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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask4_mechanics
  results: []
---

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

# Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask4_mechanics

This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4503
- Qwk: 0.6090
- Mse: 0.4503
- Rmse: 0.6711

## 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        | 0.0187 | 2    | 4.3247          | 0.0101 | 4.3247 | 2.0796 |
| No log        | 0.0374 | 4    | 2.9744          | 0.0491 | 2.9744 | 1.7246 |
| No log        | 0.0561 | 6    | 1.5612          | 0.1432 | 1.5612 | 1.2495 |
| No log        | 0.0748 | 8    | 0.9236          | 0.1613 | 0.9236 | 0.9610 |
| No log        | 0.0935 | 10   | 0.8659          | 0.1461 | 0.8659 | 0.9305 |
| No log        | 0.1121 | 12   | 0.8869          | 0.1346 | 0.8869 | 0.9417 |
| No log        | 0.1308 | 14   | 0.9664          | 0.1376 | 0.9664 | 0.9830 |
| No log        | 0.1495 | 16   | 0.8693          | 0.1549 | 0.8693 | 0.9324 |
| No log        | 0.1682 | 18   | 0.8837          | 0.2035 | 0.8837 | 0.9401 |
| No log        | 0.1869 | 20   | 0.8556          | 0.0947 | 0.8556 | 0.9250 |
| No log        | 0.2056 | 22   | 0.7844          | 0.2331 | 0.7844 | 0.8857 |
| No log        | 0.2243 | 24   | 0.7494          | 0.3230 | 0.7494 | 0.8657 |
| No log        | 0.2430 | 26   | 0.6683          | 0.4264 | 0.6683 | 0.8175 |
| No log        | 0.2617 | 28   | 0.6266          | 0.4275 | 0.6266 | 0.7916 |
| No log        | 0.2804 | 30   | 0.5930          | 0.4506 | 0.5930 | 0.7700 |
| No log        | 0.2991 | 32   | 0.6031          | 0.4251 | 0.6031 | 0.7766 |
| No log        | 0.3178 | 34   | 0.6194          | 0.4090 | 0.6194 | 0.7870 |
| No log        | 0.3364 | 36   | 0.5836          | 0.4803 | 0.5836 | 0.7640 |
| No log        | 0.3551 | 38   | 0.5455          | 0.4792 | 0.5455 | 0.7386 |
| No log        | 0.3738 | 40   | 0.5675          | 0.5121 | 0.5675 | 0.7533 |
| No log        | 0.3925 | 42   | 0.7513          | 0.3746 | 0.7513 | 0.8668 |
| No log        | 0.4112 | 44   | 0.8026          | 0.3005 | 0.8026 | 0.8959 |
| No log        | 0.4299 | 46   | 0.6709          | 0.3793 | 0.6709 | 0.8191 |
| No log        | 0.4486 | 48   | 0.5395          | 0.5030 | 0.5395 | 0.7345 |
| No log        | 0.4673 | 50   | 0.5477          | 0.5461 | 0.5477 | 0.7400 |
| No log        | 0.4860 | 52   | 0.5264          | 0.5237 | 0.5264 | 0.7255 |
| No log        | 0.5047 | 54   | 0.5763          | 0.4170 | 0.5763 | 0.7591 |
| No log        | 0.5234 | 56   | 0.5638          | 0.4235 | 0.5638 | 0.7509 |
| No log        | 0.5421 | 58   | 0.5533          | 0.4129 | 0.5533 | 0.7438 |
| No log        | 0.5607 | 60   | 0.5746          | 0.3670 | 0.5746 | 0.7581 |
| No log        | 0.5794 | 62   | 0.5692          | 0.3595 | 0.5692 | 0.7544 |
| No log        | 0.5981 | 64   | 0.5115          | 0.4860 | 0.5115 | 0.7152 |
| No log        | 0.6168 | 66   | 0.4992          | 0.5026 | 0.4992 | 0.7065 |
| No log        | 0.6355 | 68   | 0.4942          | 0.5326 | 0.4942 | 0.7030 |
| No log        | 0.6542 | 70   | 0.4906          | 0.5482 | 0.4906 | 0.7004 |
| No log        | 0.6729 | 72   | 0.5379          | 0.4896 | 0.5379 | 0.7334 |
| No log        | 0.6916 | 74   | 0.6702          | 0.4968 | 0.6702 | 0.8186 |
| No log        | 0.7103 | 76   | 0.6102          | 0.5282 | 0.6102 | 0.7812 |
| No log        | 0.7290 | 78   | 0.4987          | 0.5964 | 0.4987 | 0.7062 |
| No log        | 0.7477 | 80   | 0.4485          | 0.6325 | 0.4485 | 0.6697 |
| No log        | 0.7664 | 82   | 0.4398          | 0.6374 | 0.4398 | 0.6632 |
| No log        | 0.7850 | 84   | 0.4399          | 0.6271 | 0.4399 | 0.6633 |
| No log        | 0.8037 | 86   | 0.4446          | 0.5976 | 0.4446 | 0.6668 |
| No log        | 0.8224 | 88   | 0.4784          | 0.5902 | 0.4784 | 0.6916 |
| No log        | 0.8411 | 90   | 0.5842          | 0.5549 | 0.5842 | 0.7643 |
| No log        | 0.8598 | 92   | 0.5529          | 0.5773 | 0.5529 | 0.7436 |
| No log        | 0.8785 | 94   | 0.4807          | 0.5420 | 0.4807 | 0.6933 |
| No log        | 0.8972 | 96   | 0.4532          | 0.5972 | 0.4532 | 0.6732 |
| No log        | 0.9159 | 98   | 0.4637          | 0.5862 | 0.4637 | 0.6810 |
| No log        | 0.9346 | 100  | 0.4599          | 0.5804 | 0.4599 | 0.6782 |
| No log        | 0.9533 | 102  | 0.4965          | 0.5044 | 0.4965 | 0.7046 |
| No log        | 0.9720 | 104  | 0.6293          | 0.4677 | 0.6293 | 0.7933 |
| No log        | 0.9907 | 106  | 0.7226          | 0.4470 | 0.7226 | 0.8501 |
| No log        | 1.0093 | 108  | 0.7060          | 0.4073 | 0.7060 | 0.8402 |
| No log        | 1.0280 | 110  | 0.5861          | 0.4467 | 0.5861 | 0.7656 |
| No log        | 1.0467 | 112  | 0.5150          | 0.4631 | 0.5150 | 0.7177 |
| No log        | 1.0654 | 114  | 0.5092          | 0.5220 | 0.5092 | 0.7135 |
| No log        | 1.0841 | 116  | 0.5563          | 0.5042 | 0.5563 | 0.7459 |
| No log        | 1.1028 | 118  | 0.5400          | 0.4916 | 0.5400 | 0.7348 |
| No log        | 1.1215 | 120  | 0.5291          | 0.4228 | 0.5291 | 0.7274 |
| No log        | 1.1402 | 122  | 0.5433          | 0.5101 | 0.5433 | 0.7371 |
| No log        | 1.1589 | 124  | 0.5151          | 0.5658 | 0.5151 | 0.7177 |
| No log        | 1.1776 | 126  | 0.4883          | 0.5603 | 0.4883 | 0.6988 |
| No log        | 1.1963 | 128  | 0.4592          | 0.6342 | 0.4592 | 0.6777 |
| No log        | 1.2150 | 130  | 0.4543          | 0.6267 | 0.4543 | 0.6740 |
| No log        | 1.2336 | 132  | 0.4489          | 0.6357 | 0.4489 | 0.6700 |
| No log        | 1.2523 | 134  | 0.4708          | 0.6344 | 0.4708 | 0.6862 |
| No log        | 1.2710 | 136  | 0.4976          | 0.6231 | 0.4976 | 0.7054 |
| No log        | 1.2897 | 138  | 0.4337          | 0.6607 | 0.4337 | 0.6586 |
| No log        | 1.3084 | 140  | 0.4320          | 0.6626 | 0.4320 | 0.6573 |
| No log        | 1.3271 | 142  | 0.4682          | 0.6207 | 0.4682 | 0.6842 |
| No log        | 1.3458 | 144  | 0.5018          | 0.5989 | 0.5018 | 0.7084 |
| No log        | 1.3645 | 146  | 0.5213          | 0.5854 | 0.5213 | 0.7220 |
| No log        | 1.3832 | 148  | 0.4662          | 0.6275 | 0.4662 | 0.6828 |
| No log        | 1.4019 | 150  | 0.4564          | 0.6290 | 0.4564 | 0.6756 |
| No log        | 1.4206 | 152  | 0.4803          | 0.6429 | 0.4803 | 0.6931 |
| No log        | 1.4393 | 154  | 0.5470          | 0.6371 | 0.5470 | 0.7396 |
| No log        | 1.4579 | 156  | 0.5597          | 0.6247 | 0.5597 | 0.7481 |
| No log        | 1.4766 | 158  | 0.5936          | 0.6220 | 0.5936 | 0.7705 |
| No log        | 1.4953 | 160  | 0.6263          | 0.5675 | 0.6263 | 0.7914 |
| No log        | 1.5140 | 162  | 0.5689          | 0.5690 | 0.5689 | 0.7543 |
| No log        | 1.5327 | 164  | 0.5581          | 0.5800 | 0.5581 | 0.7470 |
| No log        | 1.5514 | 166  | 0.4968          | 0.6651 | 0.4968 | 0.7048 |
| No log        | 1.5701 | 168  | 0.4286          | 0.6901 | 0.4286 | 0.6547 |
| No log        | 1.5888 | 170  | 0.4217          | 0.6985 | 0.4217 | 0.6494 |
| No log        | 1.6075 | 172  | 0.5136          | 0.6223 | 0.5136 | 0.7167 |
| No log        | 1.6262 | 174  | 0.6457          | 0.4982 | 0.6457 | 0.8035 |
| No log        | 1.6449 | 176  | 0.6847          | 0.4803 | 0.6847 | 0.8275 |
| No log        | 1.6636 | 178  | 0.6204          | 0.4971 | 0.6204 | 0.7877 |
| No log        | 1.6822 | 180  | 0.5858          | 0.5775 | 0.5858 | 0.7654 |
| No log        | 1.7009 | 182  | 0.5097          | 0.6480 | 0.5097 | 0.7139 |
| No log        | 1.7196 | 184  | 0.5012          | 0.6405 | 0.5012 | 0.7080 |
| No log        | 1.7383 | 186  | 0.4422          | 0.6510 | 0.4422 | 0.6650 |
| No log        | 1.7570 | 188  | 0.4032          | 0.6482 | 0.4032 | 0.6350 |
| No log        | 1.7757 | 190  | 0.4110          | 0.6649 | 0.4110 | 0.6411 |
| No log        | 1.7944 | 192  | 0.4110          | 0.6225 | 0.4110 | 0.6411 |
| No log        | 1.8131 | 194  | 0.4891          | 0.5501 | 0.4891 | 0.6994 |
| No log        | 1.8318 | 196  | 0.6069          | 0.5507 | 0.6069 | 0.7791 |
| No log        | 1.8505 | 198  | 0.6135          | 0.5469 | 0.6135 | 0.7832 |
| No log        | 1.8692 | 200  | 0.6489          | 0.5436 | 0.6489 | 0.8055 |
| No log        | 1.8879 | 202  | 0.5895          | 0.5632 | 0.5895 | 0.7678 |
| No log        | 1.9065 | 204  | 0.5799          | 0.5514 | 0.5799 | 0.7615 |
| No log        | 1.9252 | 206  | 0.4894          | 0.5934 | 0.4894 | 0.6995 |
| No log        | 1.9439 | 208  | 0.5034          | 0.5883 | 0.5034 | 0.7095 |
| No log        | 1.9626 | 210  | 0.5838          | 0.5439 | 0.5838 | 0.7641 |
| No log        | 1.9813 | 212  | 0.6074          | 0.5242 | 0.6074 | 0.7794 |
| No log        | 2.0    | 214  | 0.4980          | 0.5987 | 0.4980 | 0.7057 |
| No log        | 2.0187 | 216  | 0.4648          | 0.6225 | 0.4648 | 0.6818 |
| No log        | 2.0374 | 218  | 0.4625          | 0.5702 | 0.4625 | 0.6801 |
| No log        | 2.0561 | 220  | 0.5192          | 0.5742 | 0.5192 | 0.7206 |
| No log        | 2.0748 | 222  | 0.4998          | 0.5642 | 0.4998 | 0.7070 |
| No log        | 2.0935 | 224  | 0.4403          | 0.5788 | 0.4403 | 0.6635 |
| No log        | 2.1121 | 226  | 0.4869          | 0.6049 | 0.4869 | 0.6978 |
| No log        | 2.1308 | 228  | 0.7002          | 0.5446 | 0.7002 | 0.8368 |
| No log        | 2.1495 | 230  | 0.7514          | 0.4993 | 0.7514 | 0.8668 |
| No log        | 2.1682 | 232  | 0.5848          | 0.5409 | 0.5848 | 0.7647 |
| No log        | 2.1869 | 234  | 0.4654          | 0.5863 | 0.4654 | 0.6822 |
| No log        | 2.2056 | 236  | 0.4555          | 0.5651 | 0.4555 | 0.6749 |
| No log        | 2.2243 | 238  | 0.4684          | 0.5282 | 0.4684 | 0.6844 |
| No log        | 2.2430 | 240  | 0.5259          | 0.4638 | 0.5259 | 0.7252 |
| No log        | 2.2617 | 242  | 0.5591          | 0.5025 | 0.5591 | 0.7477 |
| No log        | 2.2804 | 244  | 0.4867          | 0.5477 | 0.4867 | 0.6977 |
| No log        | 2.2991 | 246  | 0.4225          | 0.6427 | 0.4225 | 0.6500 |
| No log        | 2.3178 | 248  | 0.4150          | 0.6611 | 0.4150 | 0.6442 |
| No log        | 2.3364 | 250  | 0.4581          | 0.6297 | 0.4581 | 0.6768 |
| No log        | 2.3551 | 252  | 0.6677          | 0.5185 | 0.6677 | 0.8171 |
| No log        | 2.3738 | 254  | 0.7764          | 0.4773 | 0.7764 | 0.8812 |
| No log        | 2.3925 | 256  | 0.6827          | 0.5427 | 0.6827 | 0.8263 |
| No log        | 2.4112 | 258  | 0.5010          | 0.6396 | 0.5010 | 0.7078 |
| No log        | 2.4299 | 260  | 0.4006          | 0.6621 | 0.4006 | 0.6329 |
| No log        | 2.4486 | 262  | 0.4303          | 0.6432 | 0.4303 | 0.6560 |
| No log        | 2.4673 | 264  | 0.4252          | 0.6462 | 0.4252 | 0.6520 |
| No log        | 2.4860 | 266  | 0.4350          | 0.6270 | 0.4350 | 0.6596 |
| No log        | 2.5047 | 268  | 0.4818          | 0.5676 | 0.4818 | 0.6941 |
| No log        | 2.5234 | 270  | 0.5112          | 0.5563 | 0.5112 | 0.7150 |
| No log        | 2.5421 | 272  | 0.5318          | 0.5629 | 0.5318 | 0.7292 |
| No log        | 2.5607 | 274  | 0.5501          | 0.5630 | 0.5501 | 0.7417 |
| No log        | 2.5794 | 276  | 0.5877          | 0.4906 | 0.5877 | 0.7666 |
| No log        | 2.5981 | 278  | 0.5575          | 0.4806 | 0.5575 | 0.7467 |
| No log        | 2.6168 | 280  | 0.5120          | 0.4961 | 0.5120 | 0.7155 |
| No log        | 2.6355 | 282  | 0.5000          | 0.5387 | 0.5000 | 0.7071 |
| No log        | 2.6542 | 284  | 0.6436          | 0.5504 | 0.6436 | 0.8022 |
| No log        | 2.6729 | 286  | 0.9527          | 0.4390 | 0.9527 | 0.9761 |
| No log        | 2.6916 | 288  | 1.2475          | 0.3738 | 1.2475 | 1.1169 |
| No log        | 2.7103 | 290  | 1.1747          | 0.4051 | 1.1747 | 1.0838 |
| No log        | 2.7290 | 292  | 0.8550          | 0.4538 | 0.8550 | 0.9246 |
| No log        | 2.7477 | 294  | 0.5714          | 0.5592 | 0.5714 | 0.7559 |
| No log        | 2.7664 | 296  | 0.4383          | 0.6641 | 0.4383 | 0.6621 |
| No log        | 2.7850 | 298  | 0.4268          | 0.6630 | 0.4268 | 0.6533 |
| No log        | 2.8037 | 300  | 0.4166          | 0.6671 | 0.4166 | 0.6455 |
| No log        | 2.8224 | 302  | 0.4246          | 0.6761 | 0.4246 | 0.6516 |
| No log        | 2.8411 | 304  | 0.6067          | 0.5592 | 0.6067 | 0.7789 |
| No log        | 2.8598 | 306  | 0.8264          | 0.5177 | 0.8264 | 0.9091 |
| No log        | 2.8785 | 308  | 0.8085          | 0.5098 | 0.8085 | 0.8992 |
| No log        | 2.8972 | 310  | 0.7150          | 0.5014 | 0.7150 | 0.8456 |
| No log        | 2.9159 | 312  | 0.6343          | 0.5518 | 0.6343 | 0.7964 |
| No log        | 2.9346 | 314  | 0.4840          | 0.6291 | 0.4840 | 0.6957 |
| No log        | 2.9533 | 316  | 0.4929          | 0.5902 | 0.4929 | 0.7021 |
| No log        | 2.9720 | 318  | 0.5163          | 0.5991 | 0.5163 | 0.7186 |
| No log        | 2.9907 | 320  | 0.4718          | 0.5741 | 0.4718 | 0.6869 |
| No log        | 3.0093 | 322  | 0.5149          | 0.5735 | 0.5149 | 0.7176 |
| No log        | 3.0280 | 324  | 0.6807          | 0.4913 | 0.6807 | 0.8250 |
| No log        | 3.0467 | 326  | 0.7906          | 0.4529 | 0.7906 | 0.8891 |
| No log        | 3.0654 | 328  | 0.7712          | 0.4667 | 0.7712 | 0.8782 |
| No log        | 3.0841 | 330  | 0.6355          | 0.5083 | 0.6355 | 0.7972 |
| No log        | 3.1028 | 332  | 0.4966          | 0.6269 | 0.4966 | 0.7047 |
| No log        | 3.1215 | 334  | 0.4956          | 0.6620 | 0.4956 | 0.7040 |
| No log        | 3.1402 | 336  | 0.6290          | 0.6076 | 0.6290 | 0.7931 |
| No log        | 3.1589 | 338  | 0.6825          | 0.5282 | 0.6825 | 0.8261 |
| No log        | 3.1776 | 340  | 0.6242          | 0.5382 | 0.6242 | 0.7901 |
| No log        | 3.1963 | 342  | 0.5423          | 0.5727 | 0.5423 | 0.7364 |
| No log        | 3.2150 | 344  | 0.5553          | 0.5470 | 0.5553 | 0.7452 |
| No log        | 3.2336 | 346  | 0.6312          | 0.5460 | 0.6312 | 0.7945 |
| No log        | 3.2523 | 348  | 0.6437          | 0.5453 | 0.6437 | 0.8023 |
| No log        | 3.2710 | 350  | 0.6279          | 0.5785 | 0.6279 | 0.7924 |
| No log        | 3.2897 | 352  | 0.5767          | 0.5677 | 0.5767 | 0.7594 |
| No log        | 3.3084 | 354  | 0.4534          | 0.6354 | 0.4534 | 0.6733 |
| No log        | 3.3271 | 356  | 0.4397          | 0.6218 | 0.4397 | 0.6631 |
| No log        | 3.3458 | 358  | 0.4723          | 0.5745 | 0.4723 | 0.6873 |
| No log        | 3.3645 | 360  | 0.4873          | 0.6008 | 0.4873 | 0.6981 |
| No log        | 3.3832 | 362  | 0.4975          | 0.5972 | 0.4975 | 0.7053 |
| No log        | 3.4019 | 364  | 0.4878          | 0.6286 | 0.4878 | 0.6984 |
| No log        | 3.4206 | 366  | 0.5097          | 0.6236 | 0.5097 | 0.7140 |
| No log        | 3.4393 | 368  | 0.5743          | 0.6006 | 0.5743 | 0.7578 |
| No log        | 3.4579 | 370  | 0.6942          | 0.5686 | 0.6942 | 0.8332 |
| No log        | 3.4766 | 372  | 0.9410          | 0.4869 | 0.9410 | 0.9701 |
| No log        | 3.4953 | 374  | 0.9834          | 0.4729 | 0.9834 | 0.9917 |
| No log        | 3.5140 | 376  | 0.7954          | 0.5490 | 0.7954 | 0.8919 |
| No log        | 3.5327 | 378  | 0.5335          | 0.6214 | 0.5335 | 0.7304 |
| No log        | 3.5514 | 380  | 0.4278          | 0.6443 | 0.4278 | 0.6541 |
| No log        | 3.5701 | 382  | 0.4333          | 0.6502 | 0.4333 | 0.6582 |
| No log        | 3.5888 | 384  | 0.4344          | 0.6351 | 0.4344 | 0.6591 |
| No log        | 3.6075 | 386  | 0.4493          | 0.6196 | 0.4493 | 0.6703 |
| No log        | 3.6262 | 388  | 0.6068          | 0.5770 | 0.6068 | 0.7790 |
| No log        | 3.6449 | 390  | 0.7119          | 0.5454 | 0.7119 | 0.8437 |
| No log        | 3.6636 | 392  | 0.6300          | 0.5708 | 0.6300 | 0.7937 |
| No log        | 3.6822 | 394  | 0.4690          | 0.6428 | 0.4690 | 0.6849 |
| No log        | 3.7009 | 396  | 0.4234          | 0.6084 | 0.4234 | 0.6507 |
| No log        | 3.7196 | 398  | 0.4139          | 0.6042 | 0.4139 | 0.6433 |
| No log        | 3.7383 | 400  | 0.4148          | 0.6669 | 0.4148 | 0.6441 |
| No log        | 3.7570 | 402  | 0.4445          | 0.6691 | 0.4445 | 0.6667 |
| No log        | 3.7757 | 404  | 0.4543          | 0.6733 | 0.4543 | 0.6740 |
| No log        | 3.7944 | 406  | 0.4634          | 0.6806 | 0.4634 | 0.6807 |
| No log        | 3.8131 | 408  | 0.4172          | 0.7158 | 0.4172 | 0.6459 |
| No log        | 3.8318 | 410  | 0.4046          | 0.6971 | 0.4046 | 0.6361 |
| No log        | 3.8505 | 412  | 0.4441          | 0.6816 | 0.4441 | 0.6664 |
| No log        | 3.8692 | 414  | 0.5837          | 0.5793 | 0.5837 | 0.7640 |
| No log        | 3.8879 | 416  | 0.7387          | 0.5103 | 0.7387 | 0.8595 |
| No log        | 3.9065 | 418  | 0.6949          | 0.5637 | 0.6949 | 0.8336 |
| No log        | 3.9252 | 420  | 0.5571          | 0.6439 | 0.5571 | 0.7464 |
| No log        | 3.9439 | 422  | 0.4201          | 0.7081 | 0.4201 | 0.6481 |
| No log        | 3.9626 | 424  | 0.4053          | 0.7192 | 0.4053 | 0.6366 |
| No log        | 3.9813 | 426  | 0.4166          | 0.7129 | 0.4166 | 0.6454 |
| No log        | 4.0    | 428  | 0.5761          | 0.5946 | 0.5761 | 0.7590 |
| No log        | 4.0187 | 430  | 0.6715          | 0.5646 | 0.6715 | 0.8194 |
| No log        | 4.0374 | 432  | 0.5825          | 0.5845 | 0.5825 | 0.7632 |
| No log        | 4.0561 | 434  | 0.4748          | 0.6659 | 0.4748 | 0.6890 |
| No log        | 4.0748 | 436  | 0.4300          | 0.6720 | 0.4300 | 0.6557 |
| No log        | 4.0935 | 438  | 0.5333          | 0.6213 | 0.5333 | 0.7303 |
| No log        | 4.1121 | 440  | 0.8246          | 0.5486 | 0.8246 | 0.9081 |
| No log        | 4.1308 | 442  | 0.8587          | 0.5855 | 0.8587 | 0.9267 |
| No log        | 4.1495 | 444  | 0.7468          | 0.6212 | 0.7468 | 0.8641 |
| No log        | 4.1682 | 446  | 0.4786          | 0.6592 | 0.4786 | 0.6918 |
| No log        | 4.1869 | 448  | 0.4060          | 0.7302 | 0.4060 | 0.6372 |
| No log        | 4.2056 | 450  | 0.3956          | 0.6987 | 0.3956 | 0.6290 |
| No log        | 4.2243 | 452  | 0.4703          | 0.6502 | 0.4703 | 0.6858 |
| No log        | 4.2430 | 454  | 0.6428          | 0.5583 | 0.6428 | 0.8018 |
| No log        | 4.2617 | 456  | 0.7279          | 0.5256 | 0.7279 | 0.8532 |
| No log        | 4.2804 | 458  | 0.6457          | 0.5631 | 0.6457 | 0.8035 |
| No log        | 4.2991 | 460  | 0.5167          | 0.6136 | 0.5167 | 0.7188 |
| No log        | 4.3178 | 462  | 0.4120          | 0.6570 | 0.4120 | 0.6418 |
| No log        | 4.3364 | 464  | 0.3940          | 0.6679 | 0.3940 | 0.6277 |
| No log        | 4.3551 | 466  | 0.4163          | 0.6529 | 0.4163 | 0.6452 |
| No log        | 4.3738 | 468  | 0.5063          | 0.6421 | 0.5063 | 0.7116 |
| No log        | 4.3925 | 470  | 0.6316          | 0.5611 | 0.6316 | 0.7947 |
| No log        | 4.4112 | 472  | 0.5829          | 0.6035 | 0.5829 | 0.7635 |
| No log        | 4.4299 | 474  | 0.5170          | 0.6320 | 0.5170 | 0.7190 |
| No log        | 4.4486 | 476  | 0.6005          | 0.6026 | 0.6005 | 0.7749 |
| No log        | 4.4673 | 478  | 0.6171          | 0.6100 | 0.6171 | 0.7856 |
| No log        | 4.4860 | 480  | 0.6001          | 0.6266 | 0.6001 | 0.7746 |
| No log        | 4.5047 | 482  | 0.5067          | 0.6695 | 0.5067 | 0.7118 |
| No log        | 4.5234 | 484  | 0.4983          | 0.6780 | 0.4983 | 0.7059 |
| No log        | 4.5421 | 486  | 0.5261          | 0.6539 | 0.5261 | 0.7253 |
| No log        | 4.5607 | 488  | 0.6847          | 0.5962 | 0.6847 | 0.8275 |
| No log        | 4.5794 | 490  | 0.6564          | 0.6075 | 0.6564 | 0.8102 |
| No log        | 4.5981 | 492  | 0.4983          | 0.6350 | 0.4983 | 0.7059 |
| No log        | 4.6168 | 494  | 0.4599          | 0.6308 | 0.4599 | 0.6782 |
| No log        | 4.6355 | 496  | 0.4485          | 0.6364 | 0.4485 | 0.6697 |
| No log        | 4.6542 | 498  | 0.4897          | 0.6200 | 0.4897 | 0.6998 |
| 0.5028        | 4.6729 | 500  | 0.6150          | 0.5947 | 0.6150 | 0.7842 |
| 0.5028        | 4.6916 | 502  | 0.6015          | 0.6101 | 0.6015 | 0.7756 |
| 0.5028        | 4.7103 | 504  | 0.4939          | 0.6237 | 0.4939 | 0.7028 |
| 0.5028        | 4.7290 | 506  | 0.4795          | 0.6708 | 0.4795 | 0.6924 |
| 0.5028        | 4.7477 | 508  | 0.5067          | 0.6502 | 0.5067 | 0.7119 |
| 0.5028        | 4.7664 | 510  | 0.7029          | 0.6017 | 0.7029 | 0.8384 |
| 0.5028        | 4.7850 | 512  | 1.0482          | 0.5353 | 1.0482 | 1.0238 |
| 0.5028        | 4.8037 | 514  | 0.9445          | 0.5718 | 0.9445 | 0.9718 |
| 0.5028        | 4.8224 | 516  | 0.6885          | 0.5942 | 0.6885 | 0.8297 |
| 0.5028        | 4.8411 | 518  | 0.5620          | 0.6524 | 0.5620 | 0.7496 |
| 0.5028        | 4.8598 | 520  | 0.5198          | 0.6597 | 0.5198 | 0.7210 |
| 0.5028        | 4.8785 | 522  | 0.5542          | 0.6472 | 0.5542 | 0.7444 |
| 0.5028        | 4.8972 | 524  | 0.5647          | 0.6223 | 0.5647 | 0.7515 |
| 0.5028        | 4.9159 | 526  | 0.5427          | 0.6340 | 0.5427 | 0.7367 |
| 0.5028        | 4.9346 | 528  | 0.5811          | 0.6200 | 0.5811 | 0.7623 |
| 0.5028        | 4.9533 | 530  | 0.6591          | 0.5974 | 0.6591 | 0.8119 |
| 0.5028        | 4.9720 | 532  | 0.5260          | 0.6279 | 0.5260 | 0.7253 |
| 0.5028        | 4.9907 | 534  | 0.4858          | 0.6486 | 0.4858 | 0.6970 |
| 0.5028        | 5.0093 | 536  | 0.4828          | 0.6154 | 0.4828 | 0.6948 |
| 0.5028        | 5.0280 | 538  | 0.4962          | 0.6216 | 0.4962 | 0.7044 |
| 0.5028        | 5.0467 | 540  | 0.4669          | 0.6380 | 0.4669 | 0.6833 |
| 0.5028        | 5.0654 | 542  | 0.4615          | 0.6422 | 0.4615 | 0.6794 |
| 0.5028        | 5.0841 | 544  | 0.4532          | 0.6439 | 0.4532 | 0.6732 |
| 0.5028        | 5.1028 | 546  | 0.4694          | 0.6338 | 0.4694 | 0.6851 |
| 0.5028        | 5.1215 | 548  | 0.4816          | 0.6421 | 0.4816 | 0.6940 |
| 0.5028        | 5.1402 | 550  | 0.5848          | 0.6133 | 0.5848 | 0.7647 |
| 0.5028        | 5.1589 | 552  | 0.5882          | 0.6305 | 0.5882 | 0.7670 |
| 0.5028        | 5.1776 | 554  | 0.5189          | 0.6664 | 0.5189 | 0.7204 |
| 0.5028        | 5.1963 | 556  | 0.5213          | 0.6571 | 0.5213 | 0.7220 |
| 0.5028        | 5.2150 | 558  | 0.6430          | 0.6281 | 0.6430 | 0.8019 |
| 0.5028        | 5.2336 | 560  | 0.8093          | 0.5404 | 0.8093 | 0.8996 |
| 0.5028        | 5.2523 | 562  | 0.7256          | 0.5700 | 0.7256 | 0.8518 |
| 0.5028        | 5.2710 | 564  | 0.5646          | 0.6389 | 0.5646 | 0.7514 |
| 0.5028        | 5.2897 | 566  | 0.5263          | 0.6282 | 0.5263 | 0.7255 |
| 0.5028        | 5.3084 | 568  | 0.4904          | 0.6275 | 0.4904 | 0.7003 |
| 0.5028        | 5.3271 | 570  | 0.5300          | 0.6322 | 0.5300 | 0.7280 |
| 0.5028        | 5.3458 | 572  | 0.6172          | 0.6194 | 0.6172 | 0.7856 |
| 0.5028        | 5.3645 | 574  | 0.5890          | 0.5912 | 0.5890 | 0.7675 |
| 0.5028        | 5.3832 | 576  | 0.5183          | 0.6304 | 0.5183 | 0.7199 |
| 0.5028        | 5.4019 | 578  | 0.5407          | 0.6091 | 0.5407 | 0.7353 |
| 0.5028        | 5.4206 | 580  | 0.5280          | 0.6215 | 0.5280 | 0.7266 |
| 0.5028        | 5.4393 | 582  | 0.5503          | 0.5971 | 0.5503 | 0.7418 |
| 0.5028        | 5.4579 | 584  | 0.4790          | 0.6201 | 0.4790 | 0.6921 |
| 0.5028        | 5.4766 | 586  | 0.4587          | 0.6500 | 0.4587 | 0.6773 |
| 0.5028        | 5.4953 | 588  | 0.4857          | 0.6193 | 0.4857 | 0.6969 |
| 0.5028        | 5.5140 | 590  | 0.6207          | 0.5640 | 0.6207 | 0.7879 |
| 0.5028        | 5.5327 | 592  | 0.7482          | 0.5500 | 0.7482 | 0.8650 |
| 0.5028        | 5.5514 | 594  | 0.6887          | 0.5936 | 0.6887 | 0.8298 |
| 0.5028        | 5.5701 | 596  | 0.5455          | 0.6183 | 0.5455 | 0.7386 |
| 0.5028        | 5.5888 | 598  | 0.6149          | 0.5924 | 0.6149 | 0.7841 |
| 0.5028        | 5.6075 | 600  | 0.7068          | 0.5640 | 0.7068 | 0.8407 |
| 0.5028        | 5.6262 | 602  | 0.5692          | 0.6029 | 0.5692 | 0.7545 |
| 0.5028        | 5.6449 | 604  | 0.4297          | 0.6542 | 0.4297 | 0.6555 |
| 0.5028        | 5.6636 | 606  | 0.4365          | 0.6532 | 0.4365 | 0.6607 |
| 0.5028        | 5.6822 | 608  | 0.4296          | 0.6712 | 0.4296 | 0.6555 |
| 0.5028        | 5.7009 | 610  | 0.5129          | 0.5945 | 0.5129 | 0.7162 |
| 0.5028        | 5.7196 | 612  | 0.7789          | 0.5163 | 0.7789 | 0.8826 |
| 0.5028        | 5.7383 | 614  | 0.9324          | 0.5023 | 0.9324 | 0.9656 |
| 0.5028        | 5.7570 | 616  | 0.7639          | 0.5618 | 0.7639 | 0.8740 |
| 0.5028        | 5.7757 | 618  | 0.4933          | 0.6280 | 0.4933 | 0.7024 |
| 0.5028        | 5.7944 | 620  | 0.4257          | 0.6796 | 0.4257 | 0.6524 |
| 0.5028        | 5.8131 | 622  | 0.4380          | 0.6754 | 0.4380 | 0.6618 |
| 0.5028        | 5.8318 | 624  | 0.4812          | 0.6699 | 0.4812 | 0.6937 |
| 0.5028        | 5.8505 | 626  | 0.5347          | 0.6513 | 0.5347 | 0.7312 |
| 0.5028        | 5.8692 | 628  | 0.6680          | 0.6268 | 0.6680 | 0.8173 |
| 0.5028        | 5.8879 | 630  | 0.6413          | 0.6173 | 0.6413 | 0.8008 |
| 0.5028        | 5.9065 | 632  | 0.5323          | 0.6581 | 0.5323 | 0.7296 |
| 0.5028        | 5.9252 | 634  | 0.5505          | 0.6357 | 0.5505 | 0.7420 |
| 0.5028        | 5.9439 | 636  | 0.5122          | 0.6528 | 0.5122 | 0.7157 |
| 0.5028        | 5.9626 | 638  | 0.5809          | 0.6118 | 0.5809 | 0.7622 |
| 0.5028        | 5.9813 | 640  | 0.6121          | 0.5782 | 0.6121 | 0.7823 |
| 0.5028        | 6.0    | 642  | 0.5655          | 0.5943 | 0.5655 | 0.7520 |
| 0.5028        | 6.0187 | 644  | 0.4672          | 0.6418 | 0.4672 | 0.6835 |
| 0.5028        | 6.0374 | 646  | 0.4295          | 0.6688 | 0.4295 | 0.6553 |
| 0.5028        | 6.0561 | 648  | 0.5084          | 0.6365 | 0.5084 | 0.7130 |
| 0.5028        | 6.0748 | 650  | 0.5642          | 0.5928 | 0.5642 | 0.7511 |
| 0.5028        | 6.0935 | 652  | 0.5163          | 0.6266 | 0.5163 | 0.7185 |
| 0.5028        | 6.1121 | 654  | 0.4477          | 0.6794 | 0.4477 | 0.6691 |
| 0.5028        | 6.1308 | 656  | 0.4482          | 0.6594 | 0.4482 | 0.6695 |
| 0.5028        | 6.1495 | 658  | 0.4536          | 0.6503 | 0.4536 | 0.6735 |
| 0.5028        | 6.1682 | 660  | 0.4198          | 0.6694 | 0.4198 | 0.6479 |
| 0.5028        | 6.1869 | 662  | 0.4532          | 0.6629 | 0.4532 | 0.6732 |
| 0.5028        | 6.2056 | 664  | 0.5642          | 0.6118 | 0.5642 | 0.7512 |
| 0.5028        | 6.2243 | 666  | 0.6209          | 0.5991 | 0.6209 | 0.7879 |
| 0.5028        | 6.2430 | 668  | 0.5695          | 0.6141 | 0.5695 | 0.7546 |
| 0.5028        | 6.2617 | 670  | 0.4856          | 0.6708 | 0.4856 | 0.6968 |
| 0.5028        | 6.2804 | 672  | 0.4233          | 0.6775 | 0.4233 | 0.6506 |
| 0.5028        | 6.2991 | 674  | 0.4392          | 0.6801 | 0.4392 | 0.6627 |
| 0.5028        | 6.3178 | 676  | 0.5361          | 0.6487 | 0.5361 | 0.7322 |
| 0.5028        | 6.3364 | 678  | 0.4862          | 0.6564 | 0.4862 | 0.6973 |
| 0.5028        | 6.3551 | 680  | 0.4693          | 0.6687 | 0.4693 | 0.6850 |
| 0.5028        | 6.3738 | 682  | 0.5187          | 0.6778 | 0.5187 | 0.7202 |
| 0.5028        | 6.3925 | 684  | 0.6244          | 0.6385 | 0.6244 | 0.7902 |
| 0.5028        | 6.4112 | 686  | 0.5820          | 0.6761 | 0.5820 | 0.7629 |
| 0.5028        | 6.4299 | 688  | 0.5226          | 0.6643 | 0.5226 | 0.7229 |
| 0.5028        | 6.4486 | 690  | 0.5193          | 0.6515 | 0.5193 | 0.7206 |
| 0.5028        | 6.4673 | 692  | 0.5370          | 0.6339 | 0.5370 | 0.7328 |
| 0.5028        | 6.4860 | 694  | 0.6202          | 0.6082 | 0.6202 | 0.7875 |
| 0.5028        | 6.5047 | 696  | 0.6051          | 0.5961 | 0.6051 | 0.7779 |
| 0.5028        | 6.5234 | 698  | 0.5774          | 0.6250 | 0.5774 | 0.7599 |
| 0.5028        | 6.5421 | 700  | 0.5086          | 0.6690 | 0.5086 | 0.7132 |
| 0.5028        | 6.5607 | 702  | 0.5017          | 0.6672 | 0.5017 | 0.7083 |
| 0.5028        | 6.5794 | 704  | 0.4684          | 0.6769 | 0.4684 | 0.6844 |
| 0.5028        | 6.5981 | 706  | 0.5514          | 0.6302 | 0.5514 | 0.7426 |
| 0.5028        | 6.6168 | 708  | 0.5553          | 0.6204 | 0.5553 | 0.7452 |
| 0.5028        | 6.6355 | 710  | 0.5093          | 0.6447 | 0.5093 | 0.7137 |
| 0.5028        | 6.6542 | 712  | 0.4592          | 0.6668 | 0.4592 | 0.6777 |
| 0.5028        | 6.6729 | 714  | 0.4986          | 0.6434 | 0.4986 | 0.7061 |
| 0.5028        | 6.6916 | 716  | 0.5359          | 0.6397 | 0.5359 | 0.7321 |
| 0.5028        | 6.7103 | 718  | 0.5159          | 0.6675 | 0.5159 | 0.7182 |
| 0.5028        | 6.7290 | 720  | 0.5777          | 0.6340 | 0.5777 | 0.7601 |
| 0.5028        | 6.7477 | 722  | 0.5194          | 0.6538 | 0.5194 | 0.7207 |
| 0.5028        | 6.7664 | 724  | 0.5067          | 0.6722 | 0.5067 | 0.7118 |
| 0.5028        | 6.7850 | 726  | 0.5318          | 0.6653 | 0.5318 | 0.7293 |
| 0.5028        | 6.8037 | 728  | 0.6481          | 0.6226 | 0.6481 | 0.8050 |
| 0.5028        | 6.8224 | 730  | 0.5928          | 0.6063 | 0.5928 | 0.7699 |
| 0.5028        | 6.8411 | 732  | 0.4686          | 0.6666 | 0.4686 | 0.6846 |
| 0.5028        | 6.8598 | 734  | 0.4604          | 0.6516 | 0.4604 | 0.6785 |
| 0.5028        | 6.8785 | 736  | 0.5664          | 0.5918 | 0.5664 | 0.7526 |
| 0.5028        | 6.8972 | 738  | 0.7107          | 0.5685 | 0.7107 | 0.8430 |
| 0.5028        | 6.9159 | 740  | 0.6162          | 0.6082 | 0.6162 | 0.7850 |
| 0.5028        | 6.9346 | 742  | 0.4285          | 0.6475 | 0.4285 | 0.6546 |
| 0.5028        | 6.9533 | 744  | 0.4080          | 0.6702 | 0.4080 | 0.6387 |
| 0.5028        | 6.9720 | 746  | 0.4238          | 0.6733 | 0.4238 | 0.6510 |
| 0.5028        | 6.9907 | 748  | 0.5674          | 0.6373 | 0.5674 | 0.7533 |
| 0.5028        | 7.0093 | 750  | 0.6437          | 0.6276 | 0.6437 | 0.8023 |
| 0.5028        | 7.0280 | 752  | 0.5840          | 0.6069 | 0.5840 | 0.7642 |
| 0.5028        | 7.0467 | 754  | 0.4779          | 0.6599 | 0.4779 | 0.6913 |
| 0.5028        | 7.0654 | 756  | 0.4745          | 0.6599 | 0.4745 | 0.6889 |
| 0.5028        | 7.0841 | 758  | 0.6300          | 0.6327 | 0.6300 | 0.7937 |
| 0.5028        | 7.1028 | 760  | 0.7816          | 0.5746 | 0.7816 | 0.8841 |
| 0.5028        | 7.1215 | 762  | 0.6712          | 0.6108 | 0.6712 | 0.8193 |
| 0.5028        | 7.1402 | 764  | 0.4954          | 0.6767 | 0.4954 | 0.7038 |
| 0.5028        | 7.1589 | 766  | 0.4269          | 0.6819 | 0.4269 | 0.6534 |
| 0.5028        | 7.1776 | 768  | 0.4385          | 0.6649 | 0.4385 | 0.6622 |
| 0.5028        | 7.1963 | 770  | 0.5878          | 0.6346 | 0.5878 | 0.7667 |
| 0.5028        | 7.2150 | 772  | 0.8469          | 0.5636 | 0.8469 | 0.9203 |
| 0.5028        | 7.2336 | 774  | 0.7918          | 0.5983 | 0.7918 | 0.8898 |
| 0.5028        | 7.2523 | 776  | 0.5582          | 0.6609 | 0.5582 | 0.7472 |
| 0.5028        | 7.2710 | 778  | 0.4511          | 0.6668 | 0.4511 | 0.6716 |
| 0.5028        | 7.2897 | 780  | 0.4738          | 0.6628 | 0.4738 | 0.6883 |
| 0.5028        | 7.3084 | 782  | 0.4723          | 0.6426 | 0.4723 | 0.6872 |
| 0.5028        | 7.3271 | 784  | 0.5516          | 0.6326 | 0.5516 | 0.7427 |
| 0.5028        | 7.3458 | 786  | 0.5599          | 0.6049 | 0.5599 | 0.7482 |
| 0.5028        | 7.3645 | 788  | 0.6213          | 0.5829 | 0.6213 | 0.7882 |
| 0.5028        | 7.3832 | 790  | 0.5991          | 0.6077 | 0.5991 | 0.7740 |
| 0.5028        | 7.4019 | 792  | 0.4799          | 0.6236 | 0.4799 | 0.6927 |
| 0.5028        | 7.4206 | 794  | 0.4361          | 0.6525 | 0.4361 | 0.6603 |
| 0.5028        | 7.4393 | 796  | 0.4701          | 0.6424 | 0.4701 | 0.6857 |
| 0.5028        | 7.4579 | 798  | 0.5686          | 0.6679 | 0.5686 | 0.7540 |
| 0.5028        | 7.4766 | 800  | 0.5461          | 0.6622 | 0.5461 | 0.7390 |
| 0.5028        | 7.4953 | 802  | 0.4573          | 0.6647 | 0.4573 | 0.6762 |
| 0.5028        | 7.5140 | 804  | 0.4172          | 0.6578 | 0.4172 | 0.6459 |
| 0.5028        | 7.5327 | 806  | 0.4048          | 0.6612 | 0.4048 | 0.6363 |
| 0.5028        | 7.5514 | 808  | 0.4138          | 0.6349 | 0.4138 | 0.6433 |
| 0.5028        | 7.5701 | 810  | 0.4206          | 0.6164 | 0.4206 | 0.6485 |
| 0.5028        | 7.5888 | 812  | 0.5671          | 0.5833 | 0.5671 | 0.7531 |
| 0.5028        | 7.6075 | 814  | 0.6593          | 0.5795 | 0.6593 | 0.8120 |
| 0.5028        | 7.6262 | 816  | 0.5379          | 0.6274 | 0.5379 | 0.7334 |
| 0.5028        | 7.6449 | 818  | 0.4116          | 0.6573 | 0.4116 | 0.6416 |
| 0.5028        | 7.6636 | 820  | 0.3991          | 0.6927 | 0.3991 | 0.6317 |
| 0.5028        | 7.6822 | 822  | 0.4096          | 0.6843 | 0.4096 | 0.6400 |
| 0.5028        | 7.7009 | 824  | 0.4991          | 0.6405 | 0.4991 | 0.7065 |
| 0.5028        | 7.7196 | 826  | 0.5579          | 0.6357 | 0.5579 | 0.7469 |
| 0.5028        | 7.7383 | 828  | 0.4920          | 0.6483 | 0.4920 | 0.7014 |
| 0.5028        | 7.7570 | 830  | 0.4648          | 0.6439 | 0.4648 | 0.6818 |
| 0.5028        | 7.7757 | 832  | 0.4484          | 0.6534 | 0.4484 | 0.6697 |
| 0.5028        | 7.7944 | 834  | 0.4830          | 0.6455 | 0.4830 | 0.6950 |
| 0.5028        | 7.8131 | 836  | 0.4746          | 0.6434 | 0.4746 | 0.6889 |
| 0.5028        | 7.8318 | 838  | 0.5238          | 0.6090 | 0.5238 | 0.7237 |
| 0.5028        | 7.8505 | 840  | 0.4901          | 0.6522 | 0.4901 | 0.7001 |
| 0.5028        | 7.8692 | 842  | 0.4258          | 0.6368 | 0.4258 | 0.6525 |
| 0.5028        | 7.8879 | 844  | 0.4214          | 0.6522 | 0.4214 | 0.6492 |
| 0.5028        | 7.9065 | 846  | 0.5083          | 0.6237 | 0.5083 | 0.7129 |
| 0.5028        | 7.9252 | 848  | 0.6014          | 0.5970 | 0.6014 | 0.7755 |
| 0.5028        | 7.9439 | 850  | 0.6227          | 0.6024 | 0.6227 | 0.7891 |
| 0.5028        | 7.9626 | 852  | 0.5503          | 0.6178 | 0.5503 | 0.7418 |
| 0.5028        | 7.9813 | 854  | 0.4929          | 0.6499 | 0.4929 | 0.7021 |
| 0.5028        | 8.0    | 856  | 0.4503          | 0.6603 | 0.4503 | 0.6711 |
| 0.5028        | 8.0187 | 858  | 0.4927          | 0.6506 | 0.4927 | 0.7020 |
| 0.5028        | 8.0374 | 860  | 0.6258          | 0.6211 | 0.6258 | 0.7910 |
| 0.5028        | 8.0561 | 862  | 0.5916          | 0.6045 | 0.5916 | 0.7692 |
| 0.5028        | 8.0748 | 864  | 0.4657          | 0.6387 | 0.4657 | 0.6824 |
| 0.5028        | 8.0935 | 866  | 0.4125          | 0.6506 | 0.4125 | 0.6423 |
| 0.5028        | 8.1121 | 868  | 0.4131          | 0.6469 | 0.4131 | 0.6427 |
| 0.5028        | 8.1308 | 870  | 0.4502          | 0.6344 | 0.4502 | 0.6709 |
| 0.5028        | 8.1495 | 872  | 0.5864          | 0.6068 | 0.5864 | 0.7658 |
| 0.5028        | 8.1682 | 874  | 0.6691          | 0.5968 | 0.6691 | 0.8180 |
| 0.5028        | 8.1869 | 876  | 0.5980          | 0.6255 | 0.5980 | 0.7733 |
| 0.5028        | 8.2056 | 878  | 0.4907          | 0.6364 | 0.4907 | 0.7005 |
| 0.5028        | 8.2243 | 880  | 0.4303          | 0.6747 | 0.4303 | 0.6560 |
| 0.5028        | 8.2430 | 882  | 0.4802          | 0.6536 | 0.4802 | 0.6930 |
| 0.5028        | 8.2617 | 884  | 0.4849          | 0.6515 | 0.4849 | 0.6964 |
| 0.5028        | 8.2804 | 886  | 0.5186          | 0.6437 | 0.5186 | 0.7201 |
| 0.5028        | 8.2991 | 888  | 0.5822          | 0.6279 | 0.5822 | 0.7630 |
| 0.5028        | 8.3178 | 890  | 0.5449          | 0.6388 | 0.5449 | 0.7381 |
| 0.5028        | 8.3364 | 892  | 0.4823          | 0.6550 | 0.4823 | 0.6944 |
| 0.5028        | 8.3551 | 894  | 0.5468          | 0.6414 | 0.5468 | 0.7395 |
| 0.5028        | 8.3738 | 896  | 0.5911          | 0.6091 | 0.5911 | 0.7689 |
| 0.5028        | 8.3925 | 898  | 0.5406          | 0.6450 | 0.5406 | 0.7352 |
| 0.5028        | 8.4112 | 900  | 0.4770          | 0.6711 | 0.4770 | 0.6907 |
| 0.5028        | 8.4299 | 902  | 0.3955          | 0.6676 | 0.3955 | 0.6289 |
| 0.5028        | 8.4486 | 904  | 0.3853          | 0.6699 | 0.3853 | 0.6208 |
| 0.5028        | 8.4673 | 906  | 0.3904          | 0.6720 | 0.3904 | 0.6248 |
| 0.5028        | 8.4860 | 908  | 0.5406          | 0.6256 | 0.5406 | 0.7352 |
| 0.5028        | 8.5047 | 910  | 0.6482          | 0.5824 | 0.6482 | 0.8051 |
| 0.5028        | 8.5234 | 912  | 0.5503          | 0.5977 | 0.5503 | 0.7418 |
| 0.5028        | 8.5421 | 914  | 0.4266          | 0.6583 | 0.4266 | 0.6531 |
| 0.5028        | 8.5607 | 916  | 0.3955          | 0.6692 | 0.3955 | 0.6289 |
| 0.5028        | 8.5794 | 918  | 0.4018          | 0.6795 | 0.4018 | 0.6339 |
| 0.5028        | 8.5981 | 920  | 0.5587          | 0.6240 | 0.5587 | 0.7475 |
| 0.5028        | 8.6168 | 922  | 0.9574          | 0.5334 | 0.9574 | 0.9785 |
| 0.5028        | 8.6355 | 924  | 1.0626          | 0.5308 | 1.0626 | 1.0308 |
| 0.5028        | 8.6542 | 926  | 0.8095          | 0.5643 | 0.8095 | 0.8997 |
| 0.5028        | 8.6729 | 928  | 0.4788          | 0.6630 | 0.4788 | 0.6919 |
| 0.5028        | 8.6916 | 930  | 0.3849          | 0.6857 | 0.3849 | 0.6204 |
| 0.5028        | 8.7103 | 932  | 0.3839          | 0.6842 | 0.3839 | 0.6196 |
| 0.5028        | 8.7290 | 934  | 0.4296          | 0.6697 | 0.4296 | 0.6554 |
| 0.5028        | 8.7477 | 936  | 0.5570          | 0.6152 | 0.5570 | 0.7463 |
| 0.5028        | 8.7664 | 938  | 0.5796          | 0.6250 | 0.5796 | 0.7613 |
| 0.5028        | 8.7850 | 940  | 0.5262          | 0.6380 | 0.5262 | 0.7254 |
| 0.5028        | 8.8037 | 942  | 0.4501          | 0.6528 | 0.4501 | 0.6709 |
| 0.5028        | 8.8224 | 944  | 0.4080          | 0.6709 | 0.4080 | 0.6388 |
| 0.5028        | 8.8411 | 946  | 0.4098          | 0.6668 | 0.4098 | 0.6402 |
| 0.5028        | 8.8598 | 948  | 0.4230          | 0.6436 | 0.4230 | 0.6504 |
| 0.5028        | 8.8785 | 950  | 0.5208          | 0.6044 | 0.5208 | 0.7217 |
| 0.5028        | 8.8972 | 952  | 0.5890          | 0.5623 | 0.5890 | 0.7675 |
| 0.5028        | 8.9159 | 954  | 0.5791          | 0.5499 | 0.5791 | 0.7610 |
| 0.5028        | 8.9346 | 956  | 0.4968          | 0.6152 | 0.4968 | 0.7048 |
| 0.5028        | 8.9533 | 958  | 0.4323          | 0.6298 | 0.4323 | 0.6575 |
| 0.5028        | 8.9720 | 960  | 0.4283          | 0.6397 | 0.4283 | 0.6545 |
| 0.5028        | 8.9907 | 962  | 0.4273          | 0.6694 | 0.4273 | 0.6536 |
| 0.5028        | 9.0093 | 964  | 0.4843          | 0.6411 | 0.4843 | 0.6959 |
| 0.5028        | 9.0280 | 966  | 0.7228          | 0.5941 | 0.7228 | 0.8502 |
| 0.5028        | 9.0467 | 968  | 0.9544          | 0.5399 | 0.9544 | 0.9770 |
| 0.5028        | 9.0654 | 970  | 0.9430          | 0.5349 | 0.9430 | 0.9711 |
| 0.5028        | 9.0841 | 972  | 0.7150          | 0.5771 | 0.7150 | 0.8456 |
| 0.5028        | 9.1028 | 974  | 0.4684          | 0.6383 | 0.4684 | 0.6844 |
| 0.5028        | 9.1215 | 976  | 0.3937          | 0.6715 | 0.3937 | 0.6274 |
| 0.5028        | 9.1402 | 978  | 0.4087          | 0.6540 | 0.4087 | 0.6393 |
| 0.5028        | 9.1589 | 980  | 0.3981          | 0.6603 | 0.3981 | 0.6310 |
| 0.5028        | 9.1776 | 982  | 0.4069          | 0.6541 | 0.4069 | 0.6379 |
| 0.5028        | 9.1963 | 984  | 0.5096          | 0.6299 | 0.5096 | 0.7139 |
| 0.5028        | 9.2150 | 986  | 0.5642          | 0.6228 | 0.5642 | 0.7512 |
| 0.5028        | 9.2336 | 988  | 0.5398          | 0.6300 | 0.5398 | 0.7347 |
| 0.5028        | 9.2523 | 990  | 0.4965          | 0.6556 | 0.4965 | 0.7046 |
| 0.5028        | 9.2710 | 992  | 0.5179          | 0.6560 | 0.5179 | 0.7197 |
| 0.5028        | 9.2897 | 994  | 0.5875          | 0.6064 | 0.5875 | 0.7665 |
| 0.5028        | 9.3084 | 996  | 0.5600          | 0.6304 | 0.5600 | 0.7483 |
| 0.5028        | 9.3271 | 998  | 0.5520          | 0.6256 | 0.5520 | 0.7430 |
| 0.1457        | 9.3458 | 1000 | 0.5595          | 0.6193 | 0.5595 | 0.7480 |
| 0.1457        | 9.3645 | 1002 | 0.5880          | 0.5798 | 0.5880 | 0.7668 |
| 0.1457        | 9.3832 | 1004 | 0.6098          | 0.5535 | 0.6098 | 0.7809 |
| 0.1457        | 9.4019 | 1006 | 0.5748          | 0.5729 | 0.5748 | 0.7582 |
| 0.1457        | 9.4206 | 1008 | 0.5237          | 0.5935 | 0.5237 | 0.7237 |
| 0.1457        | 9.4393 | 1010 | 0.4503          | 0.6090 | 0.4503 | 0.6711 |


### Framework versions

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