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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k11_task2_organization
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# ArabicNewSplits8_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k11_task2_organization
This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.5617
- Qwk: 0.4874
- Mse: 0.5617
- Rmse: 0.7495
## 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 | 0.0339 | 2 | 4.2196 | -0.0288 | 4.2196 | 2.0542 |
| No log | 0.0678 | 4 | 2.2233 | 0.0640 | 2.2233 | 1.4911 |
| No log | 0.1017 | 6 | 1.2161 | 0.0258 | 1.2161 | 1.1028 |
| No log | 0.1356 | 8 | 0.9924 | 0.0330 | 0.9924 | 0.9962 |
| No log | 0.1695 | 10 | 0.8343 | 0.1465 | 0.8343 | 0.9134 |
| No log | 0.2034 | 12 | 0.8470 | 0.1648 | 0.8470 | 0.9203 |
| No log | 0.2373 | 14 | 0.8884 | 0.0983 | 0.8884 | 0.9425 |
| No log | 0.2712 | 16 | 1.0015 | -0.0066 | 1.0015 | 1.0008 |
| No log | 0.3051 | 18 | 0.9798 | 0.0851 | 0.9798 | 0.9898 |
| No log | 0.3390 | 20 | 1.0506 | -0.0377 | 1.0506 | 1.0250 |
| No log | 0.3729 | 22 | 1.3475 | 0.0262 | 1.3475 | 1.1608 |
| No log | 0.4068 | 24 | 1.4195 | 0.0262 | 1.4195 | 1.1914 |
| No log | 0.4407 | 26 | 1.1388 | 0.0363 | 1.1388 | 1.0671 |
| No log | 0.4746 | 28 | 0.9469 | 0.0456 | 0.9469 | 0.9731 |
| No log | 0.5085 | 30 | 0.7915 | 0.0932 | 0.7915 | 0.8897 |
| No log | 0.5424 | 32 | 0.7764 | 0.0797 | 0.7764 | 0.8812 |
| No log | 0.5763 | 34 | 0.7658 | 0.1505 | 0.7658 | 0.8751 |
| No log | 0.6102 | 36 | 0.7574 | 0.1281 | 0.7574 | 0.8703 |
| No log | 0.6441 | 38 | 0.7671 | 0.2713 | 0.7671 | 0.8759 |
| No log | 0.6780 | 40 | 0.7597 | 0.2883 | 0.7597 | 0.8716 |
| No log | 0.7119 | 42 | 0.7352 | 0.3097 | 0.7352 | 0.8575 |
| No log | 0.7458 | 44 | 0.7179 | 0.2723 | 0.7179 | 0.8473 |
| No log | 0.7797 | 46 | 0.8210 | 0.2453 | 0.8210 | 0.9061 |
| No log | 0.8136 | 48 | 0.8228 | 0.2687 | 0.8228 | 0.9071 |
| No log | 0.8475 | 50 | 0.7828 | 0.2687 | 0.7828 | 0.8848 |
| No log | 0.8814 | 52 | 0.7498 | 0.3427 | 0.7498 | 0.8659 |
| No log | 0.9153 | 54 | 0.7103 | 0.3392 | 0.7103 | 0.8428 |
| No log | 0.9492 | 56 | 0.7264 | 0.3468 | 0.7264 | 0.8523 |
| No log | 0.9831 | 58 | 0.7145 | 0.4157 | 0.7145 | 0.8453 |
| No log | 1.0169 | 60 | 0.6964 | 0.3647 | 0.6964 | 0.8345 |
| No log | 1.0508 | 62 | 0.6822 | 0.3708 | 0.6822 | 0.8259 |
| No log | 1.0847 | 64 | 0.6574 | 0.4099 | 0.6574 | 0.8108 |
| No log | 1.1186 | 66 | 0.6465 | 0.4529 | 0.6465 | 0.8040 |
| No log | 1.1525 | 68 | 0.6532 | 0.4700 | 0.6532 | 0.8082 |
| No log | 1.1864 | 70 | 0.6603 | 0.4298 | 0.6603 | 0.8126 |
| No log | 1.2203 | 72 | 0.7369 | 0.4176 | 0.7369 | 0.8584 |
| No log | 1.2542 | 74 | 0.6974 | 0.4337 | 0.6974 | 0.8351 |
| No log | 1.2881 | 76 | 0.6845 | 0.4749 | 0.6845 | 0.8274 |
| No log | 1.3220 | 78 | 0.6924 | 0.4749 | 0.6924 | 0.8321 |
| No log | 1.3559 | 80 | 0.6937 | 0.4781 | 0.6937 | 0.8329 |
| No log | 1.3898 | 82 | 0.7165 | 0.4589 | 0.7165 | 0.8465 |
| No log | 1.4237 | 84 | 0.7688 | 0.4315 | 0.7688 | 0.8768 |
| No log | 1.4576 | 86 | 0.9003 | 0.3983 | 0.9003 | 0.9488 |
| No log | 1.4915 | 88 | 0.8929 | 0.4161 | 0.8929 | 0.9449 |
| No log | 1.5254 | 90 | 0.7462 | 0.4357 | 0.7462 | 0.8638 |
| No log | 1.5593 | 92 | 0.7201 | 0.4550 | 0.7201 | 0.8486 |
| No log | 1.5932 | 94 | 0.7240 | 0.4899 | 0.7240 | 0.8509 |
| No log | 1.6271 | 96 | 0.8073 | 0.4730 | 0.8073 | 0.8985 |
| No log | 1.6610 | 98 | 0.8365 | 0.4393 | 0.8365 | 0.9146 |
| No log | 1.6949 | 100 | 0.8551 | 0.4769 | 0.8551 | 0.9247 |
| No log | 1.7288 | 102 | 0.7937 | 0.4260 | 0.7937 | 0.8909 |
| No log | 1.7627 | 104 | 0.8459 | 0.4352 | 0.8459 | 0.9197 |
| No log | 1.7966 | 106 | 0.7920 | 0.4484 | 0.7920 | 0.8899 |
| No log | 1.8305 | 108 | 0.8247 | 0.4463 | 0.8247 | 0.9081 |
| No log | 1.8644 | 110 | 1.1376 | 0.3577 | 1.1376 | 1.0666 |
| No log | 1.8983 | 112 | 1.0599 | 0.3574 | 1.0599 | 1.0295 |
| No log | 1.9322 | 114 | 0.7327 | 0.4837 | 0.7327 | 0.8560 |
| No log | 1.9661 | 116 | 0.8170 | 0.3834 | 0.8170 | 0.9039 |
| No log | 2.0 | 118 | 0.8166 | 0.3846 | 0.8166 | 0.9037 |
| No log | 2.0339 | 120 | 0.7262 | 0.5192 | 0.7262 | 0.8522 |
| No log | 2.0678 | 122 | 0.8005 | 0.4277 | 0.8005 | 0.8947 |
| No log | 2.1017 | 124 | 0.9027 | 0.2983 | 0.9027 | 0.9501 |
| No log | 2.1356 | 126 | 0.7849 | 0.4046 | 0.7849 | 0.8859 |
| No log | 2.1695 | 128 | 0.7066 | 0.3798 | 0.7066 | 0.8406 |
| No log | 2.2034 | 130 | 0.6268 | 0.4572 | 0.6268 | 0.7917 |
| No log | 2.2373 | 132 | 0.6235 | 0.4659 | 0.6235 | 0.7896 |
| No log | 2.2712 | 134 | 0.6538 | 0.4459 | 0.6538 | 0.8086 |
| No log | 2.3051 | 136 | 0.8376 | 0.4329 | 0.8376 | 0.9152 |
| No log | 2.3390 | 138 | 0.7967 | 0.4363 | 0.7967 | 0.8926 |
| No log | 2.3729 | 140 | 0.6376 | 0.4274 | 0.6376 | 0.7985 |
| No log | 2.4068 | 142 | 0.6585 | 0.4542 | 0.6585 | 0.8115 |
| No log | 2.4407 | 144 | 0.6457 | 0.4321 | 0.6457 | 0.8035 |
| No log | 2.4746 | 146 | 0.6707 | 0.4785 | 0.6707 | 0.8189 |
| No log | 2.5085 | 148 | 0.6931 | 0.4606 | 0.6931 | 0.8325 |
| No log | 2.5424 | 150 | 0.6635 | 0.4477 | 0.6635 | 0.8145 |
| No log | 2.5763 | 152 | 0.6945 | 0.4744 | 0.6945 | 0.8334 |
| No log | 2.6102 | 154 | 0.6745 | 0.4655 | 0.6745 | 0.8213 |
| No log | 2.6441 | 156 | 0.6559 | 0.4746 | 0.6559 | 0.8099 |
| No log | 2.6780 | 158 | 0.6424 | 0.4958 | 0.6424 | 0.8015 |
| No log | 2.7119 | 160 | 0.6542 | 0.5039 | 0.6542 | 0.8088 |
| No log | 2.7458 | 162 | 0.6594 | 0.5213 | 0.6594 | 0.8120 |
| No log | 2.7797 | 164 | 0.7149 | 0.5015 | 0.7149 | 0.8455 |
| No log | 2.8136 | 166 | 0.7718 | 0.5442 | 0.7718 | 0.8785 |
| No log | 2.8475 | 168 | 0.7848 | 0.5622 | 0.7848 | 0.8859 |
| No log | 2.8814 | 170 | 0.7685 | 0.5126 | 0.7685 | 0.8766 |
| No log | 2.9153 | 172 | 0.8633 | 0.4963 | 0.8633 | 0.9291 |
| No log | 2.9492 | 174 | 0.8201 | 0.5117 | 0.8201 | 0.9056 |
| No log | 2.9831 | 176 | 0.7117 | 0.5364 | 0.7117 | 0.8436 |
| No log | 3.0169 | 178 | 0.8802 | 0.4675 | 0.8802 | 0.9382 |
| No log | 3.0508 | 180 | 0.7990 | 0.4734 | 0.7990 | 0.8939 |
| No log | 3.0847 | 182 | 0.6686 | 0.4847 | 0.6686 | 0.8176 |
| No log | 3.1186 | 184 | 0.6372 | 0.4211 | 0.6372 | 0.7983 |
| No log | 3.1525 | 186 | 0.6420 | 0.3830 | 0.6420 | 0.8013 |
| No log | 3.1864 | 188 | 0.7457 | 0.4332 | 0.7457 | 0.8636 |
| No log | 3.2203 | 190 | 0.7242 | 0.4210 | 0.7242 | 0.8510 |
| No log | 3.2542 | 192 | 0.6703 | 0.4150 | 0.6703 | 0.8187 |
| No log | 3.2881 | 194 | 0.6770 | 0.3859 | 0.6770 | 0.8228 |
| No log | 3.3220 | 196 | 0.6892 | 0.4199 | 0.6892 | 0.8302 |
| No log | 3.3559 | 198 | 0.7007 | 0.4433 | 0.7007 | 0.8371 |
| No log | 3.3898 | 200 | 0.7016 | 0.4348 | 0.7016 | 0.8376 |
| No log | 3.4237 | 202 | 0.7239 | 0.4275 | 0.7239 | 0.8508 |
| No log | 3.4576 | 204 | 0.7045 | 0.4275 | 0.7045 | 0.8394 |
| No log | 3.4915 | 206 | 0.6639 | 0.4249 | 0.6639 | 0.8148 |
| No log | 3.5254 | 208 | 0.6430 | 0.3490 | 0.6430 | 0.8019 |
| No log | 3.5593 | 210 | 0.6838 | 0.3809 | 0.6838 | 0.8269 |
| No log | 3.5932 | 212 | 0.6554 | 0.3574 | 0.6554 | 0.8096 |
| No log | 3.6271 | 214 | 0.6941 | 0.3643 | 0.6941 | 0.8331 |
| No log | 3.6610 | 216 | 0.9193 | 0.3782 | 0.9193 | 0.9588 |
| No log | 3.6949 | 218 | 0.8658 | 0.3735 | 0.8658 | 0.9305 |
| No log | 3.7288 | 220 | 0.6616 | 0.3662 | 0.6616 | 0.8134 |
| No log | 3.7627 | 222 | 0.6164 | 0.3456 | 0.6164 | 0.7851 |
| No log | 3.7966 | 224 | 0.6183 | 0.4331 | 0.6183 | 0.7863 |
| No log | 3.8305 | 226 | 0.6271 | 0.3885 | 0.6271 | 0.7919 |
| No log | 3.8644 | 228 | 0.6795 | 0.3969 | 0.6795 | 0.8243 |
| No log | 3.8983 | 230 | 0.7252 | 0.4442 | 0.7252 | 0.8516 |
| No log | 3.9322 | 232 | 0.7638 | 0.4587 | 0.7638 | 0.8739 |
| No log | 3.9661 | 234 | 0.6737 | 0.4424 | 0.6737 | 0.8208 |
| No log | 4.0 | 236 | 0.6828 | 0.4186 | 0.6828 | 0.8263 |
| No log | 4.0339 | 238 | 0.6647 | 0.4051 | 0.6647 | 0.8153 |
| No log | 4.0678 | 240 | 0.6187 | 0.3669 | 0.6187 | 0.7866 |
| No log | 4.1017 | 242 | 0.6409 | 0.4165 | 0.6409 | 0.8006 |
| No log | 4.1356 | 244 | 0.7363 | 0.4767 | 0.7363 | 0.8581 |
| No log | 4.1695 | 246 | 1.0628 | 0.3801 | 1.0628 | 1.0309 |
| No log | 4.2034 | 248 | 1.1978 | 0.3578 | 1.1978 | 1.0944 |
| No log | 4.2373 | 250 | 0.9836 | 0.4115 | 0.9836 | 0.9918 |
| No log | 4.2712 | 252 | 0.7441 | 0.4461 | 0.7441 | 0.8626 |
| No log | 4.3051 | 254 | 0.6874 | 0.4652 | 0.6874 | 0.8291 |
| No log | 4.3390 | 256 | 0.6894 | 0.4741 | 0.6894 | 0.8303 |
| No log | 4.3729 | 258 | 0.7296 | 0.4072 | 0.7296 | 0.8542 |
| No log | 4.4068 | 260 | 0.7426 | 0.4467 | 0.7426 | 0.8618 |
| No log | 4.4407 | 262 | 0.8213 | 0.4579 | 0.8213 | 0.9062 |
| No log | 4.4746 | 264 | 0.7700 | 0.4579 | 0.7700 | 0.8775 |
| No log | 4.5085 | 266 | 0.7815 | 0.4523 | 0.7815 | 0.8840 |
| No log | 4.5424 | 268 | 0.6997 | 0.4531 | 0.6997 | 0.8365 |
| No log | 4.5763 | 270 | 0.6442 | 0.4227 | 0.6442 | 0.8026 |
| No log | 4.6102 | 272 | 0.5964 | 0.4278 | 0.5964 | 0.7723 |
| No log | 4.6441 | 274 | 0.6215 | 0.4015 | 0.6215 | 0.7884 |
| No log | 4.6780 | 276 | 0.6080 | 0.3765 | 0.6080 | 0.7798 |
| No log | 4.7119 | 278 | 0.5863 | 0.3998 | 0.5863 | 0.7657 |
| No log | 4.7458 | 280 | 0.5943 | 0.4679 | 0.5943 | 0.7709 |
| No log | 4.7797 | 282 | 0.6017 | 0.4383 | 0.6017 | 0.7757 |
| No log | 4.8136 | 284 | 0.6141 | 0.4176 | 0.6141 | 0.7837 |
| No log | 4.8475 | 286 | 0.6245 | 0.4499 | 0.6245 | 0.7902 |
| No log | 4.8814 | 288 | 0.6176 | 0.4807 | 0.6176 | 0.7859 |
| No log | 4.9153 | 290 | 0.6299 | 0.4458 | 0.6299 | 0.7936 |
| No log | 4.9492 | 292 | 0.7054 | 0.4557 | 0.7054 | 0.8399 |
| No log | 4.9831 | 294 | 0.7136 | 0.4664 | 0.7136 | 0.8448 |
| No log | 5.0169 | 296 | 0.6757 | 0.4381 | 0.6757 | 0.8220 |
| No log | 5.0508 | 298 | 0.6509 | 0.4846 | 0.6509 | 0.8068 |
| No log | 5.0847 | 300 | 0.6313 | 0.4673 | 0.6313 | 0.7945 |
| No log | 5.1186 | 302 | 0.6295 | 0.4693 | 0.6295 | 0.7934 |
| No log | 5.1525 | 304 | 0.6293 | 0.4578 | 0.6293 | 0.7933 |
| No log | 5.1864 | 306 | 0.6420 | 0.4416 | 0.6420 | 0.8012 |
| No log | 5.2203 | 308 | 0.7168 | 0.4810 | 0.7168 | 0.8466 |
| No log | 5.2542 | 310 | 0.7265 | 0.4579 | 0.7265 | 0.8524 |
| No log | 5.2881 | 312 | 0.6593 | 0.4516 | 0.6593 | 0.8120 |
| No log | 5.3220 | 314 | 0.6216 | 0.4036 | 0.6216 | 0.7884 |
| No log | 5.3559 | 316 | 0.6288 | 0.4029 | 0.6288 | 0.7930 |
| No log | 5.3898 | 318 | 0.6443 | 0.4682 | 0.6443 | 0.8027 |
| No log | 5.4237 | 320 | 0.6501 | 0.4578 | 0.6501 | 0.8063 |
| No log | 5.4576 | 322 | 0.6482 | 0.4740 | 0.6482 | 0.8051 |
| No log | 5.4915 | 324 | 0.6157 | 0.4134 | 0.6157 | 0.7847 |
| No log | 5.5254 | 326 | 0.6020 | 0.4150 | 0.6020 | 0.7759 |
| No log | 5.5593 | 328 | 0.5992 | 0.3806 | 0.5992 | 0.7741 |
| No log | 5.5932 | 330 | 0.5935 | 0.4808 | 0.5935 | 0.7704 |
| No log | 5.6271 | 332 | 0.5974 | 0.4925 | 0.5974 | 0.7729 |
| No log | 5.6610 | 334 | 0.6415 | 0.5098 | 0.6415 | 0.8010 |
| No log | 5.6949 | 336 | 0.6185 | 0.4956 | 0.6185 | 0.7865 |
| No log | 5.7288 | 338 | 0.5939 | 0.4842 | 0.5939 | 0.7706 |
| No log | 5.7627 | 340 | 0.5816 | 0.4157 | 0.5816 | 0.7626 |
| No log | 5.7966 | 342 | 0.6050 | 0.3829 | 0.6050 | 0.7778 |
| No log | 5.8305 | 344 | 0.5903 | 0.4521 | 0.5903 | 0.7683 |
| No log | 5.8644 | 346 | 0.6224 | 0.5026 | 0.6224 | 0.7889 |
| No log | 5.8983 | 348 | 0.6256 | 0.5039 | 0.6256 | 0.7910 |
| No log | 5.9322 | 350 | 0.6195 | 0.4572 | 0.6195 | 0.7871 |
| No log | 5.9661 | 352 | 0.6777 | 0.4649 | 0.6777 | 0.8232 |
| No log | 6.0 | 354 | 0.8010 | 0.4884 | 0.8010 | 0.8950 |
| No log | 6.0339 | 356 | 0.8134 | 0.4784 | 0.8134 | 0.9019 |
| No log | 6.0678 | 358 | 0.7095 | 0.4522 | 0.7095 | 0.8423 |
| No log | 6.1017 | 360 | 0.6367 | 0.4440 | 0.6367 | 0.7979 |
| No log | 6.1356 | 362 | 0.6759 | 0.5220 | 0.6759 | 0.8221 |
| No log | 6.1695 | 364 | 0.6883 | 0.5230 | 0.6883 | 0.8297 |
| No log | 6.2034 | 366 | 0.6466 | 0.4729 | 0.6466 | 0.8041 |
| No log | 6.2373 | 368 | 0.6219 | 0.4422 | 0.6219 | 0.7886 |
| No log | 6.2712 | 370 | 0.6174 | 0.4460 | 0.6174 | 0.7858 |
| No log | 6.3051 | 372 | 0.6144 | 0.4398 | 0.6144 | 0.7838 |
| No log | 6.3390 | 374 | 0.6120 | 0.4521 | 0.6120 | 0.7823 |
| No log | 6.3729 | 376 | 0.6093 | 0.4570 | 0.6093 | 0.7806 |
| No log | 6.4068 | 378 | 0.6226 | 0.4540 | 0.6226 | 0.7890 |
| No log | 6.4407 | 380 | 0.6624 | 0.4716 | 0.6624 | 0.8139 |
| No log | 6.4746 | 382 | 0.6675 | 0.4270 | 0.6675 | 0.8170 |
| No log | 6.5085 | 384 | 0.6181 | 0.3848 | 0.6181 | 0.7862 |
| No log | 6.5424 | 386 | 0.5847 | 0.3426 | 0.5847 | 0.7647 |
| No log | 6.5763 | 388 | 0.5801 | 0.4841 | 0.5801 | 0.7616 |
| No log | 6.6102 | 390 | 0.5851 | 0.4906 | 0.5851 | 0.7649 |
| No log | 6.6441 | 392 | 0.6153 | 0.4866 | 0.6153 | 0.7844 |
| No log | 6.6780 | 394 | 0.6139 | 0.5018 | 0.6139 | 0.7835 |
| No log | 6.7119 | 396 | 0.6068 | 0.5290 | 0.6068 | 0.7790 |
| No log | 6.7458 | 398 | 0.6110 | 0.4687 | 0.6110 | 0.7817 |
| No log | 6.7797 | 400 | 0.6028 | 0.4284 | 0.6028 | 0.7764 |
| No log | 6.8136 | 402 | 0.5944 | 0.4042 | 0.5944 | 0.7710 |
| No log | 6.8475 | 404 | 0.5969 | 0.4319 | 0.5969 | 0.7726 |
| No log | 6.8814 | 406 | 0.6161 | 0.4480 | 0.6161 | 0.7849 |
| No log | 6.9153 | 408 | 0.6922 | 0.4825 | 0.6922 | 0.8320 |
| No log | 6.9492 | 410 | 0.6787 | 0.4948 | 0.6787 | 0.8239 |
| No log | 6.9831 | 412 | 0.6222 | 0.4482 | 0.6222 | 0.7888 |
| No log | 7.0169 | 414 | 0.6365 | 0.4706 | 0.6365 | 0.7978 |
| No log | 7.0508 | 416 | 0.7240 | 0.4915 | 0.7240 | 0.8509 |
| No log | 7.0847 | 418 | 0.7256 | 0.5048 | 0.7256 | 0.8518 |
| No log | 7.1186 | 420 | 0.6445 | 0.4816 | 0.6445 | 0.8028 |
| No log | 7.1525 | 422 | 0.6172 | 0.4788 | 0.6172 | 0.7856 |
| No log | 7.1864 | 424 | 0.6290 | 0.4921 | 0.6290 | 0.7931 |
| No log | 7.2203 | 426 | 0.6963 | 0.5303 | 0.6963 | 0.8345 |
| No log | 7.2542 | 428 | 0.8245 | 0.3773 | 0.8245 | 0.9080 |
| No log | 7.2881 | 430 | 0.8196 | 0.3773 | 0.8196 | 0.9053 |
| No log | 7.3220 | 432 | 0.7598 | 0.4345 | 0.7598 | 0.8717 |
| No log | 7.3559 | 434 | 0.6501 | 0.5567 | 0.6501 | 0.8063 |
| No log | 7.3898 | 436 | 0.5816 | 0.5299 | 0.5816 | 0.7626 |
| No log | 7.4237 | 438 | 0.5829 | 0.5409 | 0.5829 | 0.7635 |
| No log | 7.4576 | 440 | 0.6012 | 0.5314 | 0.6012 | 0.7754 |
| No log | 7.4915 | 442 | 0.6652 | 0.5143 | 0.6652 | 0.8156 |
| No log | 7.5254 | 444 | 0.6704 | 0.5143 | 0.6704 | 0.8188 |
| No log | 7.5593 | 446 | 0.6131 | 0.5514 | 0.6131 | 0.7830 |
| No log | 7.5932 | 448 | 0.5898 | 0.4963 | 0.5898 | 0.7680 |
| No log | 7.6271 | 450 | 0.6421 | 0.4221 | 0.6421 | 0.8013 |
| No log | 7.6610 | 452 | 0.6541 | 0.4131 | 0.6541 | 0.8087 |
| No log | 7.6949 | 454 | 0.6077 | 0.4619 | 0.6077 | 0.7796 |
| No log | 7.7288 | 456 | 0.5903 | 0.4783 | 0.5903 | 0.7683 |
| No log | 7.7627 | 458 | 0.7189 | 0.4959 | 0.7189 | 0.8479 |
| No log | 7.7966 | 460 | 0.8165 | 0.4250 | 0.8165 | 0.9036 |
| No log | 7.8305 | 462 | 0.7612 | 0.4290 | 0.7612 | 0.8725 |
| No log | 7.8644 | 464 | 0.6345 | 0.5071 | 0.6345 | 0.7965 |
| No log | 7.8983 | 466 | 0.5708 | 0.5136 | 0.5708 | 0.7555 |
| No log | 7.9322 | 468 | 0.5614 | 0.4876 | 0.5614 | 0.7493 |
| No log | 7.9661 | 470 | 0.5710 | 0.5131 | 0.5710 | 0.7556 |
| No log | 8.0 | 472 | 0.6259 | 0.5158 | 0.6259 | 0.7911 |
| No log | 8.0339 | 474 | 0.7018 | 0.5192 | 0.7018 | 0.8377 |
| No log | 8.0678 | 476 | 0.6813 | 0.5302 | 0.6813 | 0.8254 |
| No log | 8.1017 | 478 | 0.6114 | 0.4985 | 0.6114 | 0.7819 |
| No log | 8.1356 | 480 | 0.5791 | 0.5447 | 0.5791 | 0.7610 |
| No log | 8.1695 | 482 | 0.5797 | 0.5357 | 0.5797 | 0.7614 |
| No log | 8.2034 | 484 | 0.6036 | 0.4828 | 0.6036 | 0.7769 |
| No log | 8.2373 | 486 | 0.6574 | 0.5173 | 0.6574 | 0.8108 |
| No log | 8.2712 | 488 | 0.6894 | 0.5158 | 0.6894 | 0.8303 |
| No log | 8.3051 | 490 | 0.7148 | 0.5177 | 0.7148 | 0.8454 |
| No log | 8.3390 | 492 | 0.6801 | 0.5158 | 0.6801 | 0.8247 |
| No log | 8.3729 | 494 | 0.6156 | 0.4833 | 0.6156 | 0.7846 |
| No log | 8.4068 | 496 | 0.5827 | 0.4948 | 0.5827 | 0.7633 |
| No log | 8.4407 | 498 | 0.5896 | 0.3781 | 0.5896 | 0.7679 |
| 0.3742 | 8.4746 | 500 | 0.5902 | 0.3905 | 0.5902 | 0.7683 |
| 0.3742 | 8.5085 | 502 | 0.5993 | 0.4837 | 0.5993 | 0.7742 |
| 0.3742 | 8.5424 | 504 | 0.6062 | 0.4998 | 0.6062 | 0.7786 |
| 0.3742 | 8.5763 | 506 | 0.6092 | 0.5123 | 0.6092 | 0.7805 |
| 0.3742 | 8.6102 | 508 | 0.6054 | 0.4489 | 0.6054 | 0.7781 |
| 0.3742 | 8.6441 | 510 | 0.6295 | 0.4877 | 0.6295 | 0.7934 |
| 0.3742 | 8.6780 | 512 | 0.6631 | 0.4187 | 0.6631 | 0.8143 |
| 0.3742 | 8.7119 | 514 | 0.6665 | 0.4214 | 0.6665 | 0.8164 |
| 0.3742 | 8.7458 | 516 | 0.6354 | 0.4539 | 0.6354 | 0.7971 |
| 0.3742 | 8.7797 | 518 | 0.6137 | 0.4711 | 0.6137 | 0.7834 |
| 0.3742 | 8.8136 | 520 | 0.5911 | 0.5396 | 0.5911 | 0.7688 |
| 0.3742 | 8.8475 | 522 | 0.6211 | 0.5035 | 0.6211 | 0.7881 |
| 0.3742 | 8.8814 | 524 | 0.7404 | 0.4629 | 0.7404 | 0.8605 |
| 0.3742 | 8.9153 | 526 | 0.7928 | 0.4108 | 0.7928 | 0.8904 |
| 0.3742 | 8.9492 | 528 | 0.7446 | 0.4538 | 0.7446 | 0.8629 |
| 0.3742 | 8.9831 | 530 | 0.6457 | 0.5147 | 0.6457 | 0.8036 |
| 0.3742 | 9.0169 | 532 | 0.5852 | 0.5248 | 0.5852 | 0.7650 |
| 0.3742 | 9.0508 | 534 | 0.5808 | 0.4884 | 0.5808 | 0.7621 |
| 0.3742 | 9.0847 | 536 | 0.5865 | 0.5155 | 0.5865 | 0.7658 |
| 0.3742 | 9.1186 | 538 | 0.6318 | 0.5237 | 0.6318 | 0.7949 |
| 0.3742 | 9.1525 | 540 | 0.6793 | 0.4758 | 0.6793 | 0.8242 |
| 0.3742 | 9.1864 | 542 | 0.7238 | 0.4568 | 0.7238 | 0.8508 |
| 0.3742 | 9.2203 | 544 | 0.6955 | 0.4444 | 0.6955 | 0.8340 |
| 0.3742 | 9.2542 | 546 | 0.6120 | 0.4930 | 0.6120 | 0.7823 |
| 0.3742 | 9.2881 | 548 | 0.5883 | 0.5198 | 0.5883 | 0.7670 |
| 0.3742 | 9.3220 | 550 | 0.5969 | 0.5334 | 0.5969 | 0.7726 |
| 0.3742 | 9.3559 | 552 | 0.6477 | 0.5118 | 0.6477 | 0.8048 |
| 0.3742 | 9.3898 | 554 | 0.6999 | 0.4560 | 0.6999 | 0.8366 |
| 0.3742 | 9.4237 | 556 | 0.6612 | 0.5329 | 0.6612 | 0.8131 |
| 0.3742 | 9.4576 | 558 | 0.5937 | 0.5487 | 0.5937 | 0.7705 |
| 0.3742 | 9.4915 | 560 | 0.5724 | 0.4827 | 0.5724 | 0.7566 |
| 0.3742 | 9.5254 | 562 | 0.5785 | 0.4910 | 0.5785 | 0.7606 |
| 0.3742 | 9.5593 | 564 | 0.5883 | 0.4611 | 0.5883 | 0.7670 |
| 0.3742 | 9.5932 | 566 | 0.5856 | 0.4747 | 0.5856 | 0.7652 |
| 0.3742 | 9.6271 | 568 | 0.6184 | 0.5233 | 0.6184 | 0.7864 |
| 0.3742 | 9.6610 | 570 | 0.6614 | 0.5189 | 0.6614 | 0.8133 |
| 0.3742 | 9.6949 | 572 | 0.6453 | 0.4999 | 0.6453 | 0.8033 |
| 0.3742 | 9.7288 | 574 | 0.6140 | 0.5434 | 0.6140 | 0.7836 |
| 0.3742 | 9.7627 | 576 | 0.6231 | 0.4926 | 0.6231 | 0.7893 |
| 0.3742 | 9.7966 | 578 | 0.6571 | 0.4916 | 0.6571 | 0.8106 |
| 0.3742 | 9.8305 | 580 | 0.6343 | 0.4722 | 0.6343 | 0.7964 |
| 0.3742 | 9.8644 | 582 | 0.6065 | 0.4923 | 0.6065 | 0.7788 |
| 0.3742 | 9.8983 | 584 | 0.6180 | 0.4742 | 0.6180 | 0.7861 |
| 0.3742 | 9.9322 | 586 | 0.6712 | 0.4695 | 0.6712 | 0.8193 |
| 0.3742 | 9.9661 | 588 | 0.7290 | 0.4787 | 0.7290 | 0.8538 |
| 0.3742 | 10.0 | 590 | 0.7491 | 0.4650 | 0.7491 | 0.8655 |
| 0.3742 | 10.0339 | 592 | 0.7263 | 0.4659 | 0.7263 | 0.8522 |
| 0.3742 | 10.0678 | 594 | 0.6702 | 0.5251 | 0.6702 | 0.8187 |
| 0.3742 | 10.1017 | 596 | 0.6595 | 0.5351 | 0.6595 | 0.8121 |
| 0.3742 | 10.1356 | 598 | 0.6585 | 0.4904 | 0.6585 | 0.8115 |
| 0.3742 | 10.1695 | 600 | 0.6765 | 0.4783 | 0.6765 | 0.8225 |
| 0.3742 | 10.2034 | 602 | 0.6808 | 0.4394 | 0.6808 | 0.8251 |
| 0.3742 | 10.2373 | 604 | 0.6815 | 0.4096 | 0.6815 | 0.8255 |
| 0.3742 | 10.2712 | 606 | 0.6668 | 0.4283 | 0.6668 | 0.8166 |
| 0.3742 | 10.3051 | 608 | 0.6261 | 0.4877 | 0.6261 | 0.7912 |
| 0.3742 | 10.3390 | 610 | 0.6318 | 0.4413 | 0.6318 | 0.7948 |
| 0.3742 | 10.3729 | 612 | 0.6476 | 0.4626 | 0.6476 | 0.8048 |
| 0.3742 | 10.4068 | 614 | 0.6388 | 0.4407 | 0.6388 | 0.7992 |
| 0.3742 | 10.4407 | 616 | 0.6333 | 0.4539 | 0.6333 | 0.7958 |
| 0.3742 | 10.4746 | 618 | 0.6294 | 0.4416 | 0.6294 | 0.7934 |
| 0.3742 | 10.5085 | 620 | 0.6251 | 0.4438 | 0.6251 | 0.7906 |
| 0.3742 | 10.5424 | 622 | 0.6119 | 0.3935 | 0.6119 | 0.7822 |
| 0.3742 | 10.5763 | 624 | 0.6131 | 0.4082 | 0.6131 | 0.7830 |
| 0.3742 | 10.6102 | 626 | 0.6237 | 0.3958 | 0.6237 | 0.7898 |
| 0.3742 | 10.6441 | 628 | 0.6435 | 0.4252 | 0.6435 | 0.8022 |
| 0.3742 | 10.6780 | 630 | 0.6649 | 0.4222 | 0.6649 | 0.8154 |
| 0.3742 | 10.7119 | 632 | 0.6542 | 0.4579 | 0.6542 | 0.8088 |
| 0.3742 | 10.7458 | 634 | 0.6224 | 0.4349 | 0.6224 | 0.7889 |
| 0.3742 | 10.7797 | 636 | 0.6125 | 0.4549 | 0.6125 | 0.7826 |
| 0.3742 | 10.8136 | 638 | 0.6063 | 0.4004 | 0.6063 | 0.7786 |
| 0.3742 | 10.8475 | 640 | 0.6026 | 0.4412 | 0.6026 | 0.7763 |
| 0.3742 | 10.8814 | 642 | 0.5971 | 0.4454 | 0.5971 | 0.7727 |
| 0.3742 | 10.9153 | 644 | 0.5979 | 0.4541 | 0.5979 | 0.7733 |
| 0.3742 | 10.9492 | 646 | 0.5891 | 0.4398 | 0.5891 | 0.7675 |
| 0.3742 | 10.9831 | 648 | 0.5801 | 0.4844 | 0.5801 | 0.7617 |
| 0.3742 | 11.0169 | 650 | 0.5838 | 0.5122 | 0.5838 | 0.7641 |
| 0.3742 | 11.0508 | 652 | 0.6248 | 0.5615 | 0.6248 | 0.7904 |
| 0.3742 | 11.0847 | 654 | 0.7645 | 0.4710 | 0.7645 | 0.8744 |
| 0.3742 | 11.1186 | 656 | 0.9152 | 0.3868 | 0.9152 | 0.9567 |
| 0.3742 | 11.1525 | 658 | 0.9535 | 0.3497 | 0.9535 | 0.9765 |
| 0.3742 | 11.1864 | 660 | 0.8803 | 0.3921 | 0.8803 | 0.9382 |
| 0.3742 | 11.2203 | 662 | 0.7806 | 0.4437 | 0.7806 | 0.8835 |
| 0.3742 | 11.2542 | 664 | 0.6500 | 0.5398 | 0.6500 | 0.8062 |
| 0.3742 | 11.2881 | 666 | 0.5876 | 0.5625 | 0.5876 | 0.7665 |
| 0.3742 | 11.3220 | 668 | 0.5857 | 0.5625 | 0.5857 | 0.7653 |
| 0.3742 | 11.3559 | 670 | 0.6102 | 0.5683 | 0.6102 | 0.7812 |
| 0.3742 | 11.3898 | 672 | 0.6804 | 0.5423 | 0.6804 | 0.8249 |
| 0.3742 | 11.4237 | 674 | 0.7725 | 0.4654 | 0.7725 | 0.8789 |
| 0.3742 | 11.4576 | 676 | 0.8085 | 0.4392 | 0.8085 | 0.8991 |
| 0.3742 | 11.4915 | 678 | 0.7631 | 0.4239 | 0.7631 | 0.8736 |
| 0.3742 | 11.5254 | 680 | 0.6930 | 0.4136 | 0.6930 | 0.8325 |
| 0.3742 | 11.5593 | 682 | 0.6677 | 0.4598 | 0.6677 | 0.8171 |
| 0.3742 | 11.5932 | 684 | 0.6682 | 0.4685 | 0.6682 | 0.8174 |
| 0.3742 | 11.6271 | 686 | 0.7061 | 0.4925 | 0.7061 | 0.8403 |
| 0.3742 | 11.6610 | 688 | 0.7086 | 0.4793 | 0.7086 | 0.8418 |
| 0.3742 | 11.6949 | 690 | 0.6720 | 0.5200 | 0.6720 | 0.8197 |
| 0.3742 | 11.7288 | 692 | 0.6325 | 0.5019 | 0.6325 | 0.7953 |
| 0.3742 | 11.7627 | 694 | 0.6226 | 0.4998 | 0.6226 | 0.7890 |
| 0.3742 | 11.7966 | 696 | 0.6334 | 0.5347 | 0.6334 | 0.7959 |
| 0.3742 | 11.8305 | 698 | 0.6461 | 0.5006 | 0.6461 | 0.8038 |
| 0.3742 | 11.8644 | 700 | 0.6405 | 0.5336 | 0.6405 | 0.8003 |
| 0.3742 | 11.8983 | 702 | 0.6450 | 0.4781 | 0.6450 | 0.8031 |
| 0.3742 | 11.9322 | 704 | 0.6486 | 0.4519 | 0.6486 | 0.8054 |
| 0.3742 | 11.9661 | 706 | 0.6481 | 0.4878 | 0.6481 | 0.8051 |
| 0.3742 | 12.0 | 708 | 0.6390 | 0.5206 | 0.6390 | 0.7994 |
| 0.3742 | 12.0339 | 710 | 0.6954 | 0.5230 | 0.6954 | 0.8339 |
| 0.3742 | 12.0678 | 712 | 0.7365 | 0.4913 | 0.7365 | 0.8582 |
| 0.3742 | 12.1017 | 714 | 0.7072 | 0.4726 | 0.7072 | 0.8409 |
| 0.3742 | 12.1356 | 716 | 0.6519 | 0.4459 | 0.6519 | 0.8074 |
| 0.3742 | 12.1695 | 718 | 0.6112 | 0.4714 | 0.6112 | 0.7818 |
| 0.3742 | 12.2034 | 720 | 0.6113 | 0.4781 | 0.6113 | 0.7819 |
| 0.3742 | 12.2373 | 722 | 0.6359 | 0.4375 | 0.6359 | 0.7974 |
| 0.3742 | 12.2712 | 724 | 0.6797 | 0.4674 | 0.6797 | 0.8244 |
| 0.3742 | 12.3051 | 726 | 0.7603 | 0.3992 | 0.7603 | 0.8719 |
| 0.3742 | 12.3390 | 728 | 0.7811 | 0.4862 | 0.7811 | 0.8838 |
| 0.3742 | 12.3729 | 730 | 0.7230 | 0.4618 | 0.7230 | 0.8503 |
| 0.3742 | 12.4068 | 732 | 0.6736 | 0.4575 | 0.6736 | 0.8207 |
| 0.3742 | 12.4407 | 734 | 0.6627 | 0.5083 | 0.6627 | 0.8140 |
| 0.3742 | 12.4746 | 736 | 0.6226 | 0.5014 | 0.6226 | 0.7891 |
| 0.3742 | 12.5085 | 738 | 0.6193 | 0.5362 | 0.6193 | 0.7870 |
| 0.3742 | 12.5424 | 740 | 0.6673 | 0.5083 | 0.6673 | 0.8169 |
| 0.3742 | 12.5763 | 742 | 0.7748 | 0.4346 | 0.7748 | 0.8802 |
| 0.3742 | 12.6102 | 744 | 0.8359 | 0.4813 | 0.8359 | 0.9143 |
| 0.3742 | 12.6441 | 746 | 0.7885 | 0.4116 | 0.7885 | 0.8880 |
| 0.3742 | 12.6780 | 748 | 0.7043 | 0.4074 | 0.7043 | 0.8392 |
| 0.3742 | 12.7119 | 750 | 0.6857 | 0.3907 | 0.6857 | 0.8280 |
| 0.3742 | 12.7458 | 752 | 0.6625 | 0.3733 | 0.6625 | 0.8140 |
| 0.3742 | 12.7797 | 754 | 0.6589 | 0.3733 | 0.6589 | 0.8118 |
| 0.3742 | 12.8136 | 756 | 0.6701 | 0.4074 | 0.6701 | 0.8186 |
| 0.3742 | 12.8475 | 758 | 0.6657 | 0.3907 | 0.6657 | 0.8159 |
| 0.3742 | 12.8814 | 760 | 0.6350 | 0.4112 | 0.6350 | 0.7969 |
| 0.3742 | 12.9153 | 762 | 0.6341 | 0.4101 | 0.6341 | 0.7963 |
| 0.3742 | 12.9492 | 764 | 0.6836 | 0.4522 | 0.6836 | 0.8268 |
| 0.3742 | 12.9831 | 766 | 0.6856 | 0.4935 | 0.6856 | 0.8280 |
| 0.3742 | 13.0169 | 768 | 0.6397 | 0.4842 | 0.6397 | 0.7998 |
| 0.3742 | 13.0508 | 770 | 0.5950 | 0.4874 | 0.5950 | 0.7713 |
| 0.3742 | 13.0847 | 772 | 0.5875 | 0.5503 | 0.5875 | 0.7665 |
| 0.3742 | 13.1186 | 774 | 0.5872 | 0.5484 | 0.5872 | 0.7663 |
| 0.3742 | 13.1525 | 776 | 0.5959 | 0.5323 | 0.5959 | 0.7719 |
| 0.3742 | 13.1864 | 778 | 0.6663 | 0.5007 | 0.6663 | 0.8163 |
| 0.3742 | 13.2203 | 780 | 0.7393 | 0.4969 | 0.7393 | 0.8598 |
| 0.3742 | 13.2542 | 782 | 0.7082 | 0.4969 | 0.7082 | 0.8415 |
| 0.3742 | 13.2881 | 784 | 0.6598 | 0.4589 | 0.6598 | 0.8123 |
| 0.3742 | 13.3220 | 786 | 0.6112 | 0.4261 | 0.6112 | 0.7818 |
| 0.3742 | 13.3559 | 788 | 0.5781 | 0.4533 | 0.5781 | 0.7603 |
| 0.3742 | 13.3898 | 790 | 0.5725 | 0.4668 | 0.5725 | 0.7566 |
| 0.3742 | 13.4237 | 792 | 0.5823 | 0.4712 | 0.5823 | 0.7631 |
| 0.3742 | 13.4576 | 794 | 0.5983 | 0.5122 | 0.5983 | 0.7735 |
| 0.3742 | 13.4915 | 796 | 0.5988 | 0.5122 | 0.5988 | 0.7738 |
| 0.3742 | 13.5254 | 798 | 0.6210 | 0.4783 | 0.6210 | 0.7881 |
| 0.3742 | 13.5593 | 800 | 0.6163 | 0.4794 | 0.6163 | 0.7850 |
| 0.3742 | 13.5932 | 802 | 0.5988 | 0.4531 | 0.5988 | 0.7738 |
| 0.3742 | 13.6271 | 804 | 0.5855 | 0.4531 | 0.5855 | 0.7652 |
| 0.3742 | 13.6610 | 806 | 0.5785 | 0.4842 | 0.5785 | 0.7606 |
| 0.3742 | 13.6949 | 808 | 0.5831 | 0.4442 | 0.5831 | 0.7636 |
| 0.3742 | 13.7288 | 810 | 0.5992 | 0.4839 | 0.5992 | 0.7741 |
| 0.3742 | 13.7627 | 812 | 0.6030 | 0.4839 | 0.6030 | 0.7766 |
| 0.3742 | 13.7966 | 814 | 0.5894 | 0.4490 | 0.5894 | 0.7677 |
| 0.3742 | 13.8305 | 816 | 0.5914 | 0.4490 | 0.5914 | 0.7690 |
| 0.3742 | 13.8644 | 818 | 0.5950 | 0.4490 | 0.5950 | 0.7714 |
| 0.3742 | 13.8983 | 820 | 0.6106 | 0.4746 | 0.6106 | 0.7814 |
| 0.3742 | 13.9322 | 822 | 0.6293 | 0.4754 | 0.6293 | 0.7933 |
| 0.3742 | 13.9661 | 824 | 0.6451 | 0.4611 | 0.6451 | 0.8032 |
| 0.3742 | 14.0 | 826 | 0.6494 | 0.4578 | 0.6494 | 0.8059 |
| 0.3742 | 14.0339 | 828 | 0.6249 | 0.4187 | 0.6249 | 0.7905 |
| 0.3742 | 14.0678 | 830 | 0.6007 | 0.4815 | 0.6007 | 0.7751 |
| 0.3742 | 14.1017 | 832 | 0.6217 | 0.4193 | 0.6217 | 0.7885 |
| 0.3742 | 14.1356 | 834 | 0.6424 | 0.4374 | 0.6424 | 0.8015 |
| 0.3742 | 14.1695 | 836 | 0.6151 | 0.4528 | 0.6151 | 0.7843 |
| 0.3742 | 14.2034 | 838 | 0.5923 | 0.5188 | 0.5923 | 0.7696 |
| 0.3742 | 14.2373 | 840 | 0.6380 | 0.4634 | 0.6380 | 0.7988 |
| 0.3742 | 14.2712 | 842 | 0.6802 | 0.4987 | 0.6802 | 0.8247 |
| 0.3742 | 14.3051 | 844 | 0.6805 | 0.5084 | 0.6805 | 0.8249 |
| 0.3742 | 14.3390 | 846 | 0.6955 | 0.4987 | 0.6955 | 0.8340 |
| 0.3742 | 14.3729 | 848 | 0.6434 | 0.4605 | 0.6434 | 0.8021 |
| 0.3742 | 14.4068 | 850 | 0.5940 | 0.4357 | 0.5940 | 0.7707 |
| 0.3742 | 14.4407 | 852 | 0.5861 | 0.4783 | 0.5861 | 0.7655 |
| 0.3742 | 14.4746 | 854 | 0.5856 | 0.4424 | 0.5856 | 0.7652 |
| 0.3742 | 14.5085 | 856 | 0.6035 | 0.4516 | 0.6035 | 0.7769 |
| 0.3742 | 14.5424 | 858 | 0.6451 | 0.4469 | 0.6451 | 0.8032 |
| 0.3742 | 14.5763 | 860 | 0.6481 | 0.4469 | 0.6481 | 0.8051 |
| 0.3742 | 14.6102 | 862 | 0.6175 | 0.4695 | 0.6175 | 0.7858 |
| 0.3742 | 14.6441 | 864 | 0.5913 | 0.4909 | 0.5913 | 0.7690 |
| 0.3742 | 14.6780 | 866 | 0.5823 | 0.4644 | 0.5823 | 0.7631 |
| 0.3742 | 14.7119 | 868 | 0.5905 | 0.5006 | 0.5905 | 0.7684 |
| 0.3742 | 14.7458 | 870 | 0.5986 | 0.4712 | 0.5986 | 0.7737 |
| 0.3742 | 14.7797 | 872 | 0.5790 | 0.5181 | 0.5790 | 0.7609 |
| 0.3742 | 14.8136 | 874 | 0.5746 | 0.5282 | 0.5746 | 0.7581 |
| 0.3742 | 14.8475 | 876 | 0.5925 | 0.5321 | 0.5925 | 0.7697 |
| 0.3742 | 14.8814 | 878 | 0.6330 | 0.4714 | 0.6330 | 0.7956 |
| 0.3742 | 14.9153 | 880 | 0.6533 | 0.4895 | 0.6533 | 0.8083 |
| 0.3742 | 14.9492 | 882 | 0.6274 | 0.4850 | 0.6274 | 0.7921 |
| 0.3742 | 14.9831 | 884 | 0.6142 | 0.5117 | 0.6142 | 0.7837 |
| 0.3742 | 15.0169 | 886 | 0.6155 | 0.5190 | 0.6155 | 0.7845 |
| 0.3742 | 15.0508 | 888 | 0.6017 | 0.5472 | 0.6017 | 0.7757 |
| 0.3742 | 15.0847 | 890 | 0.6124 | 0.5397 | 0.6124 | 0.7825 |
| 0.3742 | 15.1186 | 892 | 0.6208 | 0.5307 | 0.6208 | 0.7879 |
| 0.3742 | 15.1525 | 894 | 0.6130 | 0.5307 | 0.6130 | 0.7829 |
| 0.3742 | 15.1864 | 896 | 0.6133 | 0.5307 | 0.6133 | 0.7832 |
| 0.3742 | 15.2203 | 898 | 0.6103 | 0.5253 | 0.6103 | 0.7812 |
| 0.3742 | 15.2542 | 900 | 0.6169 | 0.5261 | 0.6169 | 0.7854 |
| 0.3742 | 15.2881 | 902 | 0.6092 | 0.5261 | 0.6092 | 0.7805 |
| 0.3742 | 15.3220 | 904 | 0.6049 | 0.5144 | 0.6049 | 0.7777 |
| 0.3742 | 15.3559 | 906 | 0.6190 | 0.5077 | 0.6190 | 0.7867 |
| 0.3742 | 15.3898 | 908 | 0.6285 | 0.5243 | 0.6285 | 0.7928 |
| 0.3742 | 15.4237 | 910 | 0.6431 | 0.5620 | 0.6431 | 0.8019 |
| 0.3742 | 15.4576 | 912 | 0.6844 | 0.5057 | 0.6844 | 0.8273 |
| 0.3742 | 15.4915 | 914 | 0.7018 | 0.5043 | 0.7018 | 0.8377 |
| 0.3742 | 15.5254 | 916 | 0.6662 | 0.5068 | 0.6662 | 0.8162 |
| 0.3742 | 15.5593 | 918 | 0.6597 | 0.5068 | 0.6597 | 0.8122 |
| 0.3742 | 15.5932 | 920 | 0.6547 | 0.4884 | 0.6547 | 0.8091 |
| 0.3742 | 15.6271 | 922 | 0.6340 | 0.4930 | 0.6340 | 0.7962 |
| 0.3742 | 15.6610 | 924 | 0.6111 | 0.4724 | 0.6111 | 0.7817 |
| 0.3742 | 15.6949 | 926 | 0.5918 | 0.4578 | 0.5918 | 0.7693 |
| 0.3742 | 15.7288 | 928 | 0.5899 | 0.4816 | 0.5899 | 0.7680 |
| 0.3742 | 15.7627 | 930 | 0.5993 | 0.5096 | 0.5993 | 0.7741 |
| 0.3742 | 15.7966 | 932 | 0.6248 | 0.5113 | 0.6248 | 0.7904 |
| 0.3742 | 15.8305 | 934 | 0.6389 | 0.5128 | 0.6389 | 0.7993 |
| 0.3742 | 15.8644 | 936 | 0.6344 | 0.4857 | 0.6344 | 0.7965 |
| 0.3742 | 15.8983 | 938 | 0.6210 | 0.5162 | 0.6210 | 0.7881 |
| 0.3742 | 15.9322 | 940 | 0.6144 | 0.4728 | 0.6144 | 0.7838 |
| 0.3742 | 15.9661 | 942 | 0.5873 | 0.3982 | 0.5873 | 0.7664 |
| 0.3742 | 16.0 | 944 | 0.5795 | 0.3878 | 0.5795 | 0.7612 |
| 0.3742 | 16.0339 | 946 | 0.5782 | 0.3916 | 0.5782 | 0.7604 |
| 0.3742 | 16.0678 | 948 | 0.5850 | 0.4273 | 0.5850 | 0.7648 |
| 0.3742 | 16.1017 | 950 | 0.5998 | 0.4724 | 0.5998 | 0.7745 |
| 0.3742 | 16.1356 | 952 | 0.6271 | 0.4907 | 0.6271 | 0.7919 |
| 0.3742 | 16.1695 | 954 | 0.6676 | 0.4799 | 0.6676 | 0.8171 |
| 0.3742 | 16.2034 | 956 | 0.6535 | 0.4912 | 0.6535 | 0.8084 |
| 0.3742 | 16.2373 | 958 | 0.6461 | 0.4924 | 0.6461 | 0.8038 |
| 0.3742 | 16.2712 | 960 | 0.6468 | 0.5076 | 0.6468 | 0.8042 |
| 0.3742 | 16.3051 | 962 | 0.6233 | 0.4960 | 0.6233 | 0.7895 |
| 0.3742 | 16.3390 | 964 | 0.6155 | 0.4390 | 0.6155 | 0.7845 |
| 0.3742 | 16.3729 | 966 | 0.6053 | 0.4183 | 0.6053 | 0.7780 |
| 0.3742 | 16.4068 | 968 | 0.5959 | 0.4289 | 0.5959 | 0.7720 |
| 0.3742 | 16.4407 | 970 | 0.5892 | 0.3992 | 0.5892 | 0.7676 |
| 0.3742 | 16.4746 | 972 | 0.5878 | 0.3750 | 0.5878 | 0.7667 |
| 0.3742 | 16.5085 | 974 | 0.5987 | 0.4088 | 0.5987 | 0.7737 |
| 0.3742 | 16.5424 | 976 | 0.6297 | 0.4046 | 0.6297 | 0.7936 |
| 0.3742 | 16.5763 | 978 | 0.7015 | 0.4426 | 0.7015 | 0.8376 |
| 0.3742 | 16.6102 | 980 | 0.7986 | 0.4345 | 0.7986 | 0.8936 |
| 0.3742 | 16.6441 | 982 | 0.8505 | 0.4530 | 0.8505 | 0.9223 |
| 0.3742 | 16.6780 | 984 | 0.8661 | 0.4522 | 0.8661 | 0.9307 |
| 0.3742 | 16.7119 | 986 | 0.8286 | 0.4633 | 0.8286 | 0.9103 |
| 0.3742 | 16.7458 | 988 | 0.7841 | 0.4441 | 0.7841 | 0.8855 |
| 0.3742 | 16.7797 | 990 | 0.7511 | 0.4337 | 0.7511 | 0.8666 |
| 0.3742 | 16.8136 | 992 | 0.6991 | 0.4381 | 0.6991 | 0.8361 |
| 0.3742 | 16.8475 | 994 | 0.6421 | 0.4324 | 0.6421 | 0.8013 |
| 0.3742 | 16.8814 | 996 | 0.6367 | 0.4515 | 0.6367 | 0.7980 |
| 0.3742 | 16.9153 | 998 | 0.6562 | 0.4381 | 0.6562 | 0.8101 |
| 0.0688 | 16.9492 | 1000 | 0.6999 | 0.4568 | 0.6999 | 0.8366 |
| 0.0688 | 16.9831 | 1002 | 0.7397 | 0.4731 | 0.7397 | 0.8600 |
| 0.0688 | 17.0169 | 1004 | 0.7376 | 0.4731 | 0.7376 | 0.8589 |
| 0.0688 | 17.0508 | 1006 | 0.6975 | 0.4690 | 0.6975 | 0.8352 |
| 0.0688 | 17.0847 | 1008 | 0.6399 | 0.4837 | 0.6399 | 0.7999 |
| 0.0688 | 17.1186 | 1010 | 0.6059 | 0.4539 | 0.6059 | 0.7784 |
| 0.0688 | 17.1525 | 1012 | 0.6169 | 0.4515 | 0.6169 | 0.7855 |
| 0.0688 | 17.1864 | 1014 | 0.6328 | 0.4548 | 0.6328 | 0.7955 |
| 0.0688 | 17.2203 | 1016 | 0.6471 | 0.4668 | 0.6471 | 0.8044 |
| 0.0688 | 17.2542 | 1018 | 0.6186 | 0.4455 | 0.6186 | 0.7865 |
| 0.0688 | 17.2881 | 1020 | 0.5951 | 0.4805 | 0.5951 | 0.7714 |
| 0.0688 | 17.3220 | 1022 | 0.6025 | 0.4704 | 0.6025 | 0.7762 |
| 0.0688 | 17.3559 | 1024 | 0.6019 | 0.4794 | 0.6019 | 0.7758 |
| 0.0688 | 17.3898 | 1026 | 0.5891 | 0.4857 | 0.5891 | 0.7676 |
| 0.0688 | 17.4237 | 1028 | 0.5924 | 0.4857 | 0.5924 | 0.7697 |
| 0.0688 | 17.4576 | 1030 | 0.6075 | 0.4921 | 0.6075 | 0.7794 |
| 0.0688 | 17.4915 | 1032 | 0.6063 | 0.4857 | 0.6063 | 0.7786 |
| 0.0688 | 17.5254 | 1034 | 0.6025 | 0.4950 | 0.6025 | 0.7762 |
| 0.0688 | 17.5593 | 1036 | 0.6076 | 0.5289 | 0.6076 | 0.7795 |
| 0.0688 | 17.5932 | 1038 | 0.6015 | 0.5006 | 0.6015 | 0.7755 |
| 0.0688 | 17.6271 | 1040 | 0.5847 | 0.4514 | 0.5847 | 0.7647 |
| 0.0688 | 17.6610 | 1042 | 0.5782 | 0.4614 | 0.5782 | 0.7604 |
| 0.0688 | 17.6949 | 1044 | 0.5890 | 0.4603 | 0.5890 | 0.7675 |
| 0.0688 | 17.7288 | 1046 | 0.6114 | 0.4637 | 0.6114 | 0.7820 |
| 0.0688 | 17.7627 | 1048 | 0.6075 | 0.4637 | 0.6075 | 0.7794 |
| 0.0688 | 17.7966 | 1050 | 0.5894 | 0.4521 | 0.5894 | 0.7677 |
| 0.0688 | 17.8305 | 1052 | 0.5982 | 0.5384 | 0.5982 | 0.7734 |
| 0.0688 | 17.8644 | 1054 | 0.6251 | 0.4824 | 0.6251 | 0.7907 |
| 0.0688 | 17.8983 | 1056 | 0.6211 | 0.5060 | 0.6211 | 0.7881 |
| 0.0688 | 17.9322 | 1058 | 0.6035 | 0.5103 | 0.6035 | 0.7769 |
| 0.0688 | 17.9661 | 1060 | 0.5846 | 0.5630 | 0.5846 | 0.7646 |
| 0.0688 | 18.0 | 1062 | 0.5784 | 0.5507 | 0.5784 | 0.7605 |
| 0.0688 | 18.0339 | 1064 | 0.5922 | 0.4958 | 0.5922 | 0.7695 |
| 0.0688 | 18.0678 | 1066 | 0.5961 | 0.4779 | 0.5961 | 0.7721 |
| 0.0688 | 18.1017 | 1068 | 0.5831 | 0.5146 | 0.5831 | 0.7636 |
| 0.0688 | 18.1356 | 1070 | 0.5780 | 0.5843 | 0.5780 | 0.7602 |
| 0.0688 | 18.1695 | 1072 | 0.5770 | 0.5842 | 0.5770 | 0.7596 |
| 0.0688 | 18.2034 | 1074 | 0.5695 | 0.5493 | 0.5695 | 0.7547 |
| 0.0688 | 18.2373 | 1076 | 0.5642 | 0.5012 | 0.5642 | 0.7511 |
| 0.0688 | 18.2712 | 1078 | 0.5862 | 0.4769 | 0.5862 | 0.7657 |
| 0.0688 | 18.3051 | 1080 | 0.6085 | 0.4507 | 0.6085 | 0.7800 |
| 0.0688 | 18.3390 | 1082 | 0.6239 | 0.4434 | 0.6239 | 0.7898 |
| 0.0688 | 18.3729 | 1084 | 0.6444 | 0.4427 | 0.6444 | 0.8028 |
| 0.0688 | 18.4068 | 1086 | 0.6201 | 0.4787 | 0.6200 | 0.7874 |
| 0.0688 | 18.4407 | 1088 | 0.5929 | 0.4999 | 0.5929 | 0.7700 |
| 0.0688 | 18.4746 | 1090 | 0.5672 | 0.5347 | 0.5672 | 0.7531 |
| 0.0688 | 18.5085 | 1092 | 0.5631 | 0.5718 | 0.5631 | 0.7504 |
| 0.0688 | 18.5424 | 1094 | 0.5755 | 0.5815 | 0.5755 | 0.7586 |
| 0.0688 | 18.5763 | 1096 | 0.5859 | 0.5676 | 0.5859 | 0.7654 |
| 0.0688 | 18.6102 | 1098 | 0.6115 | 0.5712 | 0.6115 | 0.7820 |
| 0.0688 | 18.6441 | 1100 | 0.6229 | 0.5640 | 0.6229 | 0.7892 |
| 0.0688 | 18.6780 | 1102 | 0.6227 | 0.5860 | 0.6227 | 0.7891 |
| 0.0688 | 18.7119 | 1104 | 0.6254 | 0.624 | 0.6254 | 0.7908 |
| 0.0688 | 18.7458 | 1106 | 0.6341 | 0.5816 | 0.6341 | 0.7963 |
| 0.0688 | 18.7797 | 1108 | 0.6333 | 0.5816 | 0.6333 | 0.7958 |
| 0.0688 | 18.8136 | 1110 | 0.6140 | 0.5953 | 0.6140 | 0.7836 |
| 0.0688 | 18.8475 | 1112 | 0.6343 | 0.5281 | 0.6343 | 0.7964 |
| 0.0688 | 18.8814 | 1114 | 0.7013 | 0.5125 | 0.7013 | 0.8374 |
| 0.0688 | 18.9153 | 1116 | 0.7885 | 0.4590 | 0.7885 | 0.8880 |
| 0.0688 | 18.9492 | 1118 | 0.7920 | 0.4267 | 0.7920 | 0.8899 |
| 0.0688 | 18.9831 | 1120 | 0.7500 | 0.4846 | 0.7500 | 0.8660 |
| 0.0688 | 19.0169 | 1122 | 0.6853 | 0.4687 | 0.6853 | 0.8278 |
| 0.0688 | 19.0508 | 1124 | 0.6170 | 0.4815 | 0.6170 | 0.7855 |
| 0.0688 | 19.0847 | 1126 | 0.5854 | 0.5642 | 0.5854 | 0.7651 |
| 0.0688 | 19.1186 | 1128 | 0.5962 | 0.5682 | 0.5962 | 0.7722 |
| 0.0688 | 19.1525 | 1130 | 0.6283 | 0.5178 | 0.6283 | 0.7927 |
| 0.0688 | 19.1864 | 1132 | 0.7183 | 0.4982 | 0.7183 | 0.8475 |
| 0.0688 | 19.2203 | 1134 | 0.7741 | 0.5055 | 0.7741 | 0.8798 |
| 0.0688 | 19.2542 | 1136 | 0.7745 | 0.5055 | 0.7745 | 0.8801 |
| 0.0688 | 19.2881 | 1138 | 0.7280 | 0.5296 | 0.7280 | 0.8532 |
| 0.0688 | 19.3220 | 1140 | 0.6471 | 0.5198 | 0.6471 | 0.8044 |
| 0.0688 | 19.3559 | 1142 | 0.6004 | 0.4655 | 0.6004 | 0.7748 |
| 0.0688 | 19.3898 | 1144 | 0.5858 | 0.4641 | 0.5858 | 0.7654 |
| 0.0688 | 19.4237 | 1146 | 0.6048 | 0.4508 | 0.6048 | 0.7777 |
| 0.0688 | 19.4576 | 1148 | 0.6611 | 0.5034 | 0.6611 | 0.8131 |
| 0.0688 | 19.4915 | 1150 | 0.7651 | 0.4846 | 0.7651 | 0.8747 |
| 0.0688 | 19.5254 | 1152 | 0.8086 | 0.4871 | 0.8086 | 0.8992 |
| 0.0688 | 19.5593 | 1154 | 0.7747 | 0.4835 | 0.7747 | 0.8802 |
| 0.0688 | 19.5932 | 1156 | 0.7153 | 0.5034 | 0.7153 | 0.8458 |
| 0.0688 | 19.6271 | 1158 | 0.6538 | 0.4515 | 0.6538 | 0.8086 |
| 0.0688 | 19.6610 | 1160 | 0.6188 | 0.5033 | 0.6188 | 0.7866 |
| 0.0688 | 19.6949 | 1162 | 0.5943 | 0.5434 | 0.5943 | 0.7709 |
| 0.0688 | 19.7288 | 1164 | 0.5820 | 0.5768 | 0.5820 | 0.7629 |
| 0.0688 | 19.7627 | 1166 | 0.5688 | 0.5165 | 0.5688 | 0.7542 |
| 0.0688 | 19.7966 | 1168 | 0.5513 | 0.5440 | 0.5513 | 0.7425 |
| 0.0688 | 19.8305 | 1170 | 0.5548 | 0.5284 | 0.5548 | 0.7449 |
| 0.0688 | 19.8644 | 1172 | 0.5588 | 0.5148 | 0.5588 | 0.7475 |
| 0.0688 | 19.8983 | 1174 | 0.5786 | 0.4564 | 0.5786 | 0.7607 |
| 0.0688 | 19.9322 | 1176 | 0.5941 | 0.4434 | 0.5941 | 0.7708 |
| 0.0688 | 19.9661 | 1178 | 0.6011 | 0.4434 | 0.6011 | 0.7753 |
| 0.0688 | 20.0 | 1180 | 0.5806 | 0.4630 | 0.5806 | 0.7620 |
| 0.0688 | 20.0339 | 1182 | 0.5661 | 0.4409 | 0.5661 | 0.7524 |
| 0.0688 | 20.0678 | 1184 | 0.5504 | 0.4853 | 0.5504 | 0.7419 |
| 0.0688 | 20.1017 | 1186 | 0.5375 | 0.5291 | 0.5375 | 0.7332 |
| 0.0688 | 20.1356 | 1188 | 0.5358 | 0.5697 | 0.5358 | 0.7320 |
| 0.0688 | 20.1695 | 1190 | 0.5576 | 0.4783 | 0.5576 | 0.7467 |
| 0.0688 | 20.2034 | 1192 | 0.5614 | 0.4691 | 0.5614 | 0.7493 |
| 0.0688 | 20.2373 | 1194 | 0.5652 | 0.5397 | 0.5652 | 0.7518 |
| 0.0688 | 20.2712 | 1196 | 0.5930 | 0.4932 | 0.5930 | 0.7701 |
| 0.0688 | 20.3051 | 1198 | 0.6207 | 0.5158 | 0.6207 | 0.7879 |
| 0.0688 | 20.3390 | 1200 | 0.6107 | 0.4754 | 0.6107 | 0.7815 |
| 0.0688 | 20.3729 | 1202 | 0.5663 | 0.5121 | 0.5663 | 0.7526 |
| 0.0688 | 20.4068 | 1204 | 0.5480 | 0.4630 | 0.5480 | 0.7403 |
| 0.0688 | 20.4407 | 1206 | 0.5471 | 0.4723 | 0.5471 | 0.7397 |
| 0.0688 | 20.4746 | 1208 | 0.5466 | 0.4900 | 0.5466 | 0.7394 |
| 0.0688 | 20.5085 | 1210 | 0.5494 | 0.5188 | 0.5494 | 0.7412 |
| 0.0688 | 20.5424 | 1212 | 0.5928 | 0.4833 | 0.5928 | 0.7700 |
| 0.0688 | 20.5763 | 1214 | 0.7070 | 0.4776 | 0.7070 | 0.8408 |
| 0.0688 | 20.6102 | 1216 | 0.8177 | 0.4908 | 0.8177 | 0.9043 |
| 0.0688 | 20.6441 | 1218 | 0.8847 | 0.4728 | 0.8847 | 0.9406 |
| 0.0688 | 20.6780 | 1220 | 0.8832 | 0.4851 | 0.8832 | 0.9398 |
| 0.0688 | 20.7119 | 1222 | 0.8152 | 0.4701 | 0.8152 | 0.9029 |
| 0.0688 | 20.7458 | 1224 | 0.7643 | 0.4739 | 0.7643 | 0.8743 |
| 0.0688 | 20.7797 | 1226 | 0.7091 | 0.4809 | 0.7091 | 0.8421 |
| 0.0688 | 20.8136 | 1228 | 0.6890 | 0.5062 | 0.6890 | 0.8300 |
| 0.0688 | 20.8475 | 1230 | 0.6909 | 0.5046 | 0.6909 | 0.8312 |
| 0.0688 | 20.8814 | 1232 | 0.6553 | 0.5362 | 0.6553 | 0.8095 |
| 0.0688 | 20.9153 | 1234 | 0.6212 | 0.5441 | 0.6212 | 0.7882 |
| 0.0688 | 20.9492 | 1236 | 0.5811 | 0.5663 | 0.5811 | 0.7623 |
| 0.0688 | 20.9831 | 1238 | 0.5607 | 0.5851 | 0.5607 | 0.7488 |
| 0.0688 | 21.0169 | 1240 | 0.5425 | 0.5547 | 0.5425 | 0.7366 |
| 0.0688 | 21.0508 | 1242 | 0.5343 | 0.5506 | 0.5343 | 0.7309 |
| 0.0688 | 21.0847 | 1244 | 0.5425 | 0.5668 | 0.5425 | 0.7365 |
| 0.0688 | 21.1186 | 1246 | 0.5700 | 0.5725 | 0.5700 | 0.7550 |
| 0.0688 | 21.1525 | 1248 | 0.5868 | 0.5463 | 0.5868 | 0.7660 |
| 0.0688 | 21.1864 | 1250 | 0.6167 | 0.5310 | 0.6167 | 0.7853 |
| 0.0688 | 21.2203 | 1252 | 0.6533 | 0.5103 | 0.6533 | 0.8083 |
| 0.0688 | 21.2542 | 1254 | 0.6629 | 0.5020 | 0.6629 | 0.8142 |
| 0.0688 | 21.2881 | 1256 | 0.6226 | 0.5072 | 0.6226 | 0.7890 |
| 0.0688 | 21.3220 | 1258 | 0.5886 | 0.4794 | 0.5886 | 0.7672 |
| 0.0688 | 21.3559 | 1260 | 0.5911 | 0.4552 | 0.5911 | 0.7688 |
| 0.0688 | 21.3898 | 1262 | 0.6194 | 0.5087 | 0.6194 | 0.7870 |
| 0.0688 | 21.4237 | 1264 | 0.6461 | 0.4987 | 0.6461 | 0.8038 |
| 0.0688 | 21.4576 | 1266 | 0.6607 | 0.4901 | 0.6607 | 0.8128 |
| 0.0688 | 21.4915 | 1268 | 0.6342 | 0.5242 | 0.6342 | 0.7964 |
| 0.0688 | 21.5254 | 1270 | 0.5914 | 0.4973 | 0.5914 | 0.7690 |
| 0.0688 | 21.5593 | 1272 | 0.5663 | 0.5539 | 0.5663 | 0.7525 |
| 0.0688 | 21.5932 | 1274 | 0.5573 | 0.5610 | 0.5573 | 0.7465 |
| 0.0688 | 21.6271 | 1276 | 0.5555 | 0.5717 | 0.5555 | 0.7453 |
| 0.0688 | 21.6610 | 1278 | 0.5593 | 0.5378 | 0.5593 | 0.7479 |
| 0.0688 | 21.6949 | 1280 | 0.5734 | 0.4978 | 0.5734 | 0.7572 |
| 0.0688 | 21.7288 | 1282 | 0.5807 | 0.4721 | 0.5807 | 0.7620 |
| 0.0688 | 21.7627 | 1284 | 0.5672 | 0.4709 | 0.5672 | 0.7531 |
| 0.0688 | 21.7966 | 1286 | 0.5683 | 0.4320 | 0.5683 | 0.7539 |
| 0.0688 | 21.8305 | 1288 | 0.5905 | 0.4662 | 0.5905 | 0.7685 |
| 0.0688 | 21.8644 | 1290 | 0.6337 | 0.4665 | 0.6337 | 0.7960 |
| 0.0688 | 21.8983 | 1292 | 0.6521 | 0.4804 | 0.6521 | 0.8075 |
| 0.0688 | 21.9322 | 1294 | 0.6474 | 0.4804 | 0.6474 | 0.8046 |
| 0.0688 | 21.9661 | 1296 | 0.6005 | 0.4733 | 0.6005 | 0.7749 |
| 0.0688 | 22.0 | 1298 | 0.5691 | 0.5216 | 0.5691 | 0.7544 |
| 0.0688 | 22.0339 | 1300 | 0.5630 | 0.5403 | 0.5630 | 0.7503 |
| 0.0688 | 22.0678 | 1302 | 0.5609 | 0.5100 | 0.5609 | 0.7490 |
| 0.0688 | 22.1017 | 1304 | 0.5585 | 0.5293 | 0.5585 | 0.7473 |
| 0.0688 | 22.1356 | 1306 | 0.5707 | 0.5064 | 0.5707 | 0.7554 |
| 0.0688 | 22.1695 | 1308 | 0.5908 | 0.4787 | 0.5908 | 0.7686 |
| 0.0688 | 22.2034 | 1310 | 0.5947 | 0.4539 | 0.5947 | 0.7712 |
| 0.0688 | 22.2373 | 1312 | 0.6004 | 0.4684 | 0.6004 | 0.7748 |
| 0.0688 | 22.2712 | 1314 | 0.5847 | 0.4705 | 0.5847 | 0.7646 |
| 0.0688 | 22.3051 | 1316 | 0.5579 | 0.5486 | 0.5579 | 0.7470 |
| 0.0688 | 22.3390 | 1318 | 0.5393 | 0.5650 | 0.5393 | 0.7344 |
| 0.0688 | 22.3729 | 1320 | 0.5435 | 0.5733 | 0.5435 | 0.7373 |
| 0.0688 | 22.4068 | 1322 | 0.5754 | 0.5351 | 0.5754 | 0.7586 |
| 0.0688 | 22.4407 | 1324 | 0.6354 | 0.5072 | 0.6354 | 0.7971 |
| 0.0688 | 22.4746 | 1326 | 0.6615 | 0.5405 | 0.6615 | 0.8133 |
| 0.0688 | 22.5085 | 1328 | 0.6477 | 0.5132 | 0.6477 | 0.8048 |
| 0.0688 | 22.5424 | 1330 | 0.6418 | 0.5087 | 0.6418 | 0.8011 |
| 0.0688 | 22.5763 | 1332 | 0.6095 | 0.4804 | 0.6095 | 0.7807 |
| 0.0688 | 22.6102 | 1334 | 0.5686 | 0.5027 | 0.5686 | 0.7540 |
| 0.0688 | 22.6441 | 1336 | 0.5534 | 0.5537 | 0.5534 | 0.7439 |
| 0.0688 | 22.6780 | 1338 | 0.5521 | 0.5605 | 0.5521 | 0.7430 |
| 0.0688 | 22.7119 | 1340 | 0.5485 | 0.5288 | 0.5485 | 0.7406 |
| 0.0688 | 22.7458 | 1342 | 0.5557 | 0.5943 | 0.5557 | 0.7454 |
| 0.0688 | 22.7797 | 1344 | 0.5639 | 0.5943 | 0.5639 | 0.7509 |
| 0.0688 | 22.8136 | 1346 | 0.5736 | 0.5879 | 0.5736 | 0.7574 |
| 0.0688 | 22.8475 | 1348 | 0.5728 | 0.5881 | 0.5728 | 0.7568 |
| 0.0688 | 22.8814 | 1350 | 0.5684 | 0.5602 | 0.5684 | 0.7539 |
| 0.0688 | 22.9153 | 1352 | 0.5604 | 0.5692 | 0.5604 | 0.7486 |
| 0.0688 | 22.9492 | 1354 | 0.5632 | 0.5428 | 0.5632 | 0.7504 |
| 0.0688 | 22.9831 | 1356 | 0.5759 | 0.5333 | 0.5759 | 0.7589 |
| 0.0688 | 23.0169 | 1358 | 0.5763 | 0.5121 | 0.5763 | 0.7592 |
| 0.0688 | 23.0508 | 1360 | 0.5853 | 0.5048 | 0.5853 | 0.7650 |
| 0.0688 | 23.0847 | 1362 | 0.5941 | 0.5048 | 0.5941 | 0.7708 |
| 0.0688 | 23.1186 | 1364 | 0.6011 | 0.5048 | 0.6011 | 0.7753 |
| 0.0688 | 23.1525 | 1366 | 0.5912 | 0.4788 | 0.5912 | 0.7689 |
| 0.0688 | 23.1864 | 1368 | 0.5868 | 0.5056 | 0.5868 | 0.7660 |
| 0.0688 | 23.2203 | 1370 | 0.5868 | 0.5006 | 0.5868 | 0.7660 |
| 0.0688 | 23.2542 | 1372 | 0.5740 | 0.5130 | 0.5740 | 0.7576 |
| 0.0688 | 23.2881 | 1374 | 0.5735 | 0.5570 | 0.5735 | 0.7573 |
| 0.0688 | 23.3220 | 1376 | 0.5803 | 0.5866 | 0.5803 | 0.7618 |
| 0.0688 | 23.3559 | 1378 | 0.5817 | 0.5751 | 0.5817 | 0.7627 |
| 0.0688 | 23.3898 | 1380 | 0.5733 | 0.6093 | 0.5733 | 0.7572 |
| 0.0688 | 23.4237 | 1382 | 0.5714 | 0.5628 | 0.5714 | 0.7559 |
| 0.0688 | 23.4576 | 1384 | 0.5765 | 0.5693 | 0.5765 | 0.7593 |
| 0.0688 | 23.4915 | 1386 | 0.5940 | 0.5312 | 0.5940 | 0.7707 |
| 0.0688 | 23.5254 | 1388 | 0.5898 | 0.5391 | 0.5898 | 0.7680 |
| 0.0688 | 23.5593 | 1390 | 0.5604 | 0.5536 | 0.5604 | 0.7486 |
| 0.0688 | 23.5932 | 1392 | 0.5415 | 0.5122 | 0.5415 | 0.7359 |
| 0.0688 | 23.6271 | 1394 | 0.5371 | 0.5524 | 0.5371 | 0.7329 |
| 0.0688 | 23.6610 | 1396 | 0.5521 | 0.5409 | 0.5521 | 0.7430 |
| 0.0688 | 23.6949 | 1398 | 0.5866 | 0.4890 | 0.5866 | 0.7659 |
| 0.0688 | 23.7288 | 1400 | 0.5892 | 0.4928 | 0.5892 | 0.7676 |
| 0.0688 | 23.7627 | 1402 | 0.5736 | 0.5161 | 0.5736 | 0.7574 |
| 0.0688 | 23.7966 | 1404 | 0.5752 | 0.5025 | 0.5752 | 0.7584 |
| 0.0688 | 23.8305 | 1406 | 0.5832 | 0.4822 | 0.5832 | 0.7637 |
| 0.0688 | 23.8644 | 1408 | 0.5855 | 0.4984 | 0.5855 | 0.7652 |
| 0.0688 | 23.8983 | 1410 | 0.5871 | 0.5427 | 0.5871 | 0.7662 |
| 0.0688 | 23.9322 | 1412 | 0.5939 | 0.5655 | 0.5939 | 0.7706 |
| 0.0688 | 23.9661 | 1414 | 0.6054 | 0.5867 | 0.6054 | 0.7781 |
| 0.0688 | 24.0 | 1416 | 0.6241 | 0.5416 | 0.6241 | 0.7900 |
| 0.0688 | 24.0339 | 1418 | 0.6045 | 0.5512 | 0.6045 | 0.7775 |
| 0.0688 | 24.0678 | 1420 | 0.5856 | 0.5666 | 0.5856 | 0.7652 |
| 0.0688 | 24.1017 | 1422 | 0.5793 | 0.5323 | 0.5793 | 0.7611 |
| 0.0688 | 24.1356 | 1424 | 0.5948 | 0.4985 | 0.5948 | 0.7712 |
| 0.0688 | 24.1695 | 1426 | 0.6258 | 0.4787 | 0.6258 | 0.7911 |
| 0.0688 | 24.2034 | 1428 | 0.6753 | 0.4585 | 0.6753 | 0.8217 |
| 0.0688 | 24.2373 | 1430 | 0.7012 | 0.4585 | 0.7012 | 0.8374 |
| 0.0688 | 24.2712 | 1432 | 0.7137 | 0.4337 | 0.7137 | 0.8448 |
| 0.0688 | 24.3051 | 1434 | 0.7110 | 0.4337 | 0.7110 | 0.8432 |
| 0.0688 | 24.3390 | 1436 | 0.7173 | 0.4337 | 0.7173 | 0.8470 |
| 0.0688 | 24.3729 | 1438 | 0.7320 | 0.4780 | 0.7320 | 0.8556 |
| 0.0688 | 24.4068 | 1440 | 0.7503 | 0.4620 | 0.7503 | 0.8662 |
| 0.0688 | 24.4407 | 1442 | 0.7398 | 0.4824 | 0.7398 | 0.8601 |
| 0.0688 | 24.4746 | 1444 | 0.7525 | 0.4813 | 0.7525 | 0.8674 |
| 0.0688 | 24.5085 | 1446 | 0.7133 | 0.4668 | 0.7133 | 0.8446 |
| 0.0688 | 24.5424 | 1448 | 0.6904 | 0.4707 | 0.6904 | 0.8309 |
| 0.0688 | 24.5763 | 1450 | 0.6765 | 0.4798 | 0.6765 | 0.8225 |
| 0.0688 | 24.6102 | 1452 | 0.6908 | 0.4798 | 0.6908 | 0.8312 |
| 0.0688 | 24.6441 | 1454 | 0.7249 | 0.4898 | 0.7249 | 0.8514 |
| 0.0688 | 24.6780 | 1456 | 0.7405 | 0.4772 | 0.7405 | 0.8605 |
| 0.0688 | 24.7119 | 1458 | 0.7419 | 0.4581 | 0.7419 | 0.8613 |
| 0.0688 | 24.7458 | 1460 | 0.7254 | 0.4749 | 0.7254 | 0.8517 |
| 0.0688 | 24.7797 | 1462 | 0.6696 | 0.5260 | 0.6696 | 0.8183 |
| 0.0688 | 24.8136 | 1464 | 0.6295 | 0.5377 | 0.6295 | 0.7934 |
| 0.0688 | 24.8475 | 1466 | 0.6306 | 0.5589 | 0.6306 | 0.7941 |
| 0.0688 | 24.8814 | 1468 | 0.6366 | 0.5589 | 0.6366 | 0.7979 |
| 0.0688 | 24.9153 | 1470 | 0.6203 | 0.5798 | 0.6203 | 0.7876 |
| 0.0688 | 24.9492 | 1472 | 0.6111 | 0.5838 | 0.6111 | 0.7817 |
| 0.0688 | 24.9831 | 1474 | 0.5983 | 0.5991 | 0.5983 | 0.7735 |
| 0.0688 | 25.0169 | 1476 | 0.5922 | 0.5768 | 0.5922 | 0.7695 |
| 0.0688 | 25.0508 | 1478 | 0.6087 | 0.5650 | 0.6087 | 0.7802 |
| 0.0688 | 25.0847 | 1480 | 0.6378 | 0.5006 | 0.6378 | 0.7986 |
| 0.0688 | 25.1186 | 1482 | 0.6557 | 0.5090 | 0.6557 | 0.8097 |
| 0.0688 | 25.1525 | 1484 | 0.6557 | 0.5238 | 0.6557 | 0.8098 |
| 0.0688 | 25.1864 | 1486 | 0.6671 | 0.5388 | 0.6671 | 0.8167 |
| 0.0688 | 25.2203 | 1488 | 0.6794 | 0.5512 | 0.6794 | 0.8243 |
| 0.0688 | 25.2542 | 1490 | 0.6946 | 0.4657 | 0.6946 | 0.8334 |
| 0.0688 | 25.2881 | 1492 | 0.6945 | 0.4412 | 0.6945 | 0.8334 |
| 0.0688 | 25.3220 | 1494 | 0.6800 | 0.4257 | 0.6800 | 0.8246 |
| 0.0688 | 25.3559 | 1496 | 0.6585 | 0.4452 | 0.6585 | 0.8115 |
| 0.0688 | 25.3898 | 1498 | 0.6735 | 0.4751 | 0.6735 | 0.8207 |
| 0.051 | 25.4237 | 1500 | 0.7019 | 0.5156 | 0.7019 | 0.8378 |
| 0.051 | 25.4576 | 1502 | 0.7023 | 0.5465 | 0.7023 | 0.8380 |
| 0.051 | 25.4915 | 1504 | 0.6540 | 0.5178 | 0.6540 | 0.8087 |
| 0.051 | 25.5254 | 1506 | 0.5986 | 0.5472 | 0.5986 | 0.7737 |
| 0.051 | 25.5593 | 1508 | 0.5904 | 0.6104 | 0.5904 | 0.7684 |
| 0.051 | 25.5932 | 1510 | 0.5842 | 0.6043 | 0.5842 | 0.7644 |
| 0.051 | 25.6271 | 1512 | 0.5952 | 0.6099 | 0.5952 | 0.7715 |
| 0.051 | 25.6610 | 1514 | 0.6068 | 0.5820 | 0.6068 | 0.7790 |
| 0.051 | 25.6949 | 1516 | 0.6090 | 0.5472 | 0.6090 | 0.7804 |
| 0.051 | 25.7288 | 1518 | 0.5929 | 0.5490 | 0.5929 | 0.7700 |
| 0.051 | 25.7627 | 1520 | 0.5754 | 0.5605 | 0.5754 | 0.7585 |
| 0.051 | 25.7966 | 1522 | 0.5611 | 0.5487 | 0.5611 | 0.7491 |
| 0.051 | 25.8305 | 1524 | 0.5637 | 0.5397 | 0.5637 | 0.7508 |
| 0.051 | 25.8644 | 1526 | 0.5930 | 0.5563 | 0.5930 | 0.7701 |
| 0.051 | 25.8983 | 1528 | 0.6057 | 0.5521 | 0.6057 | 0.7783 |
| 0.051 | 25.9322 | 1530 | 0.6095 | 0.5440 | 0.6095 | 0.7807 |
| 0.051 | 25.9661 | 1532 | 0.5898 | 0.5536 | 0.5898 | 0.7680 |
| 0.051 | 26.0 | 1534 | 0.5781 | 0.5428 | 0.5781 | 0.7604 |
| 0.051 | 26.0339 | 1536 | 0.5740 | 0.4951 | 0.5740 | 0.7577 |
| 0.051 | 26.0678 | 1538 | 0.5802 | 0.5013 | 0.5802 | 0.7617 |
| 0.051 | 26.1017 | 1540 | 0.5976 | 0.5069 | 0.5976 | 0.7730 |
| 0.051 | 26.1356 | 1542 | 0.6146 | 0.5257 | 0.6146 | 0.7839 |
| 0.051 | 26.1695 | 1544 | 0.6260 | 0.5303 | 0.6260 | 0.7912 |
| 0.051 | 26.2034 | 1546 | 0.6064 | 0.5257 | 0.6064 | 0.7787 |
| 0.051 | 26.2373 | 1548 | 0.5797 | 0.5048 | 0.5797 | 0.7614 |
| 0.051 | 26.2712 | 1550 | 0.5579 | 0.4658 | 0.5579 | 0.7469 |
| 0.051 | 26.3051 | 1552 | 0.5481 | 0.4807 | 0.5481 | 0.7403 |
| 0.051 | 26.3390 | 1554 | 0.5522 | 0.4847 | 0.5522 | 0.7431 |
| 0.051 | 26.3729 | 1556 | 0.5617 | 0.4874 | 0.5617 | 0.7495 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
|