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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_holistic
  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_holistic

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: 12.9203
- Qwk: 0.6648
- Mse: 12.9203
- Rmse: 3.5945

## 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    | 327.2292        | -0.0033 | 327.2292 | 18.0895 |
| No log        | 0.0388 | 4    | 306.4792        | 0.0046  | 306.4792 | 17.5065 |
| No log        | 0.0583 | 6    | 286.6317        | 0.0003  | 286.6316 | 16.9302 |
| No log        | 0.0777 | 8    | 270.1330        | 0.0063  | 270.1330 | 16.4357 |
| No log        | 0.0971 | 10   | 253.4672        | 0.0030  | 253.4671 | 15.9207 |
| No log        | 0.1165 | 12   | 239.6158        | 0.0073  | 239.6158 | 15.4795 |
| No log        | 0.1359 | 14   | 226.8476        | 0.0055  | 226.8476 | 15.0615 |
| No log        | 0.1553 | 16   | 221.7858        | 0.0079  | 221.7858 | 14.8925 |
| No log        | 0.1748 | 18   | 216.9052        | 0.0059  | 216.9052 | 14.7277 |
| No log        | 0.1942 | 20   | 198.5454        | 0.0031  | 198.5453 | 14.0906 |
| No log        | 0.2136 | 22   | 190.6161        | 0.0064  | 190.6161 | 13.8064 |
| No log        | 0.2330 | 24   | 189.0404        | 0.0053  | 189.0404 | 13.7492 |
| No log        | 0.2524 | 26   | 180.4635        | 0.0067  | 180.4635 | 13.4337 |
| No log        | 0.2718 | 28   | 170.8616        | 0.0010  | 170.8616 | 13.0714 |
| No log        | 0.2913 | 30   | 166.9461        | 0.0043  | 166.9461 | 12.9208 |
| No log        | 0.3107 | 32   | 162.7840        | 0.0091  | 162.7840 | 12.7587 |
| No log        | 0.3301 | 34   | 157.1898        | 0.0070  | 157.1898 | 12.5375 |
| No log        | 0.3495 | 36   | 151.7722        | 0.0033  | 151.7722 | 12.3196 |
| No log        | 0.3689 | 38   | 148.4653        | 0.0007  | 148.4653 | 12.1846 |
| No log        | 0.3883 | 40   | 145.7149        | 0.0007  | 145.7149 | 12.0712 |
| No log        | 0.4078 | 42   | 140.2490        | 0.0139  | 140.2490 | 11.8427 |
| No log        | 0.4272 | 44   | 137.3351        | 0.0066  | 137.3351 | 11.7190 |
| No log        | 0.4466 | 46   | 141.2309        | 0.0049  | 141.2309 | 11.8841 |
| No log        | 0.4660 | 48   | 132.4924        | 0.0014  | 132.4924 | 11.5105 |
| No log        | 0.4854 | 50   | 130.6694        | 0.0     | 130.6694 | 11.4311 |
| No log        | 0.5049 | 52   | 126.8415        | 0.0     | 126.8415 | 11.2624 |
| No log        | 0.5243 | 54   | 130.9351        | 0.0008  | 130.9351 | 11.4427 |
| No log        | 0.5437 | 56   | 123.2941        | 0.0     | 123.2941 | 11.1038 |
| No log        | 0.5631 | 58   | 120.7524        | 0.0135  | 120.7524 | 10.9887 |
| No log        | 0.5825 | 60   | 117.9806        | 0.0059  | 117.9806 | 10.8619 |
| No log        | 0.6019 | 62   | 119.3001        | 0.0031  | 119.3001 | 10.9225 |
| No log        | 0.6214 | 64   | 114.6690        | 0.0016  | 114.6690 | 10.7084 |
| No log        | 0.6408 | 66   | 112.9103        | 0.0     | 112.9103 | 10.6259 |
| No log        | 0.6602 | 68   | 111.5880        | 0.0     | 111.5880 | 10.5635 |
| No log        | 0.6796 | 70   | 110.4093        | 0.0     | 110.4093 | 10.5076 |
| No log        | 0.6990 | 72   | 108.5108        | 0.0     | 108.5108 | 10.4169 |
| No log        | 0.7184 | 74   | 106.7997        | 0.0     | 106.7997 | 10.3344 |
| No log        | 0.7379 | 76   | 104.7357        | 0.0     | 104.7357 | 10.2340 |
| No log        | 0.7573 | 78   | 103.3097        | 0.0016  | 103.3097 | 10.1641 |
| No log        | 0.7767 | 80   | 101.3222        | 0.0155  | 101.3222 | 10.0659 |
| No log        | 0.7961 | 82   | 98.7514         | 0.0031  | 98.7514  | 9.9374  |
| No log        | 0.8155 | 84   | 96.7001         | 0.0011  | 96.7001  | 9.8336  |
| No log        | 0.8350 | 86   | 96.0572         | 0.0011  | 96.0571  | 9.8009  |
| No log        | 0.8544 | 88   | 94.1164         | 0.0     | 94.1164  | 9.7014  |
| No log        | 0.8738 | 90   | 91.1038         | 0.0     | 91.1038  | 9.5448  |
| No log        | 0.8932 | 92   | 90.0978         | 0.0     | 90.0979  | 9.4920  |
| No log        | 0.9126 | 94   | 89.4362         | 0.0     | 89.4362  | 9.4571  |
| No log        | 0.9320 | 96   | 87.8962         | 0.0     | 87.8962  | 9.3753  |
| No log        | 0.9515 | 98   | 86.6620         | -0.0003 | 86.6620  | 9.3092  |
| No log        | 0.9709 | 100  | 84.5552         | 0.0141  | 84.5552  | 9.1954  |
| No log        | 0.9903 | 102  | 84.7107         | 0.0073  | 84.7106  | 9.2038  |
| No log        | 1.0097 | 104  | 83.1180         | 0.0037  | 83.1180  | 9.1169  |
| No log        | 1.0291 | 106  | 80.7959         | 0.0     | 80.7959  | 8.9887  |
| No log        | 1.0485 | 108  | 79.5059         | 0.0     | 79.5059  | 8.9166  |
| No log        | 1.0680 | 110  | 78.6432         | 0.0     | 78.6432  | 8.8681  |
| No log        | 1.0874 | 112  | 78.7253         | 0.0     | 78.7253  | 8.8727  |
| No log        | 1.1068 | 114  | 76.6173         | 0.0     | 76.6173  | 8.7531  |
| No log        | 1.1262 | 116  | 75.7406         | 0.0     | 75.7406  | 8.7029  |
| No log        | 1.1456 | 118  | 74.7327         | 0.0     | 74.7327  | 8.6448  |
| No log        | 1.1650 | 120  | 74.7362         | 0.0     | 74.7362  | 8.6450  |
| No log        | 1.1845 | 122  | 73.7234         | 0.0     | 73.7234  | 8.5862  |
| No log        | 1.2039 | 124  | 72.2598         | 0.0     | 72.2598  | 8.5006  |
| No log        | 1.2233 | 126  | 71.7205         | 0.0     | 71.7205  | 8.4688  |
| No log        | 1.2427 | 128  | 70.6897         | 0.0188  | 70.6897  | 8.4077  |
| No log        | 1.2621 | 130  | 70.2728         | 0.0045  | 70.2728  | 8.3829  |
| No log        | 1.2816 | 132  | 68.9914         | 0.0029  | 68.9914  | 8.3061  |
| No log        | 1.3010 | 134  | 68.0342         | 0.0029  | 68.0342  | 8.2483  |
| No log        | 1.3204 | 136  | 67.2405         | 0.0     | 67.2405  | 8.2000  |
| No log        | 1.3398 | 138  | 66.4748         | 0.0     | 66.4748  | 8.1532  |
| No log        | 1.3592 | 140  | 65.7117         | 0.0     | 65.7117  | 8.1063  |
| No log        | 1.3786 | 142  | 65.2171         | 0.0     | 65.2171  | 8.0757  |
| No log        | 1.3981 | 144  | 64.6083         | 0.0     | 64.6083  | 8.0379  |
| No log        | 1.4175 | 146  | 64.6343         | 0.0     | 64.6343  | 8.0395  |
| No log        | 1.4369 | 148  | 63.8970         | 0.0     | 63.8970  | 7.9936  |
| No log        | 1.4563 | 150  | 63.5409         | 0.0017  | 63.5409  | 7.9713  |
| No log        | 1.4757 | 152  | 62.7078         | 0.0017  | 62.7078  | 7.9188  |
| No log        | 1.4951 | 154  | 62.1076         | 0.0     | 62.1076  | 7.8808  |
| No log        | 1.5146 | 156  | 61.6365         | 0.0     | 61.6365  | 7.8509  |
| No log        | 1.5340 | 158  | 60.8439         | 0.0     | 60.8439  | 7.8003  |
| No log        | 1.5534 | 160  | 60.2769         | 0.0     | 60.2769  | 7.7638  |
| No log        | 1.5728 | 162  | 60.1153         | 0.0     | 60.1153  | 7.7534  |
| No log        | 1.5922 | 164  | 59.2733         | 0.0     | 59.2733  | 7.6989  |
| No log        | 1.6117 | 166  | 59.1546         | 0.0     | 59.1546  | 7.6912  |
| No log        | 1.6311 | 168  | 58.4953         | 0.0353  | 58.4953  | 7.6482  |
| No log        | 1.6505 | 170  | 57.8727         | 0.0340  | 57.8727  | 7.6074  |
| No log        | 1.6699 | 172  | 57.4001         | 0.0258  | 57.4001  | 7.5763  |
| No log        | 1.6893 | 174  | 56.9882         | 0.0243  | 56.9882  | 7.5491  |
| No log        | 1.7087 | 176  | 56.5447         | 0.0206  | 56.5447  | 7.5196  |
| No log        | 1.7282 | 178  | 56.0484         | 0.0142  | 56.0484  | 7.4865  |
| No log        | 1.7476 | 180  | 55.8341         | 0.0082  | 55.8341  | 7.4722  |
| No log        | 1.7670 | 182  | 55.0699         | 0.0054  | 55.0699  | 7.4209  |
| No log        | 1.7864 | 184  | 54.6157         | 0.0075  | 54.6157  | 7.3902  |
| No log        | 1.8058 | 186  | 54.1708         | 0.0054  | 54.1709  | 7.3601  |
| No log        | 1.8252 | 188  | 53.6986         | 0.0054  | 53.6986  | 7.3279  |
| No log        | 1.8447 | 190  | 53.2380         | 0.0103  | 53.2380  | 7.2964  |
| No log        | 1.8641 | 192  | 52.7989         | 0.0142  | 52.7989  | 7.2663  |
| No log        | 1.8835 | 194  | 52.1786         | 0.0142  | 52.1786  | 7.2235  |
| No log        | 1.9029 | 196  | 51.5647         | 0.0075  | 51.5647  | 7.1809  |
| No log        | 1.9223 | 198  | 51.0740         | 0.0054  | 51.0740  | 7.1466  |
| No log        | 1.9417 | 200  | 50.5720         | 0.0054  | 50.5720  | 7.1114  |
| No log        | 1.9612 | 202  | 50.3788         | 0.0142  | 50.3788  | 7.0978  |
| No log        | 1.9806 | 204  | 50.0254         | 0.0177  | 50.0254  | 7.0729  |
| No log        | 2.0    | 206  | 49.9480         | 0.0212  | 49.9480  | 7.0674  |
| No log        | 2.0194 | 208  | 49.2404         | 0.0191  | 49.2404  | 7.0171  |
| No log        | 2.0388 | 210  | 48.4007         | 0.0177  | 48.4007  | 6.9571  |
| No log        | 2.0583 | 212  | 47.7921         | 0.0177  | 47.7921  | 6.9132  |
| No log        | 2.0777 | 214  | 47.3911         | 0.0561  | 47.3911  | 6.8841  |
| No log        | 2.0971 | 216  | 46.9636         | 0.0504  | 46.9636  | 6.8530  |
| No log        | 2.1165 | 218  | 46.4379         | 0.0526  | 46.4379  | 6.8145  |
| No log        | 2.1359 | 220  | 45.9891         | 0.0573  | 45.9891  | 6.7815  |
| No log        | 2.1553 | 222  | 45.5923         | 0.0763  | 45.5923  | 6.7522  |
| No log        | 2.1748 | 224  | 45.1420         | 0.1019  | 45.1420  | 6.7188  |
| No log        | 2.1942 | 226  | 44.1697         | 0.1138  | 44.1697  | 6.6460  |
| No log        | 2.2136 | 228  | 43.7751         | 0.1356  | 43.7751  | 6.6163  |
| No log        | 2.2330 | 230  | 43.4415         | 0.1240  | 43.4415  | 6.5910  |
| No log        | 2.2524 | 232  | 42.8393         | 0.1626  | 42.8393  | 6.5452  |
| No log        | 2.2718 | 234  | 43.2383         | 0.1843  | 43.2383  | 6.5756  |
| No log        | 2.2913 | 236  | 42.8199         | 0.1704  | 42.8199  | 6.5437  |
| No log        | 2.3107 | 238  | 42.4894         | 0.1700  | 42.4894  | 6.5184  |
| No log        | 2.3301 | 240  | 41.8548         | 0.1060  | 41.8548  | 6.4695  |
| No log        | 2.3495 | 242  | 41.7121         | 0.0844  | 41.7121  | 6.4585  |
| No log        | 2.3689 | 244  | 40.7385         | 0.0985  | 40.7385  | 6.3827  |
| No log        | 2.3883 | 246  | 41.3978         | 0.1524  | 41.3978  | 6.4341  |
| No log        | 2.4078 | 248  | 45.0076         | 0.2135  | 45.0076  | 6.7088  |
| No log        | 2.4272 | 250  | 39.9097         | 0.1760  | 39.9097  | 6.3174  |
| No log        | 2.4466 | 252  | 40.1726         | 0.1199  | 40.1726  | 6.3382  |
| No log        | 2.4660 | 254  | 41.5099         | 0.0896  | 41.5099  | 6.4428  |
| No log        | 2.4854 | 256  | 39.4086         | 0.0976  | 39.4086  | 6.2776  |
| No log        | 2.5049 | 258  | 38.9364         | 0.1397  | 38.9364  | 6.2399  |
| No log        | 2.5243 | 260  | 38.5914         | 0.1870  | 38.5914  | 6.2122  |
| No log        | 2.5437 | 262  | 38.3100         | 0.2092  | 38.3100  | 6.1895  |
| No log        | 2.5631 | 264  | 37.9695         | 0.1781  | 37.9695  | 6.1619  |
| No log        | 2.5825 | 266  | 39.1647         | 0.2705  | 39.1647  | 6.2582  |
| No log        | 2.6019 | 268  | 39.3351         | 0.2878  | 39.3351  | 6.2718  |
| No log        | 2.6214 | 270  | 37.4101         | 0.2588  | 37.4101  | 6.1164  |
| No log        | 2.6408 | 272  | 36.7420         | 0.1853  | 36.7420  | 6.0615  |
| No log        | 2.6602 | 274  | 36.1579         | 0.1954  | 36.1579  | 6.0131  |
| No log        | 2.6796 | 276  | 36.2361         | 0.2276  | 36.2361  | 6.0196  |
| No log        | 2.6990 | 278  | 37.0457         | 0.2609  | 37.0457  | 6.0865  |
| No log        | 2.7184 | 280  | 35.3711         | 0.2273  | 35.3711  | 5.9474  |
| No log        | 2.7379 | 282  | 35.0045         | 0.2084  | 35.0045  | 5.9165  |
| No log        | 2.7573 | 284  | 34.7912         | 0.2133  | 34.7912  | 5.8984  |
| No log        | 2.7767 | 286  | 34.6972         | 0.2495  | 34.6972  | 5.8904  |
| No log        | 2.7961 | 288  | 35.2927         | 0.2812  | 35.2927  | 5.9408  |
| No log        | 2.8155 | 290  | 34.8315         | 0.2727  | 34.8315  | 5.9018  |
| No log        | 2.8350 | 292  | 33.8113         | 0.2088  | 33.8113  | 5.8148  |
| No log        | 2.8544 | 294  | 34.8137         | 0.1090  | 34.8137  | 5.9003  |
| No log        | 2.8738 | 296  | 34.9943         | 0.0780  | 34.9943  | 5.9156  |
| No log        | 2.8932 | 298  | 34.3863         | 0.0816  | 34.3863  | 5.8640  |
| No log        | 2.9126 | 300  | 34.0901         | 0.0816  | 34.0901  | 5.8387  |
| No log        | 2.9320 | 302  | 33.5884         | 0.1092  | 33.5884  | 5.7955  |
| No log        | 2.9515 | 304  | 33.1968         | 0.1666  | 33.1968  | 5.7617  |
| No log        | 2.9709 | 306  | 33.4518         | 0.2118  | 33.4518  | 5.7838  |
| No log        | 2.9903 | 308  | 34.2593         | 0.2462  | 34.2593  | 5.8531  |
| No log        | 3.0097 | 310  | 33.5294         | 0.2576  | 33.5294  | 5.7905  |
| No log        | 3.0291 | 312  | 32.1368         | 0.2438  | 32.1368  | 5.6689  |
| No log        | 3.0485 | 314  | 31.5065         | 0.2115  | 31.5065  | 5.6131  |
| No log        | 3.0680 | 316  | 31.5366         | 0.1895  | 31.5366  | 5.6157  |
| No log        | 3.0874 | 318  | 31.3426         | 0.1868  | 31.3426  | 5.5984  |
| No log        | 3.1068 | 320  | 31.0525         | 0.1975  | 31.0525  | 5.5725  |
| No log        | 3.1262 | 322  | 30.8379         | 0.2017  | 30.8379  | 5.5532  |
| No log        | 3.1456 | 324  | 30.5115         | 0.2166  | 30.5115  | 5.5237  |
| No log        | 3.1650 | 326  | 31.0210         | 0.2807  | 31.0211  | 5.5697  |
| No log        | 3.1845 | 328  | 35.0673         | 0.3242  | 35.0673  | 5.9218  |
| No log        | 3.2039 | 330  | 33.4408         | 0.3110  | 33.4408  | 5.7828  |
| No log        | 3.2233 | 332  | 30.1439         | 0.2518  | 30.1439  | 5.4903  |
| No log        | 3.2427 | 334  | 29.7661         | 0.1946  | 29.7661  | 5.4558  |
| No log        | 3.2621 | 336  | 29.9540         | 0.1652  | 29.9540  | 5.4730  |
| No log        | 3.2816 | 338  | 29.5097         | 0.2404  | 29.5097  | 5.4323  |
| No log        | 3.3010 | 340  | 29.1894         | 0.2347  | 29.1894  | 5.4027  |
| No log        | 3.3204 | 342  | 29.0234         | 0.2372  | 29.0234  | 5.3873  |
| No log        | 3.3398 | 344  | 28.7864         | 0.2413  | 28.7864  | 5.3653  |
| No log        | 3.3592 | 346  | 28.4798         | 0.2558  | 28.4798  | 5.3366  |
| No log        | 3.3786 | 348  | 28.2624         | 0.2586  | 28.2624  | 5.3162  |
| No log        | 3.3981 | 350  | 28.0918         | 0.2598  | 28.0919  | 5.3002  |
| No log        | 3.4175 | 352  | 27.9851         | 0.3008  | 27.9851  | 5.2901  |
| No log        | 3.4369 | 354  | 28.3608         | 0.3425  | 28.3609  | 5.3255  |
| No log        | 3.4563 | 356  | 28.7353         | 0.3589  | 28.7353  | 5.3605  |
| No log        | 3.4757 | 358  | 28.5493         | 0.3601  | 28.5493  | 5.3432  |
| No log        | 3.4951 | 360  | 28.2815         | 0.3559  | 28.2815  | 5.3180  |
| No log        | 3.5146 | 362  | 27.5574         | 0.3484  | 27.5574  | 5.2495  |
| No log        | 3.5340 | 364  | 26.9070         | 0.3285  | 26.9070  | 5.1872  |
| No log        | 3.5534 | 366  | 26.4883         | 0.2970  | 26.4883  | 5.1467  |
| No log        | 3.5728 | 368  | 26.3187         | 0.2793  | 26.3187  | 5.1302  |
| No log        | 3.5922 | 370  | 26.1601         | 0.2663  | 26.1601  | 5.1147  |
| No log        | 3.6117 | 372  | 25.9557         | 0.2619  | 25.9557  | 5.0947  |
| No log        | 3.6311 | 374  | 25.6492         | 0.2781  | 25.6492  | 5.0645  |
| No log        | 3.6505 | 376  | 25.4442         | 0.2952  | 25.4442  | 5.0442  |
| No log        | 3.6699 | 378  | 25.4847         | 0.3298  | 25.4847  | 5.0482  |
| No log        | 3.6893 | 380  | 26.0072         | 0.3643  | 26.0072  | 5.0997  |
| No log        | 3.7087 | 382  | 27.9191         | 0.3839  | 27.9191  | 5.2839  |
| No log        | 3.7282 | 384  | 29.4557         | 0.3869  | 29.4557  | 5.4273  |
| No log        | 3.7476 | 386  | 29.6078         | 0.3853  | 29.6078  | 5.4413  |
| No log        | 3.7670 | 388  | 25.7359         | 0.3598  | 25.7359  | 5.0731  |
| No log        | 3.7864 | 390  | 24.6035         | 0.3191  | 24.6035  | 4.9602  |
| No log        | 3.8058 | 392  | 24.3138         | 0.2838  | 24.3138  | 4.9309  |
| No log        | 3.8252 | 394  | 24.1795         | 0.2903  | 24.1795  | 4.9173  |
| No log        | 3.8447 | 396  | 24.4607         | 0.3317  | 24.4607  | 4.9458  |
| No log        | 3.8641 | 398  | 25.4397         | 0.3542  | 25.4397  | 5.0438  |
| No log        | 3.8835 | 400  | 27.1272         | 0.3672  | 27.1272  | 5.2084  |
| No log        | 3.9029 | 402  | 27.9818         | 0.3636  | 27.9818  | 5.2898  |
| No log        | 3.9223 | 404  | 26.4426         | 0.3584  | 26.4426  | 5.1422  |
| No log        | 3.9417 | 406  | 24.1425         | 0.4094  | 24.1425  | 4.9135  |
| No log        | 3.9612 | 408  | 23.3600         | 0.3824  | 23.3600  | 4.8332  |
| No log        | 3.9806 | 410  | 23.3092         | 0.3465  | 23.3092  | 4.8280  |
| No log        | 4.0    | 412  | 23.1652         | 0.3427  | 23.1652  | 4.8130  |
| No log        | 4.0194 | 414  | 23.0011         | 0.3518  | 23.0011  | 4.7959  |
| No log        | 4.0388 | 416  | 22.7910         | 0.3684  | 22.7910  | 4.7740  |
| No log        | 4.0583 | 418  | 22.6684         | 0.3911  | 22.6684  | 4.7611  |
| No log        | 4.0777 | 420  | 22.8308         | 0.4352  | 22.8308  | 4.7782  |
| No log        | 4.0971 | 422  | 23.1860         | 0.4679  | 23.1860  | 4.8152  |
| No log        | 4.1165 | 424  | 23.4341         | 0.4774  | 23.4341  | 4.8409  |
| No log        | 4.1359 | 426  | 22.9767         | 0.4660  | 22.9767  | 4.7934  |
| No log        | 4.1553 | 428  | 22.2257         | 0.4477  | 22.2257  | 4.7144  |
| No log        | 4.1748 | 430  | 22.0619         | 0.4296  | 22.0619  | 4.6970  |
| No log        | 4.1942 | 432  | 22.0143         | 0.4407  | 22.0143  | 4.6919  |
| No log        | 4.2136 | 434  | 23.0138         | 0.4546  | 23.0138  | 4.7973  |
| No log        | 4.2330 | 436  | 24.0505         | 0.4445  | 24.0506  | 4.9041  |
| No log        | 4.2524 | 438  | 22.7909         | 0.4222  | 22.7909  | 4.7740  |
| No log        | 4.2718 | 440  | 21.4859         | 0.3773  | 21.4859  | 4.6353  |
| No log        | 4.2913 | 442  | 21.7323         | 0.3109  | 21.7323  | 4.6618  |
| No log        | 4.3107 | 444  | 21.6857         | 0.2981  | 21.6857  | 4.6568  |
| No log        | 4.3301 | 446  | 21.3610         | 0.3470  | 21.3610  | 4.6218  |
| No log        | 4.3495 | 448  | 21.9008         | 0.3950  | 21.9008  | 4.6798  |
| No log        | 4.3689 | 450  | 21.6817         | 0.3981  | 21.6817  | 4.6564  |
| No log        | 4.3883 | 452  | 20.9462         | 0.3926  | 20.9462  | 4.5767  |
| No log        | 4.4078 | 454  | 20.4947         | 0.4174  | 20.4947  | 4.5271  |
| No log        | 4.4272 | 456  | 20.6489         | 0.4390  | 20.6489  | 4.5441  |
| No log        | 4.4466 | 458  | 21.1203         | 0.4545  | 21.1203  | 4.5957  |
| No log        | 4.4660 | 460  | 21.4052         | 0.4648  | 21.4052  | 4.6266  |
| No log        | 4.4854 | 462  | 22.4018         | 0.4728  | 22.4018  | 4.7331  |
| No log        | 4.5049 | 464  | 23.0387         | 0.4753  | 23.0387  | 4.7999  |
| No log        | 4.5243 | 466  | 21.1569         | 0.4637  | 21.1569  | 4.5997  |
| No log        | 4.5437 | 468  | 19.7921         | 0.4307  | 19.7921  | 4.4488  |
| No log        | 4.5631 | 470  | 19.6800         | 0.3920  | 19.6800  | 4.4362  |
| No log        | 4.5825 | 472  | 19.7524         | 0.3522  | 19.7524  | 4.4444  |
| No log        | 4.6019 | 474  | 19.6501         | 0.3546  | 19.6501  | 4.4328  |
| No log        | 4.6214 | 476  | 19.6789         | 0.3568  | 19.6789  | 4.4361  |
| No log        | 4.6408 | 478  | 19.6596         | 0.3504  | 19.6596  | 4.4339  |
| No log        | 4.6602 | 480  | 19.7708         | 0.3144  | 19.7708  | 4.4464  |
| No log        | 4.6796 | 482  | 19.8400         | 0.2920  | 19.8400  | 4.4542  |
| No log        | 4.6990 | 484  | 19.4863         | 0.3331  | 19.4863  | 4.4143  |
| No log        | 4.7184 | 486  | 19.2014         | 0.3971  | 19.2014  | 4.3819  |
| No log        | 4.7379 | 488  | 20.8283         | 0.4388  | 20.8283  | 4.5638  |
| No log        | 4.7573 | 490  | 22.3408         | 0.4882  | 22.3408  | 4.7266  |
| No log        | 4.7767 | 492  | 20.3653         | 0.5313  | 20.3653  | 4.5128  |
| No log        | 4.7961 | 494  | 18.6724         | 0.5055  | 18.6724  | 4.3212  |
| No log        | 4.8155 | 496  | 18.9446         | 0.4499  | 18.9446  | 4.3525  |
| No log        | 4.8350 | 498  | 19.1098         | 0.4193  | 19.1098  | 4.3715  |
| 63.8185       | 4.8544 | 500  | 19.1388         | 0.4201  | 19.1388  | 4.3748  |
| 63.8185       | 4.8738 | 502  | 18.9557         | 0.4515  | 18.9557  | 4.3538  |
| 63.8185       | 4.8932 | 504  | 18.4882         | 0.4856  | 18.4882  | 4.2998  |
| 63.8185       | 4.9126 | 506  | 18.8522         | 0.5181  | 18.8522  | 4.3419  |
| 63.8185       | 4.9320 | 508  | 19.6085         | 0.5233  | 19.6085  | 4.4281  |
| 63.8185       | 4.9515 | 510  | 19.1215         | 0.5375  | 19.1215  | 4.3728  |
| 63.8185       | 4.9709 | 512  | 18.2442         | 0.5315  | 18.2442  | 4.2713  |
| 63.8185       | 4.9903 | 514  | 18.0943         | 0.4964  | 18.0943  | 4.2537  |
| 63.8185       | 5.0097 | 516  | 18.1744         | 0.4875  | 18.1744  | 4.2631  |
| 63.8185       | 5.0291 | 518  | 18.0632         | 0.4827  | 18.0632  | 4.2501  |
| 63.8185       | 5.0485 | 520  | 17.7949         | 0.4971  | 17.7949  | 4.2184  |
| 63.8185       | 5.0680 | 522  | 17.6458         | 0.5079  | 17.6458  | 4.2007  |
| 63.8185       | 5.0874 | 524  | 17.5645         | 0.5036  | 17.5645  | 4.1910  |
| 63.8185       | 5.1068 | 526  | 17.5537         | 0.5248  | 17.5537  | 4.1897  |
| 63.8185       | 5.1262 | 528  | 18.1411         | 0.5518  | 18.1411  | 4.2592  |
| 63.8185       | 5.1456 | 530  | 18.0953         | 0.5489  | 18.0953  | 4.2539  |
| 63.8185       | 5.1650 | 532  | 17.5130         | 0.5405  | 17.5130  | 4.1849  |
| 63.8185       | 5.1845 | 534  | 17.0588         | 0.5163  | 17.0588  | 4.1302  |
| 63.8185       | 5.2039 | 536  | 17.1195         | 0.5161  | 17.1195  | 4.1376  |
| 63.8185       | 5.2233 | 538  | 17.4561         | 0.5142  | 17.4561  | 4.1780  |
| 63.8185       | 5.2427 | 540  | 19.1670         | 0.5079  | 19.1670  | 4.3780  |
| 63.8185       | 5.2621 | 542  | 23.5359         | 0.4675  | 23.5359  | 4.8514  |
| 63.8185       | 5.2816 | 544  | 22.8020         | 0.4802  | 22.8020  | 4.7751  |
| 63.8185       | 5.3010 | 546  | 18.6466         | 0.5010  | 18.6466  | 4.3182  |
| 63.8185       | 5.3204 | 548  | 16.7605         | 0.4914  | 16.7605  | 4.0940  |
| 63.8185       | 5.3398 | 550  | 16.6946         | 0.4543  | 16.6946  | 4.0859  |
| 63.8185       | 5.3592 | 552  | 16.9863         | 0.4321  | 16.9863  | 4.1214  |
| 63.8185       | 5.3786 | 554  | 16.7094         | 0.4630  | 16.7094  | 4.0877  |
| 63.8185       | 5.3981 | 556  | 16.6135         | 0.5248  | 16.6135  | 4.0760  |
| 63.8185       | 5.4175 | 558  | 17.8264         | 0.5526  | 17.8264  | 4.2221  |
| 63.8185       | 5.4369 | 560  | 21.0750         | 0.5512  | 21.0750  | 4.5908  |
| 63.8185       | 5.4563 | 562  | 22.2488         | 0.5391  | 22.2488  | 4.7169  |
| 63.8185       | 5.4757 | 564  | 19.4333         | 0.5437  | 19.4333  | 4.4083  |
| 63.8185       | 5.4951 | 566  | 17.1988         | 0.5378  | 17.1988  | 4.1471  |
| 63.8185       | 5.5146 | 568  | 16.8458         | 0.5269  | 16.8458  | 4.1044  |
| 63.8185       | 5.5340 | 570  | 16.6673         | 0.5166  | 16.6674  | 4.0826  |
| 63.8185       | 5.5534 | 572  | 16.7052         | 0.5138  | 16.7052  | 4.0872  |
| 63.8185       | 5.5728 | 574  | 17.7722         | 0.5231  | 17.7722  | 4.2157  |
| 63.8185       | 5.5922 | 576  | 18.3081         | 0.5204  | 18.3081  | 4.2788  |
| 63.8185       | 5.6117 | 578  | 18.7066         | 0.5187  | 18.7066  | 4.3251  |
| 63.8185       | 5.6311 | 580  | 18.8885         | 0.5147  | 18.8885  | 4.3461  |
| 63.8185       | 5.6505 | 582  | 17.1918         | 0.4988  | 17.1918  | 4.1463  |
| 63.8185       | 5.6699 | 584  | 16.2020         | 0.4621  | 16.2020  | 4.0252  |
| 63.8185       | 5.6893 | 586  | 16.1424         | 0.4540  | 16.1424  | 4.0178  |
| 63.8185       | 5.7087 | 588  | 16.0926         | 0.5260  | 16.0926  | 4.0116  |
| 63.8185       | 5.7282 | 590  | 16.0133         | 0.5496  | 16.0133  | 4.0017  |
| 63.8185       | 5.7476 | 592  | 15.9997         | 0.5697  | 15.9997  | 4.0000  |
| 63.8185       | 5.7670 | 594  | 16.3732         | 0.5876  | 16.3732  | 4.0464  |
| 63.8185       | 5.7864 | 596  | 16.9205         | 0.5974  | 16.9205  | 4.1135  |
| 63.8185       | 5.8058 | 598  | 17.6469         | 0.6020  | 17.6469  | 4.2008  |
| 63.8185       | 5.8252 | 600  | 17.7839         | 0.6013  | 17.7839  | 4.2171  |
| 63.8185       | 5.8447 | 602  | 17.3224         | 0.6054  | 17.3224  | 4.1620  |
| 63.8185       | 5.8641 | 604  | 16.5654         | 0.6062  | 16.5654  | 4.0701  |
| 63.8185       | 5.8835 | 606  | 15.9052         | 0.5971  | 15.9052  | 3.9881  |
| 63.8185       | 5.9029 | 608  | 15.5204         | 0.5697  | 15.5204  | 3.9396  |
| 63.8185       | 5.9223 | 610  | 15.3689         | 0.5766  | 15.3689  | 3.9203  |
| 63.8185       | 5.9417 | 612  | 15.6309         | 0.5815  | 15.6309  | 3.9536  |
| 63.8185       | 5.9612 | 614  | 16.3684         | 0.5815  | 16.3684  | 4.0458  |
| 63.8185       | 5.9806 | 616  | 16.5799         | 0.5806  | 16.5799  | 4.0718  |
| 63.8185       | 6.0    | 618  | 15.7594         | 0.5866  | 15.7594  | 3.9698  |
| 63.8185       | 6.0194 | 620  | 15.2605         | 0.5914  | 15.2605  | 3.9065  |
| 63.8185       | 6.0388 | 622  | 15.2235         | 0.5908  | 15.2235  | 3.9017  |
| 63.8185       | 6.0583 | 624  | 15.4475         | 0.5965  | 15.4475  | 3.9303  |
| 63.8185       | 6.0777 | 626  | 15.2989         | 0.6008  | 15.2989  | 3.9114  |
| 63.8185       | 6.0971 | 628  | 15.3733         | 0.5996  | 15.3733  | 3.9209  |
| 63.8185       | 6.1165 | 630  | 15.5981         | 0.5992  | 15.5981  | 3.9494  |
| 63.8185       | 6.1359 | 632  | 15.3440         | 0.5991  | 15.3440  | 3.9171  |
| 63.8185       | 6.1553 | 634  | 15.0993         | 0.6019  | 15.0993  | 3.8858  |
| 63.8185       | 6.1748 | 636  | 15.3009         | 0.6026  | 15.3009  | 3.9116  |
| 63.8185       | 6.1942 | 638  | 14.8299         | 0.6053  | 14.8299  | 3.8510  |
| 63.8185       | 6.2136 | 640  | 15.2050         | 0.6074  | 15.2050  | 3.8994  |
| 63.8185       | 6.2330 | 642  | 16.2286         | 0.5939  | 16.2286  | 4.0285  |
| 63.8185       | 6.2524 | 644  | 17.8529         | 0.5715  | 17.8529  | 4.2253  |
| 63.8185       | 6.2718 | 646  | 16.0811         | 0.5908  | 16.0811  | 4.0101  |
| 63.8185       | 6.2913 | 648  | 14.5169         | 0.5835  | 14.5169  | 3.8101  |
| 63.8185       | 6.3107 | 650  | 14.3360         | 0.5821  | 14.3360  | 3.7863  |
| 63.8185       | 6.3301 | 652  | 14.2627         | 0.5645  | 14.2627  | 3.7766  |
| 63.8185       | 6.3495 | 654  | 14.2955         | 0.5556  | 14.2955  | 3.7809  |
| 63.8185       | 6.3689 | 656  | 14.2290         | 0.5732  | 14.2290  | 3.7721  |
| 63.8185       | 6.3883 | 658  | 14.4876         | 0.6006  | 14.4876  | 3.8063  |
| 63.8185       | 6.4078 | 660  | 16.1518         | 0.6083  | 16.1518  | 4.0189  |
| 63.8185       | 6.4272 | 662  | 20.1955         | 0.5786  | 20.1955  | 4.4939  |
| 63.8185       | 6.4466 | 664  | 21.2795         | 0.5742  | 21.2795  | 4.6130  |
| 63.8185       | 6.4660 | 666  | 17.3009         | 0.6134  | 17.3009  | 4.1594  |
| 63.8185       | 6.4854 | 668  | 14.7609         | 0.6152  | 14.7609  | 3.8420  |
| 63.8185       | 6.5049 | 670  | 14.5708         | 0.6002  | 14.5708  | 3.8172  |
| 63.8185       | 6.5243 | 672  | 14.5131         | 0.6035  | 14.5131  | 3.8096  |
| 63.8185       | 6.5437 | 674  | 14.4790         | 0.6114  | 14.4790  | 3.8051  |
| 63.8185       | 6.5631 | 676  | 14.8938         | 0.6171  | 14.8938  | 3.8592  |
| 63.8185       | 6.5825 | 678  | 16.6268         | 0.6004  | 16.6268  | 4.0776  |
| 63.8185       | 6.6019 | 680  | 19.4974         | 0.5680  | 19.4974  | 4.4156  |
| 63.8185       | 6.6214 | 682  | 19.4435         | 0.5627  | 19.4435  | 4.4095  |
| 63.8185       | 6.6408 | 684  | 16.0409         | 0.5940  | 16.0409  | 4.0051  |
| 63.8185       | 6.6602 | 686  | 14.0261         | 0.5936  | 14.0261  | 3.7451  |
| 63.8185       | 6.6796 | 688  | 14.2893         | 0.5421  | 14.2893  | 3.7801  |
| 63.8185       | 6.6990 | 690  | 14.8780         | 0.5134  | 14.8780  | 3.8572  |
| 63.8185       | 6.7184 | 692  | 14.5632         | 0.5274  | 14.5632  | 3.8162  |
| 63.8185       | 6.7379 | 694  | 13.9527         | 0.5830  | 13.9527  | 3.7353  |
| 63.8185       | 6.7573 | 696  | 14.7603         | 0.6125  | 14.7603  | 3.8419  |
| 63.8185       | 6.7767 | 698  | 16.7743         | 0.6049  | 16.7743  | 4.0956  |
| 63.8185       | 6.7961 | 700  | 16.4637         | 0.6113  | 16.4636  | 4.0575  |
| 63.8185       | 6.8155 | 702  | 15.1321         | 0.6125  | 15.1321  | 3.8900  |
| 63.8185       | 6.8350 | 704  | 14.4515         | 0.6075  | 14.4515  | 3.8015  |
| 63.8185       | 6.8544 | 706  | 14.1730         | 0.5984  | 14.1730  | 3.7647  |
| 63.8185       | 6.8738 | 708  | 14.2387         | 0.6048  | 14.2387  | 3.7734  |
| 63.8185       | 6.8932 | 710  | 14.2265         | 0.6039  | 14.2265  | 3.7718  |
| 63.8185       | 6.9126 | 712  | 14.2055         | 0.6015  | 14.2055  | 3.7690  |
| 63.8185       | 6.9320 | 714  | 13.9559         | 0.5957  | 13.9559  | 3.7358  |
| 63.8185       | 6.9515 | 716  | 13.8502         | 0.5853  | 13.8502  | 3.7216  |
| 63.8185       | 6.9709 | 718  | 14.1621         | 0.5595  | 14.1621  | 3.7633  |
| 63.8185       | 6.9903 | 720  | 14.6223         | 0.5348  | 14.6223  | 3.8239  |
| 63.8185       | 7.0097 | 722  | 14.6153         | 0.5938  | 14.6153  | 3.8230  |
| 63.8185       | 7.0291 | 724  | 14.3874         | 0.6246  | 14.3874  | 3.7931  |
| 63.8185       | 7.0485 | 726  | 14.6451         | 0.6500  | 14.6451  | 3.8269  |
| 63.8185       | 7.0680 | 728  | 15.3497         | 0.6585  | 15.3497  | 3.9179  |
| 63.8185       | 7.0874 | 730  | 17.1810         | 0.6399  | 17.1810  | 4.1450  |
| 63.8185       | 7.1068 | 732  | 16.4031         | 0.6420  | 16.4031  | 4.0501  |
| 63.8185       | 7.1262 | 734  | 15.3898         | 0.6526  | 15.3898  | 3.9230  |
| 63.8185       | 7.1456 | 736  | 15.8063         | 0.6511  | 15.8063  | 3.9757  |
| 63.8185       | 7.1650 | 738  | 15.3273         | 0.6617  | 15.3273  | 3.9150  |
| 63.8185       | 7.1845 | 740  | 14.0390         | 0.6573  | 14.0390  | 3.7469  |
| 63.8185       | 7.2039 | 742  | 13.8645         | 0.6483  | 13.8645  | 3.7235  |
| 63.8185       | 7.2233 | 744  | 13.9215         | 0.6358  | 13.9215  | 3.7311  |
| 63.8185       | 7.2427 | 746  | 13.7292         | 0.6516  | 13.7292  | 3.7053  |
| 63.8185       | 7.2621 | 748  | 14.5838         | 0.6561  | 14.5838  | 3.8189  |
| 63.8185       | 7.2816 | 750  | 15.8136         | 0.6398  | 15.8136  | 3.9766  |
| 63.8185       | 7.3010 | 752  | 14.9428         | 0.6413  | 14.9428  | 3.8656  |
| 63.8185       | 7.3204 | 754  | 13.3671         | 0.6484  | 13.3671  | 3.6561  |
| 63.8185       | 7.3398 | 756  | 13.6937         | 0.5966  | 13.6937  | 3.7005  |
| 63.8185       | 7.3592 | 758  | 13.8001         | 0.5938  | 13.8001  | 3.7148  |
| 63.8185       | 7.3786 | 760  | 13.3492         | 0.6347  | 13.3492  | 3.6537  |
| 63.8185       | 7.3981 | 762  | 13.7469         | 0.6533  | 13.7469  | 3.7077  |
| 63.8185       | 7.4175 | 764  | 14.3595         | 0.6542  | 14.3595  | 3.7894  |
| 63.8185       | 7.4369 | 766  | 14.4890         | 0.6484  | 14.4890  | 3.8064  |
| 63.8185       | 7.4563 | 768  | 14.4977         | 0.6387  | 14.4977  | 3.8076  |
| 63.8185       | 7.4757 | 770  | 14.5348         | 0.6133  | 14.5348  | 3.8124  |
| 63.8185       | 7.4951 | 772  | 14.5759         | 0.6015  | 14.5759  | 3.8178  |
| 63.8185       | 7.5146 | 774  | 14.3456         | 0.6138  | 14.3456  | 3.7876  |
| 63.8185       | 7.5340 | 776  | 14.0393         | 0.6470  | 14.0393  | 3.7469  |
| 63.8185       | 7.5534 | 778  | 14.9106         | 0.6488  | 14.9106  | 3.8614  |
| 63.8185       | 7.5728 | 780  | 14.9793         | 0.6492  | 14.9793  | 3.8703  |
| 63.8185       | 7.5922 | 782  | 15.3952         | 0.6375  | 15.3952  | 3.9237  |
| 63.8185       | 7.6117 | 784  | 14.0907         | 0.6424  | 14.0907  | 3.7538  |
| 63.8185       | 7.6311 | 786  | 13.5333         | 0.6303  | 13.5333  | 3.6788  |
| 63.8185       | 7.6505 | 788  | 13.6644         | 0.6097  | 13.6644  | 3.6965  |
| 63.8185       | 7.6699 | 790  | 13.3788         | 0.6159  | 13.3788  | 3.6577  |
| 63.8185       | 7.6893 | 792  | 13.3156         | 0.6347  | 13.3156  | 3.6491  |
| 63.8185       | 7.7087 | 794  | 14.1214         | 0.6324  | 14.1214  | 3.7578  |
| 63.8185       | 7.7282 | 796  | 14.6259         | 0.6287  | 14.6259  | 3.8244  |
| 63.8185       | 7.7476 | 798  | 13.6405         | 0.6408  | 13.6405  | 3.6933  |
| 63.8185       | 7.7670 | 800  | 13.1655         | 0.6358  | 13.1655  | 3.6284  |
| 63.8185       | 7.7864 | 802  | 13.2889         | 0.6407  | 13.2889  | 3.6454  |
| 63.8185       | 7.8058 | 804  | 13.5330         | 0.6454  | 13.5329  | 3.6787  |
| 63.8185       | 7.8252 | 806  | 13.5834         | 0.6530  | 13.5834  | 3.6856  |
| 63.8185       | 7.8447 | 808  | 13.5358         | 0.6567  | 13.5358  | 3.6791  |
| 63.8185       | 7.8641 | 810  | 13.2678         | 0.6520  | 13.2678  | 3.6425  |
| 63.8185       | 7.8835 | 812  | 13.0140         | 0.6381  | 13.0140  | 3.6075  |
| 63.8185       | 7.9029 | 814  | 13.3212         | 0.6109  | 13.3212  | 3.6498  |
| 63.8185       | 7.9223 | 816  | 13.2284         | 0.6286  | 13.2284  | 3.6371  |
| 63.8185       | 7.9417 | 818  | 13.2332         | 0.6558  | 13.2332  | 3.6377  |
| 63.8185       | 7.9612 | 820  | 14.6939         | 0.6569  | 14.6939  | 3.8333  |
| 63.8185       | 7.9806 | 822  | 16.4846         | 0.6366  | 16.4846  | 4.0601  |
| 63.8185       | 8.0    | 824  | 14.8775         | 0.6476  | 14.8775  | 3.8571  |
| 63.8185       | 8.0194 | 826  | 13.3402         | 0.6491  | 13.3402  | 3.6524  |
| 63.8185       | 8.0388 | 828  | 13.1912         | 0.6476  | 13.1912  | 3.6320  |
| 63.8185       | 8.0583 | 830  | 13.2197         | 0.6430  | 13.2197  | 3.6359  |
| 63.8185       | 8.0777 | 832  | 13.3569         | 0.6490  | 13.3569  | 3.6547  |
| 63.8185       | 8.0971 | 834  | 13.3882         | 0.6462  | 13.3882  | 3.6590  |
| 63.8185       | 8.1165 | 836  | 13.2914         | 0.6483  | 13.2914  | 3.6457  |
| 63.8185       | 8.1359 | 838  | 13.3306         | 0.6463  | 13.3306  | 3.6511  |
| 63.8185       | 8.1553 | 840  | 13.5623         | 0.6468  | 13.5623  | 3.6827  |
| 63.8185       | 8.1748 | 842  | 13.9876         | 0.6437  | 13.9876  | 3.7400  |
| 63.8185       | 8.1942 | 844  | 13.4372         | 0.6480  | 13.4372  | 3.6657  |
| 63.8185       | 8.2136 | 846  | 13.2872         | 0.6483  | 13.2872  | 3.6452  |
| 63.8185       | 8.2330 | 848  | 13.4328         | 0.6466  | 13.4328  | 3.6651  |
| 63.8185       | 8.2524 | 850  | 13.7859         | 0.6466  | 13.7859  | 3.7129  |
| 63.8185       | 8.2718 | 852  | 13.3678         | 0.6408  | 13.3678  | 3.6562  |
| 63.8185       | 8.2913 | 854  | 13.0531         | 0.6360  | 13.0531  | 3.6129  |
| 63.8185       | 8.3107 | 856  | 13.0354         | 0.6397  | 13.0354  | 3.6105  |
| 63.8185       | 8.3301 | 858  | 13.3295         | 0.6362  | 13.3295  | 3.6510  |
| 63.8185       | 8.3495 | 860  | 14.7783         | 0.6360  | 14.7783  | 3.8443  |
| 63.8185       | 8.3689 | 862  | 14.9983         | 0.6406  | 14.9983  | 3.8728  |
| 63.8185       | 8.3883 | 864  | 16.0106         | 0.6346  | 16.0106  | 4.0013  |
| 63.8185       | 8.4078 | 866  | 15.6163         | 0.6394  | 15.6163  | 3.9517  |
| 63.8185       | 8.4272 | 868  | 13.6348         | 0.6527  | 13.6348  | 3.6925  |
| 63.8185       | 8.4466 | 870  | 13.1891         | 0.6323  | 13.1891  | 3.6317  |
| 63.8185       | 8.4660 | 872  | 13.1519         | 0.6332  | 13.1519  | 3.6265  |
| 63.8185       | 8.4854 | 874  | 12.9577         | 0.6407  | 12.9577  | 3.5997  |
| 63.8185       | 8.5049 | 876  | 13.1448         | 0.6561  | 13.1448  | 3.6256  |
| 63.8185       | 8.5243 | 878  | 13.2968         | 0.6616  | 13.2968  | 3.6465  |
| 63.8185       | 8.5437 | 880  | 13.4010         | 0.6626  | 13.4010  | 3.6607  |
| 63.8185       | 8.5631 | 882  | 13.9419         | 0.6609  | 13.9419  | 3.7339  |
| 63.8185       | 8.5825 | 884  | 14.2946         | 0.6492  | 14.2946  | 3.7808  |
| 63.8185       | 8.6019 | 886  | 13.4042         | 0.6602  | 13.4042  | 3.6612  |
| 63.8185       | 8.6214 | 888  | 13.0364         | 0.6463  | 13.0364  | 3.6106  |
| 63.8185       | 8.6408 | 890  | 13.5310         | 0.6160  | 13.5310  | 3.6784  |
| 63.8185       | 8.6602 | 892  | 13.7480         | 0.5980  | 13.7480  | 3.7078  |
| 63.8185       | 8.6796 | 894  | 13.1786         | 0.6577  | 13.1786  | 3.6302  |
| 63.8185       | 8.6990 | 896  | 13.2922         | 0.6708  | 13.2922  | 3.6458  |
| 63.8185       | 8.7184 | 898  | 13.5482         | 0.6768  | 13.5482  | 3.6808  |
| 63.8185       | 8.7379 | 900  | 13.2737         | 0.6754  | 13.2737  | 3.6433  |
| 63.8185       | 8.7573 | 902  | 12.9474         | 0.6740  | 12.9474  | 3.5982  |
| 63.8185       | 8.7767 | 904  | 12.7907         | 0.6654  | 12.7907  | 3.5764  |
| 63.8185       | 8.7961 | 906  | 12.7812         | 0.6774  | 12.7812  | 3.5751  |
| 63.8185       | 8.8155 | 908  | 12.9072         | 0.6793  | 12.9072  | 3.5927  |
| 63.8185       | 8.8350 | 910  | 13.5133         | 0.6828  | 13.5133  | 3.6760  |
| 63.8185       | 8.8544 | 912  | 13.2702         | 0.6942  | 13.2702  | 3.6428  |
| 63.8185       | 8.8738 | 914  | 13.1087         | 0.6932  | 13.1087  | 3.6206  |
| 63.8185       | 8.8932 | 916  | 13.1995         | 0.6873  | 13.1995  | 3.6331  |
| 63.8185       | 8.9126 | 918  | 13.3201         | 0.6796  | 13.3201  | 3.6497  |
| 63.8185       | 8.9320 | 920  | 13.3634         | 0.6682  | 13.3634  | 3.6556  |
| 63.8185       | 8.9515 | 922  | 13.1923         | 0.6696  | 13.1923  | 3.6321  |
| 63.8185       | 8.9709 | 924  | 12.8865         | 0.6831  | 12.8865  | 3.5898  |
| 63.8185       | 8.9903 | 926  | 13.3300         | 0.6791  | 13.3300  | 3.6510  |
| 63.8185       | 9.0097 | 928  | 13.8025         | 0.6629  | 13.8025  | 3.7152  |
| 63.8185       | 9.0291 | 930  | 13.4602         | 0.6751  | 13.4602  | 3.6688  |
| 63.8185       | 9.0485 | 932  | 13.1298         | 0.6813  | 13.1298  | 3.6235  |
| 63.8185       | 9.0680 | 934  | 13.0308         | 0.6826  | 13.0308  | 3.6098  |
| 63.8185       | 9.0874 | 936  | 13.0013         | 0.6758  | 13.0013  | 3.6057  |
| 63.8185       | 9.1068 | 938  | 13.1591         | 0.6687  | 13.1591  | 3.6276  |
| 63.8185       | 9.1262 | 940  | 13.1613         | 0.6800  | 13.1613  | 3.6278  |
| 63.8185       | 9.1456 | 942  | 13.1658         | 0.6839  | 13.1658  | 3.6285  |
| 63.8185       | 9.1650 | 944  | 13.1214         | 0.6843  | 13.1214  | 3.6223  |
| 63.8185       | 9.1845 | 946  | 13.2309         | 0.6856  | 13.2309  | 3.6374  |
| 63.8185       | 9.2039 | 948  | 13.4861         | 0.6765  | 13.4861  | 3.6723  |
| 63.8185       | 9.2233 | 950  | 13.6369         | 0.6776  | 13.6369  | 3.6928  |
| 63.8185       | 9.2427 | 952  | 13.4871         | 0.6758  | 13.4871  | 3.6725  |
| 63.8185       | 9.2621 | 954  | 13.2469         | 0.6707  | 13.2469  | 3.6396  |
| 63.8185       | 9.2816 | 956  | 13.5749         | 0.6738  | 13.5749  | 3.6844  |
| 63.8185       | 9.3010 | 958  | 13.7013         | 0.6700  | 13.7013  | 3.7015  |
| 63.8185       | 9.3204 | 960  | 13.2903         | 0.6703  | 13.2903  | 3.6456  |
| 63.8185       | 9.3398 | 962  | 13.0555         | 0.6607  | 13.0555  | 3.6132  |
| 63.8185       | 9.3592 | 964  | 12.7977         | 0.6757  | 12.7977  | 3.5774  |
| 63.8185       | 9.3786 | 966  | 12.7317         | 0.6769  | 12.7317  | 3.5681  |
| 63.8185       | 9.3981 | 968  | 12.8004         | 0.6708  | 12.8004  | 3.5778  |
| 63.8185       | 9.4175 | 970  | 12.7719         | 0.6782  | 12.7719  | 3.5738  |
| 63.8185       | 9.4369 | 972  | 12.9320         | 0.6844  | 12.9320  | 3.5961  |
| 63.8185       | 9.4563 | 974  | 13.9779         | 0.6701  | 13.9779  | 3.7387  |
| 63.8185       | 9.4757 | 976  | 14.5176         | 0.6585  | 14.5176  | 3.8102  |
| 63.8185       | 9.4951 | 978  | 13.1184         | 0.6844  | 13.1184  | 3.6219  |
| 63.8185       | 9.5146 | 980  | 12.7353         | 0.6795  | 12.7353  | 3.5687  |
| 63.8185       | 9.5340 | 982  | 12.7960         | 0.6790  | 12.7960  | 3.5772  |
| 63.8185       | 9.5534 | 984  | 12.8569         | 0.6891  | 12.8569  | 3.5857  |
| 63.8185       | 9.5728 | 986  | 13.9742         | 0.6617  | 13.9742  | 3.7382  |
| 63.8185       | 9.5922 | 988  | 15.3179         | 0.6370  | 15.3179  | 3.9138  |
| 63.8185       | 9.6117 | 990  | 14.9856         | 0.6413  | 14.9856  | 3.8711  |
| 63.8185       | 9.6311 | 992  | 13.2754         | 0.6650  | 13.2754  | 3.6435  |
| 63.8185       | 9.6505 | 994  | 12.6830         | 0.6759  | 12.6830  | 3.5613  |
| 63.8185       | 9.6699 | 996  | 12.8738         | 0.6684  | 12.8738  | 3.5880  |
| 63.8185       | 9.6893 | 998  | 13.0249         | 0.6624  | 13.0249  | 3.6090  |
| 12.9044       | 9.7087 | 1000 | 12.8736         | 0.6761  | 12.8736  | 3.5880  |
| 12.9044       | 9.7282 | 1002 | 12.9480         | 0.6839  | 12.9480  | 3.5983  |
| 12.9044       | 9.7476 | 1004 | 13.1589         | 0.6733  | 13.1589  | 3.6275  |
| 12.9044       | 9.7670 | 1006 | 13.2986         | 0.6668  | 13.2986  | 3.6467  |
| 12.9044       | 9.7864 | 1008 | 14.1378         | 0.6337  | 14.1378  | 3.7600  |
| 12.9044       | 9.8058 | 1010 | 13.4166         | 0.6414  | 13.4166  | 3.6629  |
| 12.9044       | 9.8252 | 1012 | 12.9203         | 0.6648  | 12.9203  | 3.5945  |


### Framework versions

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