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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k9_task1_organization
  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. -->

# ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run2_AugV5_k9_task1_organization

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: 1.5407
- Qwk: 0.3407
- Mse: 1.5407
- Rmse: 1.2413

## 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        | 0.0513  | 2    | 6.6829          | 0.0308  | 6.6829 | 2.5851 |
| No log        | 0.1026  | 4    | 4.6345          | 0.0711  | 4.6345 | 2.1528 |
| No log        | 0.1538  | 6    | 3.6146          | -0.0505 | 3.6146 | 1.9012 |
| No log        | 0.2051  | 8    | 2.5582          | 0.0940  | 2.5582 | 1.5994 |
| No log        | 0.2564  | 10   | 2.4190          | 0.0403  | 2.4190 | 1.5553 |
| No log        | 0.3077  | 12   | 2.3437          | 0.0405  | 2.3437 | 1.5309 |
| No log        | 0.3590  | 14   | 1.9738          | 0.2609  | 1.9738 | 1.4049 |
| No log        | 0.4103  | 16   | 1.8324          | 0.1524  | 1.8324 | 1.3537 |
| No log        | 0.4615  | 18   | 1.7693          | 0.1538  | 1.7693 | 1.3302 |
| No log        | 0.5128  | 20   | 1.7323          | 0.1538  | 1.7323 | 1.3162 |
| No log        | 0.5641  | 22   | 1.7441          | 0.1667  | 1.7441 | 1.3206 |
| No log        | 0.6154  | 24   | 1.8569          | 0.2564  | 1.8569 | 1.3627 |
| No log        | 0.6667  | 26   | 1.8179          | 0.3740  | 1.8179 | 1.3483 |
| No log        | 0.7179  | 28   | 1.5900          | 0.2679  | 1.5900 | 1.2609 |
| No log        | 0.7692  | 30   | 1.5409          | 0.2037  | 1.5409 | 1.2413 |
| No log        | 0.8205  | 32   | 1.6683          | 0.1333  | 1.6683 | 1.2916 |
| No log        | 0.8718  | 34   | 1.5263          | 0.2037  | 1.5263 | 1.2355 |
| No log        | 0.9231  | 36   | 1.3974          | 0.3967  | 1.3974 | 1.1821 |
| No log        | 0.9744  | 38   | 1.5624          | 0.368   | 1.5624 | 1.2500 |
| No log        | 1.0256  | 40   | 1.5114          | 0.368   | 1.5114 | 1.2294 |
| No log        | 1.0769  | 42   | 1.2023          | 0.5041  | 1.2023 | 1.0965 |
| No log        | 1.1282  | 44   | 1.3063          | 0.4667  | 1.3063 | 1.1430 |
| No log        | 1.1795  | 46   | 1.9006          | 0.2105  | 1.9006 | 1.3786 |
| No log        | 1.2308  | 48   | 1.9403          | 0.2105  | 1.9403 | 1.3930 |
| No log        | 1.2821  | 50   | 1.4981          | 0.3036  | 1.4981 | 1.2240 |
| No log        | 1.3333  | 52   | 1.1881          | 0.5082  | 1.1881 | 1.0900 |
| No log        | 1.3846  | 54   | 1.1654          | 0.4918  | 1.1654 | 1.0795 |
| No log        | 1.4359  | 56   | 1.1907          | 0.4754  | 1.1907 | 1.0912 |
| No log        | 1.4872  | 58   | 1.2944          | 0.3966  | 1.2944 | 1.1377 |
| No log        | 1.5385  | 60   | 1.4831          | 0.3304  | 1.4831 | 1.2178 |
| No log        | 1.5897  | 62   | 1.6358          | 0.2881  | 1.6358 | 1.2790 |
| No log        | 1.6410  | 64   | 2.1286          | 0.0504  | 2.1286 | 1.4590 |
| No log        | 1.6923  | 66   | 2.2435          | 0.0169  | 2.2435 | 1.4978 |
| No log        | 1.7436  | 68   | 1.8493          | 0.1525  | 1.8493 | 1.3599 |
| No log        | 1.7949  | 70   | 1.2592          | 0.496   | 1.2592 | 1.1221 |
| No log        | 1.8462  | 72   | 1.0384          | 0.608   | 1.0384 | 1.0190 |
| No log        | 1.8974  | 74   | 1.0961          | 0.5484  | 1.0961 | 1.0469 |
| No log        | 1.9487  | 76   | 1.0418          | 0.6349  | 1.0418 | 1.0207 |
| No log        | 2.0     | 78   | 1.1389          | 0.5556  | 1.1389 | 1.0672 |
| No log        | 2.0513  | 80   | 1.3469          | 0.4593  | 1.3469 | 1.1606 |
| No log        | 2.1026  | 82   | 1.4840          | 0.4091  | 1.4840 | 1.2182 |
| No log        | 2.1538  | 84   | 1.4261          | 0.4409  | 1.4261 | 1.1942 |
| No log        | 2.2051  | 86   | 1.3603          | 0.4918  | 1.3603 | 1.1663 |
| No log        | 2.2564  | 88   | 1.2959          | 0.5556  | 1.2959 | 1.1384 |
| No log        | 2.3077  | 90   | 1.4343          | 0.4576  | 1.4343 | 1.1976 |
| No log        | 2.3590  | 92   | 1.5932          | 0.3559  | 1.5932 | 1.2622 |
| No log        | 2.4103  | 94   | 1.5413          | 0.3934  | 1.5413 | 1.2415 |
| No log        | 2.4615  | 96   | 1.4091          | 0.4553  | 1.4091 | 1.1870 |
| No log        | 2.5128  | 98   | 1.3023          | 0.4298  | 1.3023 | 1.1412 |
| No log        | 2.5641  | 100  | 1.2878          | 0.5039  | 1.2878 | 1.1348 |
| No log        | 2.6154  | 102  | 1.3539          | 0.4580  | 1.3539 | 1.1636 |
| No log        | 2.6667  | 104  | 1.5406          | 0.4     | 1.5406 | 1.2412 |
| No log        | 2.7179  | 106  | 1.7115          | 0.2676  | 1.7115 | 1.3082 |
| No log        | 2.7692  | 108  | 1.8973          | 0.1958  | 1.8973 | 1.3774 |
| No log        | 2.8205  | 110  | 1.8927          | 0.2222  | 1.8927 | 1.3758 |
| No log        | 2.8718  | 112  | 1.6797          | 0.2979  | 1.6797 | 1.2960 |
| No log        | 2.9231  | 114  | 1.3496          | 0.4265  | 1.3496 | 1.1617 |
| No log        | 2.9744  | 116  | 1.0788          | 0.5693  | 1.0788 | 1.0386 |
| No log        | 3.0256  | 118  | 1.0651          | 0.5522  | 1.0651 | 1.0320 |
| No log        | 3.0769  | 120  | 1.1755          | 0.5303  | 1.1755 | 1.0842 |
| No log        | 3.1282  | 122  | 1.3244          | 0.4593  | 1.3244 | 1.1508 |
| No log        | 3.1795  | 124  | 1.3232          | 0.4265  | 1.3232 | 1.1503 |
| No log        | 3.2308  | 126  | 1.2016          | 0.5522  | 1.2016 | 1.0962 |
| No log        | 3.2821  | 128  | 1.2381          | 0.5414  | 1.2381 | 1.1127 |
| No log        | 3.3333  | 130  | 1.4233          | 0.4265  | 1.4233 | 1.1930 |
| No log        | 3.3846  | 132  | 1.6872          | 0.3022  | 1.6872 | 1.2989 |
| No log        | 3.4359  | 134  | 1.8055          | 0.2446  | 1.8055 | 1.3437 |
| No log        | 3.4872  | 136  | 1.7899          | 0.2754  | 1.7899 | 1.3379 |
| No log        | 3.5385  | 138  | 1.5348          | 0.3913  | 1.5348 | 1.2389 |
| No log        | 3.5897  | 140  | 1.2422          | 0.5401  | 1.2422 | 1.1146 |
| No log        | 3.6410  | 142  | 1.1895          | 0.5522  | 1.1895 | 1.0906 |
| No log        | 3.6923  | 144  | 1.2810          | 0.5401  | 1.2810 | 1.1318 |
| No log        | 3.7436  | 146  | 1.3550          | 0.4380  | 1.3550 | 1.1641 |
| No log        | 3.7949  | 148  | 1.3429          | 0.5072  | 1.3429 | 1.1588 |
| No log        | 3.8462  | 150  | 1.3781          | 0.4203  | 1.3781 | 1.1739 |
| No log        | 3.8974  | 152  | 1.3755          | 0.4412  | 1.3755 | 1.1728 |
| No log        | 3.9487  | 154  | 1.4149          | 0.4412  | 1.4149 | 1.1895 |
| No log        | 4.0     | 156  | 1.2580          | 0.5538  | 1.2580 | 1.1216 |
| No log        | 4.0513  | 158  | 1.1743          | 0.5625  | 1.1743 | 1.0837 |
| No log        | 4.1026  | 160  | 1.1731          | 0.5827  | 1.1731 | 1.0831 |
| No log        | 4.1538  | 162  | 1.3605          | 0.4776  | 1.3605 | 1.1664 |
| No log        | 4.2051  | 164  | 1.6520          | 0.3066  | 1.6520 | 1.2853 |
| No log        | 4.2564  | 166  | 1.7468          | 0.2571  | 1.7468 | 1.3217 |
| No log        | 4.3077  | 168  | 1.6142          | 0.3066  | 1.6142 | 1.2705 |
| No log        | 4.3590  | 170  | 1.4842          | 0.4593  | 1.4842 | 1.2183 |
| No log        | 4.4103  | 172  | 1.3204          | 0.4741  | 1.3204 | 1.1491 |
| No log        | 4.4615  | 174  | 1.3589          | 0.4776  | 1.3589 | 1.1657 |
| No log        | 4.5128  | 176  | 1.4955          | 0.4412  | 1.4955 | 1.2229 |
| No log        | 4.5641  | 178  | 1.4206          | 0.4593  | 1.4206 | 1.1919 |
| No log        | 4.6154  | 180  | 1.3035          | 0.4885  | 1.3035 | 1.1417 |
| No log        | 4.6667  | 182  | 1.2966          | 0.4961  | 1.2966 | 1.1387 |
| No log        | 4.7179  | 184  | 1.2676          | 0.4961  | 1.2676 | 1.1259 |
| No log        | 4.7692  | 186  | 1.2584          | 0.4961  | 1.2584 | 1.1218 |
| No log        | 4.8205  | 188  | 1.2236          | 0.5231  | 1.2236 | 1.1062 |
| No log        | 4.8718  | 190  | 1.2336          | 0.5231  | 1.2336 | 1.1107 |
| No log        | 4.9231  | 192  | 1.3702          | 0.4776  | 1.3702 | 1.1705 |
| No log        | 4.9744  | 194  | 1.4593          | 0.4593  | 1.4593 | 1.2080 |
| No log        | 5.0256  | 196  | 1.5492          | 0.4234  | 1.5492 | 1.2447 |
| No log        | 5.0769  | 198  | 1.4457          | 0.4444  | 1.4457 | 1.2024 |
| No log        | 5.1282  | 200  | 1.2688          | 0.5522  | 1.2688 | 1.1264 |
| No log        | 5.1795  | 202  | 1.2418          | 0.5581  | 1.2418 | 1.1143 |
| No log        | 5.2308  | 204  | 1.3017          | 0.5909  | 1.3017 | 1.1409 |
| No log        | 5.2821  | 206  | 1.3534          | 0.5414  | 1.3534 | 1.1634 |
| No log        | 5.3333  | 208  | 1.3825          | 0.5075  | 1.3825 | 1.1758 |
| No log        | 5.3846  | 210  | 1.3582          | 0.5109  | 1.3582 | 1.1654 |
| No log        | 5.4359  | 212  | 1.4333          | 0.4559  | 1.4333 | 1.1972 |
| No log        | 5.4872  | 214  | 1.4570          | 0.4203  | 1.4570 | 1.2070 |
| No log        | 5.5385  | 216  | 1.5396          | 0.3913  | 1.5396 | 1.2408 |
| No log        | 5.5897  | 218  | 1.5133          | 0.3942  | 1.5133 | 1.2302 |
| No log        | 5.6410  | 220  | 1.3500          | 0.5263  | 1.3500 | 1.1619 |
| No log        | 5.6923  | 222  | 1.2776          | 0.5538  | 1.2776 | 1.1303 |
| No log        | 5.7436  | 224  | 1.3233          | 0.5     | 1.3233 | 1.1503 |
| No log        | 5.7949  | 226  | 1.4656          | 0.4361  | 1.4656 | 1.2106 |
| No log        | 5.8462  | 228  | 1.5106          | 0.4     | 1.5106 | 1.2291 |
| No log        | 5.8974  | 230  | 1.4163          | 0.4444  | 1.4163 | 1.1901 |
| No log        | 5.9487  | 232  | 1.1868          | 0.6176  | 1.1868 | 1.0894 |
| No log        | 6.0     | 234  | 1.0883          | 0.6667  | 1.0883 | 1.0432 |
| No log        | 6.0513  | 236  | 1.1275          | 0.6277  | 1.1275 | 1.0618 |
| No log        | 6.1026  | 238  | 1.2870          | 0.4892  | 1.2870 | 1.1345 |
| No log        | 6.1538  | 240  | 1.4536          | 0.4029  | 1.4536 | 1.2057 |
| No log        | 6.2051  | 242  | 1.5136          | 0.3857  | 1.5136 | 1.2303 |
| No log        | 6.2564  | 244  | 1.3947          | 0.4366  | 1.3947 | 1.1810 |
| No log        | 6.3077  | 246  | 1.3147          | 0.5211  | 1.3147 | 1.1466 |
| No log        | 6.3590  | 248  | 1.2183          | 0.5797  | 1.2183 | 1.1038 |
| No log        | 6.4103  | 250  | 1.2665          | 0.5109  | 1.2665 | 1.1254 |
| No log        | 6.4615  | 252  | 1.3740          | 0.4706  | 1.3740 | 1.1722 |
| No log        | 6.5128  | 254  | 1.4635          | 0.4444  | 1.4635 | 1.2098 |
| No log        | 6.5641  | 256  | 1.5693          | 0.3824  | 1.5693 | 1.2527 |
| No log        | 6.6154  | 258  | 1.5782          | 0.3824  | 1.5782 | 1.2563 |
| No log        | 6.6667  | 260  | 1.4640          | 0.4265  | 1.4640 | 1.2099 |
| No log        | 6.7179  | 262  | 1.3514          | 0.4559  | 1.3514 | 1.1625 |
| No log        | 6.7692  | 264  | 1.3547          | 0.4559  | 1.3547 | 1.1639 |
| No log        | 6.8205  | 266  | 1.4109          | 0.4559  | 1.4109 | 1.1878 |
| No log        | 6.8718  | 268  | 1.5314          | 0.4058  | 1.5314 | 1.2375 |
| No log        | 6.9231  | 270  | 1.5422          | 0.4058  | 1.5422 | 1.2418 |
| No log        | 6.9744  | 272  | 1.4852          | 0.4234  | 1.4852 | 1.2187 |
| No log        | 7.0256  | 274  | 1.3912          | 0.5231  | 1.3912 | 1.1795 |
| No log        | 7.0769  | 276  | 1.3441          | 0.4640  | 1.3441 | 1.1594 |
| No log        | 7.1282  | 278  | 1.3405          | 0.4921  | 1.3405 | 1.1578 |
| No log        | 7.1795  | 280  | 1.4565          | 0.4296  | 1.4565 | 1.2069 |
| No log        | 7.2308  | 282  | 1.6861          | 0.3404  | 1.6861 | 1.2985 |
| No log        | 7.2821  | 284  | 1.8109          | 0.2979  | 1.8109 | 1.3457 |
| No log        | 7.3333  | 286  | 1.7397          | 0.2979  | 1.7397 | 1.3190 |
| No log        | 7.3846  | 288  | 1.5915          | 0.3504  | 1.5915 | 1.2615 |
| No log        | 7.4359  | 290  | 1.3898          | 0.4672  | 1.3898 | 1.1789 |
| No log        | 7.4872  | 292  | 1.2605          | 0.5362  | 1.2605 | 1.1227 |
| No log        | 7.5385  | 294  | 1.2104          | 0.5612  | 1.2104 | 1.1002 |
| No log        | 7.5897  | 296  | 1.2743          | 0.5390  | 1.2743 | 1.1289 |
| No log        | 7.6410  | 298  | 1.3808          | 0.5106  | 1.3808 | 1.1751 |
| No log        | 7.6923  | 300  | 1.3903          | 0.4672  | 1.3903 | 1.1791 |
| No log        | 7.7436  | 302  | 1.2680          | 0.4853  | 1.2680 | 1.1261 |
| No log        | 7.7949  | 304  | 1.2110          | 0.5455  | 1.2110 | 1.1004 |
| No log        | 7.8462  | 306  | 1.2709          | 0.4885  | 1.2709 | 1.1274 |
| No log        | 7.8974  | 308  | 1.3916          | 0.4148  | 1.3916 | 1.1797 |
| No log        | 7.9487  | 310  | 1.5966          | 0.3768  | 1.5966 | 1.2636 |
| No log        | 8.0     | 312  | 1.7479          | 0.3239  | 1.7479 | 1.3221 |
| No log        | 8.0513  | 314  | 1.8054          | 0.2937  | 1.8054 | 1.3436 |
| No log        | 8.1026  | 316  | 1.6511          | 0.3688  | 1.6511 | 1.2850 |
| No log        | 8.1538  | 318  | 1.3976          | 0.4526  | 1.3976 | 1.1822 |
| No log        | 8.2051  | 320  | 1.3150          | 0.5373  | 1.3150 | 1.1467 |
| No log        | 8.2564  | 322  | 1.3482          | 0.5224  | 1.3482 | 1.1611 |
| No log        | 8.3077  | 324  | 1.4315          | 0.4559  | 1.4315 | 1.1964 |
| No log        | 8.3590  | 326  | 1.5068          | 0.4203  | 1.5068 | 1.2275 |
| No log        | 8.4103  | 328  | 1.4906          | 0.4203  | 1.4906 | 1.2209 |
| No log        | 8.4615  | 330  | 1.3623          | 0.4853  | 1.3623 | 1.1672 |
| No log        | 8.5128  | 332  | 1.2744          | 0.5     | 1.2744 | 1.1289 |
| No log        | 8.5641  | 334  | 1.1385          | 0.5926  | 1.1385 | 1.0670 |
| No log        | 8.6154  | 336  | 1.0832          | 0.5926  | 1.0832 | 1.0408 |
| No log        | 8.6667  | 338  | 1.0290          | 0.6131  | 1.0290 | 1.0144 |
| No log        | 8.7179  | 340  | 1.1187          | 0.5839  | 1.1187 | 1.0577 |
| No log        | 8.7692  | 342  | 1.3944          | 0.4265  | 1.3944 | 1.1808 |
| No log        | 8.8205  | 344  | 1.5744          | 0.3768  | 1.5744 | 1.2547 |
| No log        | 8.8718  | 346  | 1.5600          | 0.3942  | 1.5600 | 1.2490 |
| No log        | 8.9231  | 348  | 1.3959          | 0.4265  | 1.3959 | 1.1815 |
| No log        | 8.9744  | 350  | 1.3000          | 0.5263  | 1.3000 | 1.1402 |
| No log        | 9.0256  | 352  | 1.3200          | 0.5     | 1.3200 | 1.1489 |
| No log        | 9.0769  | 354  | 1.2984          | 0.5197  | 1.2984 | 1.1395 |
| No log        | 9.1282  | 356  | 1.3188          | 0.5197  | 1.3188 | 1.1484 |
| No log        | 9.1795  | 358  | 1.4355          | 0.4148  | 1.4355 | 1.1981 |
| No log        | 9.2308  | 360  | 1.5499          | 0.3942  | 1.5499 | 1.2449 |
| No log        | 9.2821  | 362  | 1.6002          | 0.3768  | 1.6002 | 1.2650 |
| No log        | 9.3333  | 364  | 1.6369          | 0.3429  | 1.6369 | 1.2794 |
| No log        | 9.3846  | 366  | 1.5865          | 0.3429  | 1.5865 | 1.2595 |
| No log        | 9.4359  | 368  | 1.4165          | 0.4748  | 1.4165 | 1.1902 |
| No log        | 9.4872  | 370  | 1.3607          | 0.4748  | 1.3607 | 1.1665 |
| No log        | 9.5385  | 372  | 1.3776          | 0.4748  | 1.3776 | 1.1737 |
| No log        | 9.5897  | 374  | 1.4792          | 0.4348  | 1.4792 | 1.2162 |
| No log        | 9.6410  | 376  | 1.5392          | 0.3768  | 1.5392 | 1.2407 |
| No log        | 9.6923  | 378  | 1.4806          | 0.4148  | 1.4806 | 1.2168 |
| No log        | 9.7436  | 380  | 1.3432          | 0.5426  | 1.3432 | 1.1590 |
| No log        | 9.7949  | 382  | 1.2863          | 0.5161  | 1.2863 | 1.1341 |
| No log        | 9.8462  | 384  | 1.3077          | 0.5161  | 1.3077 | 1.1435 |
| No log        | 9.8974  | 386  | 1.3563          | 0.5197  | 1.3563 | 1.1646 |
| No log        | 9.9487  | 388  | 1.5160          | 0.3852  | 1.5160 | 1.2313 |
| No log        | 10.0    | 390  | 1.6962          | 0.3066  | 1.6962 | 1.3024 |
| No log        | 10.0513 | 392  | 1.7118          | 0.3066  | 1.7118 | 1.3084 |
| No log        | 10.1026 | 394  | 1.6033          | 0.3333  | 1.6033 | 1.2662 |
| No log        | 10.1538 | 396  | 1.5984          | 0.3333  | 1.5984 | 1.2643 |
| No log        | 10.2051 | 398  | 1.5221          | 0.3942  | 1.5221 | 1.2338 |
| No log        | 10.2564 | 400  | 1.5058          | 0.4     | 1.5058 | 1.2271 |
| No log        | 10.3077 | 402  | 1.4380          | 0.3910  | 1.4380 | 1.1992 |
| No log        | 10.3590 | 404  | 1.3952          | 0.5197  | 1.3952 | 1.1812 |
| No log        | 10.4103 | 406  | 1.4518          | 0.4375  | 1.4518 | 1.2049 |
| No log        | 10.4615 | 408  | 1.5891          | 0.3407  | 1.5891 | 1.2606 |
| No log        | 10.5128 | 410  | 1.7285          | 0.2590  | 1.7285 | 1.3147 |
| No log        | 10.5641 | 412  | 1.9186          | 0.2411  | 1.9186 | 1.3851 |
| No log        | 10.6154 | 414  | 1.9182          | 0.2411  | 1.9182 | 1.3850 |
| No log        | 10.6667 | 416  | 1.7518          | 0.2429  | 1.7518 | 1.3236 |
| No log        | 10.7179 | 418  | 1.5115          | 0.3382  | 1.5115 | 1.2294 |
| No log        | 10.7692 | 420  | 1.3990          | 0.5     | 1.3990 | 1.1828 |
| No log        | 10.8205 | 422  | 1.3978          | 0.5     | 1.3978 | 1.1823 |
| No log        | 10.8718 | 424  | 1.4516          | 0.5116  | 1.4516 | 1.2048 |
| No log        | 10.9231 | 426  | 1.5148          | 0.4148  | 1.5148 | 1.2308 |
| No log        | 10.9744 | 428  | 1.5832          | 0.3796  | 1.5832 | 1.2583 |
| No log        | 11.0256 | 430  | 1.5857          | 0.3796  | 1.5857 | 1.2592 |
| No log        | 11.0769 | 432  | 1.4961          | 0.4148  | 1.4961 | 1.2231 |
| No log        | 11.1282 | 434  | 1.3866          | 0.4462  | 1.3866 | 1.1775 |
| No log        | 11.1795 | 436  | 1.3300          | 0.4462  | 1.3300 | 1.1532 |
| No log        | 11.2308 | 438  | 1.3712          | 0.4186  | 1.3712 | 1.1710 |
| No log        | 11.2821 | 440  | 1.5169          | 0.4     | 1.5169 | 1.2316 |
| No log        | 11.3333 | 442  | 1.6335          | 0.3504  | 1.6335 | 1.2781 |
| No log        | 11.3846 | 444  | 1.6250          | 0.3504  | 1.6250 | 1.2747 |
| No log        | 11.4359 | 446  | 1.4925          | 0.4265  | 1.4925 | 1.2217 |
| No log        | 11.4872 | 448  | 1.3405          | 0.4462  | 1.3405 | 1.1578 |
| No log        | 11.5385 | 450  | 1.3325          | 0.4651  | 1.3325 | 1.1543 |
| No log        | 11.5897 | 452  | 1.4328          | 0.4211  | 1.4328 | 1.1970 |
| No log        | 11.6410 | 454  | 1.5666          | 0.3768  | 1.5666 | 1.2516 |
| No log        | 11.6923 | 456  | 1.6647          | 0.3597  | 1.6647 | 1.2902 |
| No log        | 11.7436 | 458  | 1.6343          | 0.3597  | 1.6343 | 1.2784 |
| No log        | 11.7949 | 460  | 1.6341          | 0.3597  | 1.6341 | 1.2783 |
| No log        | 11.8462 | 462  | 1.7203          | 0.3143  | 1.7203 | 1.3116 |
| No log        | 11.8974 | 464  | 1.7504          | 0.3143  | 1.7504 | 1.3230 |
| No log        | 11.9487 | 466  | 1.7235          | 0.3143  | 1.7235 | 1.3128 |
| No log        | 12.0    | 468  | 1.7777          | 0.2878  | 1.7777 | 1.3333 |
| No log        | 12.0513 | 470  | 1.7534          | 0.2920  | 1.7534 | 1.3242 |
| No log        | 12.1026 | 472  | 1.6374          | 0.3259  | 1.6374 | 1.2796 |
| No log        | 12.1538 | 474  | 1.5411          | 0.3582  | 1.5411 | 1.2414 |
| No log        | 12.2051 | 476  | 1.5092          | 0.3582  | 1.5092 | 1.2285 |
| No log        | 12.2564 | 478  | 1.5532          | 0.3582  | 1.5532 | 1.2463 |
| No log        | 12.3077 | 480  | 1.5918          | 0.3308  | 1.5918 | 1.2617 |
| No log        | 12.3590 | 482  | 1.6258          | 0.3111  | 1.6258 | 1.2751 |
| No log        | 12.4103 | 484  | 1.6657          | 0.3212  | 1.6657 | 1.2906 |
| No log        | 12.4615 | 486  | 1.6875          | 0.3212  | 1.6875 | 1.2990 |
| No log        | 12.5128 | 488  | 1.7120          | 0.3212  | 1.7120 | 1.3084 |
| No log        | 12.5641 | 490  | 1.6989          | 0.3212  | 1.6989 | 1.3034 |
| No log        | 12.6154 | 492  | 1.6060          | 0.3704  | 1.6060 | 1.2673 |
| No log        | 12.6667 | 494  | 1.5922          | 0.3407  | 1.5922 | 1.2618 |
| No log        | 12.7179 | 496  | 1.6221          | 0.3407  | 1.6221 | 1.2736 |
| No log        | 12.7692 | 498  | 1.7288          | 0.3212  | 1.7288 | 1.3148 |
| 0.3722        | 12.8205 | 500  | 1.8147          | 0.2571  | 1.8147 | 1.3471 |
| 0.3722        | 12.8718 | 502  | 1.7686          | 0.2571  | 1.7686 | 1.3299 |
| 0.3722        | 12.9231 | 504  | 1.6623          | 0.3188  | 1.6623 | 1.2893 |
| 0.3722        | 12.9744 | 506  | 1.5391          | 0.3852  | 1.5391 | 1.2406 |
| 0.3722        | 13.0256 | 508  | 1.4724          | 0.4275  | 1.4724 | 1.2134 |
| 0.3722        | 13.0769 | 510  | 1.4662          | 0.4275  | 1.4662 | 1.2109 |
| 0.3722        | 13.1282 | 512  | 1.4523          | 0.4275  | 1.4523 | 1.2051 |
| 0.3722        | 13.1795 | 514  | 1.4426          | 0.4211  | 1.4426 | 1.2011 |
| 0.3722        | 13.2308 | 516  | 1.4479          | 0.4380  | 1.4479 | 1.2033 |
| 0.3722        | 13.2821 | 518  | 1.5588          | 0.3521  | 1.5588 | 1.2485 |
| 0.3722        | 13.3333 | 520  | 1.6319          | 0.3521  | 1.6319 | 1.2775 |
| 0.3722        | 13.3846 | 522  | 1.6548          | 0.3768  | 1.6548 | 1.2864 |
| 0.3722        | 13.4359 | 524  | 1.5859          | 0.3676  | 1.5859 | 1.2593 |
| 0.3722        | 13.4872 | 526  | 1.4543          | 0.4122  | 1.4543 | 1.2060 |
| 0.3722        | 13.5385 | 528  | 1.4183          | 0.4651  | 1.4183 | 1.1909 |
| 0.3722        | 13.5897 | 530  | 1.4328          | 0.4462  | 1.4328 | 1.1970 |
| 0.3722        | 13.6410 | 532  | 1.4824          | 0.3852  | 1.4824 | 1.2175 |
| 0.3722        | 13.6923 | 534  | 1.6123          | 0.3597  | 1.6123 | 1.2698 |
| 0.3722        | 13.7436 | 536  | 1.7437          | 0.2657  | 1.7437 | 1.3205 |
| 0.3722        | 13.7949 | 538  | 1.7731          | 0.2571  | 1.7731 | 1.3316 |
| 0.3722        | 13.8462 | 540  | 1.7897          | 0.2571  | 1.7897 | 1.3378 |
| 0.3722        | 13.8974 | 542  | 1.7929          | 0.2571  | 1.7929 | 1.3390 |
| 0.3722        | 13.9487 | 544  | 1.6729          | 0.3309  | 1.6729 | 1.2934 |
| 0.3722        | 14.0    | 546  | 1.5253          | 0.3504  | 1.5253 | 1.2350 |
| 0.3722        | 14.0513 | 548  | 1.4386          | 0.3852  | 1.4386 | 1.1994 |
| 0.3722        | 14.1026 | 550  | 1.4499          | 0.3852  | 1.4499 | 1.2041 |
| 0.3722        | 14.1538 | 552  | 1.5055          | 0.3852  | 1.5055 | 1.2270 |
| 0.3722        | 14.2051 | 554  | 1.5765          | 0.3796  | 1.5765 | 1.2556 |
| 0.3722        | 14.2564 | 556  | 1.6085          | 0.3741  | 1.6085 | 1.2683 |
| 0.3722        | 14.3077 | 558  | 1.6945          | 0.3000  | 1.6945 | 1.3017 |
| 0.3722        | 14.3590 | 560  | 1.7060          | 0.3000  | 1.7060 | 1.3061 |
| 0.3722        | 14.4103 | 562  | 1.6613          | 0.3309  | 1.6613 | 1.2889 |
| 0.3722        | 14.4615 | 564  | 1.5931          | 0.3741  | 1.5931 | 1.2622 |
| 0.3722        | 14.5128 | 566  | 1.5282          | 0.3504  | 1.5282 | 1.2362 |
| 0.3722        | 14.5641 | 568  | 1.4928          | 0.3382  | 1.4928 | 1.2218 |
| 0.3722        | 14.6154 | 570  | 1.5208          | 0.3504  | 1.5208 | 1.2332 |
| 0.3722        | 14.6667 | 572  | 1.5362          | 0.3504  | 1.5362 | 1.2394 |
| 0.3722        | 14.7179 | 574  | 1.5400          | 0.3768  | 1.5400 | 1.2410 |
| 0.3722        | 14.7692 | 576  | 1.5216          | 0.4225  | 1.5216 | 1.2335 |
| 0.3722        | 14.8205 | 578  | 1.5576          | 0.4056  | 1.5576 | 1.2480 |
| 0.3722        | 14.8718 | 580  | 1.5375          | 0.3857  | 1.5375 | 1.2400 |
| 0.3722        | 14.9231 | 582  | 1.4786          | 0.4203  | 1.4786 | 1.2160 |
| 0.3722        | 14.9744 | 584  | 1.4412          | 0.4203  | 1.4412 | 1.2005 |
| 0.3722        | 15.0256 | 586  | 1.4504          | 0.3942  | 1.4504 | 1.2043 |
| 0.3722        | 15.0769 | 588  | 1.4964          | 0.3768  | 1.4964 | 1.2233 |
| 0.3722        | 15.1282 | 590  | 1.5403          | 0.3504  | 1.5403 | 1.2411 |
| 0.3722        | 15.1795 | 592  | 1.4977          | 0.3824  | 1.4977 | 1.2238 |
| 0.3722        | 15.2308 | 594  | 1.4716          | 0.3768  | 1.4716 | 1.2131 |
| 0.3722        | 15.2821 | 596  | 1.5321          | 0.3768  | 1.5321 | 1.2378 |
| 0.3722        | 15.3333 | 598  | 1.6452          | 0.3333  | 1.6452 | 1.2826 |
| 0.3722        | 15.3846 | 600  | 1.7642          | 0.3333  | 1.7642 | 1.3282 |
| 0.3722        | 15.4359 | 602  | 1.7921          | 0.3333  | 1.7921 | 1.3387 |
| 0.3722        | 15.4872 | 604  | 1.6702          | 0.3333  | 1.6702 | 1.2924 |
| 0.3722        | 15.5385 | 606  | 1.5488          | 0.3597  | 1.5488 | 1.2445 |
| 0.3722        | 15.5897 | 608  | 1.3378          | 0.4559  | 1.3378 | 1.1567 |
| 0.3722        | 15.6410 | 610  | 1.1738          | 0.5481  | 1.1738 | 1.0834 |
| 0.3722        | 15.6923 | 612  | 1.0850          | 0.5954  | 1.0850 | 1.0416 |
| 0.3722        | 15.7436 | 614  | 1.0800          | 0.6308  | 1.0800 | 1.0392 |
| 0.3722        | 15.7949 | 616  | 1.1337          | 0.5865  | 1.1337 | 1.0648 |
| 0.3722        | 15.8462 | 618  | 1.2784          | 0.5     | 1.2784 | 1.1307 |
| 0.3722        | 15.8974 | 620  | 1.4754          | 0.4029  | 1.4754 | 1.2147 |
| 0.3722        | 15.9487 | 622  | 1.6049          | 0.3857  | 1.6049 | 1.2668 |
| 0.3722        | 16.0    | 624  | 1.6534          | 0.3857  | 1.6534 | 1.2859 |
| 0.3722        | 16.0513 | 626  | 1.5479          | 0.4029  | 1.5479 | 1.2441 |
| 0.3722        | 16.1026 | 628  | 1.4750          | 0.4286  | 1.4750 | 1.2145 |
| 0.3722        | 16.1538 | 630  | 1.4680          | 0.4539  | 1.4680 | 1.2116 |
| 0.3722        | 16.2051 | 632  | 1.4336          | 0.4539  | 1.4336 | 1.1973 |
| 0.3722        | 16.2564 | 634  | 1.3864          | 0.4265  | 1.3864 | 1.1775 |
| 0.3722        | 16.3077 | 636  | 1.3772          | 0.4     | 1.3772 | 1.1735 |
| 0.3722        | 16.3590 | 638  | 1.4298          | 0.3459  | 1.4298 | 1.1957 |
| 0.3722        | 16.4103 | 640  | 1.4957          | 0.3942  | 1.4957 | 1.2230 |
| 0.3722        | 16.4615 | 642  | 1.6279          | 0.3404  | 1.6279 | 1.2759 |
| 0.3722        | 16.5128 | 644  | 1.6529          | 0.3862  | 1.6529 | 1.2857 |
| 0.3722        | 16.5641 | 646  | 1.5856          | 0.3916  | 1.5856 | 1.2592 |
| 0.3722        | 16.6154 | 648  | 1.4601          | 0.4     | 1.4601 | 1.2083 |
| 0.3722        | 16.6667 | 650  | 1.3672          | 0.4571  | 1.3672 | 1.1693 |
| 0.3722        | 16.7179 | 652  | 1.3665          | 0.4380  | 1.3665 | 1.1690 |
| 0.3722        | 16.7692 | 654  | 1.4258          | 0.4203  | 1.4258 | 1.1941 |
| 0.3722        | 16.8205 | 656  | 1.4867          | 0.3504  | 1.4867 | 1.2193 |
| 0.3722        | 16.8718 | 658  | 1.6148          | 0.3478  | 1.6148 | 1.2707 |
| 0.3722        | 16.9231 | 660  | 1.7378          | 0.3309  | 1.7378 | 1.3182 |
| 0.3722        | 16.9744 | 662  | 1.7450          | 0.3309  | 1.7450 | 1.3210 |
| 0.3722        | 17.0256 | 664  | 1.6842          | 0.3309  | 1.6842 | 1.2977 |
| 0.3722        | 17.0769 | 666  | 1.5757          | 0.3478  | 1.5757 | 1.2553 |
| 0.3722        | 17.1282 | 668  | 1.4457          | 0.3796  | 1.4457 | 1.2024 |
| 0.3722        | 17.1795 | 670  | 1.3721          | 0.4234  | 1.3721 | 1.1714 |
| 0.3722        | 17.2308 | 672  | 1.3810          | 0.4412  | 1.3810 | 1.1752 |
| 0.3722        | 17.2821 | 674  | 1.4532          | 0.4058  | 1.4532 | 1.2055 |
| 0.3722        | 17.3333 | 676  | 1.5988          | 0.3571  | 1.5988 | 1.2644 |
| 0.3722        | 17.3846 | 678  | 1.7258          | 0.2837  | 1.7258 | 1.3137 |
| 0.3722        | 17.4359 | 680  | 1.7785          | 0.2837  | 1.7785 | 1.3336 |
| 0.3722        | 17.4872 | 682  | 1.7804          | 0.2837  | 1.7804 | 1.3343 |
| 0.3722        | 17.5385 | 684  | 1.7045          | 0.3143  | 1.7045 | 1.3056 |
| 0.3722        | 17.5897 | 686  | 1.5994          | 0.3309  | 1.5994 | 1.2647 |
| 0.3722        | 17.6410 | 688  | 1.5758          | 0.3309  | 1.5758 | 1.2553 |
| 0.3722        | 17.6923 | 690  | 1.5812          | 0.3143  | 1.5812 | 1.2575 |
| 0.3722        | 17.7436 | 692  | 1.6366          | 0.3143  | 1.6366 | 1.2793 |
| 0.3722        | 17.7949 | 694  | 1.7175          | 0.3143  | 1.7175 | 1.3105 |
| 0.3722        | 17.8462 | 696  | 1.7265          | 0.3143  | 1.7265 | 1.3140 |
| 0.3722        | 17.8974 | 698  | 1.6598          | 0.3143  | 1.6598 | 1.2883 |
| 0.3722        | 17.9487 | 700  | 1.5638          | 0.3676  | 1.5638 | 1.2505 |
| 0.3722        | 18.0    | 702  | 1.4816          | 0.4118  | 1.4816 | 1.2172 |
| 0.3722        | 18.0513 | 704  | 1.4694          | 0.4118  | 1.4694 | 1.2122 |
| 0.3722        | 18.1026 | 706  | 1.4984          | 0.3942  | 1.4984 | 1.2241 |
| 0.3722        | 18.1538 | 708  | 1.5826          | 0.3309  | 1.5826 | 1.2580 |
| 0.3722        | 18.2051 | 710  | 1.6231          | 0.3309  | 1.6231 | 1.2740 |
| 0.3722        | 18.2564 | 712  | 1.6246          | 0.3309  | 1.6246 | 1.2746 |
| 0.3722        | 18.3077 | 714  | 1.6549          | 0.3143  | 1.6549 | 1.2864 |
| 0.3722        | 18.3590 | 716  | 1.6705          | 0.2878  | 1.6705 | 1.2925 |
| 0.3722        | 18.4103 | 718  | 1.6891          | 0.3043  | 1.6891 | 1.2997 |
| 0.3722        | 18.4615 | 720  | 1.6628          | 0.3212  | 1.6628 | 1.2895 |
| 0.3722        | 18.5128 | 722  | 1.6247          | 0.3478  | 1.6247 | 1.2746 |
| 0.3722        | 18.5641 | 724  | 1.5738          | 0.3676  | 1.5738 | 1.2545 |
| 0.3722        | 18.6154 | 726  | 1.5769          | 0.3676  | 1.5769 | 1.2557 |
| 0.3722        | 18.6667 | 728  | 1.6126          | 0.3309  | 1.6126 | 1.2699 |
| 0.3722        | 18.7179 | 730  | 1.6550          | 0.2837  | 1.6550 | 1.2865 |
| 0.3722        | 18.7692 | 732  | 1.6747          | 0.2837  | 1.6747 | 1.2941 |
| 0.3722        | 18.8205 | 734  | 1.7132          | 0.2676  | 1.7132 | 1.3089 |
| 0.3722        | 18.8718 | 736  | 1.7535          | 0.2676  | 1.7535 | 1.3242 |
| 0.3722        | 18.9231 | 738  | 1.8037          | 0.2676  | 1.8037 | 1.3430 |
| 0.3722        | 18.9744 | 740  | 1.8382          | 0.2676  | 1.8382 | 1.3558 |
| 0.3722        | 19.0256 | 742  | 1.8193          | 0.2676  | 1.8193 | 1.3488 |
| 0.3722        | 19.0769 | 744  | 1.7055          | 0.2837  | 1.7055 | 1.3059 |
| 0.3722        | 19.1282 | 746  | 1.5407          | 0.3913  | 1.5407 | 1.2412 |
| 0.3722        | 19.1795 | 748  | 1.4300          | 0.4265  | 1.4300 | 1.1958 |
| 0.3722        | 19.2308 | 750  | 1.4212          | 0.4296  | 1.4212 | 1.1921 |
| 0.3722        | 19.2821 | 752  | 1.4659          | 0.4     | 1.4659 | 1.2108 |
| 0.3722        | 19.3333 | 754  | 1.5233          | 0.3942  | 1.5233 | 1.2342 |
| 0.3722        | 19.3846 | 756  | 1.5332          | 0.3768  | 1.5332 | 1.2382 |
| 0.3722        | 19.4359 | 758  | 1.5691          | 0.3741  | 1.5691 | 1.2527 |
| 0.3722        | 19.4872 | 760  | 1.5367          | 0.4029  | 1.5367 | 1.2396 |
| 0.3722        | 19.5385 | 762  | 1.5576          | 0.3768  | 1.5576 | 1.2480 |
| 0.3722        | 19.5897 | 764  | 1.5666          | 0.3942  | 1.5666 | 1.2516 |
| 0.3722        | 19.6410 | 766  | 1.5929          | 0.3556  | 1.5929 | 1.2621 |
| 0.3722        | 19.6923 | 768  | 1.6251          | 0.3284  | 1.6251 | 1.2748 |
| 0.3722        | 19.7436 | 770  | 1.6823          | 0.3284  | 1.6823 | 1.2970 |
| 0.3722        | 19.7949 | 772  | 1.6630          | 0.3284  | 1.6630 | 1.2896 |
| 0.3722        | 19.8462 | 774  | 1.6310          | 0.3284  | 1.6310 | 1.2771 |
| 0.3722        | 19.8974 | 776  | 1.6451          | 0.3407  | 1.6451 | 1.2826 |
| 0.3722        | 19.9487 | 778  | 1.6893          | 0.3212  | 1.6893 | 1.2997 |
| 0.3722        | 20.0    | 780  | 1.7618          | 0.2734  | 1.7618 | 1.3273 |
| 0.3722        | 20.0513 | 782  | 1.7869          | 0.2734  | 1.7869 | 1.3367 |
| 0.3722        | 20.1026 | 784  | 1.7176          | 0.3212  | 1.7176 | 1.3106 |
| 0.3722        | 20.1538 | 786  | 1.6739          | 0.3212  | 1.6739 | 1.2938 |
| 0.3722        | 20.2051 | 788  | 1.6123          | 0.3212  | 1.6123 | 1.2698 |
| 0.3722        | 20.2564 | 790  | 1.5785          | 0.3212  | 1.5785 | 1.2564 |
| 0.3722        | 20.3077 | 792  | 1.5426          | 0.3111  | 1.5426 | 1.2420 |
| 0.3722        | 20.3590 | 794  | 1.5396          | 0.3235  | 1.5396 | 1.2408 |
| 0.3722        | 20.4103 | 796  | 1.5822          | 0.3212  | 1.5822 | 1.2578 |
| 0.3722        | 20.4615 | 798  | 1.6658          | 0.3212  | 1.6658 | 1.2906 |
| 0.3722        | 20.5128 | 800  | 1.7910          | 0.3212  | 1.7910 | 1.3383 |
| 0.3722        | 20.5641 | 802  | 1.8691          | 0.2734  | 1.8691 | 1.3672 |
| 0.3722        | 20.6154 | 804  | 1.8205          | 0.2734  | 1.8205 | 1.3492 |
| 0.3722        | 20.6667 | 806  | 1.7024          | 0.3212  | 1.7024 | 1.3048 |
| 0.3722        | 20.7179 | 808  | 1.5580          | 0.3235  | 1.5580 | 1.2482 |
| 0.3722        | 20.7692 | 810  | 1.5060          | 0.3407  | 1.5060 | 1.2272 |
| 0.3722        | 20.8205 | 812  | 1.4473          | 0.4179  | 1.4473 | 1.2031 |
| 0.3722        | 20.8718 | 814  | 1.4137          | 0.3852  | 1.4137 | 1.1890 |
| 0.3722        | 20.9231 | 816  | 1.4406          | 0.4118  | 1.4406 | 1.2003 |
| 0.3722        | 20.9744 | 818  | 1.5229          | 0.3623  | 1.5229 | 1.2341 |
| 0.3722        | 21.0256 | 820  | 1.6341          | 0.3188  | 1.6341 | 1.2783 |
| 0.3722        | 21.0769 | 822  | 1.7454          | 0.2857  | 1.7454 | 1.3211 |
| 0.3722        | 21.1282 | 824  | 1.8143          | 0.2857  | 1.8143 | 1.3470 |
| 0.3722        | 21.1795 | 826  | 1.8550          | 0.2857  | 1.8550 | 1.3620 |
| 0.3722        | 21.2308 | 828  | 1.8366          | 0.2590  | 1.8366 | 1.3552 |
| 0.3722        | 21.2821 | 830  | 1.7710          | 0.3188  | 1.7710 | 1.3308 |
| 0.3722        | 21.3333 | 832  | 1.6784          | 0.3188  | 1.6784 | 1.2955 |
| 0.3722        | 21.3846 | 834  | 1.6141          | 0.3188  | 1.6141 | 1.2705 |
| 0.3722        | 21.4359 | 836  | 1.5345          | 0.3235  | 1.5345 | 1.2388 |
| 0.3722        | 21.4872 | 838  | 1.4615          | 0.3817  | 1.4615 | 1.2089 |
| 0.3722        | 21.5385 | 840  | 1.4724          | 0.3817  | 1.4724 | 1.2134 |
| 0.3722        | 21.5897 | 842  | 1.5198          | 0.3235  | 1.5198 | 1.2328 |
| 0.3722        | 21.6410 | 844  | 1.5398          | 0.3235  | 1.5398 | 1.2409 |
| 0.3722        | 21.6923 | 846  | 1.5623          | 0.3235  | 1.5623 | 1.2499 |
| 0.3722        | 21.7436 | 848  | 1.5877          | 0.3235  | 1.5877 | 1.2601 |
| 0.3722        | 21.7949 | 850  | 1.6705          | 0.3066  | 1.6705 | 1.2925 |
| 0.3722        | 21.8462 | 852  | 1.7421          | 0.3188  | 1.7421 | 1.3199 |
| 0.3722        | 21.8974 | 854  | 1.7455          | 0.3188  | 1.7455 | 1.3212 |
| 0.3722        | 21.9487 | 856  | 1.6597          | 0.3235  | 1.6597 | 1.2883 |
| 0.3722        | 22.0    | 858  | 1.5705          | 0.3459  | 1.5705 | 1.2532 |
| 0.3722        | 22.0513 | 860  | 1.5132          | 0.3459  | 1.5132 | 1.2301 |
| 0.3722        | 22.1026 | 862  | 1.5112          | 0.3459  | 1.5112 | 1.2293 |
| 0.3722        | 22.1538 | 864  | 1.5200          | 0.3459  | 1.5200 | 1.2329 |
| 0.3722        | 22.2051 | 866  | 1.4967          | 0.3556  | 1.4967 | 1.2234 |
| 0.3722        | 22.2564 | 868  | 1.5401          | 0.3556  | 1.5401 | 1.2410 |
| 0.3722        | 22.3077 | 870  | 1.5829          | 0.3504  | 1.5829 | 1.2581 |
| 0.3722        | 22.3590 | 872  | 1.6034          | 0.3676  | 1.6034 | 1.2663 |
| 0.3722        | 22.4103 | 874  | 1.5544          | 0.3676  | 1.5544 | 1.2468 |
| 0.3722        | 22.4615 | 876  | 1.4711          | 0.3676  | 1.4711 | 1.2129 |
| 0.3722        | 22.5128 | 878  | 1.4014          | 0.4179  | 1.4014 | 1.1838 |
| 0.3722        | 22.5641 | 880  | 1.4416          | 0.3852  | 1.4416 | 1.2006 |
| 0.3722        | 22.6154 | 882  | 1.5933          | 0.3407  | 1.5933 | 1.2623 |
| 0.3722        | 22.6667 | 884  | 1.7305          | 0.3212  | 1.7305 | 1.3155 |
| 0.3722        | 22.7179 | 886  | 1.8485          | 0.2734  | 1.8485 | 1.3596 |
| 0.3722        | 22.7692 | 888  | 1.9114          | 0.2411  | 1.9114 | 1.3825 |
| 0.3722        | 22.8205 | 890  | 1.8738          | 0.2571  | 1.8738 | 1.3689 |
| 0.3722        | 22.8718 | 892  | 1.7547          | 0.2734  | 1.7547 | 1.3247 |
| 0.3722        | 22.9231 | 894  | 1.6591          | 0.3111  | 1.6591 | 1.2881 |
| 0.3722        | 22.9744 | 896  | 1.6005          | 0.3284  | 1.6005 | 1.2651 |
| 0.3722        | 23.0256 | 898  | 1.6079          | 0.3284  | 1.6079 | 1.2680 |
| 0.3722        | 23.0769 | 900  | 1.6053          | 0.3284  | 1.6053 | 1.2670 |
| 0.3722        | 23.1282 | 902  | 1.6650          | 0.2899  | 1.6650 | 1.2903 |
| 0.3722        | 23.1795 | 904  | 1.7408          | 0.2734  | 1.7408 | 1.3194 |
| 0.3722        | 23.2308 | 906  | 1.8172          | 0.2734  | 1.8172 | 1.3480 |
| 0.3722        | 23.2821 | 908  | 1.8648          | 0.2571  | 1.8648 | 1.3656 |
| 0.3722        | 23.3333 | 910  | 1.8139          | 0.2734  | 1.8139 | 1.3468 |
| 0.3722        | 23.3846 | 912  | 1.7605          | 0.2899  | 1.7605 | 1.3268 |
| 0.3722        | 23.4359 | 914  | 1.7639          | 0.2899  | 1.7639 | 1.3281 |
| 0.3722        | 23.4872 | 916  | 1.7562          | 0.2899  | 1.7562 | 1.3252 |
| 0.3722        | 23.5385 | 918  | 1.7686          | 0.2899  | 1.7686 | 1.3299 |
| 0.3722        | 23.5897 | 920  | 1.7412          | 0.2899  | 1.7412 | 1.3195 |
| 0.3722        | 23.6410 | 922  | 1.6848          | 0.2899  | 1.6848 | 1.2980 |
| 0.3722        | 23.6923 | 924  | 1.6586          | 0.3212  | 1.6586 | 1.2879 |
| 0.3722        | 23.7436 | 926  | 1.6371          | 0.3212  | 1.6371 | 1.2795 |
| 0.3722        | 23.7949 | 928  | 1.6284          | 0.3212  | 1.6284 | 1.2761 |
| 0.3722        | 23.8462 | 930  | 1.5914          | 0.3284  | 1.5914 | 1.2615 |
| 0.3722        | 23.8974 | 932  | 1.5633          | 0.3158  | 1.5633 | 1.2503 |
| 0.3722        | 23.9487 | 934  | 1.5428          | 0.3433  | 1.5428 | 1.2421 |
| 0.3722        | 24.0    | 936  | 1.5235          | 0.3433  | 1.5235 | 1.2343 |
| 0.3722        | 24.0513 | 938  | 1.5419          | 0.3556  | 1.5419 | 1.2417 |
| 0.3722        | 24.1026 | 940  | 1.6055          | 0.3088  | 1.6055 | 1.2671 |
| 0.3722        | 24.1538 | 942  | 1.6833          | 0.3066  | 1.6833 | 1.2974 |
| 0.3722        | 24.2051 | 944  | 1.7152          | 0.3066  | 1.7152 | 1.3097 |
| 0.3722        | 24.2564 | 946  | 1.7252          | 0.2899  | 1.7252 | 1.3135 |
| 0.3722        | 24.3077 | 948  | 1.7222          | 0.2734  | 1.7222 | 1.3123 |
| 0.3722        | 24.3590 | 950  | 1.6729          | 0.3333  | 1.6729 | 1.2934 |
| 0.3722        | 24.4103 | 952  | 1.5811          | 0.3382  | 1.5811 | 1.2574 |
| 0.3722        | 24.4615 | 954  | 1.4913          | 0.3796  | 1.4913 | 1.2212 |
| 0.3722        | 24.5128 | 956  | 1.4723          | 0.3913  | 1.4723 | 1.2134 |
| 0.3722        | 24.5641 | 958  | 1.4770          | 0.4234  | 1.4770 | 1.2153 |
| 0.3722        | 24.6154 | 960  | 1.5250          | 0.3971  | 1.5250 | 1.2349 |
| 0.3722        | 24.6667 | 962  | 1.6284          | 0.3407  | 1.6284 | 1.2761 |
| 0.3722        | 24.7179 | 964  | 1.7358          | 0.2734  | 1.7358 | 1.3175 |
| 0.3722        | 24.7692 | 966  | 1.7707          | 0.2734  | 1.7707 | 1.3307 |
| 0.3722        | 24.8205 | 968  | 1.7252          | 0.3000  | 1.7252 | 1.3135 |
| 0.3722        | 24.8718 | 970  | 1.6292          | 0.3286  | 1.6292 | 1.2764 |
| 0.3722        | 24.9231 | 972  | 1.5150          | 0.4203  | 1.5150 | 1.2309 |
| 0.3722        | 24.9744 | 974  | 1.4350          | 0.4493  | 1.4350 | 1.1979 |
| 0.3722        | 25.0256 | 976  | 1.4036          | 0.4380  | 1.4036 | 1.1847 |
| 0.3722        | 25.0769 | 978  | 1.4237          | 0.4118  | 1.4237 | 1.1932 |
| 0.3722        | 25.1282 | 980  | 1.4427          | 0.3852  | 1.4427 | 1.2011 |
| 0.3722        | 25.1795 | 982  | 1.4561          | 0.3824  | 1.4561 | 1.2067 |
| 0.3722        | 25.2308 | 984  | 1.4881          | 0.3942  | 1.4881 | 1.2199 |
| 0.3722        | 25.2821 | 986  | 1.5571          | 0.3504  | 1.5571 | 1.2479 |
| 0.3722        | 25.3333 | 988  | 1.5943          | 0.3478  | 1.5943 | 1.2627 |
| 0.3722        | 25.3846 | 990  | 1.5659          | 0.3504  | 1.5659 | 1.2514 |
| 0.3722        | 25.4359 | 992  | 1.5238          | 0.3504  | 1.5238 | 1.2344 |
| 0.3722        | 25.4872 | 994  | 1.5546          | 0.3504  | 1.5546 | 1.2469 |
| 0.3722        | 25.5385 | 996  | 1.5519          | 0.3504  | 1.5519 | 1.2457 |
| 0.3722        | 25.5897 | 998  | 1.5166          | 0.3504  | 1.5166 | 1.2315 |
| 0.0627        | 25.6410 | 1000 | 1.4347          | 0.4203  | 1.4347 | 1.1978 |
| 0.0627        | 25.6923 | 1002 | 1.3816          | 0.4234  | 1.3816 | 1.1754 |
| 0.0627        | 25.7436 | 1004 | 1.3676          | 0.4493  | 1.3676 | 1.1694 |
| 0.0627        | 25.7949 | 1006 | 1.3566          | 0.4234  | 1.3566 | 1.1647 |
| 0.0627        | 25.8462 | 1008 | 1.3910          | 0.4234  | 1.3910 | 1.1794 |
| 0.0627        | 25.8974 | 1010 | 1.4415          | 0.4234  | 1.4415 | 1.2006 |
| 0.0627        | 25.9487 | 1012 | 1.5017          | 0.3942  | 1.5017 | 1.2254 |
| 0.0627        | 26.0    | 1014 | 1.5237          | 0.3676  | 1.5237 | 1.2344 |
| 0.0627        | 26.0513 | 1016 | 1.5587          | 0.3676  | 1.5587 | 1.2485 |
| 0.0627        | 26.1026 | 1018 | 1.5334          | 0.3407  | 1.5334 | 1.2383 |
| 0.0627        | 26.1538 | 1020 | 1.5407          | 0.3407  | 1.5407 | 1.2413 |


### Framework versions

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