123 | 0.8440 |
| No log        | 0.1748 | 18   | 0.7743          | 0.2984  | 0.7743 | 0.8800 |
| No log        | 0.1942 | 20   | 0.7156          | 0.3431  | 0.7156 | 0.8459 |
| No log        | 0.2136 | 22   | 0.6751          | 0.2990  | 0.6752 | 0.8217 |
| No log        | 0.2330 | 24   | 0.6668          | 0.3338  | 0.6668 | 0.8166 |
| No log        | 0.2524 | 26   | 0.6822          | 0.3953  | 0.6822 | 0.8259 |
| No log        | 0.2718 | 28   | 0.7503          | 0.3048  | 0.7503 | 0.8662 |
| No log        | 0.2913 | 30   | 0.6551          | 0.4067  | 0.6551 | 0.8094 |
| No log        | 0.3107 | 32   | 0.5609          | 0.4226  | 0.5609 | 0.7489 |
| No log        | 0.3301 | 34   | 0.5657          | 0.3824  | 0.5657 | 0.7521 |
| No log        | 0.3495 | 36   | 0.6229          | 0.4364  | 0.6229 | 0.7892 |
| No log        | 0.3689 | 38   | 0.6611          | 0.4758  | 0.6611 | 0.8131 |
| No log        | 0.3883 | 40   | 0.6467          | 0.4851  | 0.6467 | 0.8042 |
| No log        | 0.4078 | 42   | 0.6123          | 0.5507  | 0.6123 | 0.7825 |
| No log        | 0.4272 | 44   | 0.5800          | 0.5915  | 0.5800 | 0.7616 |
| No log        | 0.4466 | 46   | 0.5994          | 0.5775  | 0.5994 | 0.7742 |
| No log        | 0.4660 | 48   | 0.6143          | 0.5806  | 0.6143 | 0.7838 |
| No log        | 0.4854 | 50   | 0.5783          | 0.5763  | 0.5783 | 0.7605 |
| No log        | 0.5049 | 52   | 0.5803          | 0.5817  | 0.5803 | 0.7618 |
| No log        | 0.5243 | 54   | 0.5872          | 0.5816  | 0.5872 | 0.7663 |
| No log        | 0.5437 | 56   | 0.5387          | 0.6134  | 0.5387 | 0.7339 |
| No log        | 0.5631 | 58   | 0.5382          | 0.6417  | 0.5382 | 0.7337 |
| No log        | 0.5825 | 60   | 0.5808          | 0.6170  | 0.5808 | 0.7621 |
| No log        | 0.6019 | 62   | 0.5418          | 0.6421  | 0.5418 | 0.7361 |
| No log        | 0.6214 | 64   | 0.4724          | 0.6347  | 0.4724 | 0.6873 |
| No log        | 0.6408 | 66   | 0.5242          | 0.5679  | 0.5242 | 0.7240 |
| No log        | 0.6602 | 68   | 0.5902          | 0.5046  | 0.5902 | 0.7682 |
| No log        | 0.6796 | 70   | 0.5058          | 0.5871  | 0.5058 | 0.7112 |
| No log        | 0.6990 | 72   | 0.4485          | 0.6269  | 0.4485 | 0.6697 |
| No log        | 0.7184 | 74   | 0.4749          | 0.6131  | 0.4749 | 0.6891 |
| No log        | 0.7379 | 76   | 0.4575          | 0.6077  | 0.4575 | 0.6764 |
| No log        | 0.7573 | 78   | 0.4502          | 0.6058  | 0.4502 | 0.6710 |
| No log        | 0.7767 | 80   | 0.4423          | 0.6076  | 0.4423 | 0.6651 |
| No log        | 0.7961 | 82   | 0.4314          | 0.5987  | 0.4314 | 0.6568 |
| No log        | 0.8155 | 84   | 0.4319          | 0.5968  | 0.4319 | 0.6572 |
| No log        | 0.8350 | 86   | 0.4269          | 0.5803  | 0.4269 | 0.6534 |
| No log        | 0.8544 | 88   | 0.4270          | 0.5960  | 0.4270 | 0.6535 |
| No log        | 0.8738 | 90   | 0.4726          | 0.5933  | 0.4726 | 0.6875 |
| No log        | 0.8932 | 92   | 0.6551          | 0.5056  | 0.6551 | 0.8094 |
| No log        | 0.9126 | 94   | 0.7968          | 0.4881  | 0.7968 | 0.8926 |
| No log        | 0.9320 | 96   | 0.7543          | 0.4703  | 0.7543 | 0.8685 |
| No log        | 0.9515 | 98   | 0.5606          | 0.5329  | 0.5606 | 0.7487 |
| No log        | 0.9709 | 100  | 0.4861          | 0.5502  | 0.4861 | 0.6972 |
| No log        | 0.9903 | 102  | 0.5844          | 0.5261  | 0.5844 | 0.7644 |
| No log        | 1.0097 | 104  | 0.5539          | 0.5529  | 0.5539 | 0.7443 |
| No log        | 1.0291 | 106  | 0.4539          | 0.6283  | 0.4539 | 0.6737 |
| No log        | 1.0485 | 108  | 0.4391          | 0.6620  | 0.4391 | 0.6626 |
| No log        | 1.0680 | 110  | 0.5025          | 0.6463  | 0.5025 | 0.7089 |
| No log        | 1.0874 | 112  | 0.4958          | 0.6658  | 0.4958 | 0.7041 |
| No log        | 1.1068 | 114  | 0.4879          | 0.6599  | 0.4879 | 0.6985 |
| No log        | 1.1262 | 116  | 0.6727          | 0.6092  | 0.6727 | 0.8202 |
| No log        | 1.1456 | 118  | 0.6040          | 0.6232  | 0.6040 | 0.7772 |
| No log        | 1.1650 | 120  | 0.4418          | 0.6522  | 0.4418 | 0.6647 |
| No log        | 1.1845 | 122  | 0.4871          | 0.6750  | 0.4871 | 0.6980 |
| No log        | 1.2039 | 124  | 0.4981          | 0.5965  | 0.4981 | 0.7057 |
| No log        | 1.2233 | 126  | 0.5065          | 0.5905  | 0.5065 | 0.7117 |
| No log        | 1.2427 | 128  | 0.5111          | 0.5120  | 0.5111 | 0.7149 |
| No log        | 1.2621 | 130  | 0.4810          | 0.5138  | 0.4810 | 0.6935 |
| No log        | 1.2816 | 132  | 0.4682          | 0.4785  | 0.4682 | 0.6842 |
| No log        | 1.3010 | 134  | 0.4672          | 0.5543  | 0.4672 | 0.6835 |
| No log        | 1.3204 | 136  | 0.5894          | 0.5470  | 0.5894 | 0.7678 |
| No log        | 1.3398 | 138  | 0.6311          | 0.5585  | 0.6311 | 0.7944 |
| No log        | 1.3592 | 140  | 0.5189          | 0.6087  | 0.5189 | 0.7203 |
| No log        | 1.3786 | 142  | 0.4592          | 0.6493  | 0.4592 | 0.6777 |
| No log        | 1.3981 | 144  | 0.5349          | 0.5953  | 0.5349 | 0.7314 |
| No log        | 1.4175 | 146  | 0.5120          | 0.6224  | 0.5120 | 0.7156 |
| No log        | 1.4369 | 148  | 0.3934          | 0.6647  | 0.3934 | 0.6272 |
| No log        | 1.4563 | 150  | 0.4756          | 0.6665  | 0.4756 | 0.6896 |
| No log        | 1.4757 | 152  | 0.4801          | 0.6523  | 0.4801 | 0.6929 |
| No log        | 1.4951 | 154  | 0.4222          | 0.6393  | 0.4222 | 0.6497 |
| No log        | 1.5146 | 156  | 0.3645          | 0.6940  | 0.3645 | 0.6037 |
| No log        | 1.5340 | 158  | 0.4225          | 0.6530  | 0.4225 | 0.6500 |
| No log        | 1.5534 | 160  | 0.4334          | 0.6561  | 0.4334 | 0.6584 |
| No log        | 1.5728 | 162  | 0.4384          | 0.6442  | 0.4384 | 0.6621 |
| No log        | 1.5922 | 164  | 0.3957          | 0.6841  | 0.3957 | 0.6291 |
| No log        | 1.6117 | 166  | 0.4199          | 0.6566  | 0.4199 | 0.6480 |
| No log        | 1.6311 | 168  | 0.4574          | 0.6510  | 0.4574 | 0.6763 |
| No log        | 1.6505 | 170  | 0.4694          | 0.6408  | 0.4694 | 0.6851 |
| No log        | 1.6699 | 172  | 0.4739          | 0.6435  | 0.4739 | 0.6884 |
| No log        | 1.6893 | 174  | 0.4243          | 0.6683  | 0.4243 | 0.6514 |
| No log        | 1.7087 | 176  | 0.4029          | 0.6768  | 0.4029 | 0.6347 |
| No log        | 1.7282 | 178  | 0.3802          | 0.6980  | 0.3802 | 0.6166 |
| No log        | 1.7476 | 180  | 0.3938          | 0.6740  | 0.3938 | 0.6276 |
| No log        | 1.7670 | 182  | 0.3891          | 0.7145  | 0.3891 | 0.6238 |
| No log        | 1.7864 | 184  | 0.3920          | 0.7157  | 0.3920 | 0.6261 |
| No log        | 1.8058 | 186  | 0.4733          | 0.6638  | 0.4733 | 0.6880 |
| No log        | 1.8252 | 188  | 0.5597          | 0.5967  | 0.5597 | 0.7481 |
| No log        | 1.8447 | 190  | 0.5068          | 0.6088  | 0.5068 | 0.7119 |
| No log        | 1.8641 | 192  | 0.4343          | 0.6501  | 0.4343 | 0.6590 |
| No log        | 1.8835 | 194  | 0.4066          | 0.6533  | 0.4066 | 0.6377 |
| No log        | 1.9029 | 196  | 0.4091          | 0.6631  | 0.4091 | 0.6396 |
| No log        | 1.9223 | 198  | 0.4246          | 0.6793  | 0.4246 | 0.6516 |
| No log        | 1.9417 | 200  | 0.4192          | 0.6514  | 0.4192 | 0.6474 |
| No log        | 1.9612 | 202  | 0.4109          | 0.6802  | 0.4109 | 0.6411 |
| No log        | 1.9806 | 204  | 0.4251          | 0.6790  | 0.4251 | 0.6520 |
| No log        | 2.0    | 206  | 0.4406          | 0.6411  | 0.4406 | 0.6638 |
| No log        | 2.0194 | 208  | 0.4117          | 0.6640  | 0.4117 | 0.6416 |
| No log        | 2.0388 | 210  | 0.3850          | 0.7016  | 0.3850 | 0.6205 |
| No log        | 2.0583 | 212  | 0.4698          | 0.6683  | 0.4698 | 0.6854 |
| No log        | 2.0777 | 214  | 0.5399          | 0.6524  | 0.5399 | 0.7348 |
| No log        | 2.0971 | 216  | 0.5187          | 0.6630  | 0.5187 | 0.7202 |
| No log        | 2.1165 | 218  | 0.4449          | 0.6888  | 0.4449 | 0.6670 |
| No log        | 2.1359 | 220  | 0.3901          | 0.6469  | 0.3901 | 0.6246 |
| No log        | 2.1553 | 222  | 0.4118          | 0.6587  | 0.4118 | 0.6418 |
| No log        | 2.1748 | 224  | 0.3970          | 0.6760  | 0.3970 | 0.6301 |
| No log        | 2.1942 | 226  | 0.4004          | 0.6994  | 0.4004 | 0.6327 |
| No log        | 2.2136 | 228  | 0.4232          | 0.6975  | 0.4232 | 0.6505 |
| No log        | 2.2330 | 230  | 0.4840          | 0.6893  | 0.4840 | 0.6957 |
| No log        | 2.2524 | 232  | 0.6184          | 0.5742  | 0.6184 | 0.7864 |
| No log        | 2.2718 | 234  | 0.6665          | 0.5438  | 0.6665 | 0.8164 |
| No log        | 2.2913 | 236  | 0.5680          | 0.6279  | 0.5680 | 0.7536 |
| No log        | 2.3107 | 238  | 0.4953          | 0.6800  | 0.4953 | 0.7038 |
| No log        | 2.3301 | 240  | 0.4920          | 0.6796  | 0.4920 | 0.7015 |
| No log        | 2.3495 | 242  | 0.4542          | 0.6973  | 0.4542 | 0.6740 |
| No log        | 2.3689 | 244  | 0.4009          | 0.6714  | 0.4009 | 0.6332 |
| No log        | 2.3883 | 246  | 0.4191          | 0.6436  | 0.4191 | 0.6474 |
| No log        | 2.4078 | 248  | 0.4290          | 0.6410  | 0.4290 | 0.6550 |
| No log        | 2.4272 | 250  | 0.4400          | 0.6479  | 0.4400 | 0.6633 |
| No log        | 2.4466 | 252  | 0.4242          | 0.6056  | 0.4242 | 0.6513 |
| No log        | 2.4660 | 254  | 0.4296          | 0.5954  | 0.4296 | 0.6554 |
| No log        | 2.4854 | 256  | 0.4266          | 0.6065  | 0.4266 | 0.6531 |
| No log        | 2.5049 | 258  | 0.4358          | 0.6133  | 0.4358 | 0.6601 |
| No log        | 2.5243 | 260  | 0.4675          | 0.6449  | 0.4675 | 0.6837 |
| No log        | 2.5437 | 262  | 0.4564          | 0.6497  | 0.4564 | 0.6755 |
| No log        | 2.5631 | 264  | 0.4624          | 0.6645  | 0.4624 | 0.6800 |
| No log        | 2.5825 | 266  | 0.5079          | 0.6699  | 0.5079 | 0.7127 |
| No log        | 2.6019 | 268  | 0.5285          | 0.6818  | 0.5285 | 0.7270 |
| No log        | 2.6214 | 270  | 0.5520          | 0.6726  | 0.5520 | 0.7430 |
| No log        | 2.6408 | 272  | 0.5907          | 0.6501  | 0.5907 | 0.7685 |
| No log        | 2.6602 | 274  | 0.5545          | 0.6738  | 0.5545 | 0.7446 |
| No log        | 2.6796 | 276  | 0.5051          | 0.7009  | 0.5051 | 0.7107 |
| No log        | 2.6990 | 278  | 0.5444          | 0.6851  | 0.5444 | 0.7378 |
| No log        | 2.7184 | 280  | 0.4782          | 0.7155  | 0.4782 | 0.6915 |
| No log        | 2.7379 | 282  | 0.4018          | 0.6923  | 0.4018 | 0.6339 |
| No log        | 2.7573 | 284  | 0.3889          | 0.6795  | 0.3889 | 0.6237 |
| No log        | 2.7767 | 286  | 0.3697          | 0.6892  | 0.3697 | 0.6080 |
| No log        | 2.7961 | 288  | 0.3846          | 0.6934  | 0.3846 | 0.6202 |
| No log        | 2.8155 | 290  | 0.3853          | 0.7154  | 0.3853 | 0.6208 |
| No log        | 2.8350 | 292  | 0.4140          | 0.6822  | 0.4140 | 0.6434 |
| No log        | 2.8544 | 294  | 0.4224          | 0.6868  | 0.4224 | 0.6500 |
| No log        | 2.8738 | 296  | 0.3989          | 0.7220  | 0.3989 | 0.6316 |
| No log        | 2.8932 | 298  | 0.3970          | 0.7099  | 0.3970 | 0.6301 |
| No log        | 2.9126 | 300  | 0.3783          | 0.7241  | 0.3783 | 0.6150 |
| No log        | 2.9320 | 302  | 0.4134          | 0.6881  | 0.4134 | 0.6430 |
| No log        | 2.9515 | 304  | 0.4915          | 0.6535  | 0.4915 | 0.7011 |
| No log        | 2.9709 | 306  | 0.5112          | 0.6551  | 0.5112 | 0.7150 |
| No log        | 2.9903 | 308  | 0.4397          | 0.7287  | 0.4397 | 0.6631 |
| No log        | 3.0097 | 310  | 0.4216          | 0.6929  | 0.4216 | 0.6493 |
| No log        | 3.0291 | 312  | 0.5363          | 0.6618  | 0.5363 | 0.7323 |
| No log        | 3.0485 | 314  | 0.6605          | 0.6103  | 0.6605 | 0.8127 |
| No log        | 3.0680 | 316  | 0.5739          | 0.6290  | 0.5739 | 0.7575 |
| No log        | 3.0874 | 318  | 0.4491          | 0.6995  | 0.4491 | 0.6702 |
| No log        | 3.1068 | 320  | 0.4875          | 0.7010  | 0.4875 | 0.6982 |
| No log        | 3.1262 | 322  | 0.6646          | 0.6438  | 0.6646 | 0.8152 |
| No log        | 3.1456 | 324  | 0.7344          | 0.6138  | 0.7344 | 0.8570 |
| No log        | 3.1650 | 326  | 0.5831          | 0.6553  | 0.5831 | 0.7636 |
| No log        | 3.1845 | 328  | 0.4373          | 0.6754  | 0.4373 | 0.6613 |
| No log        | 3.2039 | 330  | 0.4504          | 0.6850  | 0.4504 | 0.6711 |
| No log        | 3.2233 | 332  | 0.4631          | 0.6793  | 0.4631 | 0.6805 |
| No log        | 3.2427 | 334  | 0.4150          | 0.7016  | 0.4150 | 0.6442 |
| No log        | 3.2621 | 336  | 0.4486          | 0.6511  | 0.4486 | 0.6698 |
| No log        | 3.2816 | 338  | 0.5660          | 0.6448  | 0.5660 | 0.7523 |
| No log        | 3.3010 | 340  | 0.5316          | 0.6559  | 0.5316 | 0.7291 |
| No log        | 3.3204 | 342  | 0.4020          | 0.6860  | 0.4020 | 0.6340 |
| No log        | 3.3398 | 344  | 0.3791          | 0.6958  | 0.3791 | 0.6157 |
| No log        | 3.3592 | 346  | 0.4232          | 0.6598  | 0.4232 | 0.6506 |
| No log        | 3.3786 | 348  | 0.4035          | 0.6523  | 0.4035 | 0.6352 |
| No log        | 3.3981 | 350  | 0.3835          | 0.6745  | 0.3835 | 0.6193 |
| No log        | 3.4175 | 352  | 0.4853          | 0.6398  | 0.4853 | 0.6966 |
| No log        | 3.4369 | 354  | 0.5416          | 0.6104  | 0.5416 | 0.7359 |
| No log        | 3.4563 | 356  | 0.4975          | 0.6555  | 0.4975 | 0.7054 |
| No log        | 3.4757 | 358  | 0.4620          | 0.6947  | 0.4620 | 0.6797 |
| No log        | 3.4951 | 360  | 0.4256          | 0.7033  | 0.4256 | 0.6524 |
| No log        | 3.5146 | 362  | 0.4368          | 0.6977  | 0.4368 | 0.6609 |
| No log        | 3.5340 | 364  | 0.4237          | 0.6780  | 0.4237 | 0.6509 |
| No log        | 3.5534 | 366  | 0.3962          | 0.6889  | 0.3962 | 0.6294 |
| No log        | 3.5728 | 368  | 0.3912          | 0.6872  | 0.3912 | 0.6254 |
| No log        | 3.5922 | 370  | 0.4766          | 0.6610  | 0.4766 | 0.6904 |
| No log        | 3.6117 | 372  | 0.5836          | 0.6275  | 0.5836 | 0.7640 |
| No log        | 3.6311 | 374  | 0.5737          | 0.6372  | 0.5737 | 0.7574 |
| No log        | 3.6505 | 376  | 0.4783          | 0.6566  | 0.4783 | 0.6916 |
| No log        | 3.6699 | 378  | 0.4120          | 0.6637  | 0.4120 | 0.6419 |
| No log        | 3.6893 | 380  | 0.4073          | 0.6809  | 0.4073 | 0.6382 |
| No log        | 3.7087 | 382  | 0.4153          | 0.6983  | 0.4153 | 0.6444 |
| No log        | 3.7282 | 384  | 0.4588          | 0.6834  | 0.4588 | 0.6773 |
| No log        | 3.7476 | 386  | 0.5048          | 0.6894  | 0.5048 | 0.7105 |
| No log        | 3.7670 | 388  | 0.6388          | 0.6432  | 0.6388 | 0.7992 |
| No log        | 3.7864 | 390  | 0.7664          | 0.5543  | 0.7664 | 0.8754 |
| No log        | 3.8058 | 392  | 0.7044          | 0.5759  | 0.7044 | 0.8393 |
| No log        | 3.8252 | 394  | 0.5126          | 0.6413  | 0.5126 | 0.7160 |
| No log        | 3.8447 | 396  | 0.4040          | 0.6992  | 0.4040 | 0.6356 |
| No log        | 3.8641 | 398  | 0.4188          | 0.6632  | 0.4188 | 0.6471 |
| No log        | 3.8835 | 400  | 0.4955          | 0.6088  | 0.4955 | 0.7039 |
| No log        | 3.9029 | 402  | 0.4820          | 0.6213  | 0.4820 | 0.6942 |
| No log        | 3.9223 | 404  | 0.4460          | 0.6434  | 0.4460 | 0.6678 |
| No log        | 3.9417 | 406  | 0.4018          | 0.6735  | 0.4018 | 0.6338 |
| No log        | 3.9612 | 408  | 0.4327          | 0.6797  | 0.4327 | 0.6578 |
| No log        | 3.9806 | 410  | 0.5054          | 0.6724  | 0.5054 | 0.7109 |
| No log        | 4.0    | 412  | 0.5255          | 0.6745  | 0.5255 | 0.7249 |
| No log        | 4.0194 | 414  | 0.5030          | 0.6963  | 0.5030 | 0.7092 |
| No log        | 4.0388 | 416  | 0.5138          | 0.7009  | 0.5138 | 0.7168 |
| No log        | 4.0583 | 418  | 0.5444          | 0.6765  | 0.5444 | 0.7379 |
| No log        | 4.0777 | 420  | 0.5071          | 0.7094  | 0.5071 | 0.7121 |
| No log        | 4.0971 | 422  | 0.4834          | 0.6933  | 0.4834 | 0.6953 |
| No log        | 4.1165 | 424  | 0.4624          | 0.6981  | 0.4624 | 0.6800 |
| No log        | 4.1359 | 426  | 0.4695          | 0.6610  | 0.4695 | 0.6852 |
| No log        | 4.1553 | 428  | 0.4531          | 0.6185  | 0.4531 | 0.6731 |
| No log        | 4.1748 | 430  | 0.4158          | 0.6541  | 0.4158 | 0.6449 |
| No log        | 4.1942 | 432  | 0.3894          | 0.6953  | 0.3894 | 0.6240 |
| No log        | 4.2136 | 434  | 0.3972          | 0.6627  | 0.3972 | 0.6302 |
| No log        | 4.2330 | 436  | 0.4095          | 0.7073  | 0.4095 | 0.6399 |
| No log        | 4.2524 | 438  | 0.4434          | 0.6978  | 0.4434 | 0.6659 |
| No log        | 4.2718 | 440  | 0.5630          | 0.6575  | 0.5630 | 0.7503 |
| No log        | 4.2913 | 442  | 0.6791          | 0.6323  | 0.6791 | 0.8241 |
| No log        | 4.3107 | 444  | 0.6558          | 0.6707  | 0.6558 | 0.8098 |
| No log        | 4.3301 | 446  | 0.5770          | 0.6902  | 0.5770 | 0.7596 |
| No log        | 4.3495 | 448  | 0.5057          | 0.6811  | 0.5057 | 0.7111 |
| No log        | 4.3689 | 450  | 0.4532          | 0.6911  | 0.4532 | 0.6732 |
| No log        | 4.3883 | 452  | 0.4360          | 0.6650  | 0.4360 | 0.6603 |
| No log        | 4.4078 | 454  | 0.4304          | 0.6668  | 0.4304 | 0.6560 |
| No log        | 4.4272 | 456  | 0.4280          | 0.6604  | 0.4280 | 0.6542 |
| No log        | 4.4466 | 458  | 0.4326          | 0.6584  | 0.4326 | 0.6578 |
| No log        | 4.4660 | 460  | 0.4510          | 0.6451  | 0.4510 | 0.6716 |
| No log        | 4.4854 | 462  | 0.5204          | 0.6232  | 0.5204 | 0.7214 |
| No log        | 4.5049 | 464  | 0.5851          | 0.5822  | 0.5851 | 0.7649 |
| No log        | 4.5243 | 466  | 0.5615          | 0.5805  | 0.5615 | 0.7493 |
| No log        | 4.5437 | 468  | 0.5337          | 0.6281  | 0.5337 | 0.7305 |
| No log        | 4.5631 | 470  | 0.4981          | 0.6797  | 0.4981 | 0.7057 |
| No log        | 4.5825 | 472  | 0.5188          | 0.7013  | 0.5188 | 0.7203 |
| No log        | 4.6019 | 474  | 0.5571          | 0.6374  | 0.5571 | 0.7464 |
| No log        | 4.6214 | 476  | 0.5110          | 0.6548  | 0.5110 | 0.7148 |
| No log        | 4.6408 | 478  | 0.4855          | 0.6708  | 0.4855 | 0.6967 |
| No log        | 4.6602 | 480  | 0.5552          | 0.6088  | 0.5552 | 0.7451 |
| No log        | 4.6796 | 482  | 0.6114          | 0.6054  | 0.6114 | 0.7819 |
| No log        | 4.6990 | 484  | 0.5500          | 0.6201  | 0.5500 | 0.7416 |
| No log        | 4.7184 | 486  | 0.5147          | 0.6325  | 0.5147 | 0.7175 |
| No log        | 4.7379 | 488  | 0.4900          | 0.6571  | 0.4900 | 0.7000 |
| No log        | 4.7573 | 490  | 0.4177          | 0.6695  | 0.4177 | 0.6463 |
| No log        | 4.7767 | 492  | 0.4076          | 0.6494  | 0.4076 | 0.6384 |
| No log        | 4.7961 | 494  | 0.4061          | 0.6671  | 0.4061 | 0.6373 |
| No log        | 4.8155 | 496  | 0.3850          | 0.6689  | 0.3850 | 0.6205 |
| No log        | 4.8350 | 498  | 0.3859          | 0.6559  | 0.3859 | 0.6212 |
| 0.5003        | 4.8544 | 500  | 0.4892          | 0.5880  | 0.4892 | 0.6994 |
| 0.5003        | 4.8738 | 502  | 0.5539          | 0.6086  | 0.5539 | 0.7442 |
| 0.5003        | 4.8932 | 504  | 0.5161          | 0.6284  | 0.5161 | 0.7184 |
| 0.5003        | 4.9126 | 506  | 0.4549          | 0.6644  | 0.4549 | 0.6745 |
| 0.5003        | 4.9320 | 508  | 0.4204          | 0.6715  | 0.4204 | 0.6484 |
| 0.5003        | 4.9515 | 510  | 0.4892          | 0.6577  | 0.4892 | 0.6994 |
| 0.5003        | 4.9709 | 512  | 0.5318          | 0.6330  | 0.5318 | 0.7293 |
| 0.5003        | 4.9903 | 514  | 0.4772          | 0.6648  | 0.4772 | 0.6908 |
| 0.5003        | 5.0097 | 516  | 0.4233          | 0.6653  | 0.4233 | 0.6506 |
| 0.5003        | 5.0291 | 518  | 0.4948          | 0.6647  | 0.4948 | 0.7035 |
| 0.5003        | 5.0485 | 520  | 0.5351          | 0.6632  | 0.5351 | 0.7315 |
| 0.5003        | 5.0680 | 522  | 0.4720          | 0.6527  | 0.4720 | 0.6870 |
| 0.5003        | 5.0874 | 524  | 0.4458          | 0.6751  | 0.4458 | 0.6677 |
| 0.5003        | 5.1068 | 526  | 0.4104          | 0.6994  | 0.4104 | 0.6406 |
| 0.5003        | 5.1262 | 528  | 0.4068          | 0.6936  | 0.4068 | 0.6378 |
| 0.5003        | 5.1456 | 530  | 0.4077          | 0.6956  | 0.4077 | 0.6385 |
| 0.5003        | 5.1650 | 532  | 0.4340          | 0.6891  | 0.4340 | 0.6588 |
| 0.5003        | 5.1845 | 534  | 0.4565          | 0.6825  | 0.4565 | 0.6757 |
| 0.5003        | 5.2039 | 536  | 0.4352          | 0.6827  | 0.4352 | 0.6597 |
| 0.5003        | 5.2233 | 538  | 0.4185          | 0.6712  | 0.4185 | 0.6469 |
| 0.5003        | 5.2427 | 540  | 0.4063          | 0.6705  | 0.4063 | 0.6374 |
| 0.5003        | 5.2621 | 542  | 0.3992          | 0.6683  | 0.3992 | 0.6318 |
| 0.5003        | 5.2816 | 544  | 0.4208          | 0.6839  | 0.4208 | 0.6487 |
| 0.5003        | 5.3010 | 546  | 0.4389          | 0.6896  | 0.4389 | 0.6625 |
| 0.5003        | 5.3204 | 548  | 0.4224          | 0.6902  | 0.4224 | 0.6500 |
| 0.5003        | 5.3398 | 550  | 0.4007          | 0.6945  | 0.4007 | 0.6330 |
| 0.5003        | 5.3592 | 552  | 0.4203          | 0.6946  | 0.4203 | 0.6483 |
| 0.5003        | 5.3786 | 554  | 0.5680          | 0.6440  | 0.5680 | 0.7537 |
| 0.5003        | 5.3981 | 556  | 0.6457          | 0.6301  | 0.6457 | 0.8036 |
| 0.5003        | 5.4175 | 558  | 0.5654          | 0.6609  | 0.5654 | 0.7519 |
| 0.5003        | 5.4369 | 560  | 0.4588          | 0.7011  | 0.4588 | 0.6773 |
| 0.5003        | 5.4563 | 562  | 0.4663          | 0.6626  | 0.4663 | 0.6829 |
| 0.5003        | 5.4757 | 564  | 0.4659          | 0.6821  | 0.4659 | 0.6826 |
| 0.5003        | 5.4951 | 566  | 0.4271          | 0.6797  | 0.4271 | 0.6535 |
| 0.5003        | 5.5146 | 568  | 0.4120          | 0.6907  | 0.4120 | 0.6419 |
| 0.5003        | 5.5340 | 570  | 0.4747          | 0.6786  | 0.4747 | 0.6890 |
| 0.5003        | 5.5534 | 572  | 0.4824          | 0.6619  | 0.4824 | 0.6946 |
| 0.5003        | 5.5728 | 574  | 0.4319          | 0.6912  | 0.4319 | 0.6572 |
| 0.5003        | 5.5922 | 576  | 0.4264          | 0.6971  | 0.4264 | 0.6530 |
| 0.5003        | 5.6117 | 578  | 0.4325          | 0.6845  | 0.4325 | 0.6576 |
| 0.5003        | 5.6311 | 580  | 0.4372          | 0.7059  | 0.4372 | 0.6612 |
| 0.5003        | 5.6505 | 582  | 0.4670          | 0.7148  | 0.4670 | 0.6834 |
| 0.5003        | 5.6699 | 584  | 0.5219          | 0.6930  | 0.5219 | 0.7224 |
| 0.5003        | 5.6893 | 586  | 0.6183          | 0.6440  | 0.6183 | 0.7863 |
| 0.5003        | 5.7087 | 588  | 0.5529          | 0.6404  | 0.5529 | 0.7436 |
| 0.5003        | 5.7282 | 590  | 0.5317          | 0.6444  | 0.5317 | 0.7292 |
| 0.5003        | 5.7476 | 592  | 0.5372          | 0.6505  | 0.5372 | 0.7329 |
| 0.5003        | 5.7670 | 594  | 0.4362          | 0.6633  | 0.4362 | 0.6605 |
| 0.5003        | 5.7864 | 596  | 0.3771          | 0.6775  | 0.3771 | 0.6141 |
| 0.5003        | 5.8058 | 598  | 0.3739          | 0.6822  | 0.3739 | 0.6115 |
| 0.5003        | 5.8252 | 600  | 0.3735          | 0.6597  | 0.3735 | 0.6111 |
| 0.5003        | 5.8447 | 602  | 0.3822          | 0.6429  | 0.3822 | 0.6182 |
| 0.5003        | 5.8641 | 604  | 0.4132          | 0.6440  | 0.4132 | 0.6428 |
| 0.5003        | 5.8835 | 606  | 0.4037          | 0.6585  | 0.4037 | 0.6354 |
| 0.5003        | 5.9029 | 608  | 0.4002          | 0.6819  | 0.4002 | 0.6326 |
| 0.5003        | 5.9223 | 610  | 0.4067          | 0.7029  | 0.4067 | 0.6377 |
| 0.5003        | 5.9417 | 612  | 0.4540          | 0.7103  | 0.4540 | 0.6738 |
| 0.5003        | 5.9612 | 614  | 0.4942          | 0.7105  | 0.4942 | 0.7030 |
| 0.5003        | 5.9806 | 616  | 0.5792          | 0.6566  | 0.5792 | 0.7610 |
| 0.5003        | 6.0    | 618  | 0.5385          | 0.6720  | 0.5385 | 0.7338 |
| 0.5003        | 6.0194 | 620  | 0.4352          | 0.7161  | 0.4352 | 0.6597 |
| 0.5003        | 6.0388 | 622  | 0.4192          | 0.7168  | 0.4192 | 0.6475 |
| 0.5003        | 6.0583 | 624  | 0.4191          | 0.7264  | 0.4191 | 0.6474 |
| 0.5003        | 6.0777 | 626  | 0.4427          | 0.7241  | 0.4427 | 0.6653 |
| 0.5003        | 6.0971 | 628  | 0.4634          | 0.7123  | 0.4634 | 0.6807 |
| 0.5003        | 6.1165 | 630  | 0.4775          | 0.6985  | 0.4775 | 0.6910 |
| 0.5003        | 6.1359 | 632  | 0.4425          | 0.7219  | 0.4425 | 0.6652 |
| 0.5003        | 6.1553 | 634  | 0.4293          | 0.7126  | 0.4293 | 0.6552 |
| 0.5003        | 6.1748 | 636  | 0.4281          | 0.7124  | 0.4281 | 0.6543 |
| 0.5003        | 6.1942 | 638  | 0.4349          | 0.7132  | 0.4349 | 0.6594 |
| 0.5003        | 6.2136 | 640  | 0.4222          | 0.7158  | 0.4222 | 0.6498 |
| 0.5003        | 6.2330 | 642  | 0.4475          | 0.7241  | 0.4475 | 0.6689 |
| 0.5003        | 6.2524 | 644  | 0.4507          | 0.7083  | 0.4507 | 0.6714 |
| 0.5003        | 6.2718 | 646  | 0.4245          | 0.7073  | 0.4245 | 0.6515 |
| 0.5003        | 6.2913 | 648  | 0.4279          | 0.7085  | 0.4279 | 0.6541 |
| 0.5003        | 6.3107 | 650  | 0.4421          | 0.6925  | 0.4421 | 0.6649 |
| 0.5003        | 6.3301 | 652  | 0.4885          | 0.6728  | 0.4885 | 0.6990 |
| 0.5003        | 6.3495 | 654  | 0.4921          | 0.6703  | 0.4921 | 0.7015 |
| 0.5003        | 6.3689 | 656  | 0.4370          | 0.7246  | 0.4370 | 0.6610 |
| 0.5003        | 6.3883 | 658  | 0.3956          | 0.7330  | 0.3956 | 0.6290 |
| 0.5003        | 6.4078 | 660  | 0.3930          | 0.7307  | 0.3930 | 0.6269 |
| 0.5003        | 6.4272 | 662  | 0.4274          | 0.7156  | 0.4274 | 0.6538 |
| 0.5003        | 6.4466 | 664  | 0.4562          | 0.7258  | 0.4562 | 0.6754 |
| 0.5003        | 6.4660 | 666  | 0.4143          | 0.7245  | 0.4143 | 0.6437 |
| 0.5003        | 6.4854 | 668  | 0.3855          | 0.7236  | 0.3855 | 0.6209 |
| 0.5003        | 6.5049 | 670  | 0.3676          | 0.7090  | 0.3676 | 0.6063 |
| 0.5003        | 6.5243 | 672  | 0.3684          | 0.6959  | 0.3684 | 0.6070 |
| 0.5003        | 6.5437 | 674  | 0.3947          | 0.7111  | 0.3947 | 0.6282 |
| 0.5003        | 6.5631 | 676  | 0.4404          | 0.6969  | 0.4404 | 0.6636 |
| 0.5003        | 6.5825 | 678  | 0.4514          | 0.6898  | 0.4514 | 0.6719 |
| 0.5003        | 6.6019 | 680  | 0.4384          | 0.6885  | 0.4384 | 0.6621 |
| 0.5003        | 6.6214 | 682  | 0.4553          | 0.6743  | 0.4553 | 0.6747 |
| 0.5003        | 6.6408 | 684  | 0.4777          | 0.7188  | 0.4777 | 0.6912 |
| 0.5003        | 6.6602 | 686  | 0.5058          | 0.7211  | 0.5058 | 0.7112 |
| 0.5003        | 6.6796 | 688  | 0.6060          | 0.6781  | 0.6060 | 0.7785 |
| 0.5003        | 6.6990 | 690  | 0.6653          | 0.6413  | 0.6653 | 0.8157 |
| 0.5003        | 6.7184 | 692  | 0.5748          | 0.6631  | 0.5748 | 0.7582 |
| 0.5003        | 6.7379 | 694  | 0.4522          | 0.7233  | 0.4522 | 0.6725 |
| 0.5003        | 6.7573 | 696  | 0.4044          | 0.7139  | 0.4044 | 0.6359 |
| 0.5003        | 6.7767 | 698  | 0.4102          | 0.6797  | 0.4102 | 0.6404 |
| 0.5003        | 6.7961 | 700  | 0.3849          | 0.6960  | 0.3849 | 0.6204 |
| 0.5003        | 6.8155 | 702  | 0.3945          | 0.7135  | 0.3945 | 0.6281 |
| 0.5003        | 6.8350 | 704  | 0.4648          | 0.6890  | 0.4648 | 0.6818 |
| 0.5003        | 6.8544 | 706  | 0.5768          | 0.6644  | 0.5768 | 0.7595 |
| 0.5003        | 6.8738 | 708  | 0.6042          | 0.6712  | 0.6042 | 0.7773 |
| 0.5003        | 6.8932 | 710  | 0.5617          | 0.7066  | 0.5617 | 0.7495 |
| 0.5003        | 6.9126 | 712  | 0.5480          | 0.7137  | 0.5480 | 0.7402 |
| 0.5003        | 6.9320 | 714  | 0.4916          | 0.7047  | 0.4916 | 0.7011 |
| 0.5003        | 6.9515 | 716  | 0.4078          | 0.7000  | 0.4078 | 0.6386 |
| 0.5003        | 6.9709 | 718  | 0.3879          | 0.6929  | 0.3879 | 0.6228 |
| 0.5003        | 6.9903 | 720  | 0.3946          | 0.6749  | 0.3946 | 0.6282 |
| 0.5003        | 7.0097 | 722  | 0.4059          | 0.6545  | 0.4059 | 0.6371 |
| 0.5003        | 7.0291 | 724  | 0.4162          | 0.6569  | 0.4162 | 0.6451 |
| 0.5003        | 7.0485 | 726  | 0.4437          | 0.6585  | 0.4437 | 0.6661 |
| 0.5003        | 7.0680 | 728  | 0.4998          | 0.6567  | 0.4998 | 0.7070 |
| 0.5003        | 7.0874 | 730  | 0.6060          | 0.6374  | 0.6060 | 0.7785 |
| 0.5003        | 7.1068 | 732  | 0.5762          | 0.6869  | 0.5762 | 0.7591 |
| 0.5003        | 7.1262 | 734  | 0.4783          | 0.7148  | 0.4783 | 0.6916 |
| 0.5003        | 7.1456 | 736  | 0.4466          | 0.7104  | 0.4466 | 0.6683 |
| 0.5003        | 7.1650 | 738  | 0.4272          | 0.6908  | 0.4272 | 0.6536 |
| 0.5003        | 7.1845 | 740  | 0.4256          | 0.7169  | 0.4256 | 0.6524 |
| 0.5003        | 7.2039 | 742  | 0.5308          | 0.6501  | 0.5308 | 0.7286 |
| 0.5003        | 7.2233 | 744  | 0.5591          | 0.5967  | 0.5591 | 0.7477 |
| 0.5003        | 7.2427 | 746  | 0.4829          | 0.6417  | 0.4829 | 0.6949 |
| 0.5003        | 7.2621 | 748  | 0.4058          | 0.6861  | 0.4058 | 0.6370 |
| 0.5003        | 7.2816 | 750  | 0.3836          | 0.7132  | 0.3836 | 0.6194 |
| 0.5003        | 7.3010 | 752  | 0.3776          | 0.7401  | 0.3776 | 0.6145 |
| 0.5003        | 7.3204 | 754  | 0.3784          | 0.7183  | 0.3784 | 0.6152 |
| 0.5003        | 7.3398 | 756  | 0.4307          | 0.7200  | 0.4307 | 0.6562 |
| 0.5003        | 7.3592 | 758  | 0.4851          | 0.6888  | 0.4851 | 0.6965 |
| 0.5003        | 7.3786 | 760  | 0.4483          | 0.7100  | 0.4483 | 0.6695 |
| 0.5003        | 7.3981 | 762  | 0.4257          | 0.7126  | 0.4257 | 0.6524 |
| 0.5003        | 7.4175 | 764  | 0.4036          | 0.7182  | 0.4036 | 0.6353 |
| 0.5003        | 7.4369 | 766  | 0.4202          | 0.6777  | 0.4202 | 0.6483 |
| 0.5003        | 7.4563 | 768  | 0.4681          | 0.6575  | 0.4681 | 0.6842 |
| 0.5003        | 7.4757 | 770  | 0.4291          | 0.6728  | 0.4291 | 0.6550 |
| 0.5003        | 7.4951 | 772  | 0.3877          | 0.7015  | 0.3877 | 0.6227 |
| 0.5003        | 7.5146 | 774  | 0.4002          | 0.7077  | 0.4002 | 0.6326 |
| 0.5003        | 7.5340 | 776  | 0.4335          | 0.7099  | 0.4335 | 0.6584 |
| 0.5003        | 7.5534 | 778  | 0.5840          | 0.6963  | 0.5840 | 0.7642 |
| 0.5003        | 7.5728 | 780  | 0.8997          | 0.6026  | 0.8997 | 0.9485 |
| 0.5003        | 7.5922 | 782  | 0.9323          | 0.5735  | 0.9323 | 0.9656 |
| 0.5003        | 7.6117 | 784  | 0.7269          | 0.6532  | 0.7269 | 0.8526 |
| 0.5003        | 7.6311 | 786  | 0.5082          | 0.6972  | 0.5082 | 0.7129 |
| 0.5003        | 7.6505 | 788  | 0.4337          | 0.7060  | 0.4337 | 0.6586 |
| 0.5003        | 7.6699 | 790  | 0.4074          | 0.6999  | 0.4074 | 0.6383 |
| 0.5003        | 7.6893 | 792  | 0.3858          | 0.6903  | 0.3858 | 0.6211 |
| 0.5003        | 7.7087 | 794  | 0.4490          | 0.6744  | 0.4490 | 0.6701 |
| 0.5003        | 7.7282 | 796  | 0.5889          | 0.6073  | 0.5889 | 0.7674 |
| 0.5003        | 7.7476 | 798  | 0.6168          | 0.6138  | 0.6168 | 0.7853 |
| 0.5003        | 7.7670 | 800  | 0.5069          | 0.6718  | 0.5069 | 0.7120 |
| 0.5003        | 7.7864 | 802  | 0.4006          | 0.6575  | 0.4006 | 0.6329 |
| 0.5003        | 7.8058 | 804  | 0.3888          | 0.6904  | 0.3888 | 0.6235 |
| 0.5003        | 7.8252 | 806  | 0.3951          | 0.6996  | 0.3951 | 0.6286 |
| 0.5003        | 7.8447 | 808  | 0.4032          | 0.6928  | 0.4032 | 0.6350 |
| 0.5003        | 7.8641 | 810  | 0.4296          | 0.7201  | 0.4296 | 0.6554 |
| 0.5003        | 7.8835 | 812  | 0.4602          | 0.7200  | 0.4602 | 0.6784 |
| 0.5003        | 7.9029 | 814  | 0.4809          | 0.7331  | 0.4809 | 0.6935 |
| 0.5003        | 7.9223 | 816  | 0.5515          | 0.6920  | 0.5515 | 0.7427 |
| 0.5003        | 7.9417 | 818  | 0.5667          | 0.6772  | 0.5667 | 0.7528 |
| 0.5003        | 7.9612 | 820  | 0.5023          | 0.7092  | 0.5023 | 0.7087 |
| 0.5003        | 7.9806 | 822  | 0.4436          | 0.7119  | 0.4436 | 0.6660 |
| 0.5003        | 8.0    | 824  | 0.4267          | 0.7173  | 0.4267 | 0.6532 |
| 0.5003        | 8.0194 | 826  | 0.4017          | 0.7297  | 0.4017 | 0.6338 |
| 0.5003        | 8.0388 | 828  | 0.4059          | 0.7215  | 0.4059 | 0.6371 |
| 0.5003        | 8.0583 | 830  | 0.4589          | 0.6527  | 0.4589 | 0.6774 |
| 0.5003        | 8.0777 | 832  | 0.5170          | 0.6462  | 0.5170 | 0.7190 |
| 0.5003        | 8.0971 | 834  | 0.5073          | 0.6525  | 0.5073 | 0.7122 |
| 0.5003        | 8.1165 | 836  | 0.4336          | 0.7091  | 0.4336 | 0.6585 |
| 0.5003        | 8.1359 | 838  | 0.4159          | 0.7295  | 0.4159 | 0.6449 |
| 0.5003        | 8.1553 | 840  | 0.4224          | 0.7220  | 0.4224 | 0.6499 |
| 0.5003        | 8.1748 | 842  | 0.4419          | 0.7207  | 0.4419 | 0.6647 |
| 0.5003        | 8.1942 | 844  | 0.4627          | 0.7210  | 0.4627 | 0.6803 |
| 0.5003        | 8.2136 | 846  | 0.4584          | 0.7152  | 0.4584 | 0.6770 |
| 0.5003        | 8.2330 | 848  | 0.4589          | 0.7142  | 0.4589 | 0.6774 |
| 0.5003        | 8.2524 | 850  | 0.4943          | 0.6895  | 0.4943 | 0.7031 |
| 0.5003        | 8.2718 | 852  | 0.5009          | 0.6981  | 0.5009 | 0.7078 |
| 0.5003        | 8.2913 | 854  | 0.4950          | 0.6956  | 0.4950 | 0.7035 |
| 0.5003        | 8.3107 | 856  | 0.4939          | 0.6970  | 0.4939 | 0.7028 |
| 0.5003        | 8.3301 | 858  | 0.4861          | 0.7113  | 0.4861 | 0.6972 |
| 0.5003        | 8.3495 | 860  | 0.4415          | 0.7133  | 0.4415 | 0.6644 |
| 0.5003        | 8.3689 | 862  | 0.4130          | 0.7055  | 0.4130 | 0.6426 |
| 0.5003        | 8.3883 | 864  | 0.4158          | 0.6781  | 0.4158 | 0.6449 |
| 0.5003        | 8.4078 | 866  | 0.4482          | 0.6714  | 0.4482 | 0.6695 |
| 0.5003        | 8.4272 | 868  | 0.4538          | 0.6714  | 0.4538 | 0.6736 |
| 0.5003        | 8.4466 | 870  | 0.4349          | 0.6818  | 0.4349 | 0.6594 |
| 0.5003        | 8.4660 | 872  | 0.4182          | 0.6939  | 0.4182 | 0.6467 |
| 0.5003        | 8.4854 | 874  | 0.4416          | 0.7091  | 0.4416 | 0.6645 |
| 0.5003        | 8.5049 | 876  | 0.5261          | 0.6911  | 0.5261 | 0.7253 |
| 0.5003        | 8.5243 | 878  | 0.6274          | 0.6601  | 0.6274 | 0.7921 |
| 0.5003        | 8.5437 | 880  | 0.5659          | 0.6729  | 0.5659 | 0.7523 |
| 0.5003        | 8.5631 | 882  | 0.4523          | 0.6933  | 0.4523 | 0.6725 |
| 0.5003        | 8.5825 | 884  | 0.4069          | 0.6835  | 0.4069 | 0.6379 |
| 0.5003        | 8.6019 | 886  | 0.3929          | 0.6706  | 0.3929 | 0.6268 |
| 0.5003        | 8.6214 | 888  | 0.3990          | 0.6796  | 0.3990 | 0.6317 |
| 0.5003        | 8.6408 | 890  | 0.4809          | 0.6795  | 0.4809 | 0.6935 |
| 0.5003        | 8.6602 | 892  | 0.5604          | 0.6498  | 0.5604 | 0.7486 |
| 0.5003        | 8.6796 | 894  | 0.5299          | 0.6810  | 0.5299 | 0.7279 |
| 0.5003        | 8.6990 | 896  | 0.4508          | 0.7150  | 0.4508 | 0.6714 |
| 0.5003        | 8.7184 | 898  | 0.4340          | 0.6984  | 0.4340 | 0.6588 |
| 0.5003        | 8.7379 | 900  | 0.4725          | 0.6812  | 0.4725 | 0.6874 |
| 0.5003        | 8.7573 | 902  | 0.5018          | 0.6588  | 0.5018 | 0.7084 |
| 0.5003        | 8.7767 | 904  | 0.4963          | 0.6568  | 0.4963 | 0.7045 |
| 0.5003        | 8.7961 | 906  | 0.4579          | 0.6846  | 0.4579 | 0.6767 |
| 0.5003        | 8.8155 | 908  | 0.4444          | 0.6599  | 0.4444 | 0.6666 |
| 0.5003        | 8.8350 | 910  | 0.4895          | 0.6824  | 0.4895 | 0.6996 |
| 0.5003        | 8.8544 | 912  | 0.5796          | 0.6539  | 0.5796 | 0.7613 |
| 0.5003        | 8.8738 | 914  | 0.6408          | 0.6328  | 0.6408 | 0.8005 |
| 0.5003        | 8.8932 | 916  | 0.6248          | 0.6339  | 0.6248 | 0.7905 |
| 0.5003        | 8.9126 | 918  | 0.5258          | 0.6511  | 0.5258 | 0.7251 |
| 0.5003        | 8.9320 | 920  | 0.4626          | 0.6844  | 0.4626 | 0.6801 |
| 0.5003        | 8.9515 | 922  | 0.4157          | 0.6893  | 0.4157 | 0.6447 |
| 0.5003        | 8.9709 | 924  | 0.4106          | 0.6829  | 0.4106 | 0.6408 |
| 0.5003        | 8.9903 | 926  | 0.4188          | 0.6667  | 0.4188 | 0.6472 |
| 0.5003        | 9.0097 | 928  | 0.4628          | 0.6756  | 0.4628 | 0.6803 |
| 0.5003        | 9.0291 | 930  | 0.5115          | 0.6519  | 0.5115 | 0.7152 |
| 0.5003        | 9.0485 | 932  | 0.4861          | 0.6675  | 0.4861 | 0.6972 |
| 0.5003        | 9.0680 | 934  | 0.4456          | 0.6924  | 0.4456 | 0.6675 |
| 0.5003        | 9.0874 | 936  | 0.4107          | 0.7092  | 0.4107 | 0.6409 |
| 0.5003        | 9.1068 | 938  | 0.4226          | 0.7076  | 0.4226 | 0.6501 |
| 0.5003        | 9.1262 | 940  | 0.4431          | 0.6959  | 0.4431 | 0.6656 |
| 0.5003        | 9.1456 | 942  | 0.4364          | 0.7059  | 0.4364 | 0.6606 |
| 0.5003        | 9.1650 | 944  | 0.4522          | 0.7101  | 0.4522 | 0.6725 |
| 0.5003        | 9.1845 | 946  | 0.5286          | 0.7044  | 0.5286 | 0.7270 |
| 0.5003        | 9.2039 | 948  | 0.6004          | 0.6565  | 0.6004 | 0.7749 |
| 0.5003        | 9.2233 | 950  | 0.5596          | 0.6672  | 0.5596 | 0.7481 |
| 0.5003        | 9.2427 | 952  | 0.4386          | 0.7062  | 0.4386 | 0.6622 |
| 0.5003        | 9.2621 | 954  | 0.3914          | 0.7087  | 0.3914 | 0.6256 |
| 0.5003        | 9.2816 | 956  | 0.3873          | 0.6900  | 0.3873 | 0.6223 |
| 0.5003        | 9.3010 | 958  | 0.4103          | 0.6977  | 0.4103 | 0.6405 |
| 0.5003        | 9.3204 | 960  | 0.4711          | 0.6778  | 0.4711 | 0.6864 |
| 0.5003        | 9.3398 | 962  | 0.5643          | 0.6777  | 0.5643 | 0.7512 |
| 0.5003        | 9.3592 | 964  | 0.5459          | 0.6896  | 0.5459 | 0.7388 |
| 0.5003        | 9.3786 | 966  | 0.4907          | 0.6993  | 0.4907 | 0.7005 |
| 0.5003        | 9.3981 | 968  | 0.4522          | 0.7078  | 0.4522 | 0.6725 |
| 0.5003        | 9.4175 | 970  | 0.4376          | 0.6921  | 0.4376 | 0.6615 |
| 0.5003        | 9.4369 | 972  | 0.4314          | 0.7093  | 0.4314 | 0.6568 |
| 0.5003        | 9.4563 | 974  | 0.4443          | 0.7117  | 0.4443 | 0.6665 |
| 0.5003        | 9.4757 | 976  | 0.5327          | 0.6584  | 0.5327 | 0.7299 |
| 0.5003        | 9.4951 | 978  | 0.5314          | 0.6456  | 0.5314 | 0.7290 |
| 0.5003        | 9.5146 | 980  | 0.4555          | 0.6526  | 0.4555 | 0.6749 |
| 0.5003        | 9.5340 | 982  | 0.4107          | 0.6780  | 0.4107 | 0.6409 |
| 0.5003        | 9.5534 | 984  | 0.4016          | 0.7045  | 0.4016 | 0.6337 |
| 0.5003        | 9.5728 | 986  | 0.4162          | 0.6996  | 0.4162 | 0.6451 |
| 0.5003        | 9.5922 | 988  | 0.4623          | 0.7079  | 0.4623 | 0.6799 |
| 0.5003        | 9.6117 | 990  | 0.4897          | 0.7149  | 0.4897 | 0.6998 |
| 0.5003        | 9.6311 | 992  | 0.4684          | 0.7029  | 0.4684 | 0.6844 |
| 0.5003        | 9.6505 | 994  | 0.4565          | 0.6885  | 0.4565 | 0.6757 |
| 0.5003        | 9.6699 | 996  | 0.4590          | 0.6980  | 0.4590 | 0.6775 |
| 0.5003        | 9.6893 | 998  | 0.4825          | 0.7027  | 0.4825 | 0.6946 |
| 0.1494        | 9.7087 | 1000 | 0.5201          | 0.7061  | 0.5201 | 0.7212 |
| 0.1494        | 9.7282 | 1002 | 0.5134          | 0.7078  | 0.5134 | 0.7165 |
| 0.1494        | 9.7476 | 1004 | 0.4996          | 0.7096  | 0.4996 | 0.7068 |
| 0.1494        | 9.7670 | 1006 | 0.5325          | 0.6988  | 0.5325 | 0.7297 |
| 0.1494        | 9.7864 | 1008 | 0.6082          | 0.6908  | 0.6082 | 0.7799 |
| 0.1494        | 9.8058 | 1010 | 0.5961          | 0.6926  | 0.5961 | 0.7721 |
| 0.1494        | 9.8252 | 1012 | 0.4784          | 0.7082  | 0.4784 | 0.6917 |
| 0.1494        | 9.8447 | 1014 | 0.4278          | 0.6852  | 0.4278 | 0.6540 |
| 0.1494        | 9.8641 | 1016 | 0.4184          | 0.6820  | 0.4184 | 0.6468 |
| 0.1494        | 9.8835 | 1018 | 0.4643          | 0.6342  | 0.4643 | 0.6814 |
| 0.1494        | 9.9029 | 1020 | 0.6135          | 0.6221  | 0.6135 | 0.7832 |
| 0.1494        | 9.9223 | 1022 | 0.6824          | 0.5917  | 0.6824 | 0.8261 |


### Framework versions

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