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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_FineTuningAraBERT_AugV4_k3_task1_organization_fold1
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# Arabic_FineTuningAraBERT_AugV4_k3_task1_organization_fold1
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: 0.6419
- Qwk: 0.8082
- Mse: 0.6419
- Rmse: 0.8012
## 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: 10
### Training results
| Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
|:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:|
| No log | 0.0189 | 2 | 2.1019 | -0.0437 | 2.1019 | 1.4498 |
| No log | 0.0377 | 4 | 1.1182 | 0.0345 | 1.1182 | 1.0574 |
| No log | 0.0566 | 6 | 1.1092 | 0.3000 | 1.1092 | 1.0532 |
| No log | 0.0755 | 8 | 1.4983 | 0.2376 | 1.4983 | 1.2241 |
| No log | 0.0943 | 10 | 1.6498 | 0.3300 | 1.6498 | 1.2845 |
| No log | 0.1132 | 12 | 1.4207 | 0.0912 | 1.4207 | 1.1919 |
| No log | 0.1321 | 14 | 1.3421 | 0.1701 | 1.3421 | 1.1585 |
| No log | 0.1509 | 16 | 1.3474 | 0.3438 | 1.3474 | 1.1608 |
| No log | 0.1698 | 18 | 1.1596 | 0.3386 | 1.1596 | 1.0769 |
| No log | 0.1887 | 20 | 0.9864 | 0.1318 | 0.9864 | 0.9932 |
| No log | 0.2075 | 22 | 0.9286 | 0.1860 | 0.9286 | 0.9636 |
| No log | 0.2264 | 24 | 1.1024 | 0.3497 | 1.1024 | 1.0500 |
| No log | 0.2453 | 26 | 1.1814 | 0.2304 | 1.1814 | 1.0869 |
| No log | 0.2642 | 28 | 0.9330 | 0.3883 | 0.9330 | 0.9659 |
| No log | 0.2830 | 30 | 0.9572 | 0.2963 | 0.9572 | 0.9783 |
| No log | 0.3019 | 32 | 0.9965 | 0.3226 | 0.9965 | 0.9982 |
| No log | 0.3208 | 34 | 1.2607 | 0.4481 | 1.2607 | 1.1228 |
| No log | 0.3396 | 36 | 1.1519 | 0.4481 | 1.1519 | 1.0733 |
| No log | 0.3585 | 38 | 1.2946 | 0.5154 | 1.2946 | 1.1378 |
| No log | 0.3774 | 40 | 1.0624 | 0.4481 | 1.0624 | 1.0307 |
| No log | 0.3962 | 42 | 0.7519 | 0.5609 | 0.7519 | 0.8671 |
| No log | 0.4151 | 44 | 0.8034 | 0.4979 | 0.8034 | 0.8963 |
| No log | 0.4340 | 46 | 1.0412 | 0.5410 | 1.0412 | 1.0204 |
| No log | 0.4528 | 48 | 0.9470 | 0.4474 | 0.9470 | 0.9731 |
| No log | 0.4717 | 50 | 0.8970 | 0.4474 | 0.8970 | 0.9471 |
| No log | 0.4906 | 52 | 0.8890 | 0.4531 | 0.8890 | 0.9429 |
| No log | 0.5094 | 54 | 0.8288 | 0.5655 | 0.8288 | 0.9104 |
| No log | 0.5283 | 56 | 1.1163 | 0.5064 | 1.1163 | 1.0566 |
| No log | 0.5472 | 58 | 1.3740 | 0.6338 | 1.3740 | 1.1722 |
| No log | 0.5660 | 60 | 1.2787 | 0.6159 | 1.2787 | 1.1308 |
| No log | 0.5849 | 62 | 1.0851 | 0.4740 | 1.0851 | 1.0417 |
| No log | 0.6038 | 64 | 0.7462 | 0.5149 | 0.7462 | 0.8638 |
| No log | 0.6226 | 66 | 0.6646 | 0.5149 | 0.6646 | 0.8152 |
| No log | 0.6415 | 68 | 0.7087 | 0.6125 | 0.7087 | 0.8419 |
| No log | 0.6604 | 70 | 1.1046 | 0.5475 | 1.1046 | 1.0510 |
| No log | 0.6792 | 72 | 1.2345 | 0.5475 | 1.2345 | 1.1111 |
| No log | 0.6981 | 74 | 0.9910 | 0.6224 | 0.9910 | 0.9955 |
| No log | 0.7170 | 76 | 0.7035 | 0.5509 | 0.7035 | 0.8387 |
| No log | 0.7358 | 78 | 0.6259 | 0.5993 | 0.6259 | 0.7911 |
| No log | 0.7547 | 80 | 0.7166 | 0.6020 | 0.7166 | 0.8465 |
| No log | 0.7736 | 82 | 1.2575 | 0.5500 | 1.2575 | 1.1214 |
| No log | 0.7925 | 84 | 1.5037 | 0.5430 | 1.5037 | 1.2262 |
| No log | 0.8113 | 86 | 1.3797 | 0.5500 | 1.3797 | 1.1746 |
| No log | 0.8302 | 88 | 0.9451 | 0.6912 | 0.9451 | 0.9722 |
| No log | 0.8491 | 90 | 0.8674 | 0.608 | 0.8674 | 0.9313 |
| No log | 0.8679 | 92 | 1.0290 | 0.6097 | 1.0290 | 1.0144 |
| No log | 0.8868 | 94 | 1.5073 | 0.5591 | 1.5073 | 1.2277 |
| No log | 0.9057 | 96 | 1.6572 | 0.5942 | 1.6572 | 1.2873 |
| No log | 0.9245 | 98 | 1.2658 | 0.5500 | 1.2658 | 1.1251 |
| No log | 0.9434 | 100 | 0.7418 | 0.6486 | 0.7418 | 0.8613 |
| No log | 0.9623 | 102 | 0.5190 | 0.6290 | 0.5190 | 0.7204 |
| No log | 0.9811 | 104 | 0.5230 | 0.58 | 0.5230 | 0.7232 |
| No log | 1.0 | 106 | 0.6751 | 0.6738 | 0.6751 | 0.8217 |
| No log | 1.0189 | 108 | 1.0705 | 0.5993 | 1.0705 | 1.0346 |
| No log | 1.0377 | 110 | 1.1682 | 0.5714 | 1.1682 | 1.0809 |
| No log | 1.0566 | 112 | 0.9400 | 0.6573 | 0.9400 | 0.9696 |
| No log | 1.0755 | 114 | 0.6691 | 0.5909 | 0.6691 | 0.8180 |
| No log | 1.0943 | 116 | 0.6197 | 0.5096 | 0.6197 | 0.7872 |
| No log | 1.1132 | 118 | 0.6353 | 0.5477 | 0.6353 | 0.7970 |
| No log | 1.1321 | 120 | 0.7987 | 0.7093 | 0.7987 | 0.8937 |
| No log | 1.1509 | 122 | 1.0586 | 0.6433 | 1.0586 | 1.0289 |
| No log | 1.1698 | 124 | 1.0296 | 0.6340 | 1.0296 | 1.0147 |
| No log | 1.1887 | 126 | 1.0219 | 0.6340 | 1.0219 | 1.0109 |
| No log | 1.2075 | 128 | 0.8005 | 0.6361 | 0.8005 | 0.8947 |
| No log | 1.2264 | 130 | 0.7319 | 0.6606 | 0.7319 | 0.8555 |
| No log | 1.2453 | 132 | 0.8213 | 0.6361 | 0.8213 | 0.9063 |
| No log | 1.2642 | 134 | 0.8865 | 0.6272 | 0.8865 | 0.9416 |
| No log | 1.2830 | 136 | 0.8992 | 0.6809 | 0.8992 | 0.9482 |
| No log | 1.3019 | 138 | 0.8905 | 0.6809 | 0.8905 | 0.9437 |
| No log | 1.3208 | 140 | 0.7761 | 0.6272 | 0.7761 | 0.8810 |
| No log | 1.3396 | 142 | 0.7186 | 0.6580 | 0.7186 | 0.8477 |
| No log | 1.3585 | 144 | 0.7566 | 0.6978 | 0.7566 | 0.8698 |
| No log | 1.3774 | 146 | 0.9861 | 0.6573 | 0.9861 | 0.9930 |
| No log | 1.3962 | 148 | 1.3773 | 0.5591 | 1.3773 | 1.1736 |
| No log | 1.4151 | 150 | 1.3690 | 0.4167 | 1.3690 | 1.1700 |
| No log | 1.4340 | 152 | 1.0726 | 0.5625 | 1.0726 | 1.0357 |
| No log | 1.4528 | 154 | 0.8270 | 0.5687 | 0.8270 | 0.9094 |
| No log | 1.4717 | 156 | 0.6803 | 0.5646 | 0.6803 | 0.8248 |
| No log | 1.4906 | 158 | 0.7247 | 0.5702 | 0.7247 | 0.8513 |
| No log | 1.5094 | 160 | 0.9080 | 0.6513 | 0.9080 | 0.9529 |
| No log | 1.5283 | 162 | 1.2848 | 0.6190 | 1.2848 | 1.1335 |
| No log | 1.5472 | 164 | 1.4220 | 0.6624 | 1.4220 | 1.1925 |
| No log | 1.5660 | 166 | 1.0899 | 0.6433 | 1.0899 | 1.0440 |
| No log | 1.5849 | 168 | 0.7378 | 0.6736 | 0.7378 | 0.8589 |
| No log | 1.6038 | 170 | 0.7161 | 0.6453 | 0.7161 | 0.8462 |
| No log | 1.6226 | 172 | 0.8806 | 0.6859 | 0.8806 | 0.9384 |
| No log | 1.6415 | 174 | 0.9408 | 0.7390 | 0.9408 | 0.9699 |
| No log | 1.6604 | 176 | 1.0468 | 0.6535 | 1.0468 | 1.0231 |
| No log | 1.6792 | 178 | 0.7862 | 0.7390 | 0.7862 | 0.8867 |
| No log | 1.6981 | 180 | 0.5625 | 0.6794 | 0.5625 | 0.7500 |
| No log | 1.7170 | 182 | 0.6103 | 0.6794 | 0.6103 | 0.7812 |
| No log | 1.7358 | 184 | 0.7860 | 0.608 | 0.7860 | 0.8866 |
| No log | 1.7547 | 186 | 0.8834 | 0.6316 | 0.8834 | 0.9399 |
| No log | 1.7736 | 188 | 0.6970 | 0.6857 | 0.6970 | 0.8349 |
| No log | 1.7925 | 190 | 0.5764 | 0.7083 | 0.5764 | 0.7592 |
| No log | 1.8113 | 192 | 0.5898 | 0.6932 | 0.5898 | 0.7680 |
| No log | 1.8302 | 194 | 0.7497 | 0.6592 | 0.7497 | 0.8658 |
| No log | 1.8491 | 196 | 0.9756 | 0.7552 | 0.9756 | 0.9877 |
| No log | 1.8679 | 198 | 1.2395 | 0.5704 | 1.2395 | 1.1133 |
| No log | 1.8868 | 200 | 1.1281 | 0.5704 | 1.1281 | 1.0621 |
| No log | 1.9057 | 202 | 0.8234 | 0.72 | 0.8234 | 0.9074 |
| No log | 1.9245 | 204 | 0.7027 | 0.7009 | 0.7027 | 0.8383 |
| No log | 1.9434 | 206 | 0.7292 | 0.7107 | 0.7292 | 0.8539 |
| No log | 1.9623 | 208 | 0.8135 | 0.72 | 0.8135 | 0.9019 |
| No log | 1.9811 | 210 | 0.8016 | 0.6978 | 0.8016 | 0.8953 |
| No log | 2.0 | 212 | 0.8248 | 0.6978 | 0.8248 | 0.9082 |
| No log | 2.0189 | 214 | 0.8635 | 0.7336 | 0.8635 | 0.9292 |
| No log | 2.0377 | 216 | 0.8808 | 0.7336 | 0.8808 | 0.9385 |
| No log | 2.0566 | 218 | 1.0101 | 0.6190 | 1.0101 | 1.0050 |
| No log | 2.0755 | 220 | 0.9294 | 0.6573 | 0.9294 | 0.9640 |
| No log | 2.0943 | 222 | 0.7841 | 0.7603 | 0.7841 | 0.8855 |
| No log | 2.1132 | 224 | 0.6963 | 0.6957 | 0.6963 | 0.8344 |
| No log | 2.1321 | 226 | 0.6408 | 0.6957 | 0.6408 | 0.8005 |
| No log | 2.1509 | 228 | 0.7569 | 0.7042 | 0.7569 | 0.8700 |
| No log | 2.1698 | 230 | 1.0248 | 0.7552 | 1.0248 | 1.0123 |
| No log | 2.1887 | 232 | 1.0911 | 0.6936 | 1.0911 | 1.0446 |
| No log | 2.2075 | 234 | 0.8750 | 0.7390 | 0.8750 | 0.9354 |
| No log | 2.2264 | 236 | 0.6355 | 0.6621 | 0.6355 | 0.7972 |
| No log | 2.2453 | 238 | 0.5125 | 0.6873 | 0.5125 | 0.7159 |
| No log | 2.2642 | 240 | 0.5511 | 0.7407 | 0.5511 | 0.7423 |
| No log | 2.2830 | 242 | 0.7134 | 0.7390 | 0.7134 | 0.8446 |
| No log | 2.3019 | 244 | 0.9616 | 0.6936 | 0.9616 | 0.9806 |
| No log | 2.3208 | 246 | 1.0904 | 0.6818 | 1.0904 | 1.0442 |
| No log | 2.3396 | 248 | 0.9190 | 0.6936 | 0.9190 | 0.9586 |
| No log | 2.3585 | 250 | 0.6613 | 0.7260 | 0.6613 | 0.8132 |
| No log | 2.3774 | 252 | 0.5008 | 0.6936 | 0.5008 | 0.7076 |
| No log | 2.3962 | 254 | 0.5179 | 0.6405 | 0.5179 | 0.7196 |
| No log | 2.4151 | 256 | 0.5727 | 0.6338 | 0.5727 | 0.7567 |
| No log | 2.4340 | 258 | 0.7158 | 0.7755 | 0.7158 | 0.8461 |
| No log | 2.4528 | 260 | 1.1275 | 0.7012 | 1.1275 | 1.0618 |
| No log | 2.4717 | 262 | 1.3925 | 0.6557 | 1.3925 | 1.1801 |
| No log | 2.4906 | 264 | 1.2669 | 0.6557 | 1.2669 | 1.1256 |
| No log | 2.5094 | 266 | 0.8813 | 0.7616 | 0.8813 | 0.9388 |
| No log | 2.5283 | 268 | 0.6178 | 0.5783 | 0.6178 | 0.7860 |
| No log | 2.5472 | 270 | 0.6169 | 0.5614 | 0.6169 | 0.7854 |
| No log | 2.5660 | 272 | 0.5752 | 0.5614 | 0.5752 | 0.7584 |
| No log | 2.5849 | 274 | 0.4988 | 0.5594 | 0.4988 | 0.7063 |
| No log | 2.6038 | 276 | 0.5009 | 0.6769 | 0.5009 | 0.7077 |
| No log | 2.6226 | 278 | 0.5951 | 0.7103 | 0.5951 | 0.7714 |
| No log | 2.6415 | 280 | 0.6957 | 0.7864 | 0.6957 | 0.8341 |
| No log | 2.6604 | 282 | 0.8127 | 0.7336 | 0.8127 | 0.9015 |
| No log | 2.6792 | 284 | 0.8265 | 0.7336 | 0.8265 | 0.9091 |
| No log | 2.6981 | 286 | 0.7175 | 0.7116 | 0.7175 | 0.8471 |
| No log | 2.7170 | 288 | 0.6028 | 0.6486 | 0.6028 | 0.7764 |
| No log | 2.7358 | 290 | 0.4923 | 0.5556 | 0.4923 | 0.7016 |
| No log | 2.7547 | 292 | 0.4762 | 0.6097 | 0.4762 | 0.6901 |
| No log | 2.7736 | 294 | 0.4794 | 0.6097 | 0.4794 | 0.6924 |
| No log | 2.7925 | 296 | 0.5512 | 0.5914 | 0.5512 | 0.7425 |
| No log | 2.8113 | 298 | 0.6805 | 0.6889 | 0.6805 | 0.8249 |
| No log | 2.8302 | 300 | 0.7193 | 0.6889 | 0.7193 | 0.8481 |
| No log | 2.8491 | 302 | 0.6879 | 0.7556 | 0.6879 | 0.8294 |
| No log | 2.8679 | 304 | 0.6540 | 0.6387 | 0.6540 | 0.8087 |
| No log | 2.8868 | 306 | 0.6711 | 0.6387 | 0.6711 | 0.8192 |
| No log | 2.9057 | 308 | 0.7383 | 0.6918 | 0.7383 | 0.8592 |
| No log | 2.9245 | 310 | 0.7753 | 0.6994 | 0.7753 | 0.8805 |
| No log | 2.9434 | 312 | 0.8320 | 0.7616 | 0.8320 | 0.9121 |
| No log | 2.9623 | 314 | 0.8846 | 0.7712 | 0.8846 | 0.9405 |
| No log | 2.9811 | 316 | 0.8184 | 0.7712 | 0.8184 | 0.9047 |
| No log | 3.0 | 318 | 0.6889 | 0.7692 | 0.6889 | 0.8300 |
| No log | 3.0189 | 320 | 0.5684 | 0.6525 | 0.5684 | 0.7539 |
| No log | 3.0377 | 322 | 0.5491 | 0.6111 | 0.5491 | 0.7410 |
| No log | 3.0566 | 324 | 0.5939 | 0.6738 | 0.5939 | 0.7706 |
| No log | 3.0755 | 326 | 0.7400 | 0.7336 | 0.7400 | 0.8602 |
| No log | 3.0943 | 328 | 0.7992 | 0.7552 | 0.7992 | 0.8940 |
| No log | 3.1132 | 330 | 0.8884 | 0.7774 | 0.8884 | 0.9425 |
| No log | 3.1321 | 332 | 0.8134 | 0.7552 | 0.8134 | 0.9019 |
| No log | 3.1509 | 334 | 0.7102 | 0.7712 | 0.7102 | 0.8427 |
| No log | 3.1698 | 336 | 0.8479 | 0.7712 | 0.8479 | 0.9208 |
| No log | 3.1887 | 338 | 0.9830 | 0.7921 | 0.9830 | 0.9915 |
| No log | 3.2075 | 340 | 0.9476 | 0.7921 | 0.9476 | 0.9735 |
| No log | 3.2264 | 342 | 0.8247 | 0.7712 | 0.8247 | 0.9081 |
| No log | 3.2453 | 344 | 0.6764 | 0.7712 | 0.6764 | 0.8224 |
| No log | 3.2642 | 346 | 0.5813 | 0.7864 | 0.5813 | 0.7624 |
| No log | 3.2830 | 348 | 0.5161 | 0.7651 | 0.5161 | 0.7184 |
| No log | 3.3019 | 350 | 0.5481 | 0.7651 | 0.5481 | 0.7404 |
| No log | 3.3208 | 352 | 0.7339 | 0.7921 | 0.7339 | 0.8567 |
| No log | 3.3396 | 354 | 0.7876 | 0.7921 | 0.7876 | 0.8874 |
| No log | 3.3585 | 356 | 0.6428 | 0.7712 | 0.6428 | 0.8018 |
| No log | 3.3774 | 358 | 0.4708 | 0.7601 | 0.4708 | 0.6862 |
| No log | 3.3962 | 360 | 0.4262 | 0.6392 | 0.4262 | 0.6529 |
| No log | 3.4151 | 362 | 0.5036 | 0.7601 | 0.5036 | 0.7096 |
| No log | 3.4340 | 364 | 0.7972 | 0.7712 | 0.7972 | 0.8928 |
| No log | 3.4528 | 366 | 1.0404 | 0.7603 | 1.0404 | 1.0200 |
| No log | 3.4717 | 368 | 0.9995 | 0.7603 | 0.9995 | 0.9997 |
| No log | 3.4906 | 370 | 0.7829 | 0.7921 | 0.7829 | 0.8848 |
| No log | 3.5094 | 372 | 0.6162 | 0.7442 | 0.6162 | 0.7850 |
| No log | 3.5283 | 374 | 0.5604 | 0.7358 | 0.5604 | 0.7486 |
| No log | 3.5472 | 376 | 0.5081 | 0.7601 | 0.5081 | 0.7128 |
| No log | 3.5660 | 378 | 0.4900 | 0.6645 | 0.4900 | 0.7000 |
| No log | 3.5849 | 380 | 0.5704 | 0.7358 | 0.5704 | 0.7552 |
| No log | 3.6038 | 382 | 0.7701 | 0.7921 | 0.7701 | 0.8776 |
| No log | 3.6226 | 384 | 0.8860 | 0.7921 | 0.8860 | 0.9413 |
| No log | 3.6415 | 386 | 0.7747 | 0.7921 | 0.7747 | 0.8802 |
| No log | 3.6604 | 388 | 0.5881 | 0.7864 | 0.5881 | 0.7669 |
| No log | 3.6792 | 390 | 0.5249 | 0.7372 | 0.5249 | 0.7245 |
| No log | 3.6981 | 392 | 0.5483 | 0.7907 | 0.5483 | 0.7405 |
| No log | 3.7170 | 394 | 0.7232 | 0.7709 | 0.7232 | 0.8504 |
| No log | 3.7358 | 396 | 0.8438 | 0.7552 | 0.8438 | 0.9186 |
| No log | 3.7547 | 398 | 0.8107 | 0.7552 | 0.8107 | 0.9004 |
| No log | 3.7736 | 400 | 0.6863 | 0.7651 | 0.6863 | 0.8285 |
| No log | 3.7925 | 402 | 0.5851 | 0.7799 | 0.5851 | 0.7649 |
| No log | 3.8113 | 404 | 0.5242 | 0.6453 | 0.5242 | 0.7240 |
| No log | 3.8302 | 406 | 0.5234 | 0.6509 | 0.5234 | 0.7235 |
| No log | 3.8491 | 408 | 0.5452 | 0.6736 | 0.5452 | 0.7384 |
| No log | 3.8679 | 410 | 0.6590 | 0.7556 | 0.6590 | 0.8118 |
| No log | 3.8868 | 412 | 0.8420 | 0.7336 | 0.8420 | 0.9176 |
| No log | 3.9057 | 414 | 0.9492 | 0.7552 | 0.9492 | 0.9743 |
| No log | 3.9245 | 416 | 0.9944 | 0.6784 | 0.9944 | 0.9972 |
| No log | 3.9434 | 418 | 0.9277 | 0.6784 | 0.9277 | 0.9632 |
| No log | 3.9623 | 420 | 0.8863 | 0.6784 | 0.8863 | 0.9414 |
| No log | 3.9811 | 422 | 0.7193 | 0.7482 | 0.7193 | 0.8481 |
| No log | 4.0 | 424 | 0.5743 | 0.7464 | 0.5743 | 0.7578 |
| No log | 4.0189 | 426 | 0.5226 | 0.6934 | 0.5226 | 0.7229 |
| No log | 4.0377 | 428 | 0.5396 | 0.6807 | 0.5396 | 0.7346 |
| No log | 4.0566 | 430 | 0.6223 | 0.7317 | 0.6223 | 0.7888 |
| No log | 4.0755 | 432 | 0.8596 | 0.7552 | 0.8596 | 0.9271 |
| No log | 4.0943 | 434 | 1.0242 | 0.7552 | 1.0242 | 1.0120 |
| No log | 4.1132 | 436 | 0.9812 | 0.7552 | 0.9812 | 0.9905 |
| No log | 4.1321 | 438 | 0.8442 | 0.7552 | 0.8442 | 0.9188 |
| No log | 4.1509 | 440 | 0.7232 | 0.7709 | 0.7232 | 0.8504 |
| No log | 4.1698 | 442 | 0.6336 | 0.7651 | 0.6336 | 0.7960 |
| No log | 4.1887 | 444 | 0.6387 | 0.7651 | 0.6387 | 0.7992 |
| No log | 4.2075 | 446 | 0.6515 | 0.7864 | 0.6515 | 0.8071 |
| No log | 4.2264 | 448 | 0.7214 | 0.8082 | 0.7214 | 0.8493 |
| No log | 4.2453 | 450 | 0.8371 | 0.7921 | 0.8371 | 0.9149 |
| No log | 4.2642 | 452 | 0.9317 | 0.7552 | 0.9317 | 0.9653 |
| No log | 4.2830 | 454 | 0.9588 | 0.7552 | 0.9588 | 0.9792 |
| No log | 4.3019 | 456 | 0.9207 | 0.7774 | 0.9207 | 0.9595 |
| No log | 4.3208 | 458 | 0.7770 | 0.7709 | 0.7770 | 0.8815 |
| No log | 4.3396 | 460 | 0.6012 | 0.7879 | 0.6012 | 0.7754 |
| No log | 4.3585 | 462 | 0.5306 | 0.7273 | 0.5306 | 0.7284 |
| No log | 4.3774 | 464 | 0.5451 | 0.7686 | 0.5451 | 0.7383 |
| No log | 4.3962 | 466 | 0.5883 | 0.7879 | 0.5883 | 0.7670 |
| No log | 4.4151 | 468 | 0.6426 | 0.8082 | 0.6426 | 0.8016 |
| No log | 4.4340 | 470 | 0.7122 | 0.8082 | 0.7122 | 0.8439 |
| No log | 4.4528 | 472 | 0.6830 | 0.8082 | 0.6830 | 0.8264 |
| No log | 4.4717 | 474 | 0.6855 | 0.8082 | 0.6855 | 0.8280 |
| No log | 4.4906 | 476 | 0.6381 | 0.8082 | 0.6381 | 0.7988 |
| No log | 4.5094 | 478 | 0.6507 | 0.8082 | 0.6507 | 0.8066 |
| No log | 4.5283 | 480 | 0.6217 | 0.7864 | 0.6217 | 0.7885 |
| No log | 4.5472 | 482 | 0.6052 | 0.7864 | 0.6052 | 0.7779 |
| No log | 4.5660 | 484 | 0.5739 | 0.7556 | 0.5739 | 0.7576 |
| No log | 4.5849 | 486 | 0.5964 | 0.7556 | 0.5964 | 0.7723 |
| No log | 4.6038 | 488 | 0.6350 | 0.7556 | 0.6350 | 0.7969 |
| No log | 4.6226 | 490 | 0.6480 | 0.7556 | 0.6480 | 0.8050 |
| No log | 4.6415 | 492 | 0.6564 | 0.7556 | 0.6564 | 0.8102 |
| No log | 4.6604 | 494 | 0.6953 | 0.7651 | 0.6953 | 0.8339 |
| No log | 4.6792 | 496 | 0.6232 | 0.7556 | 0.6232 | 0.7894 |
| No log | 4.6981 | 498 | 0.6044 | 0.7556 | 0.6044 | 0.7775 |
| 0.3832 | 4.7170 | 500 | 0.6018 | 0.7556 | 0.6018 | 0.7758 |
| 0.3832 | 4.7358 | 502 | 0.6077 | 0.7556 | 0.6077 | 0.7796 |
| 0.3832 | 4.7547 | 504 | 0.6120 | 0.7556 | 0.6120 | 0.7823 |
| 0.3832 | 4.7736 | 506 | 0.5947 | 0.7358 | 0.5947 | 0.7712 |
| 0.3832 | 4.7925 | 508 | 0.5925 | 0.7358 | 0.5925 | 0.7698 |
| 0.3832 | 4.8113 | 510 | 0.6371 | 0.7358 | 0.6371 | 0.7982 |
| 0.3832 | 4.8302 | 512 | 0.6983 | 0.7556 | 0.6983 | 0.8356 |
| 0.3832 | 4.8491 | 514 | 0.7692 | 0.7651 | 0.7692 | 0.8771 |
| 0.3832 | 4.8679 | 516 | 0.7319 | 0.7556 | 0.7319 | 0.8555 |
| 0.3832 | 4.8868 | 518 | 0.7317 | 0.7651 | 0.7317 | 0.8554 |
| 0.3832 | 4.9057 | 520 | 0.6854 | 0.7651 | 0.6854 | 0.8279 |
| 0.3832 | 4.9245 | 522 | 0.6169 | 0.7442 | 0.6169 | 0.7855 |
| 0.3832 | 4.9434 | 524 | 0.6500 | 0.7651 | 0.6500 | 0.8062 |
| 0.3832 | 4.9623 | 526 | 0.7298 | 0.7709 | 0.7298 | 0.8543 |
| 0.3832 | 4.9811 | 528 | 0.6925 | 0.7709 | 0.6925 | 0.8322 |
| 0.3832 | 5.0 | 530 | 0.6758 | 0.7709 | 0.6758 | 0.8220 |
| 0.3832 | 5.0189 | 532 | 0.7352 | 0.7709 | 0.7352 | 0.8574 |
| 0.3832 | 5.0377 | 534 | 0.7407 | 0.7709 | 0.7407 | 0.8606 |
| 0.3832 | 5.0566 | 536 | 0.6954 | 0.7709 | 0.6954 | 0.8339 |
| 0.3832 | 5.0755 | 538 | 0.6679 | 0.7709 | 0.6679 | 0.8173 |
| 0.3832 | 5.0943 | 540 | 0.6449 | 0.7260 | 0.6449 | 0.8031 |
| 0.3832 | 5.1132 | 542 | 0.7048 | 0.7260 | 0.7048 | 0.8395 |
| 0.3832 | 5.1321 | 544 | 0.7743 | 0.7482 | 0.7743 | 0.8799 |
| 0.3832 | 5.1509 | 546 | 0.8011 | 0.7864 | 0.8011 | 0.8950 |
| 0.3832 | 5.1698 | 548 | 0.8819 | 0.7552 | 0.8819 | 0.9391 |
| 0.3832 | 5.1887 | 550 | 0.9624 | 0.7552 | 0.9624 | 0.9810 |
| 0.3832 | 5.2075 | 552 | 0.9058 | 0.7552 | 0.9058 | 0.9517 |
| 0.3832 | 5.2264 | 554 | 0.8473 | 0.7552 | 0.8473 | 0.9205 |
| 0.3832 | 5.2453 | 556 | 0.8052 | 0.7709 | 0.8052 | 0.8973 |
| 0.3832 | 5.2642 | 558 | 0.7663 | 0.7709 | 0.7663 | 0.8754 |
| 0.3832 | 5.2830 | 560 | 0.8029 | 0.7709 | 0.8029 | 0.8961 |
| 0.3832 | 5.3019 | 562 | 0.7783 | 0.7709 | 0.7783 | 0.8822 |
| 0.3832 | 5.3208 | 564 | 0.7471 | 0.7709 | 0.7471 | 0.8644 |
| 0.3832 | 5.3396 | 566 | 0.7248 | 0.8082 | 0.7248 | 0.8513 |
| 0.3832 | 5.3585 | 568 | 0.6593 | 0.8082 | 0.6593 | 0.8120 |
| 0.3832 | 5.3774 | 570 | 0.6091 | 0.8082 | 0.6091 | 0.7804 |
| 0.3832 | 5.3962 | 572 | 0.6036 | 0.8082 | 0.6036 | 0.7769 |
| 0.3832 | 5.4151 | 574 | 0.6724 | 0.8082 | 0.6724 | 0.8200 |
| 0.3832 | 5.4340 | 576 | 0.7552 | 0.8082 | 0.7552 | 0.8690 |
| 0.3832 | 5.4528 | 578 | 0.7837 | 0.7921 | 0.7837 | 0.8853 |
| 0.3832 | 5.4717 | 580 | 0.7170 | 0.8082 | 0.7170 | 0.8468 |
| 0.3832 | 5.4906 | 582 | 0.7171 | 0.7961 | 0.7171 | 0.8468 |
| 0.3832 | 5.5094 | 584 | 0.8081 | 0.7921 | 0.8081 | 0.8990 |
| 0.3832 | 5.5283 | 586 | 0.9529 | 0.72 | 0.9529 | 0.9762 |
| 0.3832 | 5.5472 | 588 | 0.9712 | 0.72 | 0.9712 | 0.9855 |
| 0.3832 | 5.5660 | 590 | 0.8803 | 0.72 | 0.8803 | 0.9382 |
| 0.3832 | 5.5849 | 592 | 0.8191 | 0.8082 | 0.8191 | 0.9050 |
| 0.3832 | 5.6038 | 594 | 0.8155 | 0.7709 | 0.8155 | 0.9031 |
| 0.3832 | 5.6226 | 596 | 0.7949 | 0.7709 | 0.7949 | 0.8916 |
| 0.3832 | 5.6415 | 598 | 0.7054 | 0.8082 | 0.7054 | 0.8399 |
| 0.3832 | 5.6604 | 600 | 0.6186 | 0.8082 | 0.6186 | 0.7865 |
| 0.3832 | 5.6792 | 602 | 0.5811 | 0.7758 | 0.5811 | 0.7623 |
| 0.3832 | 5.6981 | 604 | 0.6099 | 0.7758 | 0.6099 | 0.7809 |
| 0.3832 | 5.7170 | 606 | 0.6165 | 0.8082 | 0.6165 | 0.7852 |
| 0.3832 | 5.7358 | 608 | 0.6364 | 0.8082 | 0.6364 | 0.7978 |
| 0.3832 | 5.7547 | 610 | 0.6819 | 0.8082 | 0.6819 | 0.8258 |
| 0.3832 | 5.7736 | 612 | 0.6666 | 0.8082 | 0.6666 | 0.8164 |
| 0.3832 | 5.7925 | 614 | 0.6299 | 0.8082 | 0.6299 | 0.7937 |
| 0.3832 | 5.8113 | 616 | 0.6720 | 0.8082 | 0.6720 | 0.8198 |
| 0.3832 | 5.8302 | 618 | 0.6690 | 0.8082 | 0.6690 | 0.8179 |
| 0.3832 | 5.8491 | 620 | 0.6473 | 0.8082 | 0.6473 | 0.8046 |
| 0.3832 | 5.8679 | 622 | 0.5972 | 0.8082 | 0.5972 | 0.7728 |
| 0.3832 | 5.8868 | 624 | 0.5711 | 0.7756 | 0.5711 | 0.7557 |
| 0.3832 | 5.9057 | 626 | 0.5174 | 0.6543 | 0.5174 | 0.7193 |
| 0.3832 | 5.9245 | 628 | 0.5085 | 0.6543 | 0.5085 | 0.7131 |
| 0.3832 | 5.9434 | 630 | 0.5237 | 0.6894 | 0.5237 | 0.7237 |
| 0.3832 | 5.9623 | 632 | 0.5983 | 0.7961 | 0.5983 | 0.7735 |
| 0.3832 | 5.9811 | 634 | 0.6760 | 0.8082 | 0.6760 | 0.8222 |
| 0.3832 | 6.0 | 636 | 0.7939 | 0.7921 | 0.7939 | 0.8910 |
| 0.3832 | 6.0189 | 638 | 0.8565 | 0.7552 | 0.8565 | 0.9255 |
| 0.3832 | 6.0377 | 640 | 0.8024 | 0.7552 | 0.8024 | 0.8958 |
| 0.3832 | 6.0566 | 642 | 0.6722 | 0.7709 | 0.6722 | 0.8199 |
| 0.3832 | 6.0755 | 644 | 0.5522 | 0.7758 | 0.5522 | 0.7431 |
| 0.3832 | 6.0943 | 646 | 0.5112 | 0.7103 | 0.5112 | 0.7150 |
| 0.3832 | 6.1132 | 648 | 0.5278 | 0.7103 | 0.5278 | 0.7265 |
| 0.3832 | 6.1321 | 650 | 0.5619 | 0.7442 | 0.5619 | 0.7496 |
| 0.3832 | 6.1509 | 652 | 0.6817 | 0.7709 | 0.6817 | 0.8256 |
| 0.3832 | 6.1698 | 654 | 0.8782 | 0.7552 | 0.8782 | 0.9371 |
| 0.3832 | 6.1887 | 656 | 0.9619 | 0.7552 | 0.9619 | 0.9808 |
| 0.3832 | 6.2075 | 658 | 0.8946 | 0.7552 | 0.8946 | 0.9458 |
| 0.3832 | 6.2264 | 660 | 0.7294 | 0.7709 | 0.7294 | 0.8540 |
| 0.3832 | 6.2453 | 662 | 0.6635 | 0.7709 | 0.6635 | 0.8146 |
| 0.3832 | 6.2642 | 664 | 0.6114 | 0.7348 | 0.6114 | 0.7819 |
| 0.3832 | 6.2830 | 666 | 0.5823 | 0.7348 | 0.5823 | 0.7631 |
| 0.3832 | 6.3019 | 668 | 0.6204 | 0.7348 | 0.6204 | 0.7877 |
| 0.3832 | 6.3208 | 670 | 0.6557 | 0.7709 | 0.6557 | 0.8098 |
| 0.3832 | 6.3396 | 672 | 0.6678 | 0.7709 | 0.6678 | 0.8172 |
| 0.3832 | 6.3585 | 674 | 0.6989 | 0.7709 | 0.6989 | 0.8360 |
| 0.3832 | 6.3774 | 676 | 0.6740 | 0.7709 | 0.6740 | 0.8210 |
| 0.3832 | 6.3962 | 678 | 0.6539 | 0.7709 | 0.6539 | 0.8086 |
| 0.3832 | 6.4151 | 680 | 0.6822 | 0.7709 | 0.6822 | 0.8259 |
| 0.3832 | 6.4340 | 682 | 0.6531 | 0.7709 | 0.6531 | 0.8081 |
| 0.3832 | 6.4528 | 684 | 0.6587 | 0.7709 | 0.6587 | 0.8116 |
| 0.3832 | 6.4717 | 686 | 0.6379 | 0.7709 | 0.6379 | 0.7987 |
| 0.3832 | 6.4906 | 688 | 0.6047 | 0.7709 | 0.6047 | 0.7776 |
| 0.3832 | 6.5094 | 690 | 0.6426 | 0.7709 | 0.6426 | 0.8017 |
| 0.3832 | 6.5283 | 692 | 0.7041 | 0.7709 | 0.7041 | 0.8391 |
| 0.3832 | 6.5472 | 694 | 0.7305 | 0.8082 | 0.7305 | 0.8547 |
| 0.3832 | 6.5660 | 696 | 0.7498 | 0.8082 | 0.7498 | 0.8659 |
| 0.3832 | 6.5849 | 698 | 0.8265 | 0.7709 | 0.8265 | 0.9091 |
| 0.3832 | 6.6038 | 700 | 0.8516 | 0.7709 | 0.8516 | 0.9228 |
| 0.3832 | 6.6226 | 702 | 0.7795 | 0.8082 | 0.7795 | 0.8829 |
| 0.3832 | 6.6415 | 704 | 0.6476 | 0.8082 | 0.6476 | 0.8048 |
| 0.3832 | 6.6604 | 706 | 0.5337 | 0.7961 | 0.5337 | 0.7306 |
| 0.3832 | 6.6792 | 708 | 0.4892 | 0.7586 | 0.4892 | 0.6994 |
| 0.3832 | 6.6981 | 710 | 0.5046 | 0.7651 | 0.5046 | 0.7104 |
| 0.3832 | 6.7170 | 712 | 0.5647 | 0.8082 | 0.5647 | 0.7514 |
| 0.3832 | 6.7358 | 714 | 0.6586 | 0.7709 | 0.6586 | 0.8116 |
| 0.3832 | 6.7547 | 716 | 0.8044 | 0.7709 | 0.8044 | 0.8969 |
| 0.3832 | 6.7736 | 718 | 0.8951 | 0.7552 | 0.8951 | 0.9461 |
| 0.3832 | 6.7925 | 720 | 0.9169 | 0.7552 | 0.9169 | 0.9575 |
| 0.3832 | 6.8113 | 722 | 0.8681 | 0.7552 | 0.8681 | 0.9317 |
| 0.3832 | 6.8302 | 724 | 0.7614 | 0.7709 | 0.7614 | 0.8726 |
| 0.3832 | 6.8491 | 726 | 0.7074 | 0.8082 | 0.7074 | 0.8411 |
| 0.3832 | 6.8679 | 728 | 0.6805 | 0.8082 | 0.6805 | 0.8249 |
| 0.3832 | 6.8868 | 730 | 0.6462 | 0.8082 | 0.6462 | 0.8038 |
| 0.3832 | 6.9057 | 732 | 0.6191 | 0.8082 | 0.6191 | 0.7869 |
| 0.3832 | 6.9245 | 734 | 0.6226 | 0.8082 | 0.6226 | 0.7891 |
| 0.3832 | 6.9434 | 736 | 0.6458 | 0.8082 | 0.6458 | 0.8036 |
| 0.3832 | 6.9623 | 738 | 0.6222 | 0.8082 | 0.6222 | 0.7888 |
| 0.3832 | 6.9811 | 740 | 0.6138 | 0.8082 | 0.6138 | 0.7835 |
| 0.3832 | 7.0 | 742 | 0.6044 | 0.8082 | 0.6044 | 0.7774 |
| 0.3832 | 7.0189 | 744 | 0.5955 | 0.8082 | 0.5955 | 0.7717 |
| 0.3832 | 7.0377 | 746 | 0.6044 | 0.8082 | 0.6044 | 0.7774 |
| 0.3832 | 7.0566 | 748 | 0.6611 | 0.7709 | 0.6611 | 0.8131 |
| 0.3832 | 7.0755 | 750 | 0.6880 | 0.7709 | 0.6880 | 0.8295 |
| 0.3832 | 7.0943 | 752 | 0.6822 | 0.7709 | 0.6822 | 0.8260 |
| 0.3832 | 7.1132 | 754 | 0.6429 | 0.7709 | 0.6429 | 0.8018 |
| 0.3832 | 7.1321 | 756 | 0.5971 | 0.7651 | 0.5971 | 0.7727 |
| 0.3832 | 7.1509 | 758 | 0.5783 | 0.7907 | 0.5783 | 0.7605 |
| 0.3832 | 7.1698 | 760 | 0.5921 | 0.7907 | 0.5921 | 0.7695 |
| 0.3832 | 7.1887 | 762 | 0.6066 | 0.7907 | 0.6066 | 0.7788 |
| 0.3832 | 7.2075 | 764 | 0.6386 | 0.7336 | 0.6386 | 0.7991 |
| 0.3832 | 7.2264 | 766 | 0.6653 | 0.7336 | 0.6653 | 0.8157 |
| 0.3832 | 7.2453 | 768 | 0.6515 | 0.7336 | 0.6515 | 0.8071 |
| 0.3832 | 7.2642 | 770 | 0.5883 | 0.7907 | 0.5883 | 0.7670 |
| 0.3832 | 7.2830 | 772 | 0.5542 | 0.7907 | 0.5542 | 0.7444 |
| 0.3832 | 7.3019 | 774 | 0.5658 | 0.7535 | 0.5658 | 0.7522 |
| 0.3832 | 7.3208 | 776 | 0.5895 | 0.7482 | 0.5895 | 0.7678 |
| 0.3832 | 7.3396 | 778 | 0.5817 | 0.7758 | 0.5817 | 0.7627 |
| 0.3832 | 7.3585 | 780 | 0.6023 | 0.7712 | 0.6023 | 0.7761 |
| 0.3832 | 7.3774 | 782 | 0.6310 | 0.7712 | 0.6310 | 0.7944 |
| 0.3832 | 7.3962 | 784 | 0.6707 | 0.7921 | 0.6707 | 0.8190 |
| 0.3832 | 7.4151 | 786 | 0.6834 | 0.7552 | 0.6834 | 0.8267 |
| 0.3832 | 7.4340 | 788 | 0.6938 | 0.7552 | 0.6938 | 0.8329 |
| 0.3832 | 7.4528 | 790 | 0.6570 | 0.7921 | 0.6570 | 0.8106 |
| 0.3832 | 7.4717 | 792 | 0.5782 | 0.7651 | 0.5782 | 0.7604 |
| 0.3832 | 7.4906 | 794 | 0.5376 | 0.7907 | 0.5376 | 0.7332 |
| 0.3832 | 7.5094 | 796 | 0.5467 | 0.7907 | 0.5467 | 0.7394 |
| 0.3832 | 7.5283 | 798 | 0.6026 | 0.7651 | 0.6026 | 0.7763 |
| 0.3832 | 7.5472 | 800 | 0.6361 | 0.8082 | 0.6361 | 0.7976 |
| 0.3832 | 7.5660 | 802 | 0.6434 | 0.8082 | 0.6434 | 0.8021 |
| 0.3832 | 7.5849 | 804 | 0.6366 | 0.7709 | 0.6366 | 0.7979 |
| 0.3832 | 7.6038 | 806 | 0.6270 | 0.7709 | 0.6270 | 0.7918 |
| 0.3832 | 7.6226 | 808 | 0.6011 | 0.7709 | 0.6011 | 0.7753 |
| 0.3832 | 7.6415 | 810 | 0.6117 | 0.7709 | 0.6117 | 0.7821 |
| 0.3832 | 7.6604 | 812 | 0.6654 | 0.7709 | 0.6654 | 0.8157 |
| 0.3832 | 7.6792 | 814 | 0.7341 | 0.7552 | 0.7341 | 0.8568 |
| 0.3832 | 7.6981 | 816 | 0.7433 | 0.7552 | 0.7433 | 0.8621 |
| 0.3832 | 7.7170 | 818 | 0.6973 | 0.7552 | 0.6973 | 0.8350 |
| 0.3832 | 7.7358 | 820 | 0.6600 | 0.7864 | 0.6600 | 0.8124 |
| 0.3832 | 7.7547 | 822 | 0.6132 | 0.7864 | 0.6132 | 0.7831 |
| 0.3832 | 7.7736 | 824 | 0.5830 | 0.7864 | 0.5830 | 0.7635 |
| 0.3832 | 7.7925 | 826 | 0.5522 | 0.7651 | 0.5522 | 0.7431 |
| 0.3832 | 7.8113 | 828 | 0.5681 | 0.7864 | 0.5681 | 0.7537 |
| 0.3832 | 7.8302 | 830 | 0.5760 | 0.7864 | 0.5760 | 0.7589 |
| 0.3832 | 7.8491 | 832 | 0.6045 | 0.7864 | 0.6045 | 0.7775 |
| 0.3832 | 7.8679 | 834 | 0.6129 | 0.7864 | 0.6129 | 0.7829 |
| 0.3832 | 7.8868 | 836 | 0.5998 | 0.7864 | 0.5998 | 0.7745 |
| 0.3832 | 7.9057 | 838 | 0.5861 | 0.7864 | 0.5861 | 0.7655 |
| 0.3832 | 7.9245 | 840 | 0.6126 | 0.7864 | 0.6126 | 0.7827 |
| 0.3832 | 7.9434 | 842 | 0.6245 | 0.7864 | 0.6245 | 0.7902 |
| 0.3832 | 7.9623 | 844 | 0.6003 | 0.7864 | 0.6003 | 0.7748 |
| 0.3832 | 7.9811 | 846 | 0.5719 | 0.7864 | 0.5719 | 0.7562 |
| 0.3832 | 8.0 | 848 | 0.5890 | 0.7864 | 0.5890 | 0.7675 |
| 0.3832 | 8.0189 | 850 | 0.6342 | 0.7864 | 0.6342 | 0.7964 |
| 0.3832 | 8.0377 | 852 | 0.6855 | 0.8082 | 0.6855 | 0.8279 |
| 0.3832 | 8.0566 | 854 | 0.7050 | 0.7709 | 0.7050 | 0.8396 |
| 0.3832 | 8.0755 | 856 | 0.6782 | 0.8082 | 0.6782 | 0.8235 |
| 0.3832 | 8.0943 | 858 | 0.6767 | 0.8082 | 0.6767 | 0.8226 |
| 0.3832 | 8.1132 | 860 | 0.6473 | 0.7864 | 0.6473 | 0.8045 |
| 0.3832 | 8.1321 | 862 | 0.6027 | 0.7864 | 0.6027 | 0.7763 |
| 0.3832 | 8.1509 | 864 | 0.5974 | 0.7864 | 0.5974 | 0.7729 |
| 0.3832 | 8.1698 | 866 | 0.6228 | 0.7864 | 0.6228 | 0.7892 |
| 0.3832 | 8.1887 | 868 | 0.6719 | 0.7864 | 0.6719 | 0.8197 |
| 0.3832 | 8.2075 | 870 | 0.7442 | 0.8082 | 0.7442 | 0.8626 |
| 0.3832 | 8.2264 | 872 | 0.7693 | 0.8082 | 0.7693 | 0.8771 |
| 0.3832 | 8.2453 | 874 | 0.7581 | 0.8082 | 0.7581 | 0.8707 |
| 0.3832 | 8.2642 | 876 | 0.7434 | 0.8082 | 0.7434 | 0.8622 |
| 0.3832 | 8.2830 | 878 | 0.7329 | 0.8082 | 0.7329 | 0.8561 |
| 0.3832 | 8.3019 | 880 | 0.7125 | 0.8082 | 0.7125 | 0.8441 |
| 0.3832 | 8.3208 | 882 | 0.7118 | 0.8082 | 0.7118 | 0.8437 |
| 0.3832 | 8.3396 | 884 | 0.7252 | 0.7709 | 0.7252 | 0.8516 |
| 0.3832 | 8.3585 | 886 | 0.7261 | 0.7709 | 0.7261 | 0.8521 |
| 0.3832 | 8.3774 | 888 | 0.6993 | 0.7709 | 0.6993 | 0.8362 |
| 0.3832 | 8.3962 | 890 | 0.6600 | 0.7709 | 0.6600 | 0.8124 |
| 0.3832 | 8.4151 | 892 | 0.6059 | 0.7864 | 0.6059 | 0.7784 |
| 0.3832 | 8.4340 | 894 | 0.5680 | 0.7651 | 0.5680 | 0.7537 |
| 0.3832 | 8.4528 | 896 | 0.5510 | 0.7651 | 0.5510 | 0.7423 |
| 0.3832 | 8.4717 | 898 | 0.5399 | 0.7651 | 0.5399 | 0.7348 |
| 0.3832 | 8.4906 | 900 | 0.5386 | 0.7651 | 0.5386 | 0.7339 |
| 0.3832 | 8.5094 | 902 | 0.5578 | 0.7651 | 0.5578 | 0.7469 |
| 0.3832 | 8.5283 | 904 | 0.5910 | 0.7864 | 0.5910 | 0.7688 |
| 0.3832 | 8.5472 | 906 | 0.6157 | 0.8082 | 0.6157 | 0.7847 |
| 0.3832 | 8.5660 | 908 | 0.6267 | 0.8082 | 0.6267 | 0.7916 |
| 0.3832 | 8.5849 | 910 | 0.6217 | 0.7864 | 0.6217 | 0.7885 |
| 0.3832 | 8.6038 | 912 | 0.6181 | 0.7864 | 0.6181 | 0.7862 |
| 0.3832 | 8.6226 | 914 | 0.6298 | 0.7864 | 0.6298 | 0.7936 |
| 0.3832 | 8.6415 | 916 | 0.6319 | 0.7864 | 0.6319 | 0.7949 |
| 0.3832 | 8.6604 | 918 | 0.6547 | 0.8082 | 0.6547 | 0.8092 |
| 0.3832 | 8.6792 | 920 | 0.6786 | 0.7921 | 0.6786 | 0.8238 |
| 0.3832 | 8.6981 | 922 | 0.6762 | 0.7921 | 0.6762 | 0.8223 |
| 0.3832 | 8.7170 | 924 | 0.6470 | 0.8082 | 0.6470 | 0.8043 |
| 0.3832 | 8.7358 | 926 | 0.6343 | 0.8082 | 0.6343 | 0.7965 |
| 0.3832 | 8.7547 | 928 | 0.6259 | 0.8082 | 0.6259 | 0.7911 |
| 0.3832 | 8.7736 | 930 | 0.6221 | 0.8082 | 0.6221 | 0.7887 |
| 0.3832 | 8.7925 | 932 | 0.6300 | 0.8082 | 0.6300 | 0.7937 |
| 0.3832 | 8.8113 | 934 | 0.6291 | 0.8082 | 0.6291 | 0.7931 |
| 0.3832 | 8.8302 | 936 | 0.6246 | 0.8082 | 0.6246 | 0.7903 |
| 0.3832 | 8.8491 | 938 | 0.6336 | 0.7709 | 0.6336 | 0.7960 |
| 0.3832 | 8.8679 | 940 | 0.6559 | 0.7709 | 0.6559 | 0.8099 |
| 0.3832 | 8.8868 | 942 | 0.6696 | 0.7709 | 0.6696 | 0.8183 |
| 0.3832 | 8.9057 | 944 | 0.6767 | 0.7709 | 0.6767 | 0.8226 |
| 0.3832 | 8.9245 | 946 | 0.6899 | 0.7709 | 0.6899 | 0.8306 |
| 0.3832 | 8.9434 | 948 | 0.6915 | 0.7709 | 0.6915 | 0.8316 |
| 0.3832 | 8.9623 | 950 | 0.6753 | 0.7709 | 0.6753 | 0.8218 |
| 0.3832 | 8.9811 | 952 | 0.6396 | 0.7709 | 0.6396 | 0.7997 |
| 0.3832 | 9.0 | 954 | 0.6143 | 0.7709 | 0.6143 | 0.7838 |
| 0.3832 | 9.0189 | 956 | 0.6022 | 0.7709 | 0.6022 | 0.7760 |
| 0.3832 | 9.0377 | 958 | 0.6013 | 0.7709 | 0.6013 | 0.7754 |
| 0.3832 | 9.0566 | 960 | 0.5959 | 0.7709 | 0.5959 | 0.7719 |
| 0.3832 | 9.0755 | 962 | 0.6015 | 0.7709 | 0.6015 | 0.7755 |
| 0.3832 | 9.0943 | 964 | 0.6018 | 0.7709 | 0.6018 | 0.7757 |
| 0.3832 | 9.1132 | 966 | 0.6177 | 0.7709 | 0.6177 | 0.7859 |
| 0.3832 | 9.1321 | 968 | 0.6459 | 0.7709 | 0.6459 | 0.8037 |
| 0.3832 | 9.1509 | 970 | 0.6781 | 0.7709 | 0.6781 | 0.8235 |
| 0.3832 | 9.1698 | 972 | 0.6945 | 0.7709 | 0.6945 | 0.8334 |
| 0.3832 | 9.1887 | 974 | 0.7097 | 0.7709 | 0.7097 | 0.8424 |
| 0.3832 | 9.2075 | 976 | 0.7102 | 0.7709 | 0.7102 | 0.8428 |
| 0.3832 | 9.2264 | 978 | 0.7005 | 0.8082 | 0.7005 | 0.8369 |
| 0.3832 | 9.2453 | 980 | 0.6827 | 0.8082 | 0.6827 | 0.8262 |
| 0.3832 | 9.2642 | 982 | 0.6625 | 0.8082 | 0.6625 | 0.8139 |
| 0.3832 | 9.2830 | 984 | 0.6433 | 0.8082 | 0.6433 | 0.8021 |
| 0.3832 | 9.3019 | 986 | 0.6234 | 0.7864 | 0.6234 | 0.7896 |
| 0.3832 | 9.3208 | 988 | 0.6048 | 0.7864 | 0.6048 | 0.7777 |
| 0.3832 | 9.3396 | 990 | 0.5963 | 0.7864 | 0.5963 | 0.7722 |
| 0.3832 | 9.3585 | 992 | 0.5860 | 0.7864 | 0.5860 | 0.7655 |
| 0.3832 | 9.3774 | 994 | 0.5850 | 0.7864 | 0.5850 | 0.7648 |
| 0.3832 | 9.3962 | 996 | 0.5891 | 0.7864 | 0.5891 | 0.7676 |
| 0.3832 | 9.4151 | 998 | 0.5898 | 0.7864 | 0.5898 | 0.7680 |
| 0.0982 | 9.4340 | 1000 | 0.5941 | 0.7864 | 0.5941 | 0.7708 |
| 0.0982 | 9.4528 | 1002 | 0.6074 | 0.8082 | 0.6074 | 0.7794 |
| 0.0982 | 9.4717 | 1004 | 0.6198 | 0.8082 | 0.6198 | 0.7873 |
| 0.0982 | 9.4906 | 1006 | 0.6315 | 0.8082 | 0.6315 | 0.7947 |
| 0.0982 | 9.5094 | 1008 | 0.6380 | 0.8082 | 0.6380 | 0.7988 |
| 0.0982 | 9.5283 | 1010 | 0.6387 | 0.8082 | 0.6387 | 0.7992 |
| 0.0982 | 9.5472 | 1012 | 0.6368 | 0.8082 | 0.6368 | 0.7980 |
| 0.0982 | 9.5660 | 1014 | 0.6325 | 0.8082 | 0.6325 | 0.7953 |
| 0.0982 | 9.5849 | 1016 | 0.6363 | 0.8082 | 0.6363 | 0.7977 |
| 0.0982 | 9.6038 | 1018 | 0.6398 | 0.8082 | 0.6398 | 0.7999 |
| 0.0982 | 9.6226 | 1020 | 0.6382 | 0.8082 | 0.6382 | 0.7989 |
| 0.0982 | 9.6415 | 1022 | 0.6357 | 0.8082 | 0.6357 | 0.7973 |
| 0.0982 | 9.6604 | 1024 | 0.6378 | 0.8082 | 0.6378 | 0.7986 |
| 0.0982 | 9.6792 | 1026 | 0.6426 | 0.8082 | 0.6426 | 0.8016 |
| 0.0982 | 9.6981 | 1028 | 0.6457 | 0.8082 | 0.6457 | 0.8036 |
| 0.0982 | 9.7170 | 1030 | 0.6484 | 0.8082 | 0.6484 | 0.8052 |
| 0.0982 | 9.7358 | 1032 | 0.6520 | 0.8082 | 0.6520 | 0.8075 |
| 0.0982 | 9.7547 | 1034 | 0.6511 | 0.8082 | 0.6511 | 0.8069 |
| 0.0982 | 9.7736 | 1036 | 0.6518 | 0.8082 | 0.6518 | 0.8073 |
| 0.0982 | 9.7925 | 1038 | 0.6524 | 0.8082 | 0.6524 | 0.8077 |
| 0.0982 | 9.8113 | 1040 | 0.6520 | 0.8082 | 0.6520 | 0.8075 |
| 0.0982 | 9.8302 | 1042 | 0.6517 | 0.8082 | 0.6517 | 0.8073 |
| 0.0982 | 9.8491 | 1044 | 0.6514 | 0.8082 | 0.6514 | 0.8071 |
| 0.0982 | 9.8679 | 1046 | 0.6500 | 0.8082 | 0.6500 | 0.8062 |
| 0.0982 | 9.8868 | 1048 | 0.6480 | 0.8082 | 0.6480 | 0.8050 |
| 0.0982 | 9.9057 | 1050 | 0.6473 | 0.8082 | 0.6473 | 0.8045 |
| 0.0982 | 9.9245 | 1052 | 0.6451 | 0.8082 | 0.6451 | 0.8032 |
| 0.0982 | 9.9434 | 1054 | 0.6438 | 0.8082 | 0.6438 | 0.8024 |
| 0.0982 | 9.9623 | 1056 | 0.6428 | 0.8082 | 0.6428 | 0.8018 |
| 0.0982 | 9.9811 | 1058 | 0.6422 | 0.8082 | 0.6422 | 0.8014 |
| 0.0982 | 10.0 | 1060 | 0.6419 | 0.8082 | 0.6419 | 0.8012 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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