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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_k16_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_k16_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: 0.5709
- Qwk: 0.7651
- Mse: 0.5709
- Rmse: 0.7556
## 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 | 0.0167 | 2 | 6.9721 | 0.0179 | 6.9721 | 2.6405 |
| No log | 0.0333 | 4 | 5.4465 | 0.0580 | 5.4465 | 2.3338 |
| No log | 0.05 | 6 | 3.1611 | 0.0805 | 3.1611 | 1.7779 |
| No log | 0.0667 | 8 | 2.4743 | 0.0403 | 2.4743 | 1.5730 |
| No log | 0.0833 | 10 | 1.9191 | 0.1579 | 1.9191 | 1.3853 |
| No log | 0.1 | 12 | 1.8071 | 0.1495 | 1.8071 | 1.3443 |
| No log | 0.1167 | 14 | 2.0618 | 0.1043 | 2.0618 | 1.4359 |
| No log | 0.1333 | 16 | 1.9025 | 0.1651 | 1.9025 | 1.3793 |
| No log | 0.15 | 18 | 1.8495 | 0.2000 | 1.8495 | 1.3600 |
| No log | 0.1667 | 20 | 2.3358 | 0.0921 | 2.3358 | 1.5283 |
| No log | 0.1833 | 22 | 2.6930 | 0.0745 | 2.6930 | 1.6410 |
| No log | 0.2 | 24 | 2.3371 | 0.1000 | 2.3371 | 1.5287 |
| No log | 0.2167 | 26 | 1.6718 | 0.4651 | 1.6718 | 1.2930 |
| No log | 0.2333 | 28 | 1.3560 | 0.3540 | 1.3560 | 1.1645 |
| No log | 0.25 | 30 | 1.1022 | 0.5124 | 1.1022 | 1.0499 |
| No log | 0.2667 | 32 | 1.0364 | 0.5556 | 1.0364 | 1.0181 |
| No log | 0.2833 | 34 | 0.9929 | 0.5891 | 0.9929 | 0.9964 |
| No log | 0.3 | 36 | 0.9081 | 0.6176 | 0.9081 | 0.9529 |
| No log | 0.3167 | 38 | 0.7584 | 0.7143 | 0.7584 | 0.8708 |
| No log | 0.3333 | 40 | 0.7058 | 0.7125 | 0.7058 | 0.8401 |
| No log | 0.35 | 42 | 0.6887 | 0.7673 | 0.6887 | 0.8299 |
| No log | 0.3667 | 44 | 0.6955 | 0.7531 | 0.6955 | 0.8339 |
| No log | 0.3833 | 46 | 0.7801 | 0.7337 | 0.7801 | 0.8832 |
| No log | 0.4 | 48 | 0.6786 | 0.7561 | 0.6786 | 0.8238 |
| No log | 0.4167 | 50 | 0.7525 | 0.7425 | 0.7525 | 0.8675 |
| No log | 0.4333 | 52 | 0.8393 | 0.7066 | 0.8393 | 0.9161 |
| No log | 0.45 | 54 | 0.6985 | 0.7882 | 0.6985 | 0.8357 |
| No log | 0.4667 | 56 | 0.9663 | 0.75 | 0.9663 | 0.9830 |
| No log | 0.4833 | 58 | 1.2544 | 0.5904 | 1.2544 | 1.1200 |
| No log | 0.5 | 60 | 0.9379 | 0.7215 | 0.9379 | 0.9685 |
| No log | 0.5167 | 62 | 0.7520 | 0.6667 | 0.7520 | 0.8672 |
| No log | 0.5333 | 64 | 1.2136 | 0.6145 | 1.2136 | 1.1016 |
| No log | 0.55 | 66 | 1.1990 | 0.6409 | 1.1990 | 1.0950 |
| No log | 0.5667 | 68 | 1.1111 | 0.6782 | 1.1111 | 1.0541 |
| No log | 0.5833 | 70 | 0.8837 | 0.6582 | 0.8837 | 0.9401 |
| No log | 0.6 | 72 | 0.9592 | 0.7117 | 0.9592 | 0.9794 |
| No log | 0.6167 | 74 | 1.3630 | 0.5663 | 1.3630 | 1.1675 |
| No log | 0.6333 | 76 | 1.2383 | 0.625 | 1.2383 | 1.1128 |
| No log | 0.65 | 78 | 0.8370 | 0.7574 | 0.8370 | 0.9149 |
| No log | 0.6667 | 80 | 0.7126 | 0.7574 | 0.7126 | 0.8442 |
| No log | 0.6833 | 82 | 0.6797 | 0.7765 | 0.6797 | 0.8244 |
| No log | 0.7 | 84 | 0.6816 | 0.7711 | 0.6816 | 0.8256 |
| No log | 0.7167 | 86 | 0.6642 | 0.7595 | 0.6642 | 0.8150 |
| No log | 0.7333 | 88 | 0.6988 | 0.7436 | 0.6988 | 0.8360 |
| No log | 0.75 | 90 | 0.6971 | 0.7532 | 0.6971 | 0.8349 |
| No log | 0.7667 | 92 | 0.6520 | 0.7871 | 0.6520 | 0.8074 |
| No log | 0.7833 | 94 | 0.6163 | 0.8221 | 0.6163 | 0.7850 |
| No log | 0.8 | 96 | 0.6657 | 0.7933 | 0.6657 | 0.8159 |
| No log | 0.8167 | 98 | 0.9729 | 0.7192 | 0.9729 | 0.9863 |
| No log | 0.8333 | 100 | 0.9046 | 0.7653 | 0.9046 | 0.9511 |
| No log | 0.85 | 102 | 0.5610 | 0.8166 | 0.5610 | 0.7490 |
| No log | 0.8667 | 104 | 0.6155 | 0.7643 | 0.6155 | 0.7845 |
| No log | 0.8833 | 106 | 0.6453 | 0.7643 | 0.6453 | 0.8033 |
| No log | 0.9 | 108 | 0.5108 | 0.8075 | 0.5108 | 0.7147 |
| No log | 0.9167 | 110 | 0.5849 | 0.8187 | 0.5849 | 0.7648 |
| No log | 0.9333 | 112 | 0.6706 | 0.8254 | 0.6706 | 0.8189 |
| No log | 0.95 | 114 | 0.6400 | 0.8098 | 0.6400 | 0.8000 |
| No log | 0.9667 | 116 | 0.5789 | 0.85 | 0.5789 | 0.7609 |
| No log | 0.9833 | 118 | 0.6496 | 0.8137 | 0.6496 | 0.8060 |
| No log | 1.0 | 120 | 0.7309 | 0.79 | 0.7309 | 0.8549 |
| No log | 1.0167 | 122 | 0.6346 | 0.8 | 0.6346 | 0.7966 |
| No log | 1.0333 | 124 | 0.5512 | 0.8095 | 0.5512 | 0.7424 |
| No log | 1.05 | 126 | 0.7604 | 0.7317 | 0.7604 | 0.8720 |
| No log | 1.0667 | 128 | 0.7951 | 0.7375 | 0.7951 | 0.8917 |
| No log | 1.0833 | 130 | 0.7015 | 0.7532 | 0.7015 | 0.8375 |
| No log | 1.1 | 132 | 0.7597 | 0.7662 | 0.7597 | 0.8716 |
| No log | 1.1167 | 134 | 0.7446 | 0.7722 | 0.7446 | 0.8629 |
| No log | 1.1333 | 136 | 0.6306 | 0.8025 | 0.6306 | 0.7941 |
| No log | 1.15 | 138 | 0.6394 | 0.7811 | 0.6394 | 0.7996 |
| No log | 1.1667 | 140 | 0.6610 | 0.7861 | 0.6610 | 0.8130 |
| No log | 1.1833 | 142 | 0.5867 | 0.8023 | 0.5867 | 0.7660 |
| No log | 1.2 | 144 | 0.5674 | 0.8066 | 0.5674 | 0.7532 |
| No log | 1.2167 | 146 | 0.6045 | 0.7927 | 0.6045 | 0.7775 |
| No log | 1.2333 | 148 | 0.6386 | 0.7397 | 0.6386 | 0.7991 |
| No log | 1.25 | 150 | 0.6876 | 0.7234 | 0.6876 | 0.8292 |
| No log | 1.2667 | 152 | 0.6951 | 0.75 | 0.6951 | 0.8337 |
| No log | 1.2833 | 154 | 0.6751 | 0.7465 | 0.6752 | 0.8217 |
| No log | 1.3 | 156 | 0.6518 | 0.7234 | 0.6518 | 0.8073 |
| No log | 1.3167 | 158 | 0.6336 | 0.7771 | 0.6336 | 0.7960 |
| No log | 1.3333 | 160 | 0.5776 | 0.7975 | 0.5776 | 0.7600 |
| No log | 1.35 | 162 | 0.5509 | 0.8118 | 0.5509 | 0.7422 |
| No log | 1.3667 | 164 | 0.6072 | 0.8316 | 0.6072 | 0.7792 |
| No log | 1.3833 | 166 | 0.5260 | 0.8324 | 0.5260 | 0.7253 |
| No log | 1.4 | 168 | 0.5158 | 0.8391 | 0.5158 | 0.7182 |
| No log | 1.4167 | 170 | 0.5349 | 0.8391 | 0.5349 | 0.7314 |
| No log | 1.4333 | 172 | 0.4945 | 0.8571 | 0.4945 | 0.7032 |
| No log | 1.45 | 174 | 0.6041 | 0.8182 | 0.6041 | 0.7772 |
| No log | 1.4667 | 176 | 0.6030 | 0.7975 | 0.6030 | 0.7765 |
| No log | 1.4833 | 178 | 0.6098 | 0.7682 | 0.6098 | 0.7809 |
| No log | 1.5 | 180 | 0.6715 | 0.7552 | 0.6715 | 0.8195 |
| No log | 1.5167 | 182 | 0.7536 | 0.7162 | 0.7536 | 0.8681 |
| No log | 1.5333 | 184 | 0.8717 | 0.6623 | 0.8717 | 0.9337 |
| No log | 1.55 | 186 | 0.7480 | 0.7436 | 0.7480 | 0.8649 |
| No log | 1.5667 | 188 | 0.5482 | 0.8354 | 0.5482 | 0.7404 |
| No log | 1.5833 | 190 | 0.6576 | 0.7730 | 0.6576 | 0.8109 |
| No log | 1.6 | 192 | 0.9116 | 0.7021 | 0.9116 | 0.9548 |
| No log | 1.6167 | 194 | 0.9908 | 0.7016 | 0.9908 | 0.9954 |
| No log | 1.6333 | 196 | 0.8283 | 0.7160 | 0.8283 | 0.9101 |
| No log | 1.65 | 198 | 0.6945 | 0.7467 | 0.6945 | 0.8334 |
| No log | 1.6667 | 200 | 0.6919 | 0.7586 | 0.6919 | 0.8318 |
| No log | 1.6833 | 202 | 0.7302 | 0.7413 | 0.7302 | 0.8545 |
| No log | 1.7 | 204 | 0.8078 | 0.7133 | 0.8078 | 0.8988 |
| No log | 1.7167 | 206 | 0.7835 | 0.7133 | 0.7835 | 0.8851 |
| No log | 1.7333 | 208 | 0.6627 | 0.7724 | 0.6627 | 0.8141 |
| No log | 1.75 | 210 | 0.5405 | 0.8280 | 0.5405 | 0.7352 |
| No log | 1.7667 | 212 | 0.5282 | 0.8072 | 0.5282 | 0.7268 |
| No log | 1.7833 | 214 | 0.4954 | 0.8242 | 0.4954 | 0.7038 |
| No log | 1.8 | 216 | 0.4985 | 0.8364 | 0.4985 | 0.7061 |
| No log | 1.8167 | 218 | 0.5267 | 0.8049 | 0.5267 | 0.7258 |
| No log | 1.8333 | 220 | 0.5305 | 0.8049 | 0.5305 | 0.7284 |
| No log | 1.85 | 222 | 0.5239 | 0.8313 | 0.5239 | 0.7238 |
| No log | 1.8667 | 224 | 0.5393 | 0.8293 | 0.5393 | 0.7344 |
| No log | 1.8833 | 226 | 0.5645 | 0.8 | 0.5645 | 0.7513 |
| No log | 1.9 | 228 | 0.5965 | 0.7901 | 0.5965 | 0.7723 |
| No log | 1.9167 | 230 | 0.6905 | 0.7848 | 0.6905 | 0.8309 |
| No log | 1.9333 | 232 | 0.7234 | 0.7742 | 0.7234 | 0.8505 |
| No log | 1.95 | 234 | 0.7257 | 0.7183 | 0.7257 | 0.8519 |
| No log | 1.9667 | 236 | 0.7161 | 0.7286 | 0.7161 | 0.8462 |
| No log | 1.9833 | 238 | 0.7326 | 0.7183 | 0.7326 | 0.8559 |
| No log | 2.0 | 240 | 0.6881 | 0.7619 | 0.6881 | 0.8295 |
| No log | 2.0167 | 242 | 0.6540 | 0.7821 | 0.6540 | 0.8087 |
| No log | 2.0333 | 244 | 0.5795 | 0.7898 | 0.5795 | 0.7613 |
| No log | 2.05 | 246 | 0.5626 | 0.8 | 0.5626 | 0.7501 |
| No log | 2.0667 | 248 | 0.6597 | 0.7355 | 0.6597 | 0.8122 |
| No log | 2.0833 | 250 | 0.6988 | 0.7403 | 0.6988 | 0.8359 |
| No log | 2.1 | 252 | 0.6416 | 0.7285 | 0.6416 | 0.8010 |
| No log | 2.1167 | 254 | 0.5914 | 0.7843 | 0.5914 | 0.7690 |
| No log | 2.1333 | 256 | 0.7277 | 0.7792 | 0.7277 | 0.8530 |
| No log | 2.15 | 258 | 0.7742 | 0.7226 | 0.7742 | 0.8799 |
| No log | 2.1667 | 260 | 0.6616 | 0.7792 | 0.6616 | 0.8134 |
| No log | 2.1833 | 262 | 0.5754 | 0.7785 | 0.5754 | 0.7586 |
| No log | 2.2 | 264 | 0.6183 | 0.7639 | 0.6183 | 0.7864 |
| No log | 2.2167 | 266 | 0.6477 | 0.7413 | 0.6477 | 0.8048 |
| No log | 2.2333 | 268 | 0.6505 | 0.7778 | 0.6505 | 0.8065 |
| No log | 2.25 | 270 | 0.6579 | 0.7568 | 0.6579 | 0.8111 |
| No log | 2.2667 | 272 | 0.6559 | 0.7898 | 0.6559 | 0.8099 |
| No log | 2.2833 | 274 | 0.5777 | 0.8148 | 0.5777 | 0.7601 |
| No log | 2.3 | 276 | 0.5535 | 0.8313 | 0.5535 | 0.7440 |
| No log | 2.3167 | 278 | 0.6428 | 0.7654 | 0.6428 | 0.8017 |
| No log | 2.3333 | 280 | 0.6540 | 0.7607 | 0.6540 | 0.8087 |
| No log | 2.35 | 282 | 0.6023 | 0.7853 | 0.6023 | 0.7761 |
| No log | 2.3667 | 284 | 0.5968 | 0.7922 | 0.5968 | 0.7725 |
| No log | 2.3833 | 286 | 0.7665 | 0.7654 | 0.7665 | 0.8755 |
| No log | 2.4 | 288 | 0.9000 | 0.7170 | 0.9000 | 0.9487 |
| No log | 2.4167 | 290 | 0.8525 | 0.7114 | 0.8525 | 0.9233 |
| No log | 2.4333 | 292 | 0.7554 | 0.7651 | 0.7554 | 0.8692 |
| No log | 2.45 | 294 | 0.6777 | 0.7619 | 0.6777 | 0.8232 |
| No log | 2.4667 | 296 | 0.6586 | 0.7815 | 0.6586 | 0.8116 |
| No log | 2.4833 | 298 | 0.6897 | 0.7703 | 0.6897 | 0.8305 |
| No log | 2.5 | 300 | 0.7475 | 0.7568 | 0.7475 | 0.8646 |
| No log | 2.5167 | 302 | 0.7167 | 0.7619 | 0.7167 | 0.8466 |
| No log | 2.5333 | 304 | 0.6609 | 0.7619 | 0.6609 | 0.8129 |
| No log | 2.55 | 306 | 0.6121 | 0.7785 | 0.6121 | 0.7824 |
| No log | 2.5667 | 308 | 0.5899 | 0.8077 | 0.5899 | 0.7681 |
| No log | 2.5833 | 310 | 0.6220 | 0.7792 | 0.6220 | 0.7887 |
| No log | 2.6 | 312 | 0.6404 | 0.7568 | 0.6404 | 0.8003 |
| No log | 2.6167 | 314 | 0.6762 | 0.7586 | 0.6762 | 0.8223 |
| No log | 2.6333 | 316 | 0.7617 | 0.6765 | 0.7617 | 0.8728 |
| No log | 2.65 | 318 | 0.8125 | 0.6567 | 0.8125 | 0.9014 |
| No log | 2.6667 | 320 | 0.7437 | 0.6812 | 0.7437 | 0.8624 |
| No log | 2.6833 | 322 | 0.7179 | 0.7568 | 0.7179 | 0.8473 |
| No log | 2.7 | 324 | 0.7699 | 0.7114 | 0.7699 | 0.8775 |
| No log | 2.7167 | 326 | 0.7911 | 0.7 | 0.7911 | 0.8895 |
| No log | 2.7333 | 328 | 0.8464 | 0.6914 | 0.8464 | 0.9200 |
| No log | 2.75 | 330 | 0.8633 | 0.7 | 0.8633 | 0.9291 |
| No log | 2.7667 | 332 | 0.7966 | 0.7237 | 0.7966 | 0.8925 |
| No log | 2.7833 | 334 | 0.6901 | 0.7517 | 0.6901 | 0.8307 |
| No log | 2.8 | 336 | 0.6708 | 0.7619 | 0.6708 | 0.8190 |
| No log | 2.8167 | 338 | 0.6704 | 0.7619 | 0.6704 | 0.8188 |
| No log | 2.8333 | 340 | 0.6950 | 0.7517 | 0.6950 | 0.8337 |
| No log | 2.85 | 342 | 0.7672 | 0.7417 | 0.7672 | 0.8759 |
| No log | 2.8667 | 344 | 0.7506 | 0.7417 | 0.7506 | 0.8664 |
| No log | 2.8833 | 346 | 0.7170 | 0.7417 | 0.7170 | 0.8468 |
| No log | 2.9 | 348 | 0.6851 | 0.7808 | 0.6851 | 0.8277 |
| No log | 2.9167 | 350 | 0.6634 | 0.7619 | 0.6634 | 0.8145 |
| No log | 2.9333 | 352 | 0.6466 | 0.7763 | 0.6466 | 0.8041 |
| No log | 2.95 | 354 | 0.6807 | 0.7632 | 0.6807 | 0.8250 |
| No log | 2.9667 | 356 | 0.7389 | 0.7799 | 0.7389 | 0.8596 |
| No log | 2.9833 | 358 | 0.6926 | 0.7742 | 0.6926 | 0.8322 |
| No log | 3.0 | 360 | 0.6638 | 0.7815 | 0.6638 | 0.8147 |
| No log | 3.0167 | 362 | 0.6335 | 0.7838 | 0.6335 | 0.7959 |
| No log | 3.0333 | 364 | 0.5930 | 0.7671 | 0.5930 | 0.7701 |
| No log | 3.05 | 366 | 0.5753 | 0.7671 | 0.5753 | 0.7585 |
| No log | 3.0667 | 368 | 0.5723 | 0.7755 | 0.5723 | 0.7565 |
| No log | 3.0833 | 370 | 0.5843 | 0.7619 | 0.5843 | 0.7644 |
| No log | 3.1 | 372 | 0.5968 | 0.7838 | 0.5968 | 0.7725 |
| No log | 3.1167 | 374 | 0.6607 | 0.7703 | 0.6607 | 0.8128 |
| No log | 3.1333 | 376 | 0.7138 | 0.7586 | 0.7138 | 0.8449 |
| No log | 3.15 | 378 | 0.7263 | 0.7692 | 0.7263 | 0.8522 |
| No log | 3.1667 | 380 | 0.6989 | 0.7586 | 0.6989 | 0.8360 |
| No log | 3.1833 | 382 | 0.6921 | 0.7703 | 0.6921 | 0.8319 |
| No log | 3.2 | 384 | 0.6619 | 0.7651 | 0.6619 | 0.8136 |
| No log | 3.2167 | 386 | 0.6606 | 0.7619 | 0.6606 | 0.8128 |
| No log | 3.2333 | 388 | 0.7033 | 0.7651 | 0.7033 | 0.8386 |
| No log | 3.25 | 390 | 0.7185 | 0.7586 | 0.7185 | 0.8476 |
| No log | 3.2667 | 392 | 0.6720 | 0.75 | 0.6720 | 0.8197 |
| No log | 3.2833 | 394 | 0.6388 | 0.7724 | 0.6388 | 0.7992 |
| No log | 3.3 | 396 | 0.6028 | 0.7785 | 0.6028 | 0.7764 |
| No log | 3.3167 | 398 | 0.5508 | 0.8153 | 0.5508 | 0.7422 |
| No log | 3.3333 | 400 | 0.5679 | 0.8047 | 0.5679 | 0.7536 |
| No log | 3.35 | 402 | 0.5784 | 0.7952 | 0.5784 | 0.7606 |
| No log | 3.3667 | 404 | 0.5680 | 0.7922 | 0.5680 | 0.7537 |
| No log | 3.3833 | 406 | 0.5760 | 0.8182 | 0.5760 | 0.7589 |
| No log | 3.4 | 408 | 0.5766 | 0.8026 | 0.5766 | 0.7593 |
| No log | 3.4167 | 410 | 0.6024 | 0.7919 | 0.6024 | 0.7761 |
| No log | 3.4333 | 412 | 0.6214 | 0.76 | 0.6214 | 0.7883 |
| No log | 3.45 | 414 | 0.6623 | 0.7733 | 0.6623 | 0.8138 |
| No log | 3.4667 | 416 | 0.6801 | 0.7792 | 0.6801 | 0.8247 |
| No log | 3.4833 | 418 | 0.6410 | 0.7733 | 0.6410 | 0.8006 |
| No log | 3.5 | 420 | 0.6202 | 0.8079 | 0.6202 | 0.7875 |
| No log | 3.5167 | 422 | 0.6289 | 0.8026 | 0.6289 | 0.7930 |
| No log | 3.5333 | 424 | 0.6346 | 0.8052 | 0.6346 | 0.7966 |
| No log | 3.55 | 426 | 0.6506 | 0.7517 | 0.6506 | 0.8066 |
| No log | 3.5667 | 428 | 0.6812 | 0.7843 | 0.6812 | 0.8254 |
| No log | 3.5833 | 430 | 0.6719 | 0.7673 | 0.6719 | 0.8197 |
| No log | 3.6 | 432 | 0.6068 | 0.7771 | 0.6068 | 0.7790 |
| No log | 3.6167 | 434 | 0.5961 | 0.8176 | 0.5961 | 0.7721 |
| No log | 3.6333 | 436 | 0.6206 | 0.7821 | 0.6206 | 0.7878 |
| No log | 3.65 | 438 | 0.6179 | 0.7712 | 0.6179 | 0.7861 |
| No log | 3.6667 | 440 | 0.5810 | 0.7947 | 0.5810 | 0.7623 |
| No log | 3.6833 | 442 | 0.6103 | 0.7879 | 0.6103 | 0.7812 |
| No log | 3.7 | 444 | 0.6402 | 0.7702 | 0.6402 | 0.8001 |
| No log | 3.7167 | 446 | 0.6253 | 0.7815 | 0.6253 | 0.7908 |
| No log | 3.7333 | 448 | 0.6538 | 0.7733 | 0.6538 | 0.8086 |
| No log | 3.75 | 450 | 0.6650 | 0.7568 | 0.6650 | 0.8155 |
| No log | 3.7667 | 452 | 0.6600 | 0.7724 | 0.6600 | 0.8124 |
| No log | 3.7833 | 454 | 0.6523 | 0.7973 | 0.6523 | 0.8077 |
| No log | 3.8 | 456 | 0.6238 | 0.8108 | 0.6238 | 0.7898 |
| No log | 3.8167 | 458 | 0.5956 | 0.8108 | 0.5956 | 0.7717 |
| No log | 3.8333 | 460 | 0.5855 | 0.8 | 0.5855 | 0.7652 |
| No log | 3.85 | 462 | 0.5709 | 0.7947 | 0.5709 | 0.7556 |
| No log | 3.8667 | 464 | 0.5365 | 0.8050 | 0.5365 | 0.7324 |
| No log | 3.8833 | 466 | 0.5558 | 0.8101 | 0.5558 | 0.7455 |
| No log | 3.9 | 468 | 0.5758 | 0.7950 | 0.5758 | 0.7588 |
| No log | 3.9167 | 470 | 0.5646 | 0.7799 | 0.5646 | 0.7514 |
| No log | 3.9333 | 472 | 0.5946 | 0.7867 | 0.5946 | 0.7711 |
| No log | 3.95 | 474 | 0.6010 | 0.8 | 0.6010 | 0.7752 |
| No log | 3.9667 | 476 | 0.6205 | 0.8228 | 0.6205 | 0.7877 |
| No log | 3.9833 | 478 | 0.6485 | 0.8077 | 0.6485 | 0.8053 |
| No log | 4.0 | 480 | 0.6549 | 0.7974 | 0.6549 | 0.8093 |
| No log | 4.0167 | 482 | 0.6661 | 0.7973 | 0.6661 | 0.8161 |
| No log | 4.0333 | 484 | 0.6772 | 0.7651 | 0.6772 | 0.8229 |
| No log | 4.05 | 486 | 0.6939 | 0.7651 | 0.6939 | 0.8330 |
| No log | 4.0667 | 488 | 0.6979 | 0.7651 | 0.6979 | 0.8354 |
| No log | 4.0833 | 490 | 0.7051 | 0.7733 | 0.7051 | 0.8397 |
| No log | 4.1 | 492 | 0.6995 | 0.7619 | 0.6995 | 0.8364 |
| No log | 4.1167 | 494 | 0.7041 | 0.7919 | 0.7041 | 0.8391 |
| No log | 4.1333 | 496 | 0.7130 | 0.7692 | 0.7130 | 0.8444 |
| No log | 4.15 | 498 | 0.8050 | 0.7170 | 0.8050 | 0.8972 |
| 0.4065 | 4.1667 | 500 | 0.8023 | 0.7006 | 0.8023 | 0.8957 |
| 0.4065 | 4.1833 | 502 | 0.7103 | 0.7733 | 0.7103 | 0.8428 |
| 0.4065 | 4.2 | 504 | 0.6722 | 0.7619 | 0.6722 | 0.8199 |
| 0.4065 | 4.2167 | 506 | 0.6899 | 0.7172 | 0.6899 | 0.8306 |
| 0.4065 | 4.2333 | 508 | 0.6780 | 0.7172 | 0.6780 | 0.8234 |
| 0.4065 | 4.25 | 510 | 0.6802 | 0.7703 | 0.6802 | 0.8248 |
| 0.4065 | 4.2667 | 512 | 0.7398 | 0.7651 | 0.7398 | 0.8601 |
| 0.4065 | 4.2833 | 514 | 0.7197 | 0.7733 | 0.7197 | 0.8483 |
| 0.4065 | 4.3 | 516 | 0.6575 | 0.8 | 0.6575 | 0.8109 |
| 0.4065 | 4.3167 | 518 | 0.6358 | 0.8101 | 0.6358 | 0.7973 |
| 0.4065 | 4.3333 | 520 | 0.6335 | 0.7662 | 0.6335 | 0.7959 |
| 0.4065 | 4.35 | 522 | 0.6340 | 0.8026 | 0.6340 | 0.7962 |
| 0.4065 | 4.3667 | 524 | 0.6470 | 0.7692 | 0.6470 | 0.8043 |
| 0.4065 | 4.3833 | 526 | 0.6410 | 0.7778 | 0.6410 | 0.8006 |
| 0.4065 | 4.4 | 528 | 0.6572 | 0.7784 | 0.6572 | 0.8106 |
| 0.4065 | 4.4167 | 530 | 0.6013 | 0.8025 | 0.6013 | 0.7755 |
| 0.4065 | 4.4333 | 532 | 0.5844 | 0.7763 | 0.5844 | 0.7644 |
| 0.4065 | 4.45 | 534 | 0.5825 | 0.7763 | 0.5825 | 0.7632 |
| 0.4065 | 4.4667 | 536 | 0.5878 | 0.7974 | 0.5878 | 0.7667 |
| 0.4065 | 4.4833 | 538 | 0.6490 | 0.7625 | 0.6490 | 0.8056 |
| 0.4065 | 4.5 | 540 | 0.7043 | 0.7763 | 0.7043 | 0.8392 |
| 0.4065 | 4.5167 | 542 | 0.7419 | 0.7534 | 0.7419 | 0.8613 |
| 0.4065 | 4.5333 | 544 | 0.7382 | 0.7534 | 0.7382 | 0.8592 |
| 0.4065 | 4.55 | 546 | 0.6829 | 0.7733 | 0.6829 | 0.8264 |
| 0.4065 | 4.5667 | 548 | 0.6523 | 0.7785 | 0.6523 | 0.8077 |
| 0.4065 | 4.5833 | 550 | 0.6389 | 0.7785 | 0.6389 | 0.7993 |
| 0.4065 | 4.6 | 552 | 0.6510 | 0.7651 | 0.6510 | 0.8068 |
| 0.4065 | 4.6167 | 554 | 0.6401 | 0.7763 | 0.6401 | 0.8001 |
| 0.4065 | 4.6333 | 556 | 0.6767 | 0.7763 | 0.6767 | 0.8226 |
| 0.4065 | 4.65 | 558 | 0.7591 | 0.7451 | 0.7591 | 0.8713 |
| 0.4065 | 4.6667 | 560 | 0.7189 | 0.7763 | 0.7189 | 0.8479 |
| 0.4065 | 4.6833 | 562 | 0.6825 | 0.7922 | 0.6825 | 0.8261 |
| 0.4065 | 4.7 | 564 | 0.6600 | 0.7651 | 0.6600 | 0.8124 |
| 0.4065 | 4.7167 | 566 | 0.6714 | 0.7755 | 0.6714 | 0.8194 |
| 0.4065 | 4.7333 | 568 | 0.6707 | 0.7755 | 0.6707 | 0.8190 |
| 0.4065 | 4.75 | 570 | 0.6445 | 0.7973 | 0.6445 | 0.8028 |
| 0.4065 | 4.7667 | 572 | 0.6080 | 0.7919 | 0.6080 | 0.7797 |
| 0.4065 | 4.7833 | 574 | 0.5773 | 0.7975 | 0.5773 | 0.7598 |
| 0.4065 | 4.8 | 576 | 0.5927 | 0.7758 | 0.5927 | 0.7699 |
| 0.4065 | 4.8167 | 578 | 0.5943 | 0.7791 | 0.5943 | 0.7709 |
| 0.4065 | 4.8333 | 580 | 0.5727 | 0.7975 | 0.5727 | 0.7568 |
| 0.4065 | 4.85 | 582 | 0.5700 | 0.7950 | 0.5700 | 0.7550 |
| 0.4065 | 4.8667 | 584 | 0.5993 | 0.7733 | 0.5993 | 0.7742 |
| 0.4065 | 4.8833 | 586 | 0.6532 | 0.7733 | 0.6532 | 0.8082 |
| 0.4065 | 4.9 | 588 | 0.7303 | 0.7808 | 0.7303 | 0.8546 |
| 0.4065 | 4.9167 | 590 | 0.7345 | 0.7586 | 0.7345 | 0.8570 |
| 0.4065 | 4.9333 | 592 | 0.6830 | 0.7703 | 0.6830 | 0.8265 |
| 0.4065 | 4.95 | 594 | 0.5930 | 0.7947 | 0.5930 | 0.7701 |
| 0.4065 | 4.9667 | 596 | 0.5312 | 0.8158 | 0.5312 | 0.7289 |
| 0.4065 | 4.9833 | 598 | 0.5105 | 0.8105 | 0.5105 | 0.7145 |
| 0.4065 | 5.0 | 600 | 0.5422 | 0.7975 | 0.5422 | 0.7363 |
| 0.4065 | 5.0167 | 602 | 0.6329 | 0.7805 | 0.6329 | 0.7955 |
| 0.4065 | 5.0333 | 604 | 0.6822 | 0.7722 | 0.6822 | 0.8260 |
| 0.4065 | 5.05 | 606 | 0.6814 | 0.7703 | 0.6814 | 0.8254 |
| 0.4065 | 5.0667 | 608 | 0.6526 | 0.7586 | 0.6526 | 0.8078 |
| 0.4065 | 5.0833 | 610 | 0.6372 | 0.7586 | 0.6372 | 0.7983 |
| 0.4065 | 5.1 | 612 | 0.6042 | 0.7651 | 0.6042 | 0.7773 |
| 0.4065 | 5.1167 | 614 | 0.5829 | 0.7651 | 0.5829 | 0.7635 |
| 0.4065 | 5.1333 | 616 | 0.5616 | 0.8025 | 0.5616 | 0.7494 |
| 0.4065 | 5.15 | 618 | 0.5461 | 0.8313 | 0.5461 | 0.7390 |
| 0.4065 | 5.1667 | 620 | 0.5488 | 0.8313 | 0.5488 | 0.7408 |
| 0.4065 | 5.1833 | 622 | 0.5772 | 0.7925 | 0.5772 | 0.7597 |
| 0.4065 | 5.2 | 624 | 0.6439 | 0.7763 | 0.6439 | 0.8025 |
| 0.4065 | 5.2167 | 626 | 0.6628 | 0.7703 | 0.6628 | 0.8141 |
| 0.4065 | 5.2333 | 628 | 0.6544 | 0.7586 | 0.6544 | 0.8089 |
| 0.4065 | 5.25 | 630 | 0.6402 | 0.7671 | 0.6402 | 0.8001 |
| 0.4065 | 5.2667 | 632 | 0.6229 | 0.7703 | 0.6229 | 0.7893 |
| 0.4065 | 5.2833 | 634 | 0.6220 | 0.7763 | 0.6220 | 0.7887 |
| 0.4065 | 5.3 | 636 | 0.6270 | 0.7763 | 0.6270 | 0.7918 |
| 0.4065 | 5.3167 | 638 | 0.6648 | 0.7692 | 0.6648 | 0.8154 |
| 0.4065 | 5.3333 | 640 | 0.6434 | 0.7651 | 0.6434 | 0.8021 |
| 0.4065 | 5.35 | 642 | 0.6219 | 0.7785 | 0.6219 | 0.7886 |
| 0.4065 | 5.3667 | 644 | 0.6264 | 0.7838 | 0.6264 | 0.7915 |
| 0.4065 | 5.3833 | 646 | 0.6176 | 0.7838 | 0.6176 | 0.7859 |
| 0.4065 | 5.4 | 648 | 0.6023 | 0.7973 | 0.6023 | 0.7761 |
| 0.4065 | 5.4167 | 650 | 0.5859 | 0.8235 | 0.5859 | 0.7655 |
| 0.4065 | 5.4333 | 652 | 0.5590 | 0.8129 | 0.5590 | 0.7477 |
| 0.4065 | 5.45 | 654 | 0.5490 | 0.8052 | 0.5490 | 0.7410 |
| 0.4065 | 5.4667 | 656 | 0.5564 | 0.7682 | 0.5564 | 0.7459 |
| 0.4065 | 5.4833 | 658 | 0.5448 | 0.7895 | 0.5448 | 0.7381 |
| 0.4065 | 5.5 | 660 | 0.5517 | 0.7895 | 0.5517 | 0.7428 |
| 0.4065 | 5.5167 | 662 | 0.5706 | 0.7682 | 0.5706 | 0.7554 |
| 0.4065 | 5.5333 | 664 | 0.5656 | 0.7682 | 0.5656 | 0.7521 |
| 0.4065 | 5.55 | 666 | 0.5632 | 0.7682 | 0.5632 | 0.7505 |
| 0.4065 | 5.5667 | 668 | 0.5761 | 0.7682 | 0.5761 | 0.7590 |
| 0.4065 | 5.5833 | 670 | 0.5702 | 0.7867 | 0.5702 | 0.7551 |
| 0.4065 | 5.6 | 672 | 0.5856 | 0.7682 | 0.5856 | 0.7652 |
| 0.4065 | 5.6167 | 674 | 0.6072 | 0.7792 | 0.6072 | 0.7792 |
| 0.4065 | 5.6333 | 676 | 0.5985 | 0.7838 | 0.5985 | 0.7736 |
| 0.4065 | 5.65 | 678 | 0.6049 | 0.7919 | 0.6049 | 0.7777 |
| 0.4065 | 5.6667 | 680 | 0.6183 | 0.8108 | 0.6183 | 0.7863 |
| 0.4065 | 5.6833 | 682 | 0.6267 | 0.8108 | 0.6267 | 0.7917 |
| 0.4065 | 5.7 | 684 | 0.6200 | 0.8133 | 0.6200 | 0.7874 |
| 0.4065 | 5.7167 | 686 | 0.6405 | 0.7919 | 0.6405 | 0.8003 |
| 0.4065 | 5.7333 | 688 | 0.6969 | 0.75 | 0.6969 | 0.8348 |
| 0.4065 | 5.75 | 690 | 0.7178 | 0.75 | 0.7178 | 0.8473 |
| 0.4065 | 5.7667 | 692 | 0.6742 | 0.7651 | 0.6742 | 0.8211 |
| 0.4065 | 5.7833 | 694 | 0.6217 | 0.7763 | 0.6217 | 0.7885 |
| 0.4065 | 5.8 | 696 | 0.6118 | 0.8158 | 0.6118 | 0.7822 |
| 0.4065 | 5.8167 | 698 | 0.6177 | 0.8158 | 0.6177 | 0.7859 |
| 0.4065 | 5.8333 | 700 | 0.6224 | 0.7947 | 0.6224 | 0.7889 |
| 0.4065 | 5.85 | 702 | 0.6593 | 0.775 | 0.6593 | 0.8120 |
| 0.4065 | 5.8667 | 704 | 0.7474 | 0.7561 | 0.7474 | 0.8645 |
| 0.4065 | 5.8833 | 706 | 0.7620 | 0.7654 | 0.7620 | 0.8729 |
| 0.4065 | 5.9 | 708 | 0.7258 | 0.7465 | 0.7258 | 0.8519 |
| 0.4065 | 5.9167 | 710 | 0.7365 | 0.7429 | 0.7365 | 0.8582 |
| 0.4065 | 5.9333 | 712 | 0.7424 | 0.6912 | 0.7424 | 0.8616 |
| 0.4065 | 5.95 | 714 | 0.7072 | 0.7273 | 0.7072 | 0.8410 |
| 0.4065 | 5.9667 | 716 | 0.6643 | 0.7483 | 0.6643 | 0.8151 |
| 0.4065 | 5.9833 | 718 | 0.6023 | 0.7947 | 0.6023 | 0.7761 |
| 0.4065 | 6.0 | 720 | 0.5803 | 0.7977 | 0.5803 | 0.7618 |
| 0.4065 | 6.0167 | 722 | 0.5800 | 0.7978 | 0.5800 | 0.7616 |
| 0.4065 | 6.0333 | 724 | 0.5956 | 0.8068 | 0.5956 | 0.7717 |
| 0.4065 | 6.05 | 726 | 0.6357 | 0.7950 | 0.6357 | 0.7973 |
| 0.4065 | 6.0667 | 728 | 0.6873 | 0.7733 | 0.6873 | 0.8290 |
| 0.4065 | 6.0833 | 730 | 0.7092 | 0.7733 | 0.7092 | 0.8421 |
| 0.4065 | 6.1 | 732 | 0.7150 | 0.7651 | 0.7150 | 0.8456 |
| 0.4065 | 6.1167 | 734 | 0.6910 | 0.7733 | 0.6910 | 0.8313 |
| 0.4065 | 6.1333 | 736 | 0.6449 | 0.7733 | 0.6449 | 0.8030 |
| 0.4065 | 6.15 | 738 | 0.5895 | 0.8133 | 0.5895 | 0.7678 |
| 0.4065 | 6.1667 | 740 | 0.5943 | 0.8025 | 0.5943 | 0.7709 |
| 0.4065 | 6.1833 | 742 | 0.5959 | 0.8182 | 0.5959 | 0.7719 |
| 0.4065 | 6.2 | 744 | 0.5752 | 0.8133 | 0.5752 | 0.7584 |
| 0.4065 | 6.2167 | 746 | 0.5987 | 0.7919 | 0.5987 | 0.7738 |
| 0.4065 | 6.2333 | 748 | 0.5954 | 0.7919 | 0.5954 | 0.7716 |
| 0.4065 | 6.25 | 750 | 0.5646 | 0.7973 | 0.5646 | 0.7514 |
| 0.4065 | 6.2667 | 752 | 0.5556 | 0.7838 | 0.5556 | 0.7454 |
| 0.4065 | 6.2833 | 754 | 0.5354 | 0.8026 | 0.5354 | 0.7317 |
| 0.4065 | 6.3 | 756 | 0.5165 | 0.8258 | 0.5165 | 0.7187 |
| 0.4065 | 6.3167 | 758 | 0.5411 | 0.8049 | 0.5411 | 0.7356 |
| 0.4065 | 6.3333 | 760 | 0.5677 | 0.7901 | 0.5677 | 0.7534 |
| 0.4065 | 6.35 | 762 | 0.5872 | 0.7857 | 0.5872 | 0.7663 |
| 0.4065 | 6.3667 | 764 | 0.6219 | 0.7784 | 0.6219 | 0.7886 |
| 0.4065 | 6.3833 | 766 | 0.6584 | 0.7730 | 0.6584 | 0.8114 |
| 0.4065 | 6.4 | 768 | 0.6516 | 0.775 | 0.6516 | 0.8072 |
| 0.4065 | 6.4167 | 770 | 0.6173 | 0.7848 | 0.6173 | 0.7857 |
| 0.4065 | 6.4333 | 772 | 0.5983 | 0.8 | 0.5983 | 0.7735 |
| 0.4065 | 6.45 | 774 | 0.5928 | 0.7785 | 0.5928 | 0.7699 |
| 0.4065 | 6.4667 | 776 | 0.5833 | 0.7682 | 0.5833 | 0.7637 |
| 0.4065 | 6.4833 | 778 | 0.5982 | 0.7733 | 0.5982 | 0.7735 |
| 0.4065 | 6.5 | 780 | 0.5692 | 0.7843 | 0.5692 | 0.7544 |
| 0.4065 | 6.5167 | 782 | 0.5393 | 0.8052 | 0.5393 | 0.7344 |
| 0.4065 | 6.5333 | 784 | 0.5326 | 0.8205 | 0.5326 | 0.7298 |
| 0.4065 | 6.55 | 786 | 0.5438 | 0.8228 | 0.5438 | 0.7374 |
| 0.4065 | 6.5667 | 788 | 0.5791 | 0.7975 | 0.5791 | 0.7610 |
| 0.4065 | 6.5833 | 790 | 0.6274 | 0.7843 | 0.6274 | 0.7921 |
| 0.4065 | 6.6 | 792 | 0.6853 | 0.7568 | 0.6853 | 0.8279 |
| 0.4065 | 6.6167 | 794 | 0.7399 | 0.7568 | 0.7399 | 0.8602 |
| 0.4065 | 6.6333 | 796 | 0.7309 | 0.7568 | 0.7309 | 0.8549 |
| 0.4065 | 6.65 | 798 | 0.7002 | 0.7619 | 0.7002 | 0.8368 |
| 0.4065 | 6.6667 | 800 | 0.6796 | 0.7619 | 0.6796 | 0.8244 |
| 0.4065 | 6.6833 | 802 | 0.6381 | 0.7619 | 0.6381 | 0.7988 |
| 0.4065 | 6.7 | 804 | 0.5916 | 0.7703 | 0.5916 | 0.7692 |
| 0.4065 | 6.7167 | 806 | 0.5860 | 0.7724 | 0.5860 | 0.7655 |
| 0.4065 | 6.7333 | 808 | 0.5881 | 0.7639 | 0.5881 | 0.7669 |
| 0.4065 | 6.75 | 810 | 0.5829 | 0.7639 | 0.5829 | 0.7635 |
| 0.4065 | 6.7667 | 812 | 0.6370 | 0.75 | 0.6370 | 0.7981 |
| 0.4065 | 6.7833 | 814 | 0.7242 | 0.7534 | 0.7242 | 0.8510 |
| 0.4065 | 6.8 | 816 | 0.7322 | 0.7568 | 0.7322 | 0.8557 |
| 0.4065 | 6.8167 | 818 | 0.6632 | 0.7568 | 0.6632 | 0.8144 |
| 0.4065 | 6.8333 | 820 | 0.5962 | 0.7651 | 0.5962 | 0.7721 |
| 0.4065 | 6.85 | 822 | 0.5693 | 0.7733 | 0.5693 | 0.7545 |
| 0.4065 | 6.8667 | 824 | 0.5578 | 0.7815 | 0.5578 | 0.7469 |
| 0.4065 | 6.8833 | 826 | 0.5378 | 0.8 | 0.5378 | 0.7334 |
| 0.4065 | 6.9 | 828 | 0.5407 | 0.8054 | 0.5407 | 0.7353 |
| 0.4065 | 6.9167 | 830 | 0.5513 | 0.7733 | 0.5513 | 0.7425 |
| 0.4065 | 6.9333 | 832 | 0.5909 | 0.7703 | 0.5909 | 0.7687 |
| 0.4065 | 6.95 | 834 | 0.6500 | 0.7619 | 0.6500 | 0.8062 |
| 0.4065 | 6.9667 | 836 | 0.6610 | 0.7619 | 0.6610 | 0.8130 |
| 0.4065 | 6.9833 | 838 | 0.6314 | 0.7703 | 0.6314 | 0.7946 |
| 0.4065 | 7.0 | 840 | 0.5955 | 0.7838 | 0.5955 | 0.7717 |
| 0.4065 | 7.0167 | 842 | 0.5888 | 0.8054 | 0.5888 | 0.7673 |
| 0.4065 | 7.0333 | 844 | 0.5782 | 0.8054 | 0.5782 | 0.7604 |
| 0.4065 | 7.05 | 846 | 0.5288 | 0.8133 | 0.5288 | 0.7272 |
| 0.4065 | 7.0667 | 848 | 0.5094 | 0.8026 | 0.5094 | 0.7138 |
| 0.4065 | 7.0833 | 850 | 0.5534 | 0.8 | 0.5534 | 0.7439 |
| 0.4065 | 7.1 | 852 | 0.5789 | 0.7861 | 0.5789 | 0.7608 |
| 0.4065 | 7.1167 | 854 | 0.5470 | 0.8114 | 0.5470 | 0.7396 |
| 0.4065 | 7.1333 | 856 | 0.5254 | 0.8098 | 0.5254 | 0.7249 |
| 0.4065 | 7.15 | 858 | 0.5396 | 0.8025 | 0.5396 | 0.7346 |
| 0.4065 | 7.1667 | 860 | 0.5462 | 0.8125 | 0.5462 | 0.7391 |
| 0.4065 | 7.1833 | 862 | 0.5648 | 0.8258 | 0.5648 | 0.7515 |
| 0.4065 | 7.2 | 864 | 0.5958 | 0.7891 | 0.5958 | 0.7719 |
| 0.4065 | 7.2167 | 866 | 0.6134 | 0.7891 | 0.6134 | 0.7832 |
| 0.4065 | 7.2333 | 868 | 0.6100 | 0.7973 | 0.6100 | 0.7810 |
| 0.4065 | 7.25 | 870 | 0.5930 | 0.7703 | 0.5930 | 0.7701 |
| 0.4065 | 7.2667 | 872 | 0.5933 | 0.8049 | 0.5933 | 0.7703 |
| 0.4065 | 7.2833 | 874 | 0.5977 | 0.8049 | 0.5977 | 0.7731 |
| 0.4065 | 7.3 | 876 | 0.5429 | 0.8121 | 0.5429 | 0.7368 |
| 0.4065 | 7.3167 | 878 | 0.4676 | 0.8554 | 0.4676 | 0.6838 |
| 0.4065 | 7.3333 | 880 | 0.4637 | 0.8608 | 0.4637 | 0.6810 |
| 0.4065 | 7.35 | 882 | 0.5005 | 0.8054 | 0.5005 | 0.7075 |
| 0.4065 | 7.3667 | 884 | 0.5245 | 0.8133 | 0.5245 | 0.7242 |
| 0.4065 | 7.3833 | 886 | 0.5436 | 0.8267 | 0.5436 | 0.7373 |
| 0.4065 | 7.4 | 888 | 0.5614 | 0.8 | 0.5614 | 0.7493 |
| 0.4065 | 7.4167 | 890 | 0.5902 | 0.7703 | 0.5902 | 0.7682 |
| 0.4065 | 7.4333 | 892 | 0.6127 | 0.7703 | 0.6127 | 0.7828 |
| 0.4065 | 7.45 | 894 | 0.6226 | 0.7703 | 0.6226 | 0.7891 |
| 0.4065 | 7.4667 | 896 | 0.6135 | 0.7671 | 0.6135 | 0.7833 |
| 0.4065 | 7.4833 | 898 | 0.6072 | 0.7552 | 0.6072 | 0.7793 |
| 0.4065 | 7.5 | 900 | 0.6200 | 0.7639 | 0.6200 | 0.7874 |
| 0.4065 | 7.5167 | 902 | 0.6382 | 0.7922 | 0.6382 | 0.7989 |
| 0.4065 | 7.5333 | 904 | 0.6316 | 0.8049 | 0.6316 | 0.7948 |
| 0.4065 | 7.55 | 906 | 0.6184 | 0.7955 | 0.6184 | 0.7864 |
| 0.4065 | 7.5667 | 908 | 0.5812 | 0.7955 | 0.5812 | 0.7624 |
| 0.4065 | 7.5833 | 910 | 0.5667 | 0.7955 | 0.5667 | 0.7528 |
| 0.4065 | 7.6 | 912 | 0.5275 | 0.8047 | 0.5275 | 0.7263 |
| 0.4065 | 7.6167 | 914 | 0.5084 | 0.8176 | 0.5084 | 0.7130 |
| 0.4065 | 7.6333 | 916 | 0.5267 | 0.7973 | 0.5267 | 0.7257 |
| 0.4065 | 7.65 | 918 | 0.5648 | 0.7586 | 0.5648 | 0.7515 |
| 0.4065 | 7.6667 | 920 | 0.6394 | 0.7568 | 0.6394 | 0.7996 |
| 0.4065 | 7.6833 | 922 | 0.6976 | 0.7286 | 0.6976 | 0.8352 |
| 0.4065 | 7.7 | 924 | 0.7029 | 0.7286 | 0.7029 | 0.8384 |
| 0.4065 | 7.7167 | 926 | 0.6838 | 0.7413 | 0.6838 | 0.8269 |
| 0.4065 | 7.7333 | 928 | 0.6678 | 0.7429 | 0.6678 | 0.8172 |
| 0.4065 | 7.75 | 930 | 0.6703 | 0.7639 | 0.6703 | 0.8187 |
| 0.4065 | 7.7667 | 932 | 0.6806 | 0.75 | 0.6806 | 0.8250 |
| 0.4065 | 7.7833 | 934 | 0.7164 | 0.7552 | 0.7164 | 0.8464 |
| 0.4065 | 7.8 | 936 | 0.7590 | 0.7324 | 0.7590 | 0.8712 |
| 0.4065 | 7.8167 | 938 | 0.8103 | 0.7123 | 0.8103 | 0.9001 |
| 0.4065 | 7.8333 | 940 | 0.7833 | 0.7226 | 0.7833 | 0.8850 |
| 0.4065 | 7.85 | 942 | 0.7156 | 0.7285 | 0.7156 | 0.8459 |
| 0.4065 | 7.8667 | 944 | 0.6627 | 0.7838 | 0.6627 | 0.8141 |
| 0.4065 | 7.8833 | 946 | 0.6256 | 0.7919 | 0.6256 | 0.7910 |
| 0.4065 | 7.9 | 948 | 0.6139 | 0.8 | 0.6139 | 0.7835 |
| 0.4065 | 7.9167 | 950 | 0.6245 | 0.8026 | 0.6245 | 0.7903 |
| 0.4065 | 7.9333 | 952 | 0.6079 | 0.8105 | 0.6079 | 0.7797 |
| 0.4065 | 7.95 | 954 | 0.5805 | 0.7838 | 0.5805 | 0.7619 |
| 0.4065 | 7.9667 | 956 | 0.5680 | 0.7534 | 0.5680 | 0.7537 |
| 0.4065 | 7.9833 | 958 | 0.5690 | 0.7534 | 0.5690 | 0.7543 |
| 0.4065 | 8.0 | 960 | 0.5701 | 0.7838 | 0.5701 | 0.7551 |
| 0.4065 | 8.0167 | 962 | 0.5862 | 0.8 | 0.5862 | 0.7657 |
| 0.4065 | 8.0333 | 964 | 0.6133 | 0.7843 | 0.6133 | 0.7831 |
| 0.4065 | 8.05 | 966 | 0.6277 | 0.7843 | 0.6277 | 0.7923 |
| 0.4065 | 8.0667 | 968 | 0.6088 | 0.7619 | 0.6088 | 0.7802 |
| 0.4065 | 8.0833 | 970 | 0.5982 | 0.7808 | 0.5982 | 0.7735 |
| 0.4065 | 8.1 | 972 | 0.5973 | 0.7891 | 0.5973 | 0.7729 |
| 0.4065 | 8.1167 | 974 | 0.6149 | 0.7862 | 0.6149 | 0.7842 |
| 0.4065 | 8.1333 | 976 | 0.6317 | 0.7552 | 0.6317 | 0.7948 |
| 0.4065 | 8.15 | 978 | 0.6184 | 0.7429 | 0.6184 | 0.7864 |
| 0.4065 | 8.1667 | 980 | 0.6077 | 0.7832 | 0.6077 | 0.7795 |
| 0.4065 | 8.1833 | 982 | 0.6390 | 0.7703 | 0.6390 | 0.7994 |
| 0.4065 | 8.2 | 984 | 0.6871 | 0.7614 | 0.6871 | 0.8289 |
| 0.4065 | 8.2167 | 986 | 0.6712 | 0.7753 | 0.6712 | 0.8193 |
| 0.4065 | 8.2333 | 988 | 0.6359 | 0.7931 | 0.6359 | 0.7974 |
| 0.4065 | 8.25 | 990 | 0.5817 | 0.7927 | 0.5817 | 0.7627 |
| 0.4065 | 8.2667 | 992 | 0.5617 | 0.7763 | 0.5617 | 0.7494 |
| 0.4065 | 8.2833 | 994 | 0.5552 | 0.7733 | 0.5552 | 0.7451 |
| 0.4065 | 8.3 | 996 | 0.5558 | 0.7815 | 0.5558 | 0.7455 |
| 0.4065 | 8.3167 | 998 | 0.5648 | 0.7763 | 0.5648 | 0.7515 |
| 0.0812 | 8.3333 | 1000 | 0.5935 | 0.7682 | 0.5935 | 0.7704 |
| 0.0812 | 8.35 | 1002 | 0.6028 | 0.7682 | 0.6028 | 0.7764 |
| 0.0812 | 8.3667 | 1004 | 0.5837 | 0.7763 | 0.5837 | 0.7640 |
| 0.0812 | 8.3833 | 1006 | 0.5942 | 0.7763 | 0.5942 | 0.7709 |
| 0.0812 | 8.4 | 1008 | 0.6015 | 0.7651 | 0.6015 | 0.7755 |
| 0.0812 | 8.4167 | 1010 | 0.5921 | 0.7651 | 0.5921 | 0.7695 |
| 0.0812 | 8.4333 | 1012 | 0.5710 | 0.7651 | 0.5710 | 0.7556 |
| 0.0812 | 8.45 | 1014 | 0.5688 | 0.7651 | 0.5688 | 0.7542 |
| 0.0812 | 8.4667 | 1016 | 0.5709 | 0.7651 | 0.5709 | 0.7556 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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