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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask6_development
  results: []
---

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

# Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask6_development

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: 0.3504
- Qwk: 0.6282
- Mse: 0.3504
- Rmse: 0.5919

## 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    | 4.0184          | -0.0226 | 4.0184 | 2.0046 |
| No log        | 0.0388 | 4    | 2.0818          | 0.0292  | 2.0818 | 1.4428 |
| No log        | 0.0583 | 6    | 0.9921          | 0.0128  | 0.9921 | 0.9961 |
| No log        | 0.0777 | 8    | 0.6393          | 0.1997  | 0.6393 | 0.7996 |
| No log        | 0.0971 | 10   | 0.6351          | 0.1447  | 0.6351 | 0.7969 |
| No log        | 0.1165 | 12   | 0.7098          | 0.1388  | 0.7098 | 0.8425 |
| No log        | 0.1359 | 14   | 0.7735          | 0.1486  | 0.7735 | 0.8795 |
| No log        | 0.1553 | 16   | 0.7515          | 0.0888  | 0.7515 | 0.8669 |
| No log        | 0.1748 | 18   | 0.6525          | 0.0610  | 0.6525 | 0.8078 |
| No log        | 0.1942 | 20   | 0.6363          | 0.1966  | 0.6363 | 0.7977 |
| No log        | 0.2136 | 22   | 0.6448          | 0.2069  | 0.6448 | 0.8030 |
| No log        | 0.2330 | 24   | 0.5649          | 0.3432  | 0.5649 | 0.7516 |
| No log        | 0.2524 | 26   | 0.5035          | 0.4015  | 0.5035 | 0.7096 |
| No log        | 0.2718 | 28   | 0.5260          | 0.3662  | 0.5260 | 0.7252 |
| No log        | 0.2913 | 30   | 0.8476          | 0.3726  | 0.8476 | 0.9206 |
| No log        | 0.3107 | 32   | 0.8827          | 0.3411  | 0.8827 | 0.9395 |
| No log        | 0.3301 | 34   | 0.6300          | 0.4151  | 0.6300 | 0.7937 |
| No log        | 0.3495 | 36   | 0.5277          | 0.4076  | 0.5277 | 0.7264 |
| No log        | 0.3689 | 38   | 0.4987          | 0.3775  | 0.4987 | 0.7062 |
| No log        | 0.3883 | 40   | 0.4907          | 0.3775  | 0.4907 | 0.7005 |
| No log        | 0.4078 | 42   | 0.5209          | 0.4719  | 0.5209 | 0.7217 |
| No log        | 0.4272 | 44   | 0.6627          | 0.4930  | 0.6627 | 0.8141 |
| No log        | 0.4466 | 46   | 0.5848          | 0.4837  | 0.5848 | 0.7647 |
| No log        | 0.4660 | 48   | 0.4946          | 0.4153  | 0.4946 | 0.7033 |
| No log        | 0.4854 | 50   | 0.5057          | 0.3956  | 0.5057 | 0.7111 |
| No log        | 0.5049 | 52   | 0.4970          | 0.3647  | 0.4970 | 0.7050 |
| No log        | 0.5243 | 54   | 0.4761          | 0.4414  | 0.4761 | 0.6900 |
| No log        | 0.5437 | 56   | 0.4850          | 0.4348  | 0.4850 | 0.6964 |
| No log        | 0.5631 | 58   | 0.4737          | 0.4680  | 0.4737 | 0.6882 |
| No log        | 0.5825 | 60   | 0.4631          | 0.4253  | 0.4631 | 0.6805 |
| No log        | 0.6019 | 62   | 0.5463          | 0.4371  | 0.5463 | 0.7391 |
| No log        | 0.6214 | 64   | 0.6624          | 0.4682  | 0.6624 | 0.8139 |
| No log        | 0.6408 | 66   | 0.6425          | 0.4356  | 0.6425 | 0.8016 |
| No log        | 0.6602 | 68   | 0.5796          | 0.4475  | 0.5796 | 0.7613 |
| No log        | 0.6796 | 70   | 0.5635          | 0.4484  | 0.5635 | 0.7507 |
| No log        | 0.6990 | 72   | 0.5222          | 0.4733  | 0.5222 | 0.7227 |
| No log        | 0.7184 | 74   | 0.4830          | 0.4703  | 0.4830 | 0.6950 |
| No log        | 0.7379 | 76   | 0.5148          | 0.4406  | 0.5148 | 0.7175 |
| No log        | 0.7573 | 78   | 0.4489          | 0.4644  | 0.4489 | 0.6700 |
| No log        | 0.7767 | 80   | 0.5993          | 0.4263  | 0.5993 | 0.7742 |
| No log        | 0.7961 | 82   | 0.7923          | 0.2537  | 0.7923 | 0.8901 |
| No log        | 0.8155 | 84   | 0.5845          | 0.3838  | 0.5845 | 0.7646 |
| No log        | 0.8350 | 86   | 0.4368          | 0.4636  | 0.4368 | 0.6609 |
| No log        | 0.8544 | 88   | 0.5442          | 0.3859  | 0.5442 | 0.7377 |
| No log        | 0.8738 | 90   | 0.6605          | 0.3923  | 0.6605 | 0.8127 |
| No log        | 0.8932 | 92   | 0.6395          | 0.4318  | 0.6395 | 0.7997 |
| No log        | 0.9126 | 94   | 0.5377          | 0.4817  | 0.5377 | 0.7333 |
| No log        | 0.9320 | 96   | 0.4842          | 0.5398  | 0.4842 | 0.6958 |
| No log        | 0.9515 | 98   | 0.5684          | 0.5387  | 0.5684 | 0.7539 |
| No log        | 0.9709 | 100  | 0.5324          | 0.5644  | 0.5324 | 0.7296 |
| No log        | 0.9903 | 102  | 0.5399          | 0.4951  | 0.5399 | 0.7348 |
| No log        | 1.0097 | 104  | 0.6307          | 0.4974  | 0.6307 | 0.7942 |
| No log        | 1.0291 | 106  | 0.6565          | 0.4373  | 0.6565 | 0.8102 |
| No log        | 1.0485 | 108  | 0.5517          | 0.4831  | 0.5517 | 0.7428 |
| No log        | 1.0680 | 110  | 0.4504          | 0.4035  | 0.4504 | 0.6711 |
| No log        | 1.0874 | 112  | 0.4415          | 0.4377  | 0.4415 | 0.6644 |
| No log        | 1.1068 | 114  | 0.4695          | 0.4446  | 0.4695 | 0.6852 |
| No log        | 1.1262 | 116  | 0.4827          | 0.4244  | 0.4827 | 0.6947 |
| No log        | 1.1456 | 118  | 0.4449          | 0.4145  | 0.4449 | 0.6670 |
| No log        | 1.1650 | 120  | 0.4735          | 0.3947  | 0.4735 | 0.6881 |
| No log        | 1.1845 | 122  | 0.5339          | 0.3917  | 0.5339 | 0.7307 |
| No log        | 1.2039 | 124  | 0.4708          | 0.4471  | 0.4708 | 0.6861 |
| No log        | 1.2233 | 126  | 0.4258          | 0.4544  | 0.4258 | 0.6526 |
| No log        | 1.2427 | 128  | 0.4233          | 0.4544  | 0.4233 | 0.6506 |
| No log        | 1.2621 | 130  | 0.4216          | 0.4304  | 0.4216 | 0.6493 |
| No log        | 1.2816 | 132  | 0.4189          | 0.4502  | 0.4189 | 0.6472 |
| No log        | 1.3010 | 134  | 0.4417          | 0.5126  | 0.4417 | 0.6646 |
| No log        | 1.3204 | 136  | 0.4611          | 0.5266  | 0.4611 | 0.6790 |
| No log        | 1.3398 | 138  | 0.4548          | 0.5452  | 0.4548 | 0.6744 |
| No log        | 1.3592 | 140  | 0.4779          | 0.5516  | 0.4779 | 0.6913 |
| No log        | 1.3786 | 142  | 0.5195          | 0.5527  | 0.5195 | 0.7208 |
| No log        | 1.3981 | 144  | 0.5299          | 0.5352  | 0.5299 | 0.7279 |
| No log        | 1.4175 | 146  | 0.5759          | 0.4488  | 0.5759 | 0.7589 |
| No log        | 1.4369 | 148  | 0.5633          | 0.3705  | 0.5633 | 0.7505 |
| No log        | 1.4563 | 150  | 0.5511          | 0.3580  | 0.5511 | 0.7424 |
| No log        | 1.4757 | 152  | 0.5030          | 0.3843  | 0.5030 | 0.7092 |
| No log        | 1.4951 | 154  | 0.4557          | 0.4487  | 0.4557 | 0.6751 |
| No log        | 1.5146 | 156  | 0.4829          | 0.4344  | 0.4829 | 0.6949 |
| No log        | 1.5340 | 158  | 0.5795          | 0.4219  | 0.5795 | 0.7612 |
| No log        | 1.5534 | 160  | 0.5534          | 0.4306  | 0.5534 | 0.7439 |
| No log        | 1.5728 | 162  | 0.4541          | 0.4613  | 0.4541 | 0.6739 |
| No log        | 1.5922 | 164  | 0.4699          | 0.4983  | 0.4699 | 0.6855 |
| No log        | 1.6117 | 166  | 0.5822          | 0.4998  | 0.5822 | 0.7630 |
| No log        | 1.6311 | 168  | 0.5889          | 0.4978  | 0.5889 | 0.7674 |
| No log        | 1.6505 | 170  | 0.5166          | 0.4880  | 0.5166 | 0.7188 |
| No log        | 1.6699 | 172  | 0.4681          | 0.5547  | 0.4681 | 0.6842 |
| No log        | 1.6893 | 174  | 0.4701          | 0.5691  | 0.4701 | 0.6857 |
| No log        | 1.7087 | 176  | 0.4727          | 0.5996  | 0.4727 | 0.6875 |
| No log        | 1.7282 | 178  | 0.4695          | 0.6129  | 0.4695 | 0.6852 |
| No log        | 1.7476 | 180  | 0.4766          | 0.6269  | 0.4766 | 0.6904 |
| No log        | 1.7670 | 182  | 0.4926          | 0.6311  | 0.4926 | 0.7019 |
| No log        | 1.7864 | 184  | 0.4927          | 0.5933  | 0.4927 | 0.7019 |
| No log        | 1.8058 | 186  | 0.4529          | 0.5788  | 0.4529 | 0.6729 |
| No log        | 1.8252 | 188  | 0.4714          | 0.5221  | 0.4714 | 0.6866 |
| No log        | 1.8447 | 190  | 0.4640          | 0.5027  | 0.4640 | 0.6811 |
| No log        | 1.8641 | 192  | 0.4228          | 0.5794  | 0.4228 | 0.6502 |
| No log        | 1.8835 | 194  | 0.3998          | 0.6024  | 0.3998 | 0.6323 |
| No log        | 1.9029 | 196  | 0.4182          | 0.6238  | 0.4182 | 0.6467 |
| No log        | 1.9223 | 198  | 0.5687          | 0.5276  | 0.5687 | 0.7541 |
| No log        | 1.9417 | 200  | 0.6902          | 0.4773  | 0.6902 | 0.8308 |
| No log        | 1.9612 | 202  | 0.5733          | 0.5553  | 0.5733 | 0.7571 |
| No log        | 1.9806 | 204  | 0.4762          | 0.5555  | 0.4762 | 0.6901 |
| No log        | 2.0    | 206  | 0.5390          | 0.5424  | 0.5390 | 0.7342 |
| No log        | 2.0194 | 208  | 0.5248          | 0.5261  | 0.5248 | 0.7244 |
| No log        | 2.0388 | 210  | 0.5668          | 0.5210  | 0.5668 | 0.7528 |
| No log        | 2.0583 | 212  | 0.7687          | 0.4990  | 0.7687 | 0.8767 |
| No log        | 2.0777 | 214  | 0.7288          | 0.4595  | 0.7288 | 0.8537 |
| No log        | 2.0971 | 216  | 0.6527          | 0.4608  | 0.6527 | 0.8079 |
| No log        | 2.1165 | 218  | 0.5186          | 0.5399  | 0.5186 | 0.7201 |
| No log        | 2.1359 | 220  | 0.4255          | 0.5966  | 0.4255 | 0.6523 |
| No log        | 2.1553 | 222  | 0.4087          | 0.6089  | 0.4087 | 0.6393 |
| No log        | 2.1748 | 224  | 0.4461          | 0.6179  | 0.4461 | 0.6679 |
| No log        | 2.1942 | 226  | 0.5835          | 0.5564  | 0.5835 | 0.7639 |
| No log        | 2.2136 | 228  | 0.6898          | 0.4969  | 0.6898 | 0.8305 |
| No log        | 2.2330 | 230  | 0.6877          | 0.4894  | 0.6877 | 0.8293 |
| No log        | 2.2524 | 232  | 0.6078          | 0.5091  | 0.6078 | 0.7796 |
| No log        | 2.2718 | 234  | 0.4936          | 0.5814  | 0.4936 | 0.7026 |
| No log        | 2.2913 | 236  | 0.4548          | 0.5376  | 0.4548 | 0.6744 |
| No log        | 2.3107 | 238  | 0.4416          | 0.5239  | 0.4416 | 0.6645 |
| No log        | 2.3301 | 240  | 0.4282          | 0.5340  | 0.4282 | 0.6544 |
| No log        | 2.3495 | 242  | 0.4190          | 0.4673  | 0.4190 | 0.6473 |
| No log        | 2.3689 | 244  | 0.4204          | 0.4541  | 0.4204 | 0.6484 |
| No log        | 2.3883 | 246  | 0.4246          | 0.5027  | 0.4246 | 0.6516 |
| No log        | 2.4078 | 248  | 0.4143          | 0.5087  | 0.4143 | 0.6436 |
| No log        | 2.4272 | 250  | 0.4247          | 0.5340  | 0.4247 | 0.6517 |
| No log        | 2.4466 | 252  | 0.4552          | 0.5646  | 0.4552 | 0.6747 |
| No log        | 2.4660 | 254  | 0.4527          | 0.5948  | 0.4527 | 0.6729 |
| No log        | 2.4854 | 256  | 0.4429          | 0.6024  | 0.4429 | 0.6655 |
| No log        | 2.5049 | 258  | 0.4387          | 0.6136  | 0.4387 | 0.6623 |
| No log        | 2.5243 | 260  | 0.4425          | 0.6447  | 0.4425 | 0.6652 |
| No log        | 2.5437 | 262  | 0.4825          | 0.5962  | 0.4825 | 0.6947 |
| No log        | 2.5631 | 264  | 0.5852          | 0.5013  | 0.5852 | 0.7650 |
| No log        | 2.5825 | 266  | 0.5223          | 0.5628  | 0.5223 | 0.7227 |
| No log        | 2.6019 | 268  | 0.3965          | 0.6302  | 0.3965 | 0.6297 |
| No log        | 2.6214 | 270  | 0.4111          | 0.5781  | 0.4111 | 0.6412 |
| No log        | 2.6408 | 272  | 0.4112          | 0.5732  | 0.4112 | 0.6413 |
| No log        | 2.6602 | 274  | 0.3771          | 0.6417  | 0.3771 | 0.6140 |
| No log        | 2.6796 | 276  | 0.4028          | 0.6486  | 0.4028 | 0.6347 |
| No log        | 2.6990 | 278  | 0.5933          | 0.5340  | 0.5933 | 0.7703 |
| No log        | 2.7184 | 280  | 0.7559          | 0.4450  | 0.7559 | 0.8694 |
| No log        | 2.7379 | 282  | 0.7006          | 0.4967  | 0.7006 | 0.8370 |
| No log        | 2.7573 | 284  | 0.5110          | 0.5955  | 0.5110 | 0.7148 |
| No log        | 2.7767 | 286  | 0.4190          | 0.6374  | 0.4190 | 0.6473 |
| No log        | 2.7961 | 288  | 0.4044          | 0.6259  | 0.4044 | 0.6359 |
| No log        | 2.8155 | 290  | 0.4486          | 0.5948  | 0.4486 | 0.6698 |
| No log        | 2.8350 | 292  | 0.5414          | 0.5650  | 0.5414 | 0.7358 |
| No log        | 2.8544 | 294  | 0.4599          | 0.5687  | 0.4599 | 0.6782 |
| No log        | 2.8738 | 296  | 0.4308          | 0.6025  | 0.4308 | 0.6564 |
| No log        | 2.8932 | 298  | 0.4559          | 0.5677  | 0.4559 | 0.6752 |
| No log        | 2.9126 | 300  | 0.5492          | 0.5489  | 0.5492 | 0.7411 |
| No log        | 2.9320 | 302  | 0.6273          | 0.5186  | 0.6273 | 0.7920 |
| No log        | 2.9515 | 304  | 0.5376          | 0.5318  | 0.5376 | 0.7332 |
| No log        | 2.9709 | 306  | 0.4394          | 0.6143  | 0.4394 | 0.6629 |
| No log        | 2.9903 | 308  | 0.3633          | 0.6584  | 0.3633 | 0.6027 |
| No log        | 3.0097 | 310  | 0.3788          | 0.5885  | 0.3788 | 0.6155 |
| No log        | 3.0291 | 312  | 0.3592          | 0.6769  | 0.3592 | 0.5993 |
| No log        | 3.0485 | 314  | 0.4566          | 0.5812  | 0.4566 | 0.6757 |
| No log        | 3.0680 | 316  | 0.5107          | 0.5589  | 0.5107 | 0.7146 |
| No log        | 3.0874 | 318  | 0.5050          | 0.5785  | 0.5050 | 0.7107 |
| No log        | 3.1068 | 320  | 0.5074          | 0.5996  | 0.5074 | 0.7123 |
| No log        | 3.1262 | 322  | 0.5726          | 0.5631  | 0.5726 | 0.7567 |
| No log        | 3.1456 | 324  | 0.5228          | 0.5996  | 0.5228 | 0.7230 |
| No log        | 3.1650 | 326  | 0.4275          | 0.6489  | 0.4275 | 0.6538 |
| No log        | 3.1845 | 328  | 0.3925          | 0.6606  | 0.3925 | 0.6265 |
| No log        | 3.2039 | 330  | 0.3680          | 0.6838  | 0.3680 | 0.6066 |
| No log        | 3.2233 | 332  | 0.4149          | 0.6445  | 0.4149 | 0.6441 |
| No log        | 3.2427 | 334  | 0.4998          | 0.5977  | 0.4998 | 0.7069 |
| No log        | 3.2621 | 336  | 0.4046          | 0.5966  | 0.4046 | 0.6361 |
| No log        | 3.2816 | 338  | 0.3572          | 0.6171  | 0.3572 | 0.5976 |
| No log        | 3.3010 | 340  | 0.3714          | 0.6205  | 0.3714 | 0.6094 |
| No log        | 3.3204 | 342  | 0.5143          | 0.6163  | 0.5143 | 0.7172 |
| No log        | 3.3398 | 344  | 0.5388          | 0.5720  | 0.5388 | 0.7341 |
| No log        | 3.3592 | 346  | 0.4437          | 0.6046  | 0.4437 | 0.6661 |
| No log        | 3.3786 | 348  | 0.4702          | 0.5931  | 0.4702 | 0.6857 |
| No log        | 3.3981 | 350  | 0.4573          | 0.5786  | 0.4573 | 0.6763 |
| No log        | 3.4175 | 352  | 0.4483          | 0.5747  | 0.4483 | 0.6696 |
| No log        | 3.4369 | 354  | 0.5090          | 0.5780  | 0.5090 | 0.7134 |
| No log        | 3.4563 | 356  | 0.4985          | 0.5616  | 0.4985 | 0.7061 |
| No log        | 3.4757 | 358  | 0.4105          | 0.6051  | 0.4105 | 0.6407 |
| No log        | 3.4951 | 360  | 0.3968          | 0.5844  | 0.3968 | 0.6299 |
| No log        | 3.5146 | 362  | 0.4265          | 0.5898  | 0.4265 | 0.6531 |
| No log        | 3.5340 | 364  | 0.5009          | 0.6021  | 0.5009 | 0.7077 |
| No log        | 3.5534 | 366  | 0.7859          | 0.4999  | 0.7859 | 0.8865 |
| No log        | 3.5728 | 368  | 0.8508          | 0.4872  | 0.8508 | 0.9224 |
| No log        | 3.5922 | 370  | 0.5711          | 0.5940  | 0.5711 | 0.7557 |
| No log        | 3.6117 | 372  | 0.4033          | 0.5951  | 0.4033 | 0.6351 |
| No log        | 3.6311 | 374  | 0.4023          | 0.5909  | 0.4023 | 0.6342 |
| No log        | 3.6505 | 376  | 0.4765          | 0.5705  | 0.4765 | 0.6903 |
| No log        | 3.6699 | 378  | 0.6173          | 0.5719  | 0.6173 | 0.7857 |
| No log        | 3.6893 | 380  | 0.5371          | 0.5849  | 0.5371 | 0.7329 |
| No log        | 3.7087 | 382  | 0.4636          | 0.5987  | 0.4636 | 0.6809 |
| No log        | 3.7282 | 384  | 0.4120          | 0.6049  | 0.4120 | 0.6418 |
| No log        | 3.7476 | 386  | 0.4674          | 0.6382  | 0.4674 | 0.6837 |
| No log        | 3.7670 | 388  | 0.6172          | 0.5680  | 0.6172 | 0.7857 |
| No log        | 3.7864 | 390  | 0.5964          | 0.5681  | 0.5964 | 0.7723 |
| No log        | 3.8058 | 392  | 0.4643          | 0.5847  | 0.4643 | 0.6814 |
| No log        | 3.8252 | 394  | 0.3582          | 0.6287  | 0.3582 | 0.5985 |
| No log        | 3.8447 | 396  | 0.3807          | 0.5864  | 0.3807 | 0.6170 |
| No log        | 3.8641 | 398  | 0.3737          | 0.5708  | 0.3737 | 0.6113 |
| No log        | 3.8835 | 400  | 0.3461          | 0.5974  | 0.3461 | 0.5883 |
| No log        | 3.9029 | 402  | 0.3537          | 0.6106  | 0.3537 | 0.5947 |
| No log        | 3.9223 | 404  | 0.3634          | 0.6529  | 0.3634 | 0.6028 |
| No log        | 3.9417 | 406  | 0.4039          | 0.6377  | 0.4039 | 0.6355 |
| No log        | 3.9612 | 408  | 0.5245          | 0.5645  | 0.5245 | 0.7242 |
| No log        | 3.9806 | 410  | 0.7394          | 0.4731  | 0.7394 | 0.8599 |
| No log        | 4.0    | 412  | 0.7637          | 0.4776  | 0.7637 | 0.8739 |
| No log        | 4.0194 | 414  | 0.5148          | 0.5878  | 0.5148 | 0.7175 |
| No log        | 4.0388 | 416  | 0.3557          | 0.6264  | 0.3557 | 0.5964 |
| No log        | 4.0583 | 418  | 0.4001          | 0.5931  | 0.4001 | 0.6326 |
| No log        | 4.0777 | 420  | 0.3765          | 0.6176  | 0.3765 | 0.6136 |
| No log        | 4.0971 | 422  | 0.4768          | 0.6527  | 0.4768 | 0.6905 |
| No log        | 4.1165 | 424  | 0.8213          | 0.4822  | 0.8213 | 0.9063 |
| No log        | 4.1359 | 426  | 1.0266          | 0.3799  | 1.0266 | 1.0132 |
| No log        | 4.1553 | 428  | 0.8241          | 0.4323  | 0.8241 | 0.9078 |
| No log        | 4.1748 | 430  | 0.4827          | 0.6048  | 0.4827 | 0.6948 |
| No log        | 4.1942 | 432  | 0.4044          | 0.5949  | 0.4044 | 0.6359 |
| No log        | 4.2136 | 434  | 0.4516          | 0.5718  | 0.4516 | 0.6720 |
| No log        | 4.2330 | 436  | 0.4913          | 0.5557  | 0.4913 | 0.7009 |
| No log        | 4.2524 | 438  | 0.5896          | 0.5477  | 0.5896 | 0.7679 |
| No log        | 4.2718 | 440  | 0.5218          | 0.5828  | 0.5218 | 0.7224 |
| No log        | 4.2913 | 442  | 0.4744          | 0.5882  | 0.4744 | 0.6888 |
| No log        | 4.3107 | 444  | 0.4711          | 0.6237  | 0.4711 | 0.6863 |
| No log        | 4.3301 | 446  | 0.4556          | 0.6479  | 0.4556 | 0.6750 |
| No log        | 4.3495 | 448  | 0.4701          | 0.6278  | 0.4701 | 0.6857 |
| No log        | 4.3689 | 450  | 0.5758          | 0.5788  | 0.5758 | 0.7588 |
| No log        | 4.3883 | 452  | 0.4709          | 0.6108  | 0.4709 | 0.6862 |
| No log        | 4.4078 | 454  | 0.3403          | 0.6403  | 0.3403 | 0.5833 |
| No log        | 4.4272 | 456  | 0.3528          | 0.6364  | 0.3528 | 0.5940 |
| No log        | 4.4466 | 458  | 0.3448          | 0.6296  | 0.3448 | 0.5872 |
| No log        | 4.4660 | 460  | 0.3895          | 0.6652  | 0.3895 | 0.6241 |
| No log        | 4.4854 | 462  | 0.4183          | 0.6682  | 0.4183 | 0.6468 |
| No log        | 4.5049 | 464  | 0.4130          | 0.6710  | 0.4130 | 0.6426 |
| No log        | 4.5243 | 466  | 0.3865          | 0.6639  | 0.3865 | 0.6217 |
| No log        | 4.5437 | 468  | 0.4159          | 0.6468  | 0.4159 | 0.6449 |
| No log        | 4.5631 | 470  | 0.5454          | 0.6164  | 0.5454 | 0.7385 |
| No log        | 4.5825 | 472  | 0.5509          | 0.6086  | 0.5509 | 0.7422 |
| No log        | 4.6019 | 474  | 0.4547          | 0.6084  | 0.4547 | 0.6743 |
| No log        | 4.6214 | 476  | 0.4032          | 0.6348  | 0.4032 | 0.6350 |
| No log        | 4.6408 | 478  | 0.4548          | 0.6445  | 0.4548 | 0.6744 |
| No log        | 4.6602 | 480  | 0.7758          | 0.4733  | 0.7758 | 0.8808 |
| No log        | 4.6796 | 482  | 1.0850          | 0.4193  | 1.0850 | 1.0416 |
| No log        | 4.6990 | 484  | 0.9325          | 0.4602  | 0.9325 | 0.9656 |
| No log        | 4.7184 | 486  | 0.6373          | 0.5362  | 0.6373 | 0.7983 |
| No log        | 4.7379 | 488  | 0.5168          | 0.5481  | 0.5168 | 0.7189 |
| No log        | 4.7573 | 490  | 0.5178          | 0.5592  | 0.5178 | 0.7196 |
| No log        | 4.7767 | 492  | 0.4968          | 0.5860  | 0.4968 | 0.7049 |
| No log        | 4.7961 | 494  | 0.4556          | 0.5677  | 0.4556 | 0.6750 |
| No log        | 4.8155 | 496  | 0.4081          | 0.5432  | 0.4081 | 0.6388 |
| No log        | 4.8350 | 498  | 0.3837          | 0.5788  | 0.3837 | 0.6194 |
| 0.5115        | 4.8544 | 500  | 0.4003          | 0.5411  | 0.4003 | 0.6327 |
| 0.5115        | 4.8738 | 502  | 0.4631          | 0.5547  | 0.4631 | 0.6805 |
| 0.5115        | 4.8932 | 504  | 0.5334          | 0.5562  | 0.5334 | 0.7304 |
| 0.5115        | 4.9126 | 506  | 0.4393          | 0.5941  | 0.4393 | 0.6628 |
| 0.5115        | 4.9320 | 508  | 0.4199          | 0.6006  | 0.4199 | 0.6480 |
| 0.5115        | 4.9515 | 510  | 0.4419          | 0.5781  | 0.4419 | 0.6648 |
| 0.5115        | 4.9709 | 512  | 0.4546          | 0.5897  | 0.4546 | 0.6742 |
| 0.5115        | 4.9903 | 514  | 0.4827          | 0.5908  | 0.4827 | 0.6948 |
| 0.5115        | 5.0097 | 516  | 0.5936          | 0.5579  | 0.5936 | 0.7705 |
| 0.5115        | 5.0291 | 518  | 0.5390          | 0.5836  | 0.5390 | 0.7341 |
| 0.5115        | 5.0485 | 520  | 0.4528          | 0.6117  | 0.4528 | 0.6729 |
| 0.5115        | 5.0680 | 522  | 0.4601          | 0.6044  | 0.4601 | 0.6783 |
| 0.5115        | 5.0874 | 524  | 0.5758          | 0.5850  | 0.5758 | 0.7588 |
| 0.5115        | 5.1068 | 526  | 0.8183          | 0.5129  | 0.8183 | 0.9046 |
| 0.5115        | 5.1262 | 528  | 0.7526          | 0.5311  | 0.7526 | 0.8675 |
| 0.5115        | 5.1456 | 530  | 0.6069          | 0.5409  | 0.6069 | 0.7790 |
| 0.5115        | 5.1650 | 532  | 0.4692          | 0.5816  | 0.4692 | 0.6850 |
| 0.5115        | 5.1845 | 534  | 0.3892          | 0.5983  | 0.3892 | 0.6239 |
| 0.5115        | 5.2039 | 536  | 0.3769          | 0.6027  | 0.3769 | 0.6139 |
| 0.5115        | 5.2233 | 538  | 0.3577          | 0.6112  | 0.3577 | 0.5981 |
| 0.5115        | 5.2427 | 540  | 0.3518          | 0.5996  | 0.3518 | 0.5932 |
| 0.5115        | 5.2621 | 542  | 0.3824          | 0.6280  | 0.3824 | 0.6184 |
| 0.5115        | 5.2816 | 544  | 0.4423          | 0.6042  | 0.4423 | 0.6650 |
| 0.5115        | 5.3010 | 546  | 0.6329          | 0.5375  | 0.6329 | 0.7956 |
| 0.5115        | 5.3204 | 548  | 0.6813          | 0.5300  | 0.6813 | 0.8254 |
| 0.5115        | 5.3398 | 550  | 0.5191          | 0.6048  | 0.5191 | 0.7205 |
| 0.5115        | 5.3592 | 552  | 0.4380          | 0.6549  | 0.4380 | 0.6619 |
| 0.5115        | 5.3786 | 554  | 0.4084          | 0.6028  | 0.4084 | 0.6391 |
| 0.5115        | 5.3981 | 556  | 0.4115          | 0.5953  | 0.4115 | 0.6415 |
| 0.5115        | 5.4175 | 558  | 0.4102          | 0.5722  | 0.4102 | 0.6405 |
| 0.5115        | 5.4369 | 560  | 0.4030          | 0.5859  | 0.4030 | 0.6349 |
| 0.5115        | 5.4563 | 562  | 0.4039          | 0.6158  | 0.4039 | 0.6355 |
| 0.5115        | 5.4757 | 564  | 0.3768          | 0.5879  | 0.3768 | 0.6138 |
| 0.5115        | 5.4951 | 566  | 0.3704          | 0.5869  | 0.3704 | 0.6086 |
| 0.5115        | 5.5146 | 568  | 0.3912          | 0.6030  | 0.3912 | 0.6254 |
| 0.5115        | 5.5340 | 570  | 0.4386          | 0.5993  | 0.4386 | 0.6623 |
| 0.5115        | 5.5534 | 572  | 0.6797          | 0.5565  | 0.6797 | 0.8244 |
| 0.5115        | 5.5728 | 574  | 0.8181          | 0.4966  | 0.8181 | 0.9045 |
| 0.5115        | 5.5922 | 576  | 0.6598          | 0.5634  | 0.6598 | 0.8123 |
| 0.5115        | 5.6117 | 578  | 0.5045          | 0.6010  | 0.5045 | 0.7103 |
| 0.5115        | 5.6311 | 580  | 0.4974          | 0.6118  | 0.4974 | 0.7053 |
| 0.5115        | 5.6505 | 582  | 0.4594          | 0.5939  | 0.4594 | 0.6778 |
| 0.5115        | 5.6699 | 584  | 0.4586          | 0.6098  | 0.4586 | 0.6772 |
| 0.5115        | 5.6893 | 586  | 0.4911          | 0.5900  | 0.4911 | 0.7008 |
| 0.5115        | 5.7087 | 588  | 0.4495          | 0.6023  | 0.4495 | 0.6705 |
| 0.5115        | 5.7282 | 590  | 0.4326          | 0.5902  | 0.4326 | 0.6577 |
| 0.5115        | 5.7476 | 592  | 0.4621          | 0.6031  | 0.4621 | 0.6798 |
| 0.5115        | 5.7670 | 594  | 0.4257          | 0.5932  | 0.4257 | 0.6524 |
| 0.5115        | 5.7864 | 596  | 0.4372          | 0.6069  | 0.4372 | 0.6612 |
| 0.5115        | 5.8058 | 598  | 0.4923          | 0.6007  | 0.4923 | 0.7016 |
| 0.5115        | 5.8252 | 600  | 0.5862          | 0.5608  | 0.5862 | 0.7657 |
| 0.5115        | 5.8447 | 602  | 0.5380          | 0.5815  | 0.5380 | 0.7335 |
| 0.5115        | 5.8641 | 604  | 0.5454          | 0.5889  | 0.5454 | 0.7385 |
| 0.5115        | 5.8835 | 606  | 0.5202          | 0.5704  | 0.5202 | 0.7212 |
| 0.5115        | 5.9029 | 608  | 0.6002          | 0.5340  | 0.6002 | 0.7748 |
| 0.5115        | 5.9223 | 610  | 0.5468          | 0.5218  | 0.5468 | 0.7394 |
| 0.5115        | 5.9417 | 612  | 0.4974          | 0.5562  | 0.4974 | 0.7052 |
| 0.5115        | 5.9612 | 614  | 0.4656          | 0.5887  | 0.4656 | 0.6824 |
| 0.5115        | 5.9806 | 616  | 0.4518          | 0.5830  | 0.4518 | 0.6722 |
| 0.5115        | 6.0    | 618  | 0.5078          | 0.5462  | 0.5078 | 0.7126 |
| 0.5115        | 6.0194 | 620  | 0.7051          | 0.4803  | 0.7051 | 0.8397 |
| 0.5115        | 6.0388 | 622  | 0.8500          | 0.4461  | 0.8500 | 0.9219 |
| 0.5115        | 6.0583 | 624  | 0.7028          | 0.4794  | 0.7028 | 0.8383 |
| 0.5115        | 6.0777 | 626  | 0.4424          | 0.5955  | 0.4424 | 0.6651 |
| 0.5115        | 6.0971 | 628  | 0.3968          | 0.6322  | 0.3968 | 0.6299 |
| 0.5115        | 6.1165 | 630  | 0.4158          | 0.6399  | 0.4158 | 0.6448 |
| 0.5115        | 6.1359 | 632  | 0.5222          | 0.5664  | 0.5222 | 0.7226 |
| 0.5115        | 6.1553 | 634  | 0.5977          | 0.5331  | 0.5977 | 0.7731 |
| 0.5115        | 6.1748 | 636  | 0.6877          | 0.5358  | 0.6877 | 0.8293 |
| 0.5115        | 6.1942 | 638  | 0.6842          | 0.5488  | 0.6842 | 0.8272 |
| 0.5115        | 6.2136 | 640  | 0.4620          | 0.6035  | 0.4620 | 0.6797 |
| 0.5115        | 6.2330 | 642  | 0.4160          | 0.6091  | 0.4160 | 0.6450 |
| 0.5115        | 6.2524 | 644  | 0.4362          | 0.6065  | 0.4362 | 0.6604 |
| 0.5115        | 6.2718 | 646  | 0.4822          | 0.5687  | 0.4822 | 0.6944 |
| 0.5115        | 6.2913 | 648  | 0.4072          | 0.6017  | 0.4072 | 0.6381 |
| 0.5115        | 6.3107 | 650  | 0.4104          | 0.6098  | 0.4104 | 0.6406 |
| 0.5115        | 6.3301 | 652  | 0.5857          | 0.5764  | 0.5857 | 0.7653 |
| 0.5115        | 6.3495 | 654  | 0.7160          | 0.5367  | 0.7160 | 0.8462 |
| 0.5115        | 6.3689 | 656  | 0.6074          | 0.5868  | 0.6074 | 0.7794 |
| 0.5115        | 6.3883 | 658  | 0.4329          | 0.6050  | 0.4329 | 0.6580 |
| 0.5115        | 6.4078 | 660  | 0.4726          | 0.6113  | 0.4726 | 0.6875 |
| 0.5115        | 6.4272 | 662  | 0.4499          | 0.6033  | 0.4499 | 0.6707 |
| 0.5115        | 6.4466 | 664  | 0.6721          | 0.5916  | 0.6721 | 0.8198 |
| 0.5115        | 6.4660 | 666  | 0.8818          | 0.5245  | 0.8818 | 0.9390 |
| 0.5115        | 6.4854 | 668  | 0.7006          | 0.5345  | 0.7006 | 0.8370 |
| 0.5115        | 6.5049 | 670  | 0.4697          | 0.5731  | 0.4697 | 0.6854 |
| 0.5115        | 6.5243 | 672  | 0.4002          | 0.6006  | 0.4002 | 0.6326 |
| 0.5115        | 6.5437 | 674  | 0.3867          | 0.5812  | 0.3867 | 0.6219 |
| 0.5115        | 6.5631 | 676  | 0.4245          | 0.5810  | 0.4245 | 0.6515 |
| 0.5115        | 6.5825 | 678  | 0.5301          | 0.5259  | 0.5301 | 0.7281 |
| 0.5115        | 6.6019 | 680  | 0.5653          | 0.5411  | 0.5653 | 0.7519 |
| 0.5115        | 6.6214 | 682  | 0.5574          | 0.5525  | 0.5574 | 0.7466 |
| 0.5115        | 6.6408 | 684  | 0.5218          | 0.6181  | 0.5218 | 0.7223 |
| 0.5115        | 6.6602 | 686  | 0.4518          | 0.6182  | 0.4518 | 0.6722 |
| 0.5115        | 6.6796 | 688  | 0.4280          | 0.6049  | 0.4280 | 0.6542 |
| 0.5115        | 6.6990 | 690  | 0.4561          | 0.6126  | 0.4561 | 0.6753 |
| 0.5115        | 6.7184 | 692  | 0.5108          | 0.5749  | 0.5108 | 0.7147 |
| 0.5115        | 6.7379 | 694  | 0.5879          | 0.5449  | 0.5879 | 0.7668 |
| 0.5115        | 6.7573 | 696  | 0.5645          | 0.5712  | 0.5645 | 0.7513 |
| 0.5115        | 6.7767 | 698  | 0.4802          | 0.5805  | 0.4802 | 0.6929 |
| 0.5115        | 6.7961 | 700  | 0.4487          | 0.5912  | 0.4487 | 0.6698 |
| 0.5115        | 6.8155 | 702  | 0.5258          | 0.5588  | 0.5258 | 0.7251 |
| 0.5115        | 6.8350 | 704  | 0.5683          | 0.5430  | 0.5683 | 0.7538 |
| 0.5115        | 6.8544 | 706  | 0.6200          | 0.5307  | 0.6200 | 0.7874 |
| 0.5115        | 6.8738 | 708  | 0.5301          | 0.5674  | 0.5301 | 0.7281 |
| 0.5115        | 6.8932 | 710  | 0.5080          | 0.5739  | 0.5080 | 0.7127 |
| 0.5115        | 6.9126 | 712  | 0.6302          | 0.5381  | 0.6302 | 0.7938 |
| 0.5115        | 6.9320 | 714  | 0.8319          | 0.4641  | 0.8319 | 0.9121 |
| 0.5115        | 6.9515 | 716  | 0.7997          | 0.5038  | 0.7997 | 0.8942 |
| 0.5115        | 6.9709 | 718  | 0.6363          | 0.5528  | 0.6363 | 0.7977 |
| 0.5115        | 6.9903 | 720  | 0.4597          | 0.5751  | 0.4597 | 0.6780 |
| 0.5115        | 7.0097 | 722  | 0.4175          | 0.5898  | 0.4175 | 0.6462 |
| 0.5115        | 7.0291 | 724  | 0.3881          | 0.5875  | 0.3881 | 0.6230 |
| 0.5115        | 7.0485 | 726  | 0.4515          | 0.5573  | 0.4515 | 0.6719 |
| 0.5115        | 7.0680 | 728  | 0.6428          | 0.5068  | 0.6428 | 0.8017 |
| 0.5115        | 7.0874 | 730  | 0.7617          | 0.4573  | 0.7617 | 0.8728 |
| 0.5115        | 7.1068 | 732  | 0.6540          | 0.5211  | 0.6540 | 0.8087 |
| 0.5115        | 7.1262 | 734  | 0.4518          | 0.6067  | 0.4518 | 0.6722 |
| 0.5115        | 7.1456 | 736  | 0.3955          | 0.6130  | 0.3955 | 0.6289 |
| 0.5115        | 7.1650 | 738  | 0.4533          | 0.5802  | 0.4533 | 0.6733 |
| 0.5115        | 7.1845 | 740  | 0.4130          | 0.5971  | 0.4130 | 0.6427 |
| 0.5115        | 7.2039 | 742  | 0.4467          | 0.6374  | 0.4467 | 0.6683 |
| 0.5115        | 7.2233 | 744  | 0.7139          | 0.5326  | 0.7139 | 0.8449 |
| 0.5115        | 7.2427 | 746  | 0.7641          | 0.5197  | 0.7641 | 0.8741 |
| 0.5115        | 7.2621 | 748  | 0.5809          | 0.5412  | 0.5809 | 0.7622 |
| 0.5115        | 7.2816 | 750  | 0.4169          | 0.6034  | 0.4169 | 0.6457 |
| 0.5115        | 7.3010 | 752  | 0.3838          | 0.6060  | 0.3838 | 0.6195 |
| 0.5115        | 7.3204 | 754  | 0.3949          | 0.6031  | 0.3949 | 0.6284 |
| 0.5115        | 7.3398 | 756  | 0.4564          | 0.5873  | 0.4564 | 0.6756 |
| 0.5115        | 7.3592 | 758  | 0.5781          | 0.5401  | 0.5781 | 0.7603 |
| 0.5115        | 7.3786 | 760  | 0.6824          | 0.5250  | 0.6824 | 0.8260 |
| 0.5115        | 7.3981 | 762  | 0.6771          | 0.5441  | 0.6771 | 0.8228 |
| 0.5115        | 7.4175 | 764  | 0.6242          | 0.5422  | 0.6242 | 0.7901 |
| 0.5115        | 7.4369 | 766  | 0.5950          | 0.5614  | 0.5950 | 0.7713 |
| 0.5115        | 7.4563 | 768  | 0.7170          | 0.5343  | 0.7170 | 0.8468 |
| 0.5115        | 7.4757 | 770  | 0.7155          | 0.5264  | 0.7155 | 0.8459 |
| 0.5115        | 7.4951 | 772  | 0.5187          | 0.5629  | 0.5187 | 0.7202 |
| 0.5115        | 7.5146 | 774  | 0.4451          | 0.6031  | 0.4451 | 0.6672 |
| 0.5115        | 7.5340 | 776  | 0.5265          | 0.5791  | 0.5265 | 0.7256 |
| 0.5115        | 7.5534 | 778  | 0.7094          | 0.5307  | 0.7094 | 0.8422 |
| 0.5115        | 7.5728 | 780  | 0.7516          | 0.5327  | 0.7516 | 0.8669 |
| 0.5115        | 7.5922 | 782  | 0.5858          | 0.5950  | 0.5858 | 0.7654 |
| 0.5115        | 7.6117 | 784  | 0.5069          | 0.6252  | 0.5069 | 0.7119 |
| 0.5115        | 7.6311 | 786  | 0.4917          | 0.6172  | 0.4917 | 0.7012 |
| 0.5115        | 7.6505 | 788  | 0.5081          | 0.6144  | 0.5081 | 0.7128 |
| 0.5115        | 7.6699 | 790  | 0.5747          | 0.5543  | 0.5747 | 0.7581 |
| 0.5115        | 7.6893 | 792  | 0.5962          | 0.5543  | 0.5962 | 0.7722 |
| 0.5115        | 7.7087 | 794  | 0.4627          | 0.5564  | 0.4627 | 0.6802 |
| 0.5115        | 7.7282 | 796  | 0.4119          | 0.5825  | 0.4119 | 0.6418 |
| 0.5115        | 7.7476 | 798  | 0.4256          | 0.6115  | 0.4256 | 0.6524 |
| 0.5115        | 7.7670 | 800  | 0.5148          | 0.5394  | 0.5148 | 0.7175 |
| 0.5115        | 7.7864 | 802  | 0.6319          | 0.5487  | 0.6319 | 0.7949 |
| 0.5115        | 7.8058 | 804  | 0.6129          | 0.5569  | 0.6129 | 0.7829 |
| 0.5115        | 7.8252 | 806  | 0.4796          | 0.5658  | 0.4796 | 0.6926 |
| 0.5115        | 7.8447 | 808  | 0.4071          | 0.5971  | 0.4071 | 0.6380 |
| 0.5115        | 7.8641 | 810  | 0.3858          | 0.6174  | 0.3858 | 0.6211 |
| 0.5115        | 7.8835 | 812  | 0.3806          | 0.5956  | 0.3806 | 0.6169 |
| 0.5115        | 7.9029 | 814  | 0.4711          | 0.5800  | 0.4711 | 0.6864 |
| 0.5115        | 7.9223 | 816  | 0.6355          | 0.5401  | 0.6355 | 0.7972 |
| 0.5115        | 7.9417 | 818  | 0.5802          | 0.5516  | 0.5802 | 0.7617 |
| 0.5115        | 7.9612 | 820  | 0.4144          | 0.6048  | 0.4144 | 0.6438 |
| 0.5115        | 7.9806 | 822  | 0.3665          | 0.5710  | 0.3665 | 0.6054 |
| 0.5115        | 8.0    | 824  | 0.3786          | 0.5673  | 0.3786 | 0.6153 |
| 0.5115        | 8.0194 | 826  | 0.3847          | 0.6057  | 0.3847 | 0.6202 |
| 0.5115        | 8.0388 | 828  | 0.5141          | 0.6002  | 0.5141 | 0.7170 |
| 0.5115        | 8.0583 | 830  | 0.6442          | 0.5315  | 0.6442 | 0.8026 |
| 0.5115        | 8.0777 | 832  | 0.5767          | 0.5775  | 0.5767 | 0.7594 |
| 0.5115        | 8.0971 | 834  | 0.4958          | 0.5887  | 0.4958 | 0.7041 |
| 0.5115        | 8.1165 | 836  | 0.4533          | 0.5910  | 0.4533 | 0.6733 |
| 0.5115        | 8.1359 | 838  | 0.4458          | 0.5926  | 0.4458 | 0.6677 |
| 0.5115        | 8.1553 | 840  | 0.4356          | 0.5980  | 0.4356 | 0.6600 |
| 0.5115        | 8.1748 | 842  | 0.4462          | 0.6027  | 0.4462 | 0.6680 |
| 0.5115        | 8.1942 | 844  | 0.4503          | 0.6036  | 0.4503 | 0.6710 |
| 0.5115        | 8.2136 | 846  | 0.5397          | 0.5827  | 0.5397 | 0.7347 |
| 0.5115        | 8.2330 | 848  | 0.5493          | 0.5960  | 0.5493 | 0.7411 |
| 0.5115        | 8.2524 | 850  | 0.5815          | 0.6061  | 0.5815 | 0.7626 |
| 0.5115        | 8.2718 | 852  | 0.5227          | 0.6193  | 0.5227 | 0.7230 |
| 0.5115        | 8.2913 | 854  | 0.4501          | 0.6391  | 0.4501 | 0.6709 |
| 0.5115        | 8.3107 | 856  | 0.4211          | 0.6465  | 0.4211 | 0.6489 |
| 0.5115        | 8.3301 | 858  | 0.4675          | 0.6118  | 0.4675 | 0.6837 |
| 0.5115        | 8.3495 | 860  | 0.4833          | 0.6175  | 0.4833 | 0.6952 |
| 0.5115        | 8.3689 | 862  | 0.5115          | 0.6019  | 0.5115 | 0.7152 |
| 0.5115        | 8.3883 | 864  | 0.5260          | 0.6033  | 0.5260 | 0.7253 |
| 0.5115        | 8.4078 | 866  | 0.4626          | 0.6024  | 0.4626 | 0.6801 |
| 0.5115        | 8.4272 | 868  | 0.4350          | 0.6284  | 0.4350 | 0.6595 |
| 0.5115        | 8.4466 | 870  | 0.4250          | 0.6261  | 0.4250 | 0.6519 |
| 0.5115        | 8.4660 | 872  | 0.4474          | 0.6357  | 0.4474 | 0.6689 |
| 0.5115        | 8.4854 | 874  | 0.5195          | 0.6008  | 0.5195 | 0.7207 |
| 0.5115        | 8.5049 | 876  | 0.6338          | 0.5765  | 0.6338 | 0.7961 |
| 0.5115        | 8.5243 | 878  | 0.6414          | 0.5746  | 0.6414 | 0.8009 |
| 0.5115        | 8.5437 | 880  | 0.5934          | 0.5707  | 0.5934 | 0.7703 |
| 0.5115        | 8.5631 | 882  | 0.4409          | 0.6284  | 0.4409 | 0.6640 |
| 0.5115        | 8.5825 | 884  | 0.3916          | 0.6215  | 0.3916 | 0.6258 |
| 0.5115        | 8.6019 | 886  | 0.3781          | 0.6147  | 0.3781 | 0.6149 |
| 0.5115        | 8.6214 | 888  | 0.3912          | 0.6236  | 0.3912 | 0.6254 |
| 0.5115        | 8.6408 | 890  | 0.4362          | 0.6060  | 0.4362 | 0.6604 |
| 0.5115        | 8.6602 | 892  | 0.4493          | 0.6221  | 0.4493 | 0.6703 |
| 0.5115        | 8.6796 | 894  | 0.4555          | 0.6340  | 0.4555 | 0.6749 |
| 0.5115        | 8.6990 | 896  | 0.5226          | 0.5966  | 0.5226 | 0.7229 |
| 0.5115        | 8.7184 | 898  | 0.5779          | 0.5908  | 0.5779 | 0.7602 |
| 0.5115        | 8.7379 | 900  | 0.4910          | 0.5981  | 0.4910 | 0.7007 |
| 0.5115        | 8.7573 | 902  | 0.4269          | 0.6051  | 0.4269 | 0.6534 |
| 0.5115        | 8.7767 | 904  | 0.3918          | 0.6389  | 0.3918 | 0.6260 |
| 0.5115        | 8.7961 | 906  | 0.4173          | 0.6045  | 0.4173 | 0.6460 |
| 0.5115        | 8.8155 | 908  | 0.4273          | 0.6010  | 0.4273 | 0.6537 |
| 0.5115        | 8.8350 | 910  | 0.4057          | 0.6073  | 0.4057 | 0.6370 |
| 0.5115        | 8.8544 | 912  | 0.4221          | 0.6024  | 0.4221 | 0.6497 |
| 0.5115        | 8.8738 | 914  | 0.5375          | 0.5989  | 0.5375 | 0.7331 |
| 0.5115        | 8.8932 | 916  | 0.6362          | 0.5737  | 0.6362 | 0.7977 |
| 0.5115        | 8.9126 | 918  | 0.5755          | 0.5680  | 0.5755 | 0.7586 |
| 0.5115        | 8.9320 | 920  | 0.4662          | 0.5976  | 0.4662 | 0.6828 |
| 0.5115        | 8.9515 | 922  | 0.3862          | 0.6376  | 0.3862 | 0.6214 |
| 0.5115        | 8.9709 | 924  | 0.3815          | 0.6523  | 0.3815 | 0.6176 |
| 0.5115        | 8.9903 | 926  | 0.4325          | 0.6038  | 0.4325 | 0.6577 |
| 0.5115        | 9.0097 | 928  | 0.5323          | 0.5784  | 0.5323 | 0.7296 |
| 0.5115        | 9.0291 | 930  | 0.4747          | 0.5887  | 0.4747 | 0.6890 |
| 0.5115        | 9.0485 | 932  | 0.4233          | 0.6189  | 0.4233 | 0.6506 |
| 0.5115        | 9.0680 | 934  | 0.4508          | 0.5958  | 0.4508 | 0.6714 |
| 0.5115        | 9.0874 | 936  | 0.4938          | 0.5467  | 0.4938 | 0.7027 |
| 0.5115        | 9.1068 | 938  | 0.4847          | 0.5684  | 0.4847 | 0.6962 |
| 0.5115        | 9.1262 | 940  | 0.4079          | 0.6190  | 0.4079 | 0.6386 |
| 0.5115        | 9.1456 | 942  | 0.4070          | 0.6182  | 0.4070 | 0.6380 |
| 0.5115        | 9.1650 | 944  | 0.4287          | 0.6039  | 0.4287 | 0.6548 |
| 0.5115        | 9.1845 | 946  | 0.4662          | 0.5834  | 0.4662 | 0.6828 |
| 0.5115        | 9.2039 | 948  | 0.5917          | 0.5709  | 0.5917 | 0.7692 |
| 0.5115        | 9.2233 | 950  | 0.7178          | 0.5396  | 0.7178 | 0.8472 |
| 0.5115        | 9.2427 | 952  | 0.6353          | 0.5617  | 0.6353 | 0.7971 |
| 0.5115        | 9.2621 | 954  | 0.4831          | 0.5943  | 0.4831 | 0.6951 |
| 0.5115        | 9.2816 | 956  | 0.4358          | 0.6462  | 0.4358 | 0.6602 |
| 0.5115        | 9.3010 | 958  | 0.4717          | 0.6051  | 0.4717 | 0.6868 |
| 0.5115        | 9.3204 | 960  | 0.6717          | 0.5446  | 0.6717 | 0.8196 |
| 0.5115        | 9.3398 | 962  | 0.7363          | 0.5461  | 0.7363 | 0.8581 |
| 0.5115        | 9.3592 | 964  | 0.5930          | 0.5742  | 0.5930 | 0.7700 |
| 0.5115        | 9.3786 | 966  | 0.5085          | 0.5978  | 0.5085 | 0.7131 |
| 0.5115        | 9.3981 | 968  | 0.4655          | 0.5997  | 0.4655 | 0.6823 |
| 0.5115        | 9.4175 | 970  | 0.4671          | 0.6027  | 0.4671 | 0.6834 |
| 0.5115        | 9.4369 | 972  | 0.5405          | 0.5845  | 0.5405 | 0.7352 |
| 0.5115        | 9.4563 | 974  | 0.7365          | 0.5227  | 0.7365 | 0.8582 |
| 0.5115        | 9.4757 | 976  | 0.7642          | 0.4968  | 0.7642 | 0.8742 |
| 0.5115        | 9.4951 | 978  | 0.5685          | 0.5620  | 0.5685 | 0.7540 |
| 0.5115        | 9.5146 | 980  | 0.4129          | 0.5680  | 0.4129 | 0.6426 |
| 0.5115        | 9.5340 | 982  | 0.3722          | 0.5934  | 0.3722 | 0.6101 |
| 0.5115        | 9.5534 | 984  | 0.3690          | 0.5830  | 0.3690 | 0.6075 |
| 0.5115        | 9.5728 | 986  | 0.3668          | 0.5963  | 0.3668 | 0.6057 |
| 0.5115        | 9.5922 | 988  | 0.4072          | 0.6333  | 0.4072 | 0.6381 |
| 0.5115        | 9.6117 | 990  | 0.4844          | 0.6001  | 0.4844 | 0.6960 |
| 0.5115        | 9.6311 | 992  | 0.6604          | 0.5384  | 0.6604 | 0.8126 |
| 0.5115        | 9.6505 | 994  | 0.7224          | 0.5337  | 0.7224 | 0.8499 |
| 0.5115        | 9.6699 | 996  | 0.5814          | 0.5683  | 0.5814 | 0.7625 |
| 0.5115        | 9.6893 | 998  | 0.4250          | 0.6550  | 0.4250 | 0.6519 |
| 0.1452        | 9.7087 | 1000 | 0.4010          | 0.6439  | 0.4010 | 0.6332 |
| 0.1452        | 9.7282 | 1002 | 0.3884          | 0.6523  | 0.3884 | 0.6232 |
| 0.1452        | 9.7476 | 1004 | 0.4133          | 0.6308  | 0.4133 | 0.6429 |
| 0.1452        | 9.7670 | 1006 | 0.5016          | 0.5671  | 0.5016 | 0.7083 |
| 0.1452        | 9.7864 | 1008 | 0.4483          | 0.5856  | 0.4483 | 0.6695 |
| 0.1452        | 9.8058 | 1010 | 0.3669          | 0.6118  | 0.3669 | 0.6057 |
| 0.1452        | 9.8252 | 1012 | 0.3504          | 0.6282  | 0.3504 | 0.5919 |


### Framework versions

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