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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k20_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_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k20_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: 0.8732
- Qwk: 0.7456
- Mse: 0.8732
- Rmse: 0.9345

## 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        | 0.0133 | 2    | 6.8867          | 0.0242 | 6.8867 | 2.6243 |
| No log        | 0.0267 | 4    | 5.0463          | 0.0599 | 5.0463 | 2.2464 |
| No log        | 0.04   | 6    | 2.9499          | 0.0952 | 2.9499 | 1.7175 |
| No log        | 0.0533 | 8    | 2.2733          | 0.0851 | 2.2733 | 1.5078 |
| No log        | 0.0667 | 10   | 1.9127          | 0.1739 | 1.9127 | 1.3830 |
| No log        | 0.08   | 12   | 1.5504          | 0.1165 | 1.5504 | 1.2452 |
| No log        | 0.0933 | 14   | 1.6115          | 0.1321 | 1.6115 | 1.2695 |
| No log        | 0.1067 | 16   | 1.7632          | 0.1321 | 1.7632 | 1.3279 |
| No log        | 0.12   | 18   | 1.6117          | 0.0784 | 1.6117 | 1.2695 |
| No log        | 0.1333 | 20   | 1.4823          | 0.1538 | 1.4823 | 1.2175 |
| No log        | 0.1467 | 22   | 1.3802          | 0.2617 | 1.3802 | 1.1748 |
| No log        | 0.16   | 24   | 1.3828          | 0.2075 | 1.3828 | 1.1759 |
| No log        | 0.1733 | 26   | 1.5243          | 0.3423 | 1.5243 | 1.2346 |
| No log        | 0.1867 | 28   | 1.6052          | 0.4    | 1.6052 | 1.2670 |
| No log        | 0.2    | 30   | 1.5248          | 0.3363 | 1.5248 | 1.2348 |
| No log        | 0.2133 | 32   | 1.5739          | 0.3443 | 1.5739 | 1.2546 |
| No log        | 0.2267 | 34   | 1.4919          | 0.3934 | 1.4919 | 1.2214 |
| No log        | 0.24   | 36   | 1.3083          | 0.4202 | 1.3083 | 1.1438 |
| No log        | 0.2533 | 38   | 1.2253          | 0.5197 | 1.2253 | 1.1070 |
| No log        | 0.2667 | 40   | 1.0582          | 0.5909 | 1.0582 | 1.0287 |
| No log        | 0.28   | 42   | 0.9921          | 0.5736 | 0.9921 | 0.9961 |
| No log        | 0.2933 | 44   | 0.9090          | 0.5625 | 0.9090 | 0.9534 |
| No log        | 0.3067 | 46   | 0.8776          | 0.6316 | 0.8776 | 0.9368 |
| No log        | 0.32   | 48   | 0.7844          | 0.6718 | 0.7844 | 0.8857 |
| No log        | 0.3333 | 50   | 0.7726          | 0.6818 | 0.7726 | 0.8790 |
| No log        | 0.3467 | 52   | 0.7182          | 0.7465 | 0.7182 | 0.8475 |
| No log        | 0.36   | 54   | 0.6992          | 0.7518 | 0.6992 | 0.8362 |
| No log        | 0.3733 | 56   | 0.7044          | 0.7338 | 0.7044 | 0.8393 |
| No log        | 0.3867 | 58   | 0.6289          | 0.7413 | 0.6289 | 0.7930 |
| No log        | 0.4    | 60   | 0.7762          | 0.7020 | 0.7762 | 0.8810 |
| No log        | 0.4133 | 62   | 1.0804          | 0.5772 | 1.0804 | 1.0394 |
| No log        | 0.4267 | 64   | 0.9392          | 0.6309 | 0.9392 | 0.9691 |
| No log        | 0.44   | 66   | 0.7278          | 0.7183 | 0.7278 | 0.8531 |
| No log        | 0.4533 | 68   | 0.6987          | 0.7606 | 0.6987 | 0.8359 |
| No log        | 0.4667 | 70   | 0.7736          | 0.6861 | 0.7736 | 0.8796 |
| No log        | 0.48   | 72   | 0.8765          | 0.7042 | 0.8765 | 0.9362 |
| No log        | 0.4933 | 74   | 0.9527          | 0.6197 | 0.9527 | 0.9761 |
| No log        | 0.5067 | 76   | 0.8524          | 0.6712 | 0.8524 | 0.9232 |
| No log        | 0.52   | 78   | 0.8180          | 0.7143 | 0.8180 | 0.9044 |
| No log        | 0.5333 | 80   | 1.1121          | 0.5180 | 1.1121 | 1.0545 |
| No log        | 0.5467 | 82   | 1.0927          | 0.5205 | 1.0927 | 1.0453 |
| No log        | 0.56   | 84   | 0.8128          | 0.7067 | 0.8128 | 0.9015 |
| No log        | 0.5733 | 86   | 1.2476          | 0.4932 | 1.2476 | 1.1170 |
| No log        | 0.5867 | 88   | 1.4738          | 0.4933 | 1.4738 | 1.2140 |
| No log        | 0.6    | 90   | 1.0739          | 0.5850 | 1.0739 | 1.0363 |
| No log        | 0.6133 | 92   | 0.7472          | 0.7467 | 0.7472 | 0.8644 |
| No log        | 0.6267 | 94   | 1.0375          | 0.6013 | 1.0375 | 1.0186 |
| No log        | 0.64   | 96   | 1.0153          | 0.5833 | 1.0153 | 1.0076 |
| No log        | 0.6533 | 98   | 0.8011          | 0.6806 | 0.8011 | 0.8951 |
| No log        | 0.6667 | 100  | 0.7331          | 0.7613 | 0.7331 | 0.8562 |
| No log        | 0.68   | 102  | 0.7812          | 0.7020 | 0.7812 | 0.8838 |
| No log        | 0.6933 | 104  | 0.6946          | 0.7871 | 0.6946 | 0.8334 |
| No log        | 0.7067 | 106  | 0.7220          | 0.7308 | 0.7220 | 0.8497 |
| No log        | 0.72   | 108  | 0.9365          | 0.6364 | 0.9365 | 0.9678 |
| No log        | 0.7333 | 110  | 0.9629          | 0.6259 | 0.9629 | 0.9813 |
| No log        | 0.7467 | 112  | 0.9300          | 0.6202 | 0.9300 | 0.9644 |
| No log        | 0.76   | 114  | 1.0799          | 0.4480 | 1.0799 | 1.0392 |
| No log        | 0.7733 | 116  | 0.9087          | 0.6202 | 0.9087 | 0.9532 |
| No log        | 0.7867 | 118  | 0.7704          | 0.7194 | 0.7704 | 0.8777 |
| No log        | 0.8    | 120  | 0.6788          | 0.7194 | 0.6788 | 0.8239 |
| No log        | 0.8133 | 122  | 0.5901          | 0.7919 | 0.5901 | 0.7682 |
| No log        | 0.8267 | 124  | 0.5669          | 0.7871 | 0.5669 | 0.7529 |
| No log        | 0.84   | 126  | 0.5640          | 0.7875 | 0.5640 | 0.7510 |
| No log        | 0.8533 | 128  | 0.5828          | 0.8    | 0.5828 | 0.7634 |
| No log        | 0.8667 | 130  | 0.5640          | 0.8023 | 0.5640 | 0.7510 |
| No log        | 0.88   | 132  | 0.5894          | 0.7791 | 0.5894 | 0.7677 |
| No log        | 0.8933 | 134  | 0.6043          | 0.7831 | 0.6043 | 0.7774 |
| No log        | 0.9067 | 136  | 0.6044          | 0.7784 | 0.6044 | 0.7775 |
| No log        | 0.92   | 138  | 0.6592          | 0.7821 | 0.6592 | 0.8119 |
| No log        | 0.9333 | 140  | 0.6333          | 0.7550 | 0.6333 | 0.7958 |
| No log        | 0.9467 | 142  | 0.6535          | 0.7613 | 0.6535 | 0.8084 |
| No log        | 0.96   | 144  | 0.7194          | 0.7297 | 0.7194 | 0.8482 |
| No log        | 0.9733 | 146  | 0.6952          | 0.7619 | 0.6952 | 0.8338 |
| No log        | 0.9867 | 148  | 0.6924          | 0.7568 | 0.6924 | 0.8321 |
| No log        | 1.0    | 150  | 0.6538          | 0.7568 | 0.6538 | 0.8086 |
| No log        | 1.0133 | 152  | 0.6601          | 0.7792 | 0.6601 | 0.8125 |
| No log        | 1.0267 | 154  | 0.7029          | 0.7578 | 0.7029 | 0.8384 |
| No log        | 1.04   | 156  | 0.6443          | 0.8026 | 0.6443 | 0.8027 |
| No log        | 1.0533 | 158  | 0.6227          | 0.7534 | 0.6227 | 0.7891 |
| No log        | 1.0667 | 160  | 0.6396          | 0.7432 | 0.6396 | 0.7998 |
| No log        | 1.08   | 162  | 0.5844          | 0.7703 | 0.5844 | 0.7644 |
| No log        | 1.0933 | 164  | 0.5775          | 0.8228 | 0.5775 | 0.7599 |
| No log        | 1.1067 | 166  | 0.6088          | 0.8161 | 0.6088 | 0.7803 |
| No log        | 1.12   | 168  | 0.6424          | 0.8    | 0.6424 | 0.8015 |
| No log        | 1.1333 | 170  | 0.7281          | 0.7684 | 0.7281 | 0.8533 |
| No log        | 1.1467 | 172  | 0.6569          | 0.7799 | 0.6569 | 0.8105 |
| No log        | 1.16   | 174  | 0.5993          | 0.8026 | 0.5993 | 0.7742 |
| No log        | 1.1733 | 176  | 0.6312          | 0.7397 | 0.6312 | 0.7945 |
| No log        | 1.1867 | 178  | 0.7040          | 0.7162 | 0.7040 | 0.8391 |
| No log        | 1.2    | 180  | 0.6706          | 0.7297 | 0.6706 | 0.8189 |
| No log        | 1.2133 | 182  | 0.6643          | 0.7550 | 0.6643 | 0.8150 |
| No log        | 1.2267 | 184  | 0.7296          | 0.7067 | 0.7296 | 0.8542 |
| No log        | 1.24   | 186  | 0.7247          | 0.7368 | 0.7247 | 0.8513 |
| No log        | 1.2533 | 188  | 0.6696          | 0.7417 | 0.6696 | 0.8183 |
| No log        | 1.2667 | 190  | 0.6524          | 0.7891 | 0.6524 | 0.8077 |
| No log        | 1.28   | 192  | 0.6437          | 0.7919 | 0.6437 | 0.8023 |
| No log        | 1.2933 | 194  | 0.6603          | 0.7383 | 0.6603 | 0.8126 |
| No log        | 1.3067 | 196  | 0.7359          | 0.7237 | 0.7359 | 0.8578 |
| No log        | 1.32   | 198  | 0.7133          | 0.7237 | 0.7133 | 0.8446 |
| No log        | 1.3333 | 200  | 0.6245          | 0.7871 | 0.6245 | 0.7902 |
| No log        | 1.3467 | 202  | 0.5849          | 0.7947 | 0.5849 | 0.7648 |
| No log        | 1.3600 | 204  | 0.5846          | 0.8079 | 0.5846 | 0.7646 |
| No log        | 1.3733 | 206  | 0.6419          | 0.7237 | 0.6419 | 0.8012 |
| No log        | 1.3867 | 208  | 0.6833          | 0.6986 | 0.6833 | 0.8266 |
| No log        | 1.4    | 210  | 0.6376          | 0.7550 | 0.6376 | 0.7985 |
| No log        | 1.4133 | 212  | 0.5899          | 0.8079 | 0.5899 | 0.7681 |
| No log        | 1.4267 | 214  | 0.5938          | 0.7895 | 0.5938 | 0.7706 |
| No log        | 1.44   | 216  | 0.6397          | 0.7582 | 0.6397 | 0.7998 |
| No log        | 1.4533 | 218  | 0.6783          | 0.7550 | 0.6783 | 0.8236 |
| No log        | 1.4667 | 220  | 0.6537          | 0.7632 | 0.6537 | 0.8085 |
| No log        | 1.48   | 222  | 0.6009          | 0.7974 | 0.6009 | 0.7752 |
| No log        | 1.4933 | 224  | 0.6064          | 0.7662 | 0.6064 | 0.7787 |
| No log        | 1.5067 | 226  | 0.6454          | 0.7532 | 0.6454 | 0.8034 |
| No log        | 1.52   | 228  | 0.5727          | 0.7922 | 0.5727 | 0.7567 |
| No log        | 1.5333 | 230  | 0.6209          | 0.8353 | 0.6209 | 0.7880 |
| No log        | 1.5467 | 232  | 0.9055          | 0.6848 | 0.9055 | 0.9516 |
| No log        | 1.56   | 234  | 0.9948          | 0.6897 | 0.9948 | 0.9974 |
| No log        | 1.5733 | 236  | 0.8336          | 0.6490 | 0.8336 | 0.9130 |
| No log        | 1.5867 | 238  | 0.6600          | 0.7143 | 0.6600 | 0.8124 |
| No log        | 1.6    | 240  | 0.6858          | 0.7763 | 0.6858 | 0.8281 |
| No log        | 1.6133 | 242  | 0.9014          | 0.6710 | 0.9014 | 0.9494 |
| No log        | 1.6267 | 244  | 0.8938          | 0.6923 | 0.8938 | 0.9454 |
| No log        | 1.6400 | 246  | 0.6827          | 0.7771 | 0.6827 | 0.8263 |
| No log        | 1.6533 | 248  | 0.5970          | 0.7974 | 0.5970 | 0.7726 |
| No log        | 1.6667 | 250  | 0.8679          | 0.6581 | 0.8679 | 0.9316 |
| No log        | 1.6800 | 252  | 1.0461          | 0.7151 | 1.0461 | 1.0228 |
| No log        | 1.6933 | 254  | 0.9601          | 0.6832 | 0.9601 | 0.9799 |
| No log        | 1.7067 | 256  | 0.7126          | 0.6711 | 0.7126 | 0.8442 |
| No log        | 1.72   | 258  | 0.6153          | 0.7895 | 0.6153 | 0.7844 |
| No log        | 1.7333 | 260  | 0.6401          | 0.7947 | 0.6401 | 0.8000 |
| No log        | 1.7467 | 262  | 0.6381          | 0.8026 | 0.6381 | 0.7988 |
| No log        | 1.76   | 264  | 0.6543          | 0.7286 | 0.6543 | 0.8089 |
| No log        | 1.7733 | 266  | 0.6995          | 0.7067 | 0.6995 | 0.8363 |
| No log        | 1.7867 | 268  | 0.8095          | 0.6803 | 0.8095 | 0.8997 |
| No log        | 1.8    | 270  | 0.7867          | 0.6803 | 0.7867 | 0.8869 |
| No log        | 1.8133 | 272  | 0.6361          | 0.7067 | 0.6361 | 0.7976 |
| No log        | 1.8267 | 274  | 0.5209          | 0.8129 | 0.5209 | 0.7217 |
| No log        | 1.8400 | 276  | 0.5217          | 0.8466 | 0.5217 | 0.7223 |
| No log        | 1.8533 | 278  | 0.4753          | 0.8606 | 0.4753 | 0.6894 |
| No log        | 1.8667 | 280  | 0.4652          | 0.8466 | 0.4652 | 0.6821 |
| No log        | 1.88   | 282  | 0.5449          | 0.8242 | 0.5449 | 0.7382 |
| No log        | 1.8933 | 284  | 0.6043          | 0.8298 | 0.6043 | 0.7774 |
| No log        | 1.9067 | 286  | 0.5199          | 0.8208 | 0.5199 | 0.7210 |
| No log        | 1.92   | 288  | 0.4652          | 0.8589 | 0.4652 | 0.6821 |
| No log        | 1.9333 | 290  | 0.5080          | 0.85   | 0.5080 | 0.7128 |
| No log        | 1.9467 | 292  | 0.5226          | 0.85   | 0.5226 | 0.7229 |
| No log        | 1.96   | 294  | 0.5759          | 0.7922 | 0.5759 | 0.7589 |
| No log        | 1.9733 | 296  | 0.6060          | 0.7922 | 0.6060 | 0.7784 |
| No log        | 1.9867 | 298  | 0.6263          | 0.7755 | 0.6263 | 0.7914 |
| No log        | 2.0    | 300  | 0.6441          | 0.7429 | 0.6441 | 0.8026 |
| No log        | 2.0133 | 302  | 0.6327          | 0.7552 | 0.6327 | 0.7954 |
| No log        | 2.0267 | 304  | 0.6250          | 0.7724 | 0.6250 | 0.7906 |
| No log        | 2.04   | 306  | 0.6054          | 0.7785 | 0.6054 | 0.7781 |
| No log        | 2.0533 | 308  | 0.6104          | 0.7432 | 0.6104 | 0.7813 |
| No log        | 2.0667 | 310  | 0.6687          | 0.7190 | 0.6687 | 0.8177 |
| No log        | 2.08   | 312  | 0.7654          | 0.7105 | 0.7654 | 0.8749 |
| No log        | 2.0933 | 314  | 0.7289          | 0.6939 | 0.7289 | 0.8538 |
| No log        | 2.1067 | 316  | 0.6490          | 0.7237 | 0.6490 | 0.8056 |
| No log        | 2.12   | 318  | 0.6143          | 0.7662 | 0.6143 | 0.7837 |
| No log        | 2.1333 | 320  | 0.6184          | 0.7651 | 0.6184 | 0.7864 |
| No log        | 2.1467 | 322  | 0.6289          | 0.7682 | 0.6289 | 0.7931 |
| No log        | 2.16   | 324  | 0.6324          | 0.7763 | 0.6324 | 0.7952 |
| No log        | 2.1733 | 326  | 0.6787          | 0.7532 | 0.6787 | 0.8238 |
| No log        | 2.1867 | 328  | 0.7115          | 0.7467 | 0.7115 | 0.8435 |
| No log        | 2.2    | 330  | 0.6685          | 0.7417 | 0.6685 | 0.8176 |
| No log        | 2.2133 | 332  | 0.6559          | 0.7651 | 0.6559 | 0.8099 |
| No log        | 2.2267 | 334  | 0.6695          | 0.7432 | 0.6695 | 0.8182 |
| No log        | 2.24   | 336  | 0.6926          | 0.7260 | 0.6926 | 0.8322 |
| No log        | 2.2533 | 338  | 0.7398          | 0.6986 | 0.7398 | 0.8601 |
| No log        | 2.2667 | 340  | 0.7487          | 0.7027 | 0.7487 | 0.8653 |
| No log        | 2.2800 | 342  | 0.7227          | 0.7152 | 0.7227 | 0.8501 |
| No log        | 2.2933 | 344  | 0.6857          | 0.7248 | 0.6857 | 0.8281 |
| No log        | 2.3067 | 346  | 0.7007          | 0.7248 | 0.7007 | 0.8371 |
| No log        | 2.32   | 348  | 0.6911          | 0.7123 | 0.6911 | 0.8313 |
| No log        | 2.3333 | 350  | 0.6663          | 0.7808 | 0.6663 | 0.8163 |
| No log        | 2.3467 | 352  | 0.6386          | 0.7808 | 0.6386 | 0.7991 |
| No log        | 2.36   | 354  | 0.5844          | 0.8129 | 0.5844 | 0.7645 |
| No log        | 2.3733 | 356  | 0.5889          | 0.7857 | 0.5889 | 0.7674 |
| No log        | 2.3867 | 358  | 0.6931          | 0.7692 | 0.6931 | 0.8325 |
| No log        | 2.4    | 360  | 0.6483          | 0.8229 | 0.6483 | 0.8052 |
| No log        | 2.4133 | 362  | 0.5493          | 0.8503 | 0.5493 | 0.7412 |
| No log        | 2.4267 | 364  | 0.5656          | 0.8302 | 0.5656 | 0.7520 |
| No log        | 2.44   | 366  | 0.6202          | 0.8050 | 0.6202 | 0.7875 |
| No log        | 2.4533 | 368  | 0.7470          | 0.7143 | 0.7470 | 0.8643 |
| No log        | 2.4667 | 370  | 0.8205          | 0.7333 | 0.8205 | 0.9058 |
| No log        | 2.48   | 372  | 0.7813          | 0.7333 | 0.7813 | 0.8839 |
| No log        | 2.4933 | 374  | 0.7528          | 0.7345 | 0.7528 | 0.8676 |
| No log        | 2.5067 | 376  | 0.7038          | 0.7674 | 0.7038 | 0.8389 |
| No log        | 2.52   | 378  | 0.6754          | 0.7778 | 0.6754 | 0.8218 |
| No log        | 2.5333 | 380  | 0.6726          | 0.75   | 0.6726 | 0.8201 |
| No log        | 2.5467 | 382  | 0.6755          | 0.7375 | 0.6755 | 0.8219 |
| No log        | 2.56   | 384  | 0.6802          | 0.7665 | 0.6802 | 0.8248 |
| No log        | 2.5733 | 386  | 0.7709          | 0.7374 | 0.7709 | 0.8780 |
| No log        | 2.5867 | 388  | 0.7816          | 0.7374 | 0.7816 | 0.8841 |
| No log        | 2.6    | 390  | 0.6496          | 0.7665 | 0.6496 | 0.8060 |
| No log        | 2.6133 | 392  | 0.5429          | 0.8364 | 0.5429 | 0.7368 |
| No log        | 2.6267 | 394  | 0.5021          | 0.8421 | 0.5021 | 0.7086 |
| No log        | 2.64   | 396  | 0.4950          | 0.8387 | 0.4950 | 0.7035 |
| No log        | 2.6533 | 398  | 0.5277          | 0.8513 | 0.5277 | 0.7264 |
| No log        | 2.6667 | 400  | 0.6034          | 0.8060 | 0.6034 | 0.7768 |
| No log        | 2.68   | 402  | 0.6667          | 0.7979 | 0.6667 | 0.8165 |
| No log        | 2.6933 | 404  | 0.7038          | 0.7709 | 0.7038 | 0.8390 |
| No log        | 2.7067 | 406  | 0.7056          | 0.7123 | 0.7056 | 0.8400 |
| No log        | 2.7200 | 408  | 0.7654          | 0.6806 | 0.7654 | 0.8749 |
| No log        | 2.7333 | 410  | 0.7986          | 0.6573 | 0.7986 | 0.8936 |
| No log        | 2.7467 | 412  | 0.7526          | 0.6806 | 0.7526 | 0.8675 |
| No log        | 2.76   | 414  | 0.7484          | 0.6806 | 0.7484 | 0.8651 |
| No log        | 2.7733 | 416  | 0.6950          | 0.7190 | 0.6950 | 0.8336 |
| No log        | 2.7867 | 418  | 0.6458          | 0.7797 | 0.6458 | 0.8036 |
| No log        | 2.8    | 420  | 0.6007          | 0.8066 | 0.6007 | 0.7751 |
| No log        | 2.8133 | 422  | 0.5654          | 0.8066 | 0.5654 | 0.7520 |
| No log        | 2.8267 | 424  | 0.5542          | 0.8118 | 0.5542 | 0.7444 |
| No log        | 2.84   | 426  | 0.5772          | 0.7853 | 0.5772 | 0.7598 |
| No log        | 2.8533 | 428  | 0.6394          | 0.7342 | 0.6394 | 0.7996 |
| No log        | 2.8667 | 430  | 0.6760          | 0.7261 | 0.6760 | 0.8222 |
| No log        | 2.88   | 432  | 0.6577          | 0.7237 | 0.6577 | 0.8110 |
| No log        | 2.8933 | 434  | 0.6200          | 0.7724 | 0.6200 | 0.7874 |
| No log        | 2.9067 | 436  | 0.6326          | 0.7838 | 0.6326 | 0.7954 |
| No log        | 2.92   | 438  | 0.6347          | 0.7606 | 0.6347 | 0.7967 |
| No log        | 2.9333 | 440  | 0.6057          | 0.7778 | 0.6057 | 0.7783 |
| No log        | 2.9467 | 442  | 0.6107          | 0.75   | 0.6107 | 0.7815 |
| No log        | 2.96   | 444  | 0.7925          | 0.7326 | 0.7925 | 0.8902 |
| No log        | 2.9733 | 446  | 0.8900          | 0.7461 | 0.8900 | 0.9434 |
| No log        | 2.9867 | 448  | 0.7428          | 0.75   | 0.7428 | 0.8619 |
| No log        | 3.0    | 450  | 0.5674          | 0.8280 | 0.5674 | 0.7533 |
| No log        | 3.0133 | 452  | 0.4727          | 0.8263 | 0.4727 | 0.6875 |
| No log        | 3.0267 | 454  | 0.4779          | 0.8452 | 0.4779 | 0.6913 |
| No log        | 3.04   | 456  | 0.5230          | 0.8205 | 0.5230 | 0.7232 |
| No log        | 3.0533 | 458  | 0.5423          | 0.8026 | 0.5423 | 0.7364 |
| No log        | 3.0667 | 460  | 0.5306          | 0.8052 | 0.5306 | 0.7284 |
| No log        | 3.08   | 462  | 0.5206          | 0.7975 | 0.5206 | 0.7215 |
| No log        | 3.0933 | 464  | 0.5316          | 0.8    | 0.5316 | 0.7291 |
| No log        | 3.1067 | 466  | 0.5376          | 0.8049 | 0.5376 | 0.7332 |
| No log        | 3.12   | 468  | 0.5492          | 0.7922 | 0.5492 | 0.7411 |
| No log        | 3.1333 | 470  | 0.6069          | 0.7785 | 0.6069 | 0.7790 |
| No log        | 3.1467 | 472  | 0.6680          | 0.7391 | 0.6680 | 0.8173 |
| No log        | 3.16   | 474  | 0.6935          | 0.6963 | 0.6935 | 0.8327 |
| No log        | 3.1733 | 476  | 0.6992          | 0.6809 | 0.6992 | 0.8362 |
| No log        | 3.1867 | 478  | 0.6930          | 0.6761 | 0.6930 | 0.8324 |
| No log        | 3.2    | 480  | 0.6438          | 0.6986 | 0.6438 | 0.8024 |
| No log        | 3.2133 | 482  | 0.5663          | 0.7867 | 0.5663 | 0.7525 |
| No log        | 3.2267 | 484  | 0.5447          | 0.7974 | 0.5447 | 0.7380 |
| No log        | 3.24   | 486  | 0.5416          | 0.7974 | 0.5416 | 0.7359 |
| No log        | 3.2533 | 488  | 0.5884          | 0.7651 | 0.5884 | 0.7671 |
| No log        | 3.2667 | 490  | 0.5989          | 0.7763 | 0.5989 | 0.7739 |
| No log        | 3.2800 | 492  | 0.5539          | 0.8125 | 0.5539 | 0.7443 |
| No log        | 3.2933 | 494  | 0.5417          | 0.8302 | 0.5417 | 0.7360 |
| No log        | 3.3067 | 496  | 0.5568          | 0.8125 | 0.5568 | 0.7462 |
| No log        | 3.32   | 498  | 0.6215          | 0.7467 | 0.6215 | 0.7884 |
| 0.441         | 3.3333 | 500  | 0.6793          | 0.6892 | 0.6793 | 0.8242 |
| 0.441         | 3.3467 | 502  | 0.7129          | 0.6803 | 0.7129 | 0.8443 |
| 0.441         | 3.36   | 504  | 0.7043          | 0.6803 | 0.7043 | 0.8393 |
| 0.441         | 3.3733 | 506  | 0.7005          | 0.7222 | 0.7005 | 0.8370 |
| 0.441         | 3.3867 | 508  | 0.7176          | 0.6713 | 0.7176 | 0.8471 |
| 0.441         | 3.4    | 510  | 0.7503          | 0.6667 | 0.7503 | 0.8662 |
| 0.441         | 3.4133 | 512  | 0.7271          | 0.6713 | 0.7271 | 0.8527 |
| 0.441         | 3.4267 | 514  | 0.6915          | 0.6957 | 0.6915 | 0.8316 |
| 0.441         | 3.44   | 516  | 0.6885          | 0.7042 | 0.6885 | 0.8297 |
| 0.441         | 3.4533 | 518  | 0.7028          | 0.6806 | 0.7028 | 0.8383 |
| 0.441         | 3.4667 | 520  | 0.6814          | 0.6763 | 0.6814 | 0.8255 |
| 0.441         | 3.48   | 522  | 0.6248          | 0.7552 | 0.6248 | 0.7904 |
| 0.441         | 3.4933 | 524  | 0.6173          | 0.7945 | 0.6173 | 0.7857 |
| 0.441         | 3.5067 | 526  | 0.6095          | 0.7945 | 0.6095 | 0.7807 |
| 0.441         | 3.52   | 528  | 0.6012          | 0.7838 | 0.6012 | 0.7754 |
| 0.441         | 3.5333 | 530  | 0.6454          | 0.7582 | 0.6454 | 0.8034 |
| 0.441         | 3.5467 | 532  | 0.7065          | 0.7453 | 0.7065 | 0.8406 |
| 0.441         | 3.56   | 534  | 0.7308          | 0.7468 | 0.7308 | 0.8549 |
| 0.441         | 3.5733 | 536  | 0.7304          | 0.7468 | 0.7304 | 0.8546 |
| 0.441         | 3.5867 | 538  | 0.7437          | 0.7468 | 0.7437 | 0.8624 |
| 0.441         | 3.6    | 540  | 0.7151          | 0.7123 | 0.7151 | 0.8457 |
| 0.441         | 3.6133 | 542  | 0.7030          | 0.7123 | 0.7030 | 0.8384 |
| 0.441         | 3.6267 | 544  | 0.6630          | 0.7347 | 0.6630 | 0.8142 |
| 0.441         | 3.64   | 546  | 0.6716          | 0.7919 | 0.6716 | 0.8195 |
| 0.441         | 3.6533 | 548  | 0.6663          | 0.8133 | 0.6663 | 0.8163 |
| 0.441         | 3.6667 | 550  | 0.6501          | 0.7432 | 0.6501 | 0.8063 |
| 0.441         | 3.68   | 552  | 0.6804          | 0.7421 | 0.6804 | 0.8249 |
| 0.441         | 3.6933 | 554  | 0.7390          | 0.7374 | 0.7390 | 0.8597 |
| 0.441         | 3.7067 | 556  | 0.7110          | 0.7429 | 0.7110 | 0.8432 |
| 0.441         | 3.7200 | 558  | 0.6335          | 0.7564 | 0.6335 | 0.7959 |
| 0.441         | 3.7333 | 560  | 0.6489          | 0.7945 | 0.6489 | 0.8055 |
| 0.441         | 3.7467 | 562  | 0.6780          | 0.7347 | 0.6780 | 0.8234 |
| 0.441         | 3.76   | 564  | 0.6513          | 0.7755 | 0.6513 | 0.8071 |
| 0.441         | 3.7733 | 566  | 0.6254          | 0.7310 | 0.6254 | 0.7908 |
| 0.441         | 3.7867 | 568  | 0.6220          | 0.7673 | 0.6220 | 0.7887 |
| 0.441         | 3.8    | 570  | 0.6092          | 0.7730 | 0.6092 | 0.7805 |
| 0.441         | 3.8133 | 572  | 0.5811          | 0.7882 | 0.5811 | 0.7623 |
| 0.441         | 3.8267 | 574  | 0.5520          | 0.8161 | 0.5520 | 0.7430 |
| 0.441         | 3.84   | 576  | 0.5700          | 0.8114 | 0.5700 | 0.7550 |
| 0.441         | 3.8533 | 578  | 0.5593          | 0.8208 | 0.5593 | 0.7478 |
| 0.441         | 3.8667 | 580  | 0.5468          | 0.8333 | 0.5468 | 0.7394 |
| 0.441         | 3.88   | 582  | 0.5662          | 0.7722 | 0.5662 | 0.7525 |
| 0.441         | 3.8933 | 584  | 0.5772          | 0.7763 | 0.5772 | 0.7597 |
| 0.441         | 3.9067 | 586  | 0.5891          | 0.7632 | 0.5891 | 0.7675 |
| 0.441         | 3.92   | 588  | 0.5813          | 0.7950 | 0.5813 | 0.7624 |
| 0.441         | 3.9333 | 590  | 0.5972          | 0.7975 | 0.5972 | 0.7728 |
| 0.441         | 3.9467 | 592  | 0.6927          | 0.725  | 0.6927 | 0.8323 |
| 0.441         | 3.96   | 594  | 0.7578          | 0.7081 | 0.7578 | 0.8705 |
| 0.441         | 3.9733 | 596  | 0.7696          | 0.7081 | 0.7696 | 0.8772 |
| 0.441         | 3.9867 | 598  | 0.7818          | 0.6968 | 0.7818 | 0.8842 |
| 0.441         | 4.0    | 600  | 0.7353          | 0.7013 | 0.7353 | 0.8575 |
| 0.441         | 4.0133 | 602  | 0.6331          | 0.7484 | 0.6331 | 0.7957 |
| 0.441         | 4.0267 | 604  | 0.5564          | 0.8052 | 0.5564 | 0.7459 |
| 0.441         | 4.04   | 606  | 0.5386          | 0.8375 | 0.5386 | 0.7339 |
| 0.441         | 4.0533 | 608  | 0.5279          | 0.8605 | 0.5279 | 0.7266 |
| 0.441         | 4.0667 | 610  | 0.5518          | 0.8222 | 0.5518 | 0.7429 |
| 0.441         | 4.08   | 612  | 0.6035          | 0.7701 | 0.6035 | 0.7769 |
| 0.441         | 4.0933 | 614  | 0.6667          | 0.7326 | 0.6667 | 0.8165 |
| 0.441         | 4.1067 | 616  | 0.6599          | 0.7468 | 0.6599 | 0.8123 |
| 0.441         | 4.12   | 618  | 0.6340          | 0.7568 | 0.6340 | 0.7962 |
| 0.441         | 4.1333 | 620  | 0.6111          | 0.7651 | 0.6111 | 0.7817 |
| 0.441         | 4.1467 | 622  | 0.5753          | 0.7871 | 0.5753 | 0.7585 |
| 0.441         | 4.16   | 624  | 0.5653          | 0.8072 | 0.5653 | 0.7519 |
| 0.441         | 4.1733 | 626  | 0.5950          | 0.8242 | 0.5950 | 0.7713 |
| 0.441         | 4.1867 | 628  | 0.5721          | 0.8268 | 0.5721 | 0.7564 |
| 0.441         | 4.2    | 630  | 0.5254          | 0.8166 | 0.5254 | 0.7248 |
| 0.441         | 4.2133 | 632  | 0.5497          | 0.8098 | 0.5497 | 0.7414 |
| 0.441         | 4.2267 | 634  | 0.6207          | 0.75   | 0.6207 | 0.7879 |
| 0.441         | 4.24   | 636  | 0.6727          | 0.7143 | 0.6727 | 0.8202 |
| 0.441         | 4.2533 | 638  | 0.6658          | 0.7027 | 0.6658 | 0.8159 |
| 0.441         | 4.2667 | 640  | 0.6709          | 0.7114 | 0.6709 | 0.8191 |
| 0.441         | 4.28   | 642  | 0.6188          | 0.7771 | 0.6188 | 0.7867 |
| 0.441         | 4.2933 | 644  | 0.5849          | 0.7821 | 0.5849 | 0.7648 |
| 0.441         | 4.3067 | 646  | 0.6026          | 0.7853 | 0.6026 | 0.7763 |
| 0.441         | 4.32   | 648  | 0.5988          | 0.7853 | 0.5988 | 0.7738 |
| 0.441         | 4.3333 | 650  | 0.5649          | 0.8    | 0.5649 | 0.7516 |
| 0.441         | 4.3467 | 652  | 0.5951          | 0.7831 | 0.5951 | 0.7714 |
| 0.441         | 4.36   | 654  | 0.6146          | 0.7831 | 0.6146 | 0.7840 |
| 0.441         | 4.3733 | 656  | 0.6183          | 0.8047 | 0.6183 | 0.7863 |
| 0.441         | 4.3867 | 658  | 0.6266          | 0.7857 | 0.6266 | 0.7916 |
| 0.441         | 4.4    | 660  | 0.6739          | 0.7857 | 0.6739 | 0.8209 |
| 0.441         | 4.4133 | 662  | 0.6587          | 0.7857 | 0.6587 | 0.8116 |
| 0.441         | 4.4267 | 664  | 0.6417          | 0.7778 | 0.6417 | 0.8011 |
| 0.441         | 4.44   | 666  | 0.6535          | 0.7778 | 0.6535 | 0.8084 |
| 0.441         | 4.4533 | 668  | 0.6840          | 0.7673 | 0.6840 | 0.8270 |
| 0.441         | 4.4667 | 670  | 0.7125          | 0.7394 | 0.7125 | 0.8441 |
| 0.441         | 4.48   | 672  | 0.6827          | 0.7485 | 0.6827 | 0.8262 |
| 0.441         | 4.4933 | 674  | 0.6763          | 0.7586 | 0.6763 | 0.8224 |
| 0.441         | 4.5067 | 676  | 0.6480          | 0.7771 | 0.6480 | 0.8050 |
| 0.441         | 4.52   | 678  | 0.6144          | 0.7771 | 0.6144 | 0.7838 |
| 0.441         | 4.5333 | 680  | 0.6291          | 0.7865 | 0.6291 | 0.7932 |
| 0.441         | 4.5467 | 682  | 0.6665          | 0.7865 | 0.6665 | 0.8164 |
| 0.441         | 4.5600 | 684  | 0.6359          | 0.7771 | 0.6359 | 0.7974 |
| 0.441         | 4.5733 | 686  | 0.6048          | 0.7879 | 0.6048 | 0.7777 |
| 0.441         | 4.5867 | 688  | 0.6035          | 0.7879 | 0.6035 | 0.7769 |
| 0.441         | 4.6    | 690  | 0.6272          | 0.7674 | 0.6272 | 0.7920 |
| 0.441         | 4.6133 | 692  | 0.6235          | 0.7674 | 0.6235 | 0.7896 |
| 0.441         | 4.6267 | 694  | 0.5997          | 0.7673 | 0.5997 | 0.7744 |
| 0.441         | 4.64   | 696  | 0.5620          | 0.7949 | 0.5620 | 0.7497 |
| 0.441         | 4.6533 | 698  | 0.5606          | 0.7619 | 0.5606 | 0.7487 |
| 0.441         | 4.6667 | 700  | 0.5740          | 0.7397 | 0.5740 | 0.7576 |
| 0.441         | 4.68   | 702  | 0.6072          | 0.7517 | 0.6072 | 0.7792 |
| 0.441         | 4.6933 | 704  | 0.6829          | 0.7215 | 0.6829 | 0.8264 |
| 0.441         | 4.7067 | 706  | 0.7395          | 0.725  | 0.7395 | 0.8599 |
| 0.441         | 4.72   | 708  | 0.7098          | 0.7317 | 0.7098 | 0.8425 |
| 0.441         | 4.7333 | 710  | 0.6258          | 0.7532 | 0.6258 | 0.7911 |
| 0.441         | 4.7467 | 712  | 0.5761          | 0.7619 | 0.5761 | 0.7590 |
| 0.441         | 4.76   | 714  | 0.5664          | 0.7671 | 0.5664 | 0.7526 |
| 0.441         | 4.7733 | 716  | 0.5822          | 0.7550 | 0.5822 | 0.7630 |
| 0.441         | 4.7867 | 718  | 0.6006          | 0.7742 | 0.6006 | 0.7750 |
| 0.441         | 4.8    | 720  | 0.5805          | 0.7662 | 0.5805 | 0.7619 |
| 0.441         | 4.8133 | 722  | 0.5586          | 0.7671 | 0.5586 | 0.7474 |
| 0.441         | 4.8267 | 724  | 0.5579          | 0.7891 | 0.5579 | 0.7469 |
| 0.441         | 4.84   | 726  | 0.5363          | 0.7843 | 0.5363 | 0.7323 |
| 0.441         | 4.8533 | 728  | 0.5527          | 0.7778 | 0.5527 | 0.7434 |
| 0.441         | 4.8667 | 730  | 0.5922          | 0.7673 | 0.5922 | 0.7695 |
| 0.441         | 4.88   | 732  | 0.6399          | 0.7692 | 0.6399 | 0.7999 |
| 0.441         | 4.8933 | 734  | 0.7180          | 0.7143 | 0.7180 | 0.8474 |
| 0.441         | 4.9067 | 736  | 0.7616          | 0.6849 | 0.7616 | 0.8727 |
| 0.441         | 4.92   | 738  | 0.7963          | 0.6901 | 0.7963 | 0.8923 |
| 0.441         | 4.9333 | 740  | 0.8091          | 0.6950 | 0.8091 | 0.8995 |
| 0.441         | 4.9467 | 742  | 0.8305          | 0.6809 | 0.8305 | 0.9113 |
| 0.441         | 4.96   | 744  | 0.8526          | 0.6901 | 0.8526 | 0.9234 |
| 0.441         | 4.9733 | 746  | 0.8514          | 0.6713 | 0.8514 | 0.9227 |
| 0.441         | 4.9867 | 748  | 0.8477          | 0.6667 | 0.8477 | 0.9207 |
| 0.441         | 5.0    | 750  | 0.8230          | 0.6853 | 0.8230 | 0.9072 |
| 0.441         | 5.0133 | 752  | 0.7946          | 0.7114 | 0.7946 | 0.8914 |
| 0.441         | 5.0267 | 754  | 0.7235          | 0.7248 | 0.7235 | 0.8506 |
| 0.441         | 5.04   | 756  | 0.6395          | 0.7451 | 0.6395 | 0.7997 |
| 0.441         | 5.0533 | 758  | 0.5860          | 0.8    | 0.5860 | 0.7655 |
| 0.441         | 5.0667 | 760  | 0.5553          | 0.8    | 0.5553 | 0.7452 |
| 0.441         | 5.08   | 762  | 0.5401          | 0.8263 | 0.5401 | 0.7349 |
| 0.441         | 5.0933 | 764  | 0.5573          | 0.8263 | 0.5573 | 0.7466 |
| 0.441         | 5.1067 | 766  | 0.6330          | 0.7805 | 0.6330 | 0.7956 |
| 0.441         | 5.12   | 768  | 0.7573          | 0.7317 | 0.7573 | 0.8702 |
| 0.441         | 5.1333 | 770  | 0.8041          | 0.7073 | 0.8041 | 0.8967 |
| 0.441         | 5.1467 | 772  | 0.7784          | 0.7296 | 0.7784 | 0.8823 |
| 0.441         | 5.16   | 774  | 0.7298          | 0.72   | 0.7298 | 0.8543 |
| 0.441         | 5.1733 | 776  | 0.7059          | 0.7075 | 0.7059 | 0.8402 |
| 0.441         | 5.1867 | 778  | 0.6925          | 0.7075 | 0.6925 | 0.8322 |
| 0.441         | 5.2    | 780  | 0.6969          | 0.7320 | 0.6969 | 0.8348 |
| 0.441         | 5.2133 | 782  | 0.7077          | 0.7362 | 0.7077 | 0.8412 |
| 0.441         | 5.2267 | 784  | 0.6376          | 0.8118 | 0.6376 | 0.7985 |
| 0.441         | 5.24   | 786  | 0.5466          | 0.8304 | 0.5466 | 0.7393 |
| 0.441         | 5.2533 | 788  | 0.5277          | 0.8024 | 0.5277 | 0.7265 |
| 0.441         | 5.2667 | 790  | 0.5576          | 0.8    | 0.5576 | 0.7468 |
| 0.441         | 5.28   | 792  | 0.5980          | 0.7919 | 0.5980 | 0.7733 |
| 0.441         | 5.2933 | 794  | 0.6249          | 0.7867 | 0.6249 | 0.7905 |
| 0.441         | 5.3067 | 796  | 0.6574          | 0.7639 | 0.6574 | 0.8108 |
| 0.441         | 5.32   | 798  | 0.6757          | 0.6857 | 0.6757 | 0.8220 |
| 0.441         | 5.3333 | 800  | 0.7450          | 0.6883 | 0.7450 | 0.8632 |
| 0.441         | 5.3467 | 802  | 0.7749          | 0.7337 | 0.7749 | 0.8803 |
| 0.441         | 5.36   | 804  | 0.7243          | 0.7543 | 0.7243 | 0.8510 |
| 0.441         | 5.3733 | 806  | 0.6371          | 0.7730 | 0.6371 | 0.7982 |
| 0.441         | 5.3867 | 808  | 0.5969          | 0.8050 | 0.5969 | 0.7726 |
| 0.441         | 5.4    | 810  | 0.5996          | 0.8052 | 0.5996 | 0.7743 |
| 0.441         | 5.4133 | 812  | 0.6187          | 0.8129 | 0.6187 | 0.7866 |
| 0.441         | 5.4267 | 814  | 0.6483          | 0.7651 | 0.6483 | 0.8052 |
| 0.441         | 5.44   | 816  | 0.6911          | 0.7123 | 0.6911 | 0.8313 |
| 0.441         | 5.4533 | 818  | 0.7443          | 0.6857 | 0.7443 | 0.8627 |
| 0.441         | 5.4667 | 820  | 0.7612          | 0.6667 | 0.7612 | 0.8725 |
| 0.441         | 5.48   | 822  | 0.7257          | 0.7020 | 0.7257 | 0.8519 |
| 0.441         | 5.4933 | 824  | 0.6366          | 0.7826 | 0.6366 | 0.7979 |
| 0.441         | 5.5067 | 826  | 0.5544          | 0.8148 | 0.5544 | 0.7446 |
| 0.441         | 5.52   | 828  | 0.5338          | 0.8148 | 0.5338 | 0.7306 |
| 0.441         | 5.5333 | 830  | 0.5577          | 0.8235 | 0.5577 | 0.7468 |
| 0.441         | 5.5467 | 832  | 0.6103          | 0.8161 | 0.6103 | 0.7812 |
| 0.441         | 5.5600 | 834  | 0.6232          | 0.7805 | 0.6232 | 0.7894 |
| 0.441         | 5.5733 | 836  | 0.6156          | 0.7564 | 0.6156 | 0.7846 |
| 0.441         | 5.5867 | 838  | 0.6165          | 0.7451 | 0.6165 | 0.7852 |
| 0.441         | 5.6    | 840  | 0.6304          | 0.7248 | 0.6304 | 0.7940 |
| 0.441         | 5.6133 | 842  | 0.6510          | 0.7248 | 0.6510 | 0.8068 |
| 0.441         | 5.6267 | 844  | 0.6498          | 0.7248 | 0.6498 | 0.8061 |
| 0.441         | 5.64   | 846  | 0.6591          | 0.7190 | 0.6591 | 0.8119 |
| 0.441         | 5.6533 | 848  | 0.6283          | 0.7467 | 0.6283 | 0.7927 |
| 0.441         | 5.6667 | 850  | 0.5705          | 0.7662 | 0.5705 | 0.7553 |
| 0.441         | 5.68   | 852  | 0.5304          | 0.8026 | 0.5304 | 0.7283 |
| 0.441         | 5.6933 | 854  | 0.5291          | 0.8129 | 0.5291 | 0.7274 |
| 0.441         | 5.7067 | 856  | 0.5148          | 0.8205 | 0.5148 | 0.7175 |
| 0.441         | 5.72   | 858  | 0.5088          | 0.8176 | 0.5088 | 0.7133 |
| 0.441         | 5.7333 | 860  | 0.5361          | 0.8025 | 0.5361 | 0.7322 |
| 0.441         | 5.7467 | 862  | 0.5647          | 0.7848 | 0.5647 | 0.7514 |
| 0.441         | 5.76   | 864  | 0.5934          | 0.7468 | 0.5934 | 0.7703 |
| 0.441         | 5.7733 | 866  | 0.6257          | 0.7123 | 0.6257 | 0.7910 |
| 0.441         | 5.7867 | 868  | 0.6552          | 0.6993 | 0.6552 | 0.8094 |
| 0.441         | 5.8    | 870  | 0.6535          | 0.6857 | 0.6535 | 0.8084 |
| 0.441         | 5.8133 | 872  | 0.6272          | 0.7413 | 0.6272 | 0.7920 |
| 0.441         | 5.8267 | 874  | 0.6236          | 0.7222 | 0.6236 | 0.7897 |
| 0.441         | 5.84   | 876  | 0.6596          | 0.7296 | 0.6596 | 0.8121 |
| 0.441         | 5.8533 | 878  | 0.7054          | 0.7412 | 0.7054 | 0.8399 |
| 0.441         | 5.8667 | 880  | 0.6827          | 0.7412 | 0.6827 | 0.8263 |
| 0.441         | 5.88   | 882  | 0.6252          | 0.7619 | 0.6252 | 0.7907 |
| 0.441         | 5.8933 | 884  | 0.6051          | 0.7607 | 0.6051 | 0.7779 |
| 0.441         | 5.9067 | 886  | 0.5701          | 0.7550 | 0.5701 | 0.7550 |
| 0.441         | 5.92   | 888  | 0.5862          | 0.7310 | 0.5862 | 0.7656 |
| 0.441         | 5.9333 | 890  | 0.5994          | 0.7310 | 0.5994 | 0.7742 |
| 0.441         | 5.9467 | 892  | 0.5958          | 0.7310 | 0.5958 | 0.7719 |
| 0.441         | 5.96   | 894  | 0.5556          | 0.7550 | 0.5556 | 0.7454 |
| 0.441         | 5.9733 | 896  | 0.5203          | 0.7871 | 0.5203 | 0.7213 |
| 0.441         | 5.9867 | 898  | 0.4767          | 0.8434 | 0.4767 | 0.6905 |
| 0.441         | 6.0    | 900  | 0.4551          | 0.8364 | 0.4551 | 0.6746 |
| 0.441         | 6.0133 | 902  | 0.4629          | 0.8421 | 0.4629 | 0.6804 |
| 0.441         | 6.0267 | 904  | 0.5233          | 0.8166 | 0.5233 | 0.7234 |
| 0.441         | 6.04   | 906  | 0.5930          | 0.7719 | 0.5930 | 0.7701 |
| 0.441         | 6.0533 | 908  | 0.6922          | 0.7362 | 0.6922 | 0.8320 |
| 0.441         | 6.0667 | 910  | 0.7847          | 0.6939 | 0.7847 | 0.8858 |
| 0.441         | 6.08   | 912  | 0.8107          | 0.6713 | 0.8107 | 0.9004 |
| 0.441         | 6.0933 | 914  | 0.7881          | 0.6713 | 0.7881 | 0.8878 |
| 0.441         | 6.1067 | 916  | 0.7123          | 0.6944 | 0.7123 | 0.8440 |
| 0.441         | 6.12   | 918  | 0.6374          | 0.7703 | 0.6374 | 0.7984 |
| 0.441         | 6.1333 | 920  | 0.5797          | 0.7895 | 0.5797 | 0.7614 |
| 0.441         | 6.1467 | 922  | 0.5553          | 0.8101 | 0.5553 | 0.7452 |
| 0.441         | 6.16   | 924  | 0.5766          | 0.8050 | 0.5766 | 0.7593 |
| 0.441         | 6.1733 | 926  | 0.5907          | 0.7950 | 0.5907 | 0.7686 |
| 0.441         | 6.1867 | 928  | 0.5988          | 0.7975 | 0.5988 | 0.7739 |
| 0.441         | 6.2    | 930  | 0.5968          | 0.7619 | 0.5968 | 0.7725 |
| 0.441         | 6.2133 | 932  | 0.5962          | 0.7619 | 0.5962 | 0.7721 |
| 0.441         | 6.2267 | 934  | 0.5886          | 0.7848 | 0.5886 | 0.7672 |
| 0.441         | 6.24   | 936  | 0.6351          | 0.7630 | 0.6351 | 0.7969 |
| 0.441         | 6.2533 | 938  | 0.7229          | 0.7629 | 0.7229 | 0.8502 |
| 0.441         | 6.2667 | 940  | 0.7213          | 0.7861 | 0.7213 | 0.8493 |
| 0.441         | 6.28   | 942  | 0.6397          | 0.8187 | 0.6397 | 0.7998 |
| 0.441         | 6.2933 | 944  | 0.5528          | 0.8108 | 0.5528 | 0.7435 |
| 0.441         | 6.3067 | 946  | 0.5190          | 0.8214 | 0.5190 | 0.7204 |
| 0.441         | 6.32   | 948  | 0.5316          | 0.8129 | 0.5316 | 0.7291 |
| 0.441         | 6.3333 | 950  | 0.5487          | 0.7792 | 0.5487 | 0.7407 |
| 0.441         | 6.3467 | 952  | 0.5824          | 0.7517 | 0.5824 | 0.7631 |
| 0.441         | 6.36   | 954  | 0.6441          | 0.7285 | 0.6441 | 0.8025 |
| 0.441         | 6.3733 | 956  | 0.6619          | 0.7195 | 0.6619 | 0.8136 |
| 0.441         | 6.3867 | 958  | 0.6212          | 0.7730 | 0.6212 | 0.7882 |
| 0.441         | 6.4    | 960  | 0.5490          | 0.7871 | 0.5490 | 0.7409 |
| 0.441         | 6.4133 | 962  | 0.5016          | 0.8258 | 0.5016 | 0.7082 |
| 0.441         | 6.4267 | 964  | 0.5139          | 0.8079 | 0.5139 | 0.7168 |
| 0.441         | 6.44   | 966  | 0.5225          | 0.8387 | 0.5225 | 0.7228 |
| 0.441         | 6.4533 | 968  | 0.5322          | 0.8176 | 0.5322 | 0.7295 |
| 0.441         | 6.4667 | 970  | 0.5967          | 0.7436 | 0.5967 | 0.7725 |
| 0.441         | 6.48   | 972  | 0.7214          | 0.7407 | 0.7214 | 0.8493 |
| 0.441         | 6.4933 | 974  | 0.7702          | 0.7407 | 0.7702 | 0.8776 |
| 0.441         | 6.5067 | 976  | 0.7301          | 0.7468 | 0.7301 | 0.8545 |
| 0.441         | 6.52   | 978  | 0.6353          | 0.7432 | 0.6353 | 0.7971 |
| 0.441         | 6.5333 | 980  | 0.5580          | 0.7671 | 0.5580 | 0.7470 |
| 0.441         | 6.5467 | 982  | 0.5528          | 0.8212 | 0.5528 | 0.7435 |
| 0.441         | 6.5600 | 984  | 0.5712          | 0.7867 | 0.5712 | 0.7558 |
| 0.441         | 6.5733 | 986  | 0.5548          | 0.8212 | 0.5548 | 0.7448 |
| 0.441         | 6.5867 | 988  | 0.5363          | 0.7891 | 0.5363 | 0.7324 |
| 0.441         | 6.6    | 990  | 0.5957          | 0.7843 | 0.5957 | 0.7718 |
| 0.441         | 6.6133 | 992  | 0.7419          | 0.7089 | 0.7419 | 0.8614 |
| 0.441         | 6.6267 | 994  | 0.8263          | 0.7205 | 0.8263 | 0.9090 |
| 0.441         | 6.64   | 996  | 0.8106          | 0.7305 | 0.8106 | 0.9003 |
| 0.441         | 6.6533 | 998  | 0.7172          | 0.7205 | 0.7172 | 0.8469 |
| 0.0886        | 6.6667 | 1000 | 0.6130          | 0.7654 | 0.6130 | 0.7829 |
| 0.0886        | 6.68   | 1002 | 0.5745          | 0.7722 | 0.5745 | 0.7580 |
| 0.0886        | 6.6933 | 1004 | 0.6024          | 0.7320 | 0.6024 | 0.7761 |
| 0.0886        | 6.7067 | 1006 | 0.6453          | 0.7320 | 0.6453 | 0.8033 |
| 0.0886        | 6.72   | 1008 | 0.7095          | 0.7329 | 0.7095 | 0.8423 |
| 0.0886        | 6.7333 | 1010 | 0.7971          | 0.7215 | 0.7971 | 0.8928 |
| 0.0886        | 6.7467 | 1012 | 0.8732          | 0.7456 | 0.8732 | 0.9345 |


### Framework versions

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