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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run1_AugV5_k8_task2_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. -->

# ArabicNewSplits8_usingALLEssays_FineTuningAraBERT_run1_AugV5_k8_task2_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: 0.6562
- Qwk: 0.3298
- Mse: 0.6562
- Rmse: 0.8101

## 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        | 0.0476  | 2    | 4.1198          | -0.0214 | 4.1198 | 2.0297 |
| No log        | 0.0952  | 4    | 2.4122          | 0.0756  | 2.4122 | 1.5531 |
| No log        | 0.1429  | 6    | 1.3131          | 0.0258  | 1.3131 | 1.1459 |
| No log        | 0.1905  | 8    | 1.1324          | -0.0627 | 1.1324 | 1.0641 |
| No log        | 0.2381  | 10   | 0.8641          | 0.1519  | 0.8641 | 0.9296 |
| No log        | 0.2857  | 12   | 0.8255          | 0.1879  | 0.8255 | 0.9086 |
| No log        | 0.3333  | 14   | 1.0266          | 0.0493  | 1.0266 | 1.0132 |
| No log        | 0.3810  | 16   | 0.9945          | 0.0214  | 0.9945 | 0.9973 |
| No log        | 0.4286  | 18   | 0.7568          | 0.2682  | 0.7568 | 0.8699 |
| No log        | 0.4762  | 20   | 0.7369          | 0.2682  | 0.7369 | 0.8584 |
| No log        | 0.5238  | 22   | 0.7958          | 0.2982  | 0.7958 | 0.8921 |
| No log        | 0.5714  | 24   | 0.8473          | 0.2218  | 0.8473 | 0.9205 |
| No log        | 0.6190  | 26   | 0.8300          | 0.3262  | 0.8300 | 0.9111 |
| No log        | 0.6667  | 28   | 0.7838          | 0.3810  | 0.7838 | 0.8853 |
| No log        | 0.7143  | 30   | 0.8314          | 0.3796  | 0.8314 | 0.9118 |
| No log        | 0.7619  | 32   | 1.0694          | 0.2708  | 1.0694 | 1.0341 |
| No log        | 0.8095  | 34   | 1.5816          | 0.1865  | 1.5816 | 1.2576 |
| No log        | 0.8571  | 36   | 1.1476          | 0.2882  | 1.1476 | 1.0713 |
| No log        | 0.9048  | 38   | 0.7256          | 0.3894  | 0.7256 | 0.8518 |
| No log        | 0.9524  | 40   | 0.6977          | 0.3145  | 0.6977 | 0.8353 |
| No log        | 1.0     | 42   | 0.7099          | 0.2900  | 0.7099 | 0.8426 |
| No log        | 1.0476  | 44   | 0.7431          | 0.2813  | 0.7431 | 0.8621 |
| No log        | 1.0952  | 46   | 0.8146          | 0.2767  | 0.8146 | 0.9025 |
| No log        | 1.1429  | 48   | 0.9313          | 0.1646  | 0.9313 | 0.9650 |
| No log        | 1.1905  | 50   | 0.9685          | 0.1351  | 0.9685 | 0.9841 |
| No log        | 1.2381  | 52   | 0.8343          | 0.2462  | 0.8343 | 0.9134 |
| No log        | 1.2857  | 54   | 0.7220          | 0.4149  | 0.7220 | 0.8497 |
| No log        | 1.3333  | 56   | 0.6615          | 0.3675  | 0.6615 | 0.8133 |
| No log        | 1.3810  | 58   | 0.6559          | 0.3675  | 0.6559 | 0.8099 |
| No log        | 1.4286  | 60   | 0.6794          | 0.4033  | 0.6794 | 0.8243 |
| No log        | 1.4762  | 62   | 0.9079          | 0.2549  | 0.9079 | 0.9528 |
| No log        | 1.5238  | 64   | 0.9825          | 0.2856  | 0.9825 | 0.9912 |
| No log        | 1.5714  | 66   | 0.7349          | 0.3770  | 0.7349 | 0.8573 |
| No log        | 1.6190  | 68   | 0.6576          | 0.3885  | 0.6576 | 0.8109 |
| No log        | 1.6667  | 70   | 0.6398          | 0.4048  | 0.6398 | 0.7999 |
| No log        | 1.7143  | 72   | 0.7276          | 0.3911  | 0.7276 | 0.8530 |
| No log        | 1.7619  | 74   | 1.2021          | 0.2477  | 1.2021 | 1.0964 |
| No log        | 1.8095  | 76   | 1.1763          | 0.2939  | 1.1763 | 1.0846 |
| No log        | 1.8571  | 78   | 0.7286          | 0.4117  | 0.7286 | 0.8536 |
| No log        | 1.9048  | 80   | 0.6354          | 0.4548  | 0.6354 | 0.7971 |
| No log        | 1.9524  | 82   | 0.6551          | 0.4017  | 0.6551 | 0.8094 |
| No log        | 2.0     | 84   | 0.6166          | 0.4172  | 0.6166 | 0.7852 |
| No log        | 2.0476  | 86   | 0.6531          | 0.4674  | 0.6531 | 0.8082 |
| No log        | 2.0952  | 88   | 0.6995          | 0.4412  | 0.6995 | 0.8363 |
| No log        | 2.1429  | 90   | 0.6606          | 0.4479  | 0.6606 | 0.8128 |
| No log        | 2.1905  | 92   | 0.6070          | 0.4402  | 0.6070 | 0.7791 |
| No log        | 2.2381  | 94   | 0.6456          | 0.3798  | 0.6456 | 0.8035 |
| No log        | 2.2857  | 96   | 0.6705          | 0.3494  | 0.6705 | 0.8189 |
| No log        | 2.3333  | 98   | 0.6515          | 0.3466  | 0.6515 | 0.8072 |
| No log        | 2.3810  | 100  | 0.6496          | 0.3355  | 0.6496 | 0.8060 |
| No log        | 2.4286  | 102  | 0.6614          | 0.3478  | 0.6614 | 0.8132 |
| No log        | 2.4762  | 104  | 0.6672          | 0.3902  | 0.6672 | 0.8168 |
| No log        | 2.5238  | 106  | 0.6306          | 0.4714  | 0.6306 | 0.7941 |
| No log        | 2.5714  | 108  | 0.6378          | 0.4476  | 0.6378 | 0.7986 |
| No log        | 2.6190  | 110  | 0.7344          | 0.4606  | 0.7344 | 0.8570 |
| No log        | 2.6667  | 112  | 0.7692          | 0.4371  | 0.7692 | 0.8770 |
| No log        | 2.7143  | 114  | 0.6715          | 0.4595  | 0.6715 | 0.8194 |
| No log        | 2.7619  | 116  | 0.6723          | 0.4605  | 0.6723 | 0.8200 |
| No log        | 2.8095  | 118  | 0.6665          | 0.5054  | 0.6665 | 0.8164 |
| No log        | 2.8571  | 120  | 0.6555          | 0.4727  | 0.6555 | 0.8097 |
| No log        | 2.9048  | 122  | 0.6452          | 0.4808  | 0.6452 | 0.8032 |
| No log        | 2.9524  | 124  | 0.6587          | 0.5069  | 0.6587 | 0.8116 |
| No log        | 3.0     | 126  | 0.6931          | 0.5187  | 0.6931 | 0.8325 |
| No log        | 3.0476  | 128  | 0.6382          | 0.5069  | 0.6382 | 0.7989 |
| No log        | 3.0952  | 130  | 0.7392          | 0.4399  | 0.7392 | 0.8598 |
| No log        | 3.1429  | 132  | 0.8946          | 0.4143  | 0.8946 | 0.9458 |
| No log        | 3.1905  | 134  | 0.7514          | 0.4804  | 0.7514 | 0.8668 |
| No log        | 3.2381  | 136  | 0.6425          | 0.5018  | 0.6425 | 0.8016 |
| No log        | 3.2857  | 138  | 0.6363          | 0.5051  | 0.6363 | 0.7977 |
| No log        | 3.3333  | 140  | 0.6427          | 0.4263  | 0.6427 | 0.8017 |
| No log        | 3.3810  | 142  | 0.7511          | 0.4654  | 0.7511 | 0.8666 |
| No log        | 3.4286  | 144  | 0.6832          | 0.4072  | 0.6832 | 0.8265 |
| No log        | 3.4762  | 146  | 0.6354          | 0.5187  | 0.6354 | 0.7971 |
| No log        | 3.5238  | 148  | 0.6998          | 0.5072  | 0.6998 | 0.8365 |
| No log        | 3.5714  | 150  | 0.6908          | 0.5056  | 0.6908 | 0.8312 |
| No log        | 3.6190  | 152  | 0.6941          | 0.4420  | 0.6941 | 0.8331 |
| No log        | 3.6667  | 154  | 0.9169          | 0.4191  | 0.9169 | 0.9576 |
| No log        | 3.7143  | 156  | 0.9172          | 0.4191  | 0.9172 | 0.9577 |
| No log        | 3.7619  | 158  | 0.6716          | 0.4703  | 0.6716 | 0.8195 |
| No log        | 3.8095  | 160  | 0.6533          | 0.4794  | 0.6533 | 0.8083 |
| No log        | 3.8571  | 162  | 0.6570          | 0.4704  | 0.6570 | 0.8105 |
| No log        | 3.9048  | 164  | 0.6019          | 0.4706  | 0.6019 | 0.7758 |
| No log        | 3.9524  | 166  | 0.7065          | 0.4234  | 0.7065 | 0.8406 |
| No log        | 4.0     | 168  | 0.9317          | 0.3831  | 0.9317 | 0.9653 |
| No log        | 4.0476  | 170  | 0.8885          | 0.3710  | 0.8885 | 0.9426 |
| No log        | 4.0952  | 172  | 0.6816          | 0.4968  | 0.6816 | 0.8256 |
| No log        | 4.1429  | 174  | 0.6148          | 0.5130  | 0.6148 | 0.7841 |
| No log        | 4.1905  | 176  | 0.6236          | 0.5096  | 0.6236 | 0.7897 |
| No log        | 4.2381  | 178  | 0.5990          | 0.5299  | 0.5990 | 0.7740 |
| No log        | 4.2857  | 180  | 0.6672          | 0.4488  | 0.6672 | 0.8168 |
| No log        | 4.3333  | 182  | 0.7657          | 0.4174  | 0.7657 | 0.8751 |
| No log        | 4.3810  | 184  | 0.6749          | 0.4410  | 0.6749 | 0.8215 |
| No log        | 4.4286  | 186  | 0.6132          | 0.5248  | 0.6132 | 0.7831 |
| No log        | 4.4762  | 188  | 0.7083          | 0.4226  | 0.7083 | 0.8416 |
| No log        | 4.5238  | 190  | 0.7002          | 0.4151  | 0.7002 | 0.8368 |
| No log        | 4.5714  | 192  | 0.6113          | 0.4614  | 0.6113 | 0.7819 |
| No log        | 4.6190  | 194  | 0.6389          | 0.4766  | 0.6389 | 0.7993 |
| No log        | 4.6667  | 196  | 0.7584          | 0.4559  | 0.7584 | 0.8708 |
| No log        | 4.7143  | 198  | 0.6990          | 0.4803  | 0.6990 | 0.8361 |
| No log        | 4.7619  | 200  | 0.6190          | 0.4489  | 0.6190 | 0.7868 |
| No log        | 4.8095  | 202  | 0.6606          | 0.4816  | 0.6606 | 0.8128 |
| No log        | 4.8571  | 204  | 0.7315          | 0.4179  | 0.7315 | 0.8553 |
| No log        | 4.9048  | 206  | 0.6960          | 0.4194  | 0.6960 | 0.8343 |
| No log        | 4.9524  | 208  | 0.6229          | 0.4222  | 0.6229 | 0.7893 |
| No log        | 5.0     | 210  | 0.6505          | 0.4190  | 0.6505 | 0.8065 |
| No log        | 5.0476  | 212  | 0.7367          | 0.3984  | 0.7367 | 0.8583 |
| No log        | 5.0952  | 214  | 0.6687          | 0.4277  | 0.6687 | 0.8177 |
| No log        | 5.1429  | 216  | 0.6123          | 0.5005  | 0.6123 | 0.7825 |
| No log        | 5.1905  | 218  | 0.6276          | 0.4992  | 0.6276 | 0.7922 |
| No log        | 5.2381  | 220  | 0.6002          | 0.4716  | 0.6002 | 0.7747 |
| No log        | 5.2857  | 222  | 0.6419          | 0.4451  | 0.6419 | 0.8012 |
| No log        | 5.3333  | 224  | 0.7247          | 0.4303  | 0.7247 | 0.8513 |
| No log        | 5.3810  | 226  | 0.7208          | 0.4303  | 0.7208 | 0.8490 |
| No log        | 5.4286  | 228  | 0.6514          | 0.4435  | 0.6514 | 0.8071 |
| No log        | 5.4762  | 230  | 0.6050          | 0.4716  | 0.6050 | 0.7778 |
| No log        | 5.5238  | 232  | 0.6192          | 0.4530  | 0.6192 | 0.7869 |
| No log        | 5.5714  | 234  | 0.6057          | 0.4529  | 0.6057 | 0.7783 |
| No log        | 5.6190  | 236  | 0.6063          | 0.5097  | 0.6063 | 0.7787 |
| No log        | 5.6667  | 238  | 0.6895          | 0.4855  | 0.6895 | 0.8303 |
| No log        | 5.7143  | 240  | 0.7669          | 0.4801  | 0.7669 | 0.8757 |
| No log        | 5.7619  | 242  | 0.6833          | 0.4940  | 0.6833 | 0.8266 |
| No log        | 5.8095  | 244  | 0.6154          | 0.5147  | 0.6154 | 0.7845 |
| No log        | 5.8571  | 246  | 0.6220          | 0.4917  | 0.6220 | 0.7886 |
| No log        | 5.9048  | 248  | 0.6014          | 0.4705  | 0.6014 | 0.7755 |
| No log        | 5.9524  | 250  | 0.5985          | 0.4762  | 0.5985 | 0.7737 |
| No log        | 6.0     | 252  | 0.6345          | 0.4358  | 0.6345 | 0.7965 |
| No log        | 6.0476  | 254  | 0.6369          | 0.4416  | 0.6369 | 0.7981 |
| No log        | 6.0952  | 256  | 0.5952          | 0.4437  | 0.5952 | 0.7715 |
| No log        | 6.1429  | 258  | 0.6067          | 0.4656  | 0.6067 | 0.7789 |
| No log        | 6.1905  | 260  | 0.6301          | 0.4695  | 0.6301 | 0.7938 |
| No log        | 6.2381  | 262  | 0.6144          | 0.4118  | 0.6144 | 0.7838 |
| No log        | 6.2857  | 264  | 0.6047          | 0.3823  | 0.6047 | 0.7776 |
| No log        | 6.3333  | 266  | 0.6129          | 0.3564  | 0.6129 | 0.7829 |
| No log        | 6.3810  | 268  | 0.6145          | 0.3530  | 0.6145 | 0.7839 |
| No log        | 6.4286  | 270  | 0.6146          | 0.4578  | 0.6146 | 0.7840 |
| No log        | 6.4762  | 272  | 0.6235          | 0.4382  | 0.6235 | 0.7896 |
| No log        | 6.5238  | 274  | 0.6294          | 0.4670  | 0.6294 | 0.7934 |
| No log        | 6.5714  | 276  | 0.6225          | 0.4781  | 0.6225 | 0.7890 |
| No log        | 6.6190  | 278  | 0.6381          | 0.4150  | 0.6381 | 0.7988 |
| No log        | 6.6667  | 280  | 0.6355          | 0.3206  | 0.6355 | 0.7972 |
| No log        | 6.7143  | 282  | 0.6122          | 0.4185  | 0.6122 | 0.7824 |
| No log        | 6.7619  | 284  | 0.6183          | 0.3535  | 0.6183 | 0.7863 |
| No log        | 6.8095  | 286  | 0.7048          | 0.3733  | 0.7048 | 0.8395 |
| No log        | 6.8571  | 288  | 0.7224          | 0.3735  | 0.7224 | 0.8499 |
| No log        | 6.9048  | 290  | 0.6412          | 0.3956  | 0.6412 | 0.8007 |
| No log        | 6.9524  | 292  | 0.6361          | 0.5105  | 0.6361 | 0.7976 |
| No log        | 7.0     | 294  | 0.6625          | 0.4873  | 0.6625 | 0.8139 |
| No log        | 7.0476  | 296  | 0.6753          | 0.4707  | 0.6753 | 0.8218 |
| No log        | 7.0952  | 298  | 0.6802          | 0.4583  | 0.6802 | 0.8248 |
| No log        | 7.1429  | 300  | 0.6576          | 0.4534  | 0.6576 | 0.8109 |
| No log        | 7.1905  | 302  | 0.6801          | 0.5120  | 0.6801 | 0.8247 |
| No log        | 7.2381  | 304  | 0.6724          | 0.5120  | 0.6724 | 0.8200 |
| No log        | 7.2857  | 306  | 0.6472          | 0.4423  | 0.6472 | 0.8045 |
| No log        | 7.3333  | 308  | 0.6711          | 0.4547  | 0.6711 | 0.8192 |
| No log        | 7.3810  | 310  | 0.6905          | 0.3900  | 0.6905 | 0.8310 |
| No log        | 7.4286  | 312  | 0.6450          | 0.4140  | 0.6450 | 0.8031 |
| No log        | 7.4762  | 314  | 0.5990          | 0.4786  | 0.5990 | 0.7740 |
| No log        | 7.5238  | 316  | 0.5987          | 0.4460  | 0.5987 | 0.7738 |
| No log        | 7.5714  | 318  | 0.5985          | 0.4608  | 0.5985 | 0.7736 |
| No log        | 7.6190  | 320  | 0.6266          | 0.4990  | 0.6266 | 0.7916 |
| No log        | 7.6667  | 322  | 0.6841          | 0.4844  | 0.6841 | 0.8271 |
| No log        | 7.7143  | 324  | 0.6477          | 0.4904  | 0.6477 | 0.8048 |
| No log        | 7.7619  | 326  | 0.6037          | 0.4966  | 0.6037 | 0.7770 |
| No log        | 7.8095  | 328  | 0.6058          | 0.4953  | 0.6058 | 0.7783 |
| No log        | 7.8571  | 330  | 0.6139          | 0.5075  | 0.6139 | 0.7835 |
| No log        | 7.9048  | 332  | 0.5962          | 0.4726  | 0.5962 | 0.7721 |
| No log        | 7.9524  | 334  | 0.6064          | 0.4203  | 0.6064 | 0.7787 |
| No log        | 8.0     | 336  | 0.5990          | 0.4073  | 0.5990 | 0.7740 |
| No log        | 8.0476  | 338  | 0.6207          | 0.5170  | 0.6207 | 0.7879 |
| No log        | 8.0952  | 340  | 0.6366          | 0.5219  | 0.6366 | 0.7979 |
| No log        | 8.1429  | 342  | 0.6314          | 0.5265  | 0.6314 | 0.7946 |
| No log        | 8.1905  | 344  | 0.6986          | 0.4882  | 0.6986 | 0.8358 |
| No log        | 8.2381  | 346  | 0.7070          | 0.5055  | 0.7070 | 0.8409 |
| No log        | 8.2857  | 348  | 0.6791          | 0.5705  | 0.6791 | 0.8241 |
| No log        | 8.3333  | 350  | 0.6664          | 0.5213  | 0.6664 | 0.8163 |
| No log        | 8.3810  | 352  | 0.6679          | 0.5291  | 0.6679 | 0.8172 |
| No log        | 8.4286  | 354  | 0.6724          | 0.5178  | 0.6724 | 0.8200 |
| No log        | 8.4762  | 356  | 0.6259          | 0.4917  | 0.6259 | 0.7911 |
| No log        | 8.5238  | 358  | 0.6121          | 0.4930  | 0.6121 | 0.7824 |
| No log        | 8.5714  | 360  | 0.5953          | 0.5012  | 0.5953 | 0.7716 |
| No log        | 8.6190  | 362  | 0.5933          | 0.4924  | 0.5933 | 0.7702 |
| No log        | 8.6667  | 364  | 0.5991          | 0.4746  | 0.5991 | 0.7740 |
| No log        | 8.7143  | 366  | 0.6108          | 0.4999  | 0.6108 | 0.7816 |
| No log        | 8.7619  | 368  | 0.6028          | 0.4719  | 0.6028 | 0.7764 |
| No log        | 8.8095  | 370  | 0.5987          | 0.4890  | 0.5987 | 0.7738 |
| No log        | 8.8571  | 372  | 0.5788          | 0.4919  | 0.5788 | 0.7608 |
| No log        | 8.9048  | 374  | 0.5839          | 0.4846  | 0.5839 | 0.7641 |
| No log        | 8.9524  | 376  | 0.5783          | 0.4712  | 0.5783 | 0.7605 |
| No log        | 9.0     | 378  | 0.5699          | 0.4489  | 0.5699 | 0.7549 |
| No log        | 9.0476  | 380  | 0.6002          | 0.5475  | 0.6002 | 0.7747 |
| No log        | 9.0952  | 382  | 0.5768          | 0.4991  | 0.5768 | 0.7595 |
| No log        | 9.1429  | 384  | 0.5728          | 0.4113  | 0.5728 | 0.7568 |
| No log        | 9.1905  | 386  | 0.6248          | 0.4380  | 0.6248 | 0.7905 |
| No log        | 9.2381  | 388  | 0.6071          | 0.4343  | 0.6071 | 0.7792 |
| No log        | 9.2857  | 390  | 0.5871          | 0.4916  | 0.5871 | 0.7662 |
| No log        | 9.3333  | 392  | 0.6027          | 0.5725  | 0.6027 | 0.7764 |
| No log        | 9.3810  | 394  | 0.6454          | 0.5628  | 0.6454 | 0.8033 |
| No log        | 9.4286  | 396  | 0.6375          | 0.5289  | 0.6375 | 0.7984 |
| No log        | 9.4762  | 398  | 0.6320          | 0.5565  | 0.6320 | 0.7950 |
| No log        | 9.5238  | 400  | 0.6279          | 0.5210  | 0.6279 | 0.7924 |
| No log        | 9.5714  | 402  | 0.6298          | 0.4973  | 0.6298 | 0.7936 |
| No log        | 9.6190  | 404  | 0.6243          | 0.5062  | 0.6243 | 0.7901 |
| No log        | 9.6667  | 406  | 0.6049          | 0.4684  | 0.6049 | 0.7777 |
| No log        | 9.7143  | 408  | 0.5860          | 0.4474  | 0.5860 | 0.7655 |
| No log        | 9.7619  | 410  | 0.5916          | 0.5041  | 0.5916 | 0.7691 |
| No log        | 9.8095  | 412  | 0.6062          | 0.5210  | 0.6062 | 0.7786 |
| No log        | 9.8571  | 414  | 0.5831          | 0.4837  | 0.5831 | 0.7636 |
| No log        | 9.9048  | 416  | 0.6077          | 0.4304  | 0.6077 | 0.7795 |
| No log        | 9.9524  | 418  | 0.6408          | 0.4481  | 0.6408 | 0.8005 |
| No log        | 10.0    | 420  | 0.6096          | 0.4407  | 0.6096 | 0.7808 |
| No log        | 10.0476 | 422  | 0.6098          | 0.5331  | 0.6098 | 0.7809 |
| No log        | 10.0952 | 424  | 0.6293          | 0.4884  | 0.6293 | 0.7933 |
| No log        | 10.1429 | 426  | 0.7524          | 0.4946  | 0.7524 | 0.8674 |
| No log        | 10.1905 | 428  | 0.8109          | 0.4529  | 0.8109 | 0.9005 |
| No log        | 10.2381 | 430  | 0.7221          | 0.4709  | 0.7221 | 0.8498 |
| No log        | 10.2857 | 432  | 0.6064          | 0.4533  | 0.6064 | 0.7787 |
| No log        | 10.3333 | 434  | 0.6126          | 0.4215  | 0.6126 | 0.7827 |
| No log        | 10.3810 | 436  | 0.6491          | 0.4362  | 0.6491 | 0.8057 |
| No log        | 10.4286 | 438  | 0.6304          | 0.4643  | 0.6304 | 0.7940 |
| No log        | 10.4762 | 440  | 0.6168          | 0.4826  | 0.6168 | 0.7854 |
| No log        | 10.5238 | 442  | 0.6529          | 0.4942  | 0.6529 | 0.8081 |
| No log        | 10.5714 | 444  | 0.6589          | 0.5088  | 0.6589 | 0.8117 |
| No log        | 10.6190 | 446  | 0.6251          | 0.5005  | 0.6251 | 0.7906 |
| No log        | 10.6667 | 448  | 0.5980          | 0.4941  | 0.5980 | 0.7733 |
| No log        | 10.7143 | 450  | 0.6208          | 0.4097  | 0.6208 | 0.7879 |
| No log        | 10.7619 | 452  | 0.6199          | 0.3967  | 0.6199 | 0.7874 |
| No log        | 10.8095 | 454  | 0.5815          | 0.4392  | 0.5815 | 0.7626 |
| No log        | 10.8571 | 456  | 0.5907          | 0.4689  | 0.5907 | 0.7686 |
| No log        | 10.9048 | 458  | 0.6315          | 0.4923  | 0.6315 | 0.7947 |
| No log        | 10.9524 | 460  | 0.6136          | 0.4923  | 0.6136 | 0.7833 |
| No log        | 11.0    | 462  | 0.6081          | 0.5333  | 0.6081 | 0.7798 |
| No log        | 11.0476 | 464  | 0.6955          | 0.4161  | 0.6955 | 0.8340 |
| No log        | 11.0952 | 466  | 0.8121          | 0.4194  | 0.8121 | 0.9012 |
| No log        | 11.1429 | 468  | 0.7395          | 0.4467  | 0.7395 | 0.8599 |
| No log        | 11.1905 | 470  | 0.6306          | 0.4481  | 0.6306 | 0.7941 |
| No log        | 11.2381 | 472  | 0.6968          | 0.4872  | 0.6968 | 0.8348 |
| No log        | 11.2857 | 474  | 0.8771          | 0.4769  | 0.8771 | 0.9365 |
| No log        | 11.3333 | 476  | 0.9135          | 0.4176  | 0.9135 | 0.9558 |
| No log        | 11.3810 | 478  | 0.7836          | 0.4736  | 0.7836 | 0.8852 |
| No log        | 11.4286 | 480  | 0.6315          | 0.4531  | 0.6315 | 0.7947 |
| No log        | 11.4762 | 482  | 0.5979          | 0.4524  | 0.5979 | 0.7733 |
| No log        | 11.5238 | 484  | 0.5992          | 0.4870  | 0.5992 | 0.7741 |
| No log        | 11.5714 | 486  | 0.6061          | 0.4962  | 0.6061 | 0.7785 |
| No log        | 11.6190 | 488  | 0.6249          | 0.4979  | 0.6249 | 0.7905 |
| No log        | 11.6667 | 490  | 0.6277          | 0.5125  | 0.6277 | 0.7923 |
| No log        | 11.7143 | 492  | 0.6143          | 0.4262  | 0.6143 | 0.7838 |
| No log        | 11.7619 | 494  | 0.6059          | 0.4514  | 0.6059 | 0.7784 |
| No log        | 11.8095 | 496  | 0.5940          | 0.4867  | 0.5940 | 0.7707 |
| No log        | 11.8571 | 498  | 0.5990          | 0.4147  | 0.5990 | 0.7740 |
| 0.3745        | 11.9048 | 500  | 0.6129          | 0.3902  | 0.6129 | 0.7829 |
| 0.3745        | 11.9524 | 502  | 0.6035          | 0.3957  | 0.6035 | 0.7769 |
| 0.3745        | 12.0    | 504  | 0.6067          | 0.3894  | 0.6067 | 0.7789 |
| 0.3745        | 12.0476 | 506  | 0.6086          | 0.4244  | 0.6086 | 0.7801 |
| 0.3745        | 12.0952 | 508  | 0.6177          | 0.4126  | 0.6177 | 0.7859 |
| 0.3745        | 12.1429 | 510  | 0.6240          | 0.3911  | 0.6240 | 0.7899 |
| 0.3745        | 12.1905 | 512  | 0.5981          | 0.4030  | 0.5981 | 0.7734 |
| 0.3745        | 12.2381 | 514  | 0.5774          | 0.4244  | 0.5774 | 0.7599 |
| 0.3745        | 12.2857 | 516  | 0.5930          | 0.5259  | 0.5930 | 0.7700 |
| 0.3745        | 12.3333 | 518  | 0.5946          | 0.5014  | 0.5946 | 0.7711 |
| 0.3745        | 12.3810 | 520  | 0.5850          | 0.5044  | 0.5850 | 0.7648 |
| 0.3745        | 12.4286 | 522  | 0.5747          | 0.4345  | 0.5747 | 0.7581 |
| 0.3745        | 12.4762 | 524  | 0.5884          | 0.4092  | 0.5884 | 0.7671 |
| 0.3745        | 12.5238 | 526  | 0.5951          | 0.4219  | 0.5951 | 0.7714 |
| 0.3745        | 12.5714 | 528  | 0.5903          | 0.4610  | 0.5903 | 0.7683 |
| 0.3745        | 12.6190 | 530  | 0.6087          | 0.5341  | 0.6087 | 0.7802 |
| 0.3745        | 12.6667 | 532  | 0.6237          | 0.5661  | 0.6237 | 0.7897 |
| 0.3745        | 12.7143 | 534  | 0.6191          | 0.5253  | 0.6191 | 0.7869 |
| 0.3745        | 12.7619 | 536  | 0.6132          | 0.5206  | 0.6132 | 0.7831 |
| 0.3745        | 12.8095 | 538  | 0.6195          | 0.5668  | 0.6195 | 0.7871 |
| 0.3745        | 12.8571 | 540  | 0.6216          | 0.5444  | 0.6216 | 0.7884 |
| 0.3745        | 12.9048 | 542  | 0.6306          | 0.5459  | 0.6306 | 0.7941 |
| 0.3745        | 12.9524 | 544  | 0.6340          | 0.5382  | 0.6340 | 0.7963 |
| 0.3745        | 13.0    | 546  | 0.6434          | 0.5382  | 0.6434 | 0.8021 |
| 0.3745        | 13.0476 | 548  | 0.6793          | 0.5278  | 0.6793 | 0.8242 |
| 0.3745        | 13.0952 | 550  | 0.6740          | 0.5278  | 0.6740 | 0.8210 |
| 0.3745        | 13.1429 | 552  | 0.6301          | 0.5012  | 0.6301 | 0.7938 |
| 0.3745        | 13.1905 | 554  | 0.6105          | 0.4586  | 0.6105 | 0.7813 |
| 0.3745        | 13.2381 | 556  | 0.6241          | 0.4251  | 0.6241 | 0.7900 |
| 0.3745        | 13.2857 | 558  | 0.6073          | 0.4402  | 0.6073 | 0.7793 |
| 0.3745        | 13.3333 | 560  | 0.6048          | 0.5071  | 0.6048 | 0.7777 |
| 0.3745        | 13.3810 | 562  | 0.6536          | 0.5071  | 0.6536 | 0.8085 |
| 0.3745        | 13.4286 | 564  | 0.7120          | 0.4668  | 0.7120 | 0.8438 |
| 0.3745        | 13.4762 | 566  | 0.6975          | 0.4697  | 0.6975 | 0.8352 |
| 0.3745        | 13.5238 | 568  | 0.6353          | 0.5090  | 0.6353 | 0.7971 |
| 0.3745        | 13.5714 | 570  | 0.6246          | 0.5483  | 0.6246 | 0.7903 |
| 0.3745        | 13.6190 | 572  | 0.6354          | 0.5689  | 0.6354 | 0.7971 |
| 0.3745        | 13.6667 | 574  | 0.7005          | 0.5220  | 0.7005 | 0.8370 |
| 0.3745        | 13.7143 | 576  | 0.7486          | 0.4926  | 0.7486 | 0.8652 |
| 0.3745        | 13.7619 | 578  | 0.7000          | 0.5114  | 0.7000 | 0.8367 |
| 0.3745        | 13.8095 | 580  | 0.6282          | 0.5253  | 0.6282 | 0.7926 |
| 0.3745        | 13.8571 | 582  | 0.6161          | 0.5164  | 0.6161 | 0.7849 |
| 0.3745        | 13.9048 | 584  | 0.6269          | 0.5343  | 0.6269 | 0.7917 |
| 0.3745        | 13.9524 | 586  | 0.6140          | 0.5327  | 0.6140 | 0.7836 |
| 0.3745        | 14.0    | 588  | 0.6087          | 0.5231  | 0.6087 | 0.7802 |
| 0.3745        | 14.0476 | 590  | 0.5865          | 0.5415  | 0.5865 | 0.7658 |
| 0.3745        | 14.0952 | 592  | 0.5762          | 0.4650  | 0.5762 | 0.7591 |
| 0.3745        | 14.1429 | 594  | 0.5791          | 0.5302  | 0.5791 | 0.7610 |
| 0.3745        | 14.1905 | 596  | 0.5773          | 0.4740  | 0.5773 | 0.7598 |
| 0.3745        | 14.2381 | 598  | 0.5845          | 0.4302  | 0.5845 | 0.7645 |
| 0.3745        | 14.2857 | 600  | 0.5939          | 0.4012  | 0.5939 | 0.7706 |
| 0.3745        | 14.3333 | 602  | 0.5984          | 0.4170  | 0.5984 | 0.7736 |
| 0.3745        | 14.3810 | 604  | 0.5971          | 0.4963  | 0.5971 | 0.7727 |
| 0.3745        | 14.4286 | 606  | 0.5970          | 0.5350  | 0.5970 | 0.7726 |
| 0.3745        | 14.4762 | 608  | 0.6061          | 0.5259  | 0.6061 | 0.7785 |
| 0.3745        | 14.5238 | 610  | 0.6119          | 0.4984  | 0.6119 | 0.7822 |
| 0.3745        | 14.5714 | 612  | 0.6164          | 0.4984  | 0.6164 | 0.7851 |
| 0.3745        | 14.6190 | 614  | 0.5931          | 0.4859  | 0.5931 | 0.7701 |
| 0.3745        | 14.6667 | 616  | 0.5877          | 0.4638  | 0.5877 | 0.7666 |
| 0.3745        | 14.7143 | 618  | 0.5910          | 0.4801  | 0.5910 | 0.7688 |
| 0.3745        | 14.7619 | 620  | 0.5953          | 0.5165  | 0.5953 | 0.7715 |
| 0.3745        | 14.8095 | 622  | 0.5877          | 0.4650  | 0.5877 | 0.7666 |
| 0.3745        | 14.8571 | 624  | 0.5877          | 0.4648  | 0.5877 | 0.7666 |
| 0.3745        | 14.9048 | 626  | 0.5948          | 0.4677  | 0.5948 | 0.7712 |
| 0.3745        | 14.9524 | 628  | 0.5947          | 0.4677  | 0.5947 | 0.7711 |
| 0.3745        | 15.0    | 630  | 0.5880          | 0.4877  | 0.5880 | 0.7668 |
| 0.3745        | 15.0476 | 632  | 0.5960          | 0.4465  | 0.5960 | 0.7720 |
| 0.3745        | 15.0952 | 634  | 0.6135          | 0.4934  | 0.6135 | 0.7833 |
| 0.3745        | 15.1429 | 636  | 0.6369          | 0.5083  | 0.6369 | 0.7981 |
| 0.3745        | 15.1905 | 638  | 0.6357          | 0.5111  | 0.6357 | 0.7973 |
| 0.3745        | 15.2381 | 640  | 0.6091          | 0.5248  | 0.6091 | 0.7804 |
| 0.3745        | 15.2857 | 642  | 0.5974          | 0.4887  | 0.5974 | 0.7729 |
| 0.3745        | 15.3333 | 644  | 0.6151          | 0.4997  | 0.6151 | 0.7843 |
| 0.3745        | 15.3810 | 646  | 0.6083          | 0.4759  | 0.6083 | 0.7799 |
| 0.3745        | 15.4286 | 648  | 0.6398          | 0.5703  | 0.6398 | 0.7998 |
| 0.3745        | 15.4762 | 650  | 0.6780          | 0.5524  | 0.6780 | 0.8234 |
| 0.3745        | 15.5238 | 652  | 0.7010          | 0.5319  | 0.7010 | 0.8373 |
| 0.3745        | 15.5714 | 654  | 0.6550          | 0.5317  | 0.6550 | 0.8093 |
| 0.3745        | 15.6190 | 656  | 0.5983          | 0.5048  | 0.5983 | 0.7735 |
| 0.3745        | 15.6667 | 658  | 0.5939          | 0.5215  | 0.5939 | 0.7706 |
| 0.3745        | 15.7143 | 660  | 0.5924          | 0.5106  | 0.5924 | 0.7697 |
| 0.3745        | 15.7619 | 662  | 0.6023          | 0.5186  | 0.6023 | 0.7761 |
| 0.3745        | 15.8095 | 664  | 0.6150          | 0.5234  | 0.6150 | 0.7842 |
| 0.3745        | 15.8571 | 666  | 0.6067          | 0.5080  | 0.6067 | 0.7789 |
| 0.3745        | 15.9048 | 668  | 0.5852          | 0.5230  | 0.5852 | 0.7650 |
| 0.3745        | 15.9524 | 670  | 0.5843          | 0.5396  | 0.5843 | 0.7644 |
| 0.3745        | 16.0    | 672  | 0.6043          | 0.5269  | 0.6043 | 0.7773 |
| 0.3745        | 16.0476 | 674  | 0.6067          | 0.5128  | 0.6067 | 0.7789 |
| 0.3745        | 16.0952 | 676  | 0.5998          | 0.5373  | 0.5998 | 0.7745 |
| 0.3745        | 16.1429 | 678  | 0.6024          | 0.5112  | 0.6024 | 0.7761 |
| 0.3745        | 16.1905 | 680  | 0.6232          | 0.4790  | 0.6232 | 0.7894 |
| 0.3745        | 16.2381 | 682  | 0.6288          | 0.3910  | 0.6288 | 0.7929 |
| 0.3745        | 16.2857 | 684  | 0.6161          | 0.4062  | 0.6160 | 0.7849 |
| 0.3745        | 16.3333 | 686  | 0.5921          | 0.5119  | 0.5921 | 0.7695 |
| 0.3745        | 16.3810 | 688  | 0.5892          | 0.5440  | 0.5892 | 0.7676 |
| 0.3745        | 16.4286 | 690  | 0.5972          | 0.5152  | 0.5972 | 0.7728 |
| 0.3745        | 16.4762 | 692  | 0.6035          | 0.4998  | 0.6035 | 0.7769 |
| 0.3745        | 16.5238 | 694  | 0.6137          | 0.4526  | 0.6137 | 0.7834 |
| 0.3745        | 16.5714 | 696  | 0.5981          | 0.5011  | 0.5981 | 0.7734 |
| 0.3745        | 16.6190 | 698  | 0.5945          | 0.5302  | 0.5945 | 0.7710 |
| 0.3745        | 16.6667 | 700  | 0.6151          | 0.5180  | 0.6151 | 0.7843 |
| 0.3745        | 16.7143 | 702  | 0.6253          | 0.5137  | 0.6253 | 0.7908 |
| 0.3745        | 16.7619 | 704  | 0.6106          | 0.5196  | 0.6106 | 0.7814 |
| 0.3745        | 16.8095 | 706  | 0.6089          | 0.5256  | 0.6089 | 0.7803 |
| 0.3745        | 16.8571 | 708  | 0.6109          | 0.5069  | 0.6109 | 0.7816 |
| 0.3745        | 16.9048 | 710  | 0.6121          | 0.4802  | 0.6121 | 0.7824 |
| 0.3745        | 16.9524 | 712  | 0.6208          | 0.5238  | 0.6208 | 0.7879 |
| 0.3745        | 17.0    | 714  | 0.6404          | 0.4999  | 0.6404 | 0.8003 |
| 0.3745        | 17.0476 | 716  | 0.6467          | 0.4902  | 0.6467 | 0.8042 |
| 0.3745        | 17.0952 | 718  | 0.6367          | 0.5180  | 0.6367 | 0.7980 |
| 0.3745        | 17.1429 | 720  | 0.6272          | 0.5209  | 0.6272 | 0.7920 |
| 0.3745        | 17.1905 | 722  | 0.6288          | 0.4991  | 0.6288 | 0.7930 |
| 0.3745        | 17.2381 | 724  | 0.6404          | 0.4862  | 0.6404 | 0.8003 |
| 0.3745        | 17.2857 | 726  | 0.6317          | 0.5276  | 0.6317 | 0.7948 |
| 0.3745        | 17.3333 | 728  | 0.6285          | 0.4935  | 0.6285 | 0.7928 |
| 0.3745        | 17.3810 | 730  | 0.6251          | 0.4998  | 0.6251 | 0.7906 |
| 0.3745        | 17.4286 | 732  | 0.6198          | 0.4998  | 0.6198 | 0.7873 |
| 0.3745        | 17.4762 | 734  | 0.6250          | 0.4877  | 0.6250 | 0.7906 |
| 0.3745        | 17.5238 | 736  | 0.6267          | 0.5209  | 0.6267 | 0.7916 |
| 0.3745        | 17.5714 | 738  | 0.6200          | 0.5209  | 0.6200 | 0.7874 |
| 0.3745        | 17.6190 | 740  | 0.6125          | 0.5209  | 0.6125 | 0.7826 |
| 0.3745        | 17.6667 | 742  | 0.6039          | 0.4860  | 0.6039 | 0.7771 |
| 0.3745        | 17.7143 | 744  | 0.6022          | 0.5063  | 0.6022 | 0.7760 |
| 0.3745        | 17.7619 | 746  | 0.6010          | 0.4977  | 0.6010 | 0.7752 |
| 0.3745        | 17.8095 | 748  | 0.6075          | 0.4178  | 0.6075 | 0.7794 |
| 0.3745        | 17.8571 | 750  | 0.6063          | 0.4937  | 0.6063 | 0.7786 |
| 0.3745        | 17.9048 | 752  | 0.6152          | 0.5312  | 0.6152 | 0.7843 |
| 0.3745        | 17.9524 | 754  | 0.6309          | 0.5214  | 0.6309 | 0.7943 |
| 0.3745        | 18.0    | 756  | 0.6062          | 0.4785  | 0.6062 | 0.7786 |
| 0.3745        | 18.0476 | 758  | 0.6081          | 0.4788  | 0.6081 | 0.7798 |
| 0.3745        | 18.0952 | 760  | 0.6457          | 0.4417  | 0.6457 | 0.8036 |
| 0.3745        | 18.1429 | 762  | 0.6420          | 0.3848  | 0.6420 | 0.8013 |
| 0.3745        | 18.1905 | 764  | 0.5996          | 0.4032  | 0.5996 | 0.7743 |
| 0.3745        | 18.2381 | 766  | 0.5913          | 0.4749  | 0.5913 | 0.7689 |
| 0.3745        | 18.2857 | 768  | 0.6193          | 0.4830  | 0.6193 | 0.7869 |
| 0.3745        | 18.3333 | 770  | 0.6355          | 0.4870  | 0.6355 | 0.7972 |
| 0.3745        | 18.3810 | 772  | 0.6189          | 0.4570  | 0.6189 | 0.7867 |
| 0.3745        | 18.4286 | 774  | 0.6167          | 0.4570  | 0.6167 | 0.7853 |
| 0.3745        | 18.4762 | 776  | 0.6026          | 0.4607  | 0.6026 | 0.7763 |
| 0.3745        | 18.5238 | 778  | 0.6071          | 0.3796  | 0.6071 | 0.7792 |
| 0.3745        | 18.5714 | 780  | 0.6041          | 0.4393  | 0.6041 | 0.7772 |
| 0.3745        | 18.6190 | 782  | 0.6115          | 0.4570  | 0.6115 | 0.7820 |
| 0.3745        | 18.6667 | 784  | 0.6143          | 0.4795  | 0.6143 | 0.7837 |
| 0.3745        | 18.7143 | 786  | 0.6026          | 0.4514  | 0.6026 | 0.7763 |
| 0.3745        | 18.7619 | 788  | 0.5996          | 0.3979  | 0.5996 | 0.7743 |
| 0.3745        | 18.8095 | 790  | 0.6011          | 0.4057  | 0.6011 | 0.7753 |
| 0.3745        | 18.8571 | 792  | 0.5964          | 0.4242  | 0.5964 | 0.7723 |
| 0.3745        | 18.9048 | 794  | 0.5997          | 0.4417  | 0.5997 | 0.7744 |
| 0.3745        | 18.9524 | 796  | 0.6368          | 0.4799  | 0.6368 | 0.7980 |
| 0.3745        | 19.0    | 798  | 0.6893          | 0.5269  | 0.6893 | 0.8302 |
| 0.3745        | 19.0476 | 800  | 0.6977          | 0.5280  | 0.6977 | 0.8353 |
| 0.3745        | 19.0952 | 802  | 0.6567          | 0.5250  | 0.6567 | 0.8103 |
| 0.3745        | 19.1429 | 804  | 0.6071          | 0.4639  | 0.6071 | 0.7791 |
| 0.3745        | 19.1905 | 806  | 0.5864          | 0.4537  | 0.5864 | 0.7658 |
| 0.3745        | 19.2381 | 808  | 0.5806          | 0.4618  | 0.5806 | 0.7620 |
| 0.3745        | 19.2857 | 810  | 0.5836          | 0.4679  | 0.5836 | 0.7639 |
| 0.3745        | 19.3333 | 812  | 0.6074          | 0.4746  | 0.6074 | 0.7793 |
| 0.3745        | 19.3810 | 814  | 0.6035          | 0.4651  | 0.6035 | 0.7768 |
| 0.3745        | 19.4286 | 816  | 0.5833          | 0.4776  | 0.5833 | 0.7637 |
| 0.3745        | 19.4762 | 818  | 0.5763          | 0.4941  | 0.5763 | 0.7591 |
| 0.3745        | 19.5238 | 820  | 0.5763          | 0.4878  | 0.5763 | 0.7592 |
| 0.3745        | 19.5714 | 822  | 0.5761          | 0.4878  | 0.5761 | 0.7590 |
| 0.3745        | 19.6190 | 824  | 0.5795          | 0.4964  | 0.5795 | 0.7612 |
| 0.3745        | 19.6667 | 826  | 0.5968          | 0.5336  | 0.5968 | 0.7725 |
| 0.3745        | 19.7143 | 828  | 0.6298          | 0.5485  | 0.6298 | 0.7936 |
| 0.3745        | 19.7619 | 830  | 0.6392          | 0.5569  | 0.6392 | 0.7995 |
| 0.3745        | 19.8095 | 832  | 0.6296          | 0.5588  | 0.6296 | 0.7935 |
| 0.3745        | 19.8571 | 834  | 0.5985          | 0.5327  | 0.5985 | 0.7737 |
| 0.3745        | 19.9048 | 836  | 0.5857          | 0.4984  | 0.5857 | 0.7653 |
| 0.3745        | 19.9524 | 838  | 0.5763          | 0.4956  | 0.5763 | 0.7591 |
| 0.3745        | 20.0    | 840  | 0.5789          | 0.5075  | 0.5789 | 0.7609 |
| 0.3745        | 20.0476 | 842  | 0.6050          | 0.4538  | 0.6050 | 0.7778 |
| 0.3745        | 20.0952 | 844  | 0.6160          | 0.4733  | 0.6160 | 0.7849 |
| 0.3745        | 20.1429 | 846  | 0.5994          | 0.4538  | 0.5994 | 0.7742 |
| 0.3745        | 20.1905 | 848  | 0.5759          | 0.4741  | 0.5759 | 0.7589 |
| 0.3745        | 20.2381 | 850  | 0.5730          | 0.4607  | 0.5730 | 0.7570 |
| 0.3745        | 20.2857 | 852  | 0.5742          | 0.4447  | 0.5742 | 0.7577 |
| 0.3745        | 20.3333 | 854  | 0.5757          | 0.4455  | 0.5757 | 0.7587 |
| 0.3745        | 20.3810 | 856  | 0.5796          | 0.4221  | 0.5796 | 0.7613 |
| 0.3745        | 20.4286 | 858  | 0.5768          | 0.4289  | 0.5768 | 0.7595 |
| 0.3745        | 20.4762 | 860  | 0.5831          | 0.4723  | 0.5831 | 0.7636 |
| 0.3745        | 20.5238 | 862  | 0.6211          | 0.4835  | 0.6211 | 0.7881 |
| 0.3745        | 20.5714 | 864  | 0.6589          | 0.4901  | 0.6589 | 0.8117 |
| 0.3745        | 20.6190 | 866  | 0.6592          | 0.4979  | 0.6592 | 0.8119 |
| 0.3745        | 20.6667 | 868  | 0.6200          | 0.5153  | 0.6200 | 0.7874 |
| 0.3745        | 20.7143 | 870  | 0.5984          | 0.4813  | 0.5984 | 0.7736 |
| 0.3745        | 20.7619 | 872  | 0.5960          | 0.4983  | 0.5960 | 0.7720 |
| 0.3745        | 20.8095 | 874  | 0.5953          | 0.4983  | 0.5953 | 0.7715 |
| 0.3745        | 20.8571 | 876  | 0.5915          | 0.4699  | 0.5915 | 0.7691 |
| 0.3745        | 20.9048 | 878  | 0.6151          | 0.5020  | 0.6151 | 0.7843 |
| 0.3745        | 20.9524 | 880  | 0.6326          | 0.5020  | 0.6326 | 0.7954 |
| 0.3745        | 21.0    | 882  | 0.6058          | 0.4733  | 0.6058 | 0.7783 |
| 0.3745        | 21.0476 | 884  | 0.5839          | 0.4977  | 0.5839 | 0.7642 |
| 0.3745        | 21.0952 | 886  | 0.6192          | 0.4614  | 0.6192 | 0.7869 |
| 0.3745        | 21.1429 | 888  | 0.6641          | 0.3557  | 0.6641 | 0.8149 |
| 0.3745        | 21.1905 | 890  | 0.6525          | 0.3618  | 0.6525 | 0.8078 |
| 0.3745        | 21.2381 | 892  | 0.6113          | 0.4368  | 0.6113 | 0.7819 |
| 0.3745        | 21.2857 | 894  | 0.5998          | 0.4399  | 0.5998 | 0.7745 |
| 0.3745        | 21.3333 | 896  | 0.6010          | 0.4772  | 0.6010 | 0.7752 |
| 0.3745        | 21.3810 | 898  | 0.6084          | 0.5063  | 0.6084 | 0.7800 |
| 0.3745        | 21.4286 | 900  | 0.6116          | 0.4737  | 0.6116 | 0.7821 |
| 0.3745        | 21.4762 | 902  | 0.6212          | 0.4368  | 0.6212 | 0.7881 |
| 0.3745        | 21.5238 | 904  | 0.6513          | 0.3794  | 0.6513 | 0.8070 |
| 0.3745        | 21.5714 | 906  | 0.7108          | 0.3700  | 0.7108 | 0.8431 |
| 0.3745        | 21.6190 | 908  | 0.7707          | 0.3874  | 0.7707 | 0.8779 |
| 0.3745        | 21.6667 | 910  | 0.7264          | 0.3830  | 0.7264 | 0.8523 |
| 0.3745        | 21.7143 | 912  | 0.6562          | 0.3298  | 0.6562 | 0.8101 |


### Framework versions

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