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library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask4_development
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_CrossPrompt_FineTuningAraBERT_noAug_TestTask4_development
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: 0.7604
- Qwk: 0.4863
- Mse: 0.7604
- Rmse: 0.8720
## 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 | 0.0187 | 2 | 4.2262 | 0.0007 | 4.2262 | 2.0558 |
| No log | 0.0374 | 4 | 2.8821 | 0.0688 | 2.8821 | 1.6977 |
| No log | 0.0561 | 6 | 1.6713 | 0.1206 | 1.6713 | 1.2928 |
| No log | 0.0748 | 8 | 0.7087 | 0.2730 | 0.7087 | 0.8419 |
| No log | 0.0935 | 10 | 0.7489 | 0.1070 | 0.7489 | 0.8654 |
| No log | 0.1121 | 12 | 0.8531 | 0.0538 | 0.8531 | 0.9236 |
| No log | 0.1308 | 14 | 0.9273 | -0.0263 | 0.9273 | 0.9630 |
| No log | 0.1495 | 16 | 0.8354 | 0.0834 | 0.8354 | 0.9140 |
| No log | 0.1682 | 18 | 0.8068 | 0.2658 | 0.8068 | 0.8982 |
| No log | 0.1869 | 20 | 0.7171 | 0.3058 | 0.7171 | 0.8468 |
| No log | 0.2056 | 22 | 0.6102 | 0.2773 | 0.6102 | 0.7812 |
| No log | 0.2243 | 24 | 0.5717 | 0.3375 | 0.5717 | 0.7561 |
| No log | 0.2430 | 26 | 0.5669 | 0.3925 | 0.5669 | 0.7529 |
| No log | 0.2617 | 28 | 0.5194 | 0.4204 | 0.5194 | 0.7207 |
| No log | 0.2804 | 30 | 0.5217 | 0.3882 | 0.5217 | 0.7223 |
| No log | 0.2991 | 32 | 0.5313 | 0.3468 | 0.5313 | 0.7289 |
| No log | 0.3178 | 34 | 0.5160 | 0.3274 | 0.5160 | 0.7183 |
| No log | 0.3364 | 36 | 0.5192 | 0.2951 | 0.5192 | 0.7206 |
| No log | 0.3551 | 38 | 0.5223 | 0.4097 | 0.5223 | 0.7227 |
| No log | 0.3738 | 40 | 0.6000 | 0.4395 | 0.6000 | 0.7746 |
| No log | 0.3925 | 42 | 0.5594 | 0.5057 | 0.5594 | 0.7479 |
| No log | 0.4112 | 44 | 0.5229 | 0.4335 | 0.5229 | 0.7231 |
| No log | 0.4299 | 46 | 0.5395 | 0.4589 | 0.5395 | 0.7345 |
| No log | 0.4486 | 48 | 0.6096 | 0.4318 | 0.6096 | 0.7808 |
| No log | 0.4673 | 50 | 0.7429 | 0.4298 | 0.7429 | 0.8619 |
| No log | 0.4860 | 52 | 0.6025 | 0.4396 | 0.6025 | 0.7762 |
| No log | 0.5047 | 54 | 0.4816 | 0.4669 | 0.4816 | 0.6940 |
| No log | 0.5234 | 56 | 0.4813 | 0.4956 | 0.4813 | 0.6938 |
| No log | 0.5421 | 58 | 0.5308 | 0.4047 | 0.5308 | 0.7286 |
| No log | 0.5607 | 60 | 0.6897 | 0.3419 | 0.6897 | 0.8305 |
| No log | 0.5794 | 62 | 0.7003 | 0.3760 | 0.7003 | 0.8368 |
| No log | 0.5981 | 64 | 0.6158 | 0.4502 | 0.6158 | 0.7847 |
| No log | 0.6168 | 66 | 0.5498 | 0.4448 | 0.5498 | 0.7415 |
| No log | 0.6355 | 68 | 0.5351 | 0.4236 | 0.5351 | 0.7315 |
| No log | 0.6542 | 70 | 0.5364 | 0.4296 | 0.5364 | 0.7324 |
| No log | 0.6729 | 72 | 0.6057 | 0.4503 | 0.6057 | 0.7783 |
| No log | 0.6916 | 74 | 0.6720 | 0.4074 | 0.6720 | 0.8198 |
| No log | 0.7103 | 76 | 0.5613 | 0.4488 | 0.5613 | 0.7492 |
| No log | 0.7290 | 78 | 0.5160 | 0.4108 | 0.5160 | 0.7183 |
| No log | 0.7477 | 80 | 0.4950 | 0.4348 | 0.4950 | 0.7036 |
| No log | 0.7664 | 82 | 0.4712 | 0.4479 | 0.4712 | 0.6864 |
| No log | 0.7850 | 84 | 0.4942 | 0.4170 | 0.4942 | 0.7030 |
| No log | 0.8037 | 86 | 0.5249 | 0.4579 | 0.5249 | 0.7245 |
| No log | 0.8224 | 88 | 0.4899 | 0.4916 | 0.4899 | 0.6999 |
| No log | 0.8411 | 90 | 0.4624 | 0.4642 | 0.4624 | 0.6800 |
| No log | 0.8598 | 92 | 0.5330 | 0.4068 | 0.5330 | 0.7301 |
| No log | 0.8785 | 94 | 0.5860 | 0.3198 | 0.5860 | 0.7655 |
| No log | 0.8972 | 96 | 0.4723 | 0.4612 | 0.4723 | 0.6873 |
| No log | 0.9159 | 98 | 0.5823 | 0.4917 | 0.5823 | 0.7631 |
| No log | 0.9346 | 100 | 0.6352 | 0.4771 | 0.6352 | 0.7970 |
| No log | 0.9533 | 102 | 0.6525 | 0.4470 | 0.6525 | 0.8078 |
| No log | 0.9720 | 104 | 0.5298 | 0.5493 | 0.5298 | 0.7279 |
| No log | 0.9907 | 106 | 0.4829 | 0.5183 | 0.4829 | 0.6949 |
| No log | 1.0093 | 108 | 0.5155 | 0.5470 | 0.5155 | 0.7180 |
| No log | 1.0280 | 110 | 0.6312 | 0.5014 | 0.6312 | 0.7945 |
| No log | 1.0467 | 112 | 0.6348 | 0.5078 | 0.6348 | 0.7967 |
| No log | 1.0654 | 114 | 0.5873 | 0.5310 | 0.5873 | 0.7664 |
| No log | 1.0841 | 116 | 0.4992 | 0.5288 | 0.4992 | 0.7065 |
| No log | 1.1028 | 118 | 0.4681 | 0.4889 | 0.4681 | 0.6841 |
| No log | 1.1215 | 120 | 0.5230 | 0.4368 | 0.5230 | 0.7232 |
| No log | 1.1402 | 122 | 0.5010 | 0.4138 | 0.5010 | 0.7078 |
| No log | 1.1589 | 124 | 0.5130 | 0.3896 | 0.5130 | 0.7162 |
| No log | 1.1776 | 126 | 0.5445 | 0.4272 | 0.5445 | 0.7379 |
| No log | 1.1963 | 128 | 0.5707 | 0.4314 | 0.5707 | 0.7554 |
| No log | 1.2150 | 130 | 0.5565 | 0.4105 | 0.5565 | 0.7460 |
| No log | 1.2336 | 132 | 0.5496 | 0.4607 | 0.5496 | 0.7414 |
| No log | 1.2523 | 134 | 0.5129 | 0.4814 | 0.5129 | 0.7162 |
| No log | 1.2710 | 136 | 0.5274 | 0.5274 | 0.5274 | 0.7263 |
| No log | 1.2897 | 138 | 0.6895 | 0.5159 | 0.6895 | 0.8304 |
| No log | 1.3084 | 140 | 0.6784 | 0.5298 | 0.6784 | 0.8237 |
| No log | 1.3271 | 142 | 0.5623 | 0.5984 | 0.5623 | 0.7499 |
| No log | 1.3458 | 144 | 0.6969 | 0.5116 | 0.6969 | 0.8348 |
| No log | 1.3645 | 146 | 0.7257 | 0.5010 | 0.7257 | 0.8519 |
| No log | 1.3832 | 148 | 0.5055 | 0.5511 | 0.5055 | 0.7110 |
| No log | 1.4019 | 150 | 0.4480 | 0.5509 | 0.4480 | 0.6693 |
| No log | 1.4206 | 152 | 0.5149 | 0.4223 | 0.5149 | 0.7175 |
| No log | 1.4393 | 154 | 0.5689 | 0.3185 | 0.5689 | 0.7542 |
| No log | 1.4579 | 156 | 0.5244 | 0.3417 | 0.5244 | 0.7241 |
| No log | 1.4766 | 158 | 0.5091 | 0.4241 | 0.5091 | 0.7135 |
| No log | 1.4953 | 160 | 0.5439 | 0.4149 | 0.5439 | 0.7375 |
| No log | 1.5140 | 162 | 0.5973 | 0.4051 | 0.5973 | 0.7728 |
| No log | 1.5327 | 164 | 0.6184 | 0.4606 | 0.6184 | 0.7864 |
| No log | 1.5514 | 166 | 0.6960 | 0.4464 | 0.6960 | 0.8343 |
| No log | 1.5701 | 168 | 0.6640 | 0.4934 | 0.6640 | 0.8148 |
| No log | 1.5888 | 170 | 0.5347 | 0.5498 | 0.5347 | 0.7313 |
| No log | 1.6075 | 172 | 0.4497 | 0.6459 | 0.4497 | 0.6706 |
| No log | 1.6262 | 174 | 0.4236 | 0.6315 | 0.4236 | 0.6509 |
| No log | 1.6449 | 176 | 0.4346 | 0.6213 | 0.4346 | 0.6593 |
| No log | 1.6636 | 178 | 0.5402 | 0.5448 | 0.5402 | 0.7350 |
| No log | 1.6822 | 180 | 0.5976 | 0.5158 | 0.5976 | 0.7731 |
| No log | 1.7009 | 182 | 0.6786 | 0.4929 | 0.6786 | 0.8237 |
| No log | 1.7196 | 184 | 0.6336 | 0.5290 | 0.6336 | 0.7960 |
| No log | 1.7383 | 186 | 0.5172 | 0.5752 | 0.5172 | 0.7192 |
| No log | 1.7570 | 188 | 0.4472 | 0.6327 | 0.4472 | 0.6688 |
| No log | 1.7757 | 190 | 0.4789 | 0.6046 | 0.4789 | 0.6920 |
| No log | 1.7944 | 192 | 0.4281 | 0.5826 | 0.4281 | 0.6543 |
| No log | 1.8131 | 194 | 0.4427 | 0.5869 | 0.4427 | 0.6654 |
| No log | 1.8318 | 196 | 0.5534 | 0.5371 | 0.5534 | 0.7439 |
| No log | 1.8505 | 198 | 0.6232 | 0.5393 | 0.6232 | 0.7895 |
| No log | 1.8692 | 200 | 0.5552 | 0.5706 | 0.5552 | 0.7451 |
| No log | 1.8879 | 202 | 0.4796 | 0.6020 | 0.4796 | 0.6925 |
| No log | 1.9065 | 204 | 0.5413 | 0.6092 | 0.5413 | 0.7357 |
| No log | 1.9252 | 206 | 0.5171 | 0.5770 | 0.5171 | 0.7191 |
| No log | 1.9439 | 208 | 0.4415 | 0.5484 | 0.4415 | 0.6645 |
| No log | 1.9626 | 210 | 0.5075 | 0.5444 | 0.5075 | 0.7124 |
| No log | 1.9813 | 212 | 0.5612 | 0.5298 | 0.5612 | 0.7491 |
| No log | 2.0 | 214 | 0.5899 | 0.4860 | 0.5899 | 0.7681 |
| No log | 2.0187 | 216 | 0.5590 | 0.4831 | 0.5590 | 0.7477 |
| No log | 2.0374 | 218 | 0.4745 | 0.4655 | 0.4745 | 0.6889 |
| No log | 2.0561 | 220 | 0.4560 | 0.4515 | 0.4560 | 0.6753 |
| No log | 2.0748 | 222 | 0.4854 | 0.4327 | 0.4854 | 0.6967 |
| No log | 2.0935 | 224 | 0.4759 | 0.4195 | 0.4759 | 0.6898 |
| No log | 2.1121 | 226 | 0.4578 | 0.4039 | 0.4578 | 0.6766 |
| No log | 2.1308 | 228 | 0.4470 | 0.4857 | 0.4470 | 0.6686 |
| No log | 2.1495 | 230 | 0.4426 | 0.5414 | 0.4426 | 0.6653 |
| No log | 2.1682 | 232 | 0.4669 | 0.6061 | 0.4669 | 0.6833 |
| No log | 2.1869 | 234 | 0.5151 | 0.6037 | 0.5151 | 0.7177 |
| No log | 2.2056 | 236 | 0.5668 | 0.6063 | 0.5668 | 0.7529 |
| No log | 2.2243 | 238 | 0.5515 | 0.6060 | 0.5515 | 0.7427 |
| No log | 2.2430 | 240 | 0.5127 | 0.5957 | 0.5127 | 0.7160 |
| No log | 2.2617 | 242 | 0.4968 | 0.6020 | 0.4968 | 0.7048 |
| No log | 2.2804 | 244 | 0.4992 | 0.5752 | 0.4992 | 0.7065 |
| No log | 2.2991 | 246 | 0.6384 | 0.5237 | 0.6384 | 0.7990 |
| No log | 2.3178 | 248 | 0.6556 | 0.4826 | 0.6556 | 0.8097 |
| No log | 2.3364 | 250 | 0.5414 | 0.5191 | 0.5414 | 0.7358 |
| No log | 2.3551 | 252 | 0.7168 | 0.5087 | 0.7168 | 0.8467 |
| No log | 2.3738 | 254 | 0.6770 | 0.5118 | 0.6770 | 0.8228 |
| No log | 2.3925 | 256 | 0.4295 | 0.5091 | 0.4295 | 0.6554 |
| No log | 2.4112 | 258 | 0.4305 | 0.5733 | 0.4305 | 0.6561 |
| No log | 2.4299 | 260 | 0.4446 | 0.5148 | 0.4446 | 0.6668 |
| No log | 2.4486 | 262 | 0.6374 | 0.5384 | 0.6374 | 0.7984 |
| No log | 2.4673 | 264 | 0.6579 | 0.5520 | 0.6579 | 0.8111 |
| No log | 2.4860 | 266 | 0.5863 | 0.5507 | 0.5863 | 0.7657 |
| No log | 2.5047 | 268 | 0.4814 | 0.6038 | 0.4814 | 0.6938 |
| No log | 2.5234 | 270 | 0.4922 | 0.6156 | 0.4922 | 0.7016 |
| No log | 2.5421 | 272 | 0.5670 | 0.5592 | 0.5670 | 0.7530 |
| No log | 2.5607 | 274 | 0.7538 | 0.5273 | 0.7538 | 0.8682 |
| No log | 2.5794 | 276 | 0.6584 | 0.5452 | 0.6584 | 0.8114 |
| No log | 2.5981 | 278 | 0.4617 | 0.5643 | 0.4617 | 0.6794 |
| No log | 2.6168 | 280 | 0.4323 | 0.5487 | 0.4323 | 0.6575 |
| No log | 2.6355 | 282 | 0.4255 | 0.5703 | 0.4255 | 0.6523 |
| No log | 2.6542 | 284 | 0.4661 | 0.6010 | 0.4661 | 0.6827 |
| No log | 2.6729 | 286 | 0.6868 | 0.5270 | 0.6868 | 0.8287 |
| No log | 2.6916 | 288 | 0.7020 | 0.5125 | 0.7020 | 0.8378 |
| No log | 2.7103 | 290 | 0.6587 | 0.5276 | 0.6587 | 0.8116 |
| No log | 2.7290 | 292 | 0.5590 | 0.5941 | 0.5590 | 0.7477 |
| No log | 2.7477 | 294 | 0.6109 | 0.5764 | 0.6109 | 0.7816 |
| No log | 2.7664 | 296 | 0.6997 | 0.5227 | 0.6997 | 0.8365 |
| No log | 2.7850 | 298 | 0.7339 | 0.4973 | 0.7339 | 0.8567 |
| No log | 2.8037 | 300 | 0.5494 | 0.5728 | 0.5494 | 0.7412 |
| No log | 2.8224 | 302 | 0.4355 | 0.5826 | 0.4355 | 0.6599 |
| No log | 2.8411 | 304 | 0.4161 | 0.6251 | 0.4161 | 0.6451 |
| No log | 2.8598 | 306 | 0.4169 | 0.5854 | 0.4169 | 0.6457 |
| No log | 2.8785 | 308 | 0.4223 | 0.5686 | 0.4223 | 0.6498 |
| No log | 2.8972 | 310 | 0.4792 | 0.5420 | 0.4792 | 0.6922 |
| No log | 2.9159 | 312 | 0.5322 | 0.5096 | 0.5322 | 0.7295 |
| No log | 2.9346 | 314 | 0.4455 | 0.5726 | 0.4455 | 0.6675 |
| No log | 2.9533 | 316 | 0.4430 | 0.6234 | 0.4430 | 0.6656 |
| No log | 2.9720 | 318 | 0.4508 | 0.6244 | 0.4508 | 0.6714 |
| No log | 2.9907 | 320 | 0.4856 | 0.5764 | 0.4856 | 0.6968 |
| No log | 3.0093 | 322 | 0.6610 | 0.4995 | 0.6610 | 0.8130 |
| No log | 3.0280 | 324 | 0.6805 | 0.4865 | 0.6805 | 0.8249 |
| No log | 3.0467 | 326 | 0.5174 | 0.5424 | 0.5174 | 0.7193 |
| No log | 3.0654 | 328 | 0.4282 | 0.6024 | 0.4282 | 0.6544 |
| No log | 3.0841 | 330 | 0.4207 | 0.6110 | 0.4207 | 0.6486 |
| No log | 3.1028 | 332 | 0.4635 | 0.6270 | 0.4635 | 0.6808 |
| No log | 3.1215 | 334 | 0.4628 | 0.6328 | 0.4628 | 0.6803 |
| No log | 3.1402 | 336 | 0.4212 | 0.6099 | 0.4212 | 0.6490 |
| No log | 3.1589 | 338 | 0.4168 | 0.6092 | 0.4168 | 0.6456 |
| No log | 3.1776 | 340 | 0.4175 | 0.5931 | 0.4175 | 0.6462 |
| No log | 3.1963 | 342 | 0.4295 | 0.5797 | 0.4295 | 0.6554 |
| No log | 3.2150 | 344 | 0.4556 | 0.5646 | 0.4556 | 0.6750 |
| No log | 3.2336 | 346 | 0.4364 | 0.5998 | 0.4364 | 0.6606 |
| No log | 3.2523 | 348 | 0.4460 | 0.6103 | 0.4460 | 0.6678 |
| No log | 3.2710 | 350 | 0.4820 | 0.5895 | 0.4820 | 0.6943 |
| No log | 3.2897 | 352 | 0.4729 | 0.5895 | 0.4729 | 0.6877 |
| No log | 3.3084 | 354 | 0.4762 | 0.5886 | 0.4762 | 0.6901 |
| No log | 3.3271 | 356 | 0.5306 | 0.6010 | 0.5306 | 0.7284 |
| No log | 3.3458 | 358 | 0.4835 | 0.6009 | 0.4835 | 0.6954 |
| No log | 3.3645 | 360 | 0.5438 | 0.5586 | 0.5438 | 0.7375 |
| No log | 3.3832 | 362 | 0.5362 | 0.5491 | 0.5362 | 0.7322 |
| No log | 3.4019 | 364 | 0.4595 | 0.5833 | 0.4595 | 0.6779 |
| No log | 3.4206 | 366 | 0.4640 | 0.5729 | 0.4640 | 0.6812 |
| No log | 3.4393 | 368 | 0.5103 | 0.5709 | 0.5103 | 0.7144 |
| No log | 3.4579 | 370 | 0.6491 | 0.5249 | 0.6491 | 0.8057 |
| No log | 3.4766 | 372 | 0.5776 | 0.5319 | 0.5776 | 0.7600 |
| No log | 3.4953 | 374 | 0.4580 | 0.5987 | 0.4580 | 0.6767 |
| No log | 3.5140 | 376 | 0.4929 | 0.5773 | 0.4929 | 0.7021 |
| No log | 3.5327 | 378 | 0.4506 | 0.5845 | 0.4506 | 0.6713 |
| No log | 3.5514 | 380 | 0.5728 | 0.5177 | 0.5728 | 0.7568 |
| No log | 3.5701 | 382 | 0.7893 | 0.4646 | 0.7893 | 0.8884 |
| No log | 3.5888 | 384 | 0.7562 | 0.4692 | 0.7562 | 0.8696 |
| No log | 3.6075 | 386 | 0.5220 | 0.5494 | 0.5220 | 0.7225 |
| No log | 3.6262 | 388 | 0.4608 | 0.6145 | 0.4608 | 0.6788 |
| No log | 3.6449 | 390 | 0.4557 | 0.6145 | 0.4557 | 0.6751 |
| No log | 3.6636 | 392 | 0.4721 | 0.6199 | 0.4721 | 0.6871 |
| No log | 3.6822 | 394 | 0.5089 | 0.5951 | 0.5089 | 0.7134 |
| No log | 3.7009 | 396 | 0.4960 | 0.5942 | 0.4960 | 0.7043 |
| No log | 3.7196 | 398 | 0.4390 | 0.6109 | 0.4390 | 0.6625 |
| No log | 3.7383 | 400 | 0.4243 | 0.6161 | 0.4243 | 0.6514 |
| No log | 3.7570 | 402 | 0.4387 | 0.5971 | 0.4387 | 0.6623 |
| No log | 3.7757 | 404 | 0.4276 | 0.6299 | 0.4276 | 0.6539 |
| No log | 3.7944 | 406 | 0.4595 | 0.6058 | 0.4595 | 0.6779 |
| No log | 3.8131 | 408 | 0.5706 | 0.5414 | 0.5706 | 0.7554 |
| No log | 3.8318 | 410 | 0.5922 | 0.5290 | 0.5922 | 0.7695 |
| No log | 3.8505 | 412 | 0.4891 | 0.5711 | 0.4891 | 0.6994 |
| No log | 3.8692 | 414 | 0.4387 | 0.5795 | 0.4387 | 0.6624 |
| No log | 3.8879 | 416 | 0.4239 | 0.6005 | 0.4239 | 0.6511 |
| No log | 3.9065 | 418 | 0.4303 | 0.5710 | 0.4303 | 0.6560 |
| No log | 3.9252 | 420 | 0.4672 | 0.5808 | 0.4672 | 0.6835 |
| No log | 3.9439 | 422 | 0.5709 | 0.5160 | 0.5709 | 0.7556 |
| No log | 3.9626 | 424 | 0.6949 | 0.4602 | 0.6949 | 0.8336 |
| No log | 3.9813 | 426 | 0.6081 | 0.5052 | 0.6081 | 0.7798 |
| No log | 4.0 | 428 | 0.4424 | 0.6145 | 0.4424 | 0.6652 |
| No log | 4.0187 | 430 | 0.4601 | 0.5887 | 0.4601 | 0.6783 |
| No log | 4.0374 | 432 | 0.5240 | 0.5285 | 0.5240 | 0.7239 |
| No log | 4.0561 | 434 | 0.4570 | 0.5514 | 0.4570 | 0.6760 |
| No log | 4.0748 | 436 | 0.4189 | 0.5500 | 0.4189 | 0.6472 |
| No log | 4.0935 | 438 | 0.5569 | 0.5022 | 0.5569 | 0.7463 |
| No log | 4.1121 | 440 | 0.7538 | 0.4565 | 0.7538 | 0.8682 |
| No log | 4.1308 | 442 | 0.8203 | 0.4326 | 0.8203 | 0.9057 |
| No log | 4.1495 | 444 | 0.7150 | 0.5142 | 0.7150 | 0.8456 |
| No log | 4.1682 | 446 | 0.5252 | 0.5632 | 0.5252 | 0.7247 |
| No log | 4.1869 | 448 | 0.4602 | 0.6560 | 0.4602 | 0.6784 |
| No log | 4.2056 | 450 | 0.4635 | 0.6607 | 0.4635 | 0.6808 |
| No log | 4.2243 | 452 | 0.4491 | 0.6539 | 0.4491 | 0.6702 |
| No log | 4.2430 | 454 | 0.4370 | 0.6278 | 0.4370 | 0.6611 |
| No log | 4.2617 | 456 | 0.4423 | 0.6159 | 0.4423 | 0.6650 |
| No log | 4.2804 | 458 | 0.4376 | 0.6002 | 0.4376 | 0.6615 |
| No log | 4.2991 | 460 | 0.4470 | 0.5928 | 0.4470 | 0.6686 |
| No log | 4.3178 | 462 | 0.4753 | 0.5845 | 0.4753 | 0.6894 |
| No log | 4.3364 | 464 | 0.4516 | 0.5866 | 0.4516 | 0.6720 |
| No log | 4.3551 | 466 | 0.4210 | 0.5748 | 0.4210 | 0.6489 |
| No log | 4.3738 | 468 | 0.4203 | 0.5651 | 0.4203 | 0.6483 |
| No log | 4.3925 | 470 | 0.4301 | 0.5772 | 0.4301 | 0.6558 |
| No log | 4.4112 | 472 | 0.4505 | 0.6271 | 0.4505 | 0.6712 |
| No log | 4.4299 | 474 | 0.6108 | 0.5515 | 0.6108 | 0.7816 |
| No log | 4.4486 | 476 | 0.7790 | 0.5310 | 0.7790 | 0.8826 |
| No log | 4.4673 | 478 | 0.6549 | 0.5247 | 0.6549 | 0.8093 |
| No log | 4.4860 | 480 | 0.4581 | 0.6235 | 0.4581 | 0.6768 |
| No log | 4.5047 | 482 | 0.4360 | 0.5922 | 0.4360 | 0.6603 |
| No log | 4.5234 | 484 | 0.4343 | 0.5599 | 0.4343 | 0.6590 |
| No log | 4.5421 | 486 | 0.4220 | 0.5371 | 0.4220 | 0.6496 |
| No log | 4.5607 | 488 | 0.4856 | 0.5244 | 0.4856 | 0.6969 |
| No log | 4.5794 | 490 | 0.5197 | 0.4743 | 0.5197 | 0.7209 |
| No log | 4.5981 | 492 | 0.4484 | 0.5567 | 0.4484 | 0.6696 |
| No log | 4.6168 | 494 | 0.4309 | 0.6004 | 0.4309 | 0.6564 |
| No log | 4.6355 | 496 | 0.4713 | 0.5821 | 0.4713 | 0.6865 |
| No log | 4.6542 | 498 | 0.5032 | 0.5793 | 0.5032 | 0.7093 |
| 0.44 | 4.6729 | 500 | 0.5410 | 0.5321 | 0.5410 | 0.7355 |
| 0.44 | 4.6916 | 502 | 0.5226 | 0.5544 | 0.5226 | 0.7229 |
| 0.44 | 4.7103 | 504 | 0.5651 | 0.5451 | 0.5651 | 0.7518 |
| 0.44 | 4.7290 | 506 | 0.5332 | 0.5525 | 0.5332 | 0.7302 |
| 0.44 | 4.7477 | 508 | 0.5170 | 0.5454 | 0.5170 | 0.7190 |
| 0.44 | 4.7664 | 510 | 0.4774 | 0.5555 | 0.4774 | 0.6909 |
| 0.44 | 4.7850 | 512 | 0.4844 | 0.5827 | 0.4844 | 0.6960 |
| 0.44 | 4.8037 | 514 | 0.4944 | 0.5606 | 0.4944 | 0.7031 |
| 0.44 | 4.8224 | 516 | 0.6055 | 0.5477 | 0.6055 | 0.7781 |
| 0.44 | 4.8411 | 518 | 0.5905 | 0.5374 | 0.5905 | 0.7684 |
| 0.44 | 4.8598 | 520 | 0.4595 | 0.6069 | 0.4595 | 0.6779 |
| 0.44 | 4.8785 | 522 | 0.4549 | 0.5800 | 0.4549 | 0.6745 |
| 0.44 | 4.8972 | 524 | 0.4527 | 0.5910 | 0.4527 | 0.6729 |
| 0.44 | 4.9159 | 526 | 0.6097 | 0.5013 | 0.6097 | 0.7808 |
| 0.44 | 4.9346 | 528 | 0.5938 | 0.4974 | 0.5938 | 0.7706 |
| 0.44 | 4.9533 | 530 | 0.4593 | 0.5712 | 0.4593 | 0.6777 |
| 0.44 | 4.9720 | 532 | 0.4859 | 0.5330 | 0.4859 | 0.6971 |
| 0.44 | 4.9907 | 534 | 0.5190 | 0.5098 | 0.5190 | 0.7204 |
| 0.44 | 5.0093 | 536 | 0.4406 | 0.5531 | 0.4406 | 0.6638 |
| 0.44 | 5.0280 | 538 | 0.4553 | 0.5469 | 0.4553 | 0.6747 |
| 0.44 | 5.0467 | 540 | 0.4822 | 0.5200 | 0.4822 | 0.6944 |
| 0.44 | 5.0654 | 542 | 0.4354 | 0.5480 | 0.4354 | 0.6599 |
| 0.44 | 5.0841 | 544 | 0.4260 | 0.5663 | 0.4260 | 0.6527 |
| 0.44 | 5.1028 | 546 | 0.4289 | 0.5904 | 0.4289 | 0.6549 |
| 0.44 | 5.1215 | 548 | 0.4751 | 0.5655 | 0.4751 | 0.6893 |
| 0.44 | 5.1402 | 550 | 0.5134 | 0.5625 | 0.5134 | 0.7165 |
| 0.44 | 5.1589 | 552 | 0.4484 | 0.5845 | 0.4484 | 0.6696 |
| 0.44 | 5.1776 | 554 | 0.4412 | 0.5916 | 0.4412 | 0.6642 |
| 0.44 | 5.1963 | 556 | 0.4615 | 0.5855 | 0.4615 | 0.6793 |
| 0.44 | 5.2150 | 558 | 0.4330 | 0.6124 | 0.4330 | 0.6580 |
| 0.44 | 5.2336 | 560 | 0.4269 | 0.6170 | 0.4269 | 0.6533 |
| 0.44 | 5.2523 | 562 | 0.4568 | 0.5773 | 0.4568 | 0.6759 |
| 0.44 | 5.2710 | 564 | 0.5293 | 0.5277 | 0.5293 | 0.7275 |
| 0.44 | 5.2897 | 566 | 0.5187 | 0.5306 | 0.5187 | 0.7202 |
| 0.44 | 5.3084 | 568 | 0.5115 | 0.5259 | 0.5115 | 0.7152 |
| 0.44 | 5.3271 | 570 | 0.4764 | 0.5641 | 0.4764 | 0.6902 |
| 0.44 | 5.3458 | 572 | 0.4757 | 0.5827 | 0.4757 | 0.6897 |
| 0.44 | 5.3645 | 574 | 0.5077 | 0.6017 | 0.5077 | 0.7125 |
| 0.44 | 5.3832 | 576 | 0.4954 | 0.5887 | 0.4954 | 0.7039 |
| 0.44 | 5.4019 | 578 | 0.5533 | 0.5813 | 0.5533 | 0.7438 |
| 0.44 | 5.4206 | 580 | 0.5567 | 0.5704 | 0.5567 | 0.7462 |
| 0.44 | 5.4393 | 582 | 0.4772 | 0.5973 | 0.4772 | 0.6908 |
| 0.44 | 5.4579 | 584 | 0.4370 | 0.5964 | 0.4370 | 0.6611 |
| 0.44 | 5.4766 | 586 | 0.4385 | 0.5916 | 0.4385 | 0.6622 |
| 0.44 | 5.4953 | 588 | 0.4285 | 0.5707 | 0.4285 | 0.6546 |
| 0.44 | 5.5140 | 590 | 0.4659 | 0.5213 | 0.4659 | 0.6825 |
| 0.44 | 5.5327 | 592 | 0.7091 | 0.4905 | 0.7091 | 0.8421 |
| 0.44 | 5.5514 | 594 | 0.8549 | 0.4557 | 0.8549 | 0.9246 |
| 0.44 | 5.5701 | 596 | 0.7128 | 0.5169 | 0.7128 | 0.8442 |
| 0.44 | 5.5888 | 598 | 0.5429 | 0.5532 | 0.5429 | 0.7368 |
| 0.44 | 5.6075 | 600 | 0.4380 | 0.6087 | 0.4380 | 0.6618 |
| 0.44 | 5.6262 | 602 | 0.4574 | 0.6236 | 0.4574 | 0.6763 |
| 0.44 | 5.6449 | 604 | 0.4384 | 0.6278 | 0.4384 | 0.6621 |
| 0.44 | 5.6636 | 606 | 0.4307 | 0.5889 | 0.4307 | 0.6563 |
| 0.44 | 5.6822 | 608 | 0.4915 | 0.5389 | 0.4915 | 0.7010 |
| 0.44 | 5.7009 | 610 | 0.5625 | 0.5186 | 0.5625 | 0.7500 |
| 0.44 | 5.7196 | 612 | 0.5036 | 0.5605 | 0.5036 | 0.7096 |
| 0.44 | 5.7383 | 614 | 0.4342 | 0.5865 | 0.4342 | 0.6589 |
| 0.44 | 5.7570 | 616 | 0.4390 | 0.5788 | 0.4390 | 0.6626 |
| 0.44 | 5.7757 | 618 | 0.4546 | 0.5736 | 0.4546 | 0.6743 |
| 0.44 | 5.7944 | 620 | 0.5042 | 0.5417 | 0.5042 | 0.7101 |
| 0.44 | 5.8131 | 622 | 0.4891 | 0.5451 | 0.4891 | 0.6994 |
| 0.44 | 5.8318 | 624 | 0.4573 | 0.6130 | 0.4573 | 0.6762 |
| 0.44 | 5.8505 | 626 | 0.4553 | 0.5893 | 0.4553 | 0.6748 |
| 0.44 | 5.8692 | 628 | 0.4405 | 0.5897 | 0.4405 | 0.6637 |
| 0.44 | 5.8879 | 630 | 0.4357 | 0.5657 | 0.4357 | 0.6600 |
| 0.44 | 5.9065 | 632 | 0.4422 | 0.5793 | 0.4422 | 0.6650 |
| 0.44 | 5.9252 | 634 | 0.4969 | 0.5260 | 0.4969 | 0.7049 |
| 0.44 | 5.9439 | 636 | 0.4752 | 0.5620 | 0.4752 | 0.6894 |
| 0.44 | 5.9626 | 638 | 0.4449 | 0.5903 | 0.4449 | 0.6670 |
| 0.44 | 5.9813 | 640 | 0.4538 | 0.5914 | 0.4538 | 0.6736 |
| 0.44 | 6.0 | 642 | 0.4837 | 0.5711 | 0.4837 | 0.6955 |
| 0.44 | 6.0187 | 644 | 0.5024 | 0.5741 | 0.5024 | 0.7088 |
| 0.44 | 6.0374 | 646 | 0.4454 | 0.5915 | 0.4454 | 0.6674 |
| 0.44 | 6.0561 | 648 | 0.4301 | 0.6084 | 0.4301 | 0.6558 |
| 0.44 | 6.0748 | 650 | 0.4411 | 0.6289 | 0.4411 | 0.6642 |
| 0.44 | 6.0935 | 652 | 0.4568 | 0.6231 | 0.4568 | 0.6759 |
| 0.44 | 6.1121 | 654 | 0.4397 | 0.6213 | 0.4397 | 0.6631 |
| 0.44 | 6.1308 | 656 | 0.4692 | 0.6151 | 0.4692 | 0.6850 |
| 0.44 | 6.1495 | 658 | 0.4458 | 0.6125 | 0.4458 | 0.6677 |
| 0.44 | 6.1682 | 660 | 0.4813 | 0.5752 | 0.4813 | 0.6938 |
| 0.44 | 6.1869 | 662 | 0.4894 | 0.5810 | 0.4894 | 0.6996 |
| 0.44 | 6.2056 | 664 | 0.4533 | 0.6142 | 0.4533 | 0.6733 |
| 0.44 | 6.2243 | 666 | 0.4306 | 0.6125 | 0.4306 | 0.6562 |
| 0.44 | 6.2430 | 668 | 0.4613 | 0.6017 | 0.4613 | 0.6792 |
| 0.44 | 6.2617 | 670 | 0.6059 | 0.5200 | 0.6059 | 0.7784 |
| 0.44 | 6.2804 | 672 | 0.5577 | 0.5697 | 0.5577 | 0.7468 |
| 0.44 | 6.2991 | 674 | 0.4299 | 0.6071 | 0.4299 | 0.6557 |
| 0.44 | 6.3178 | 676 | 0.4536 | 0.6310 | 0.4536 | 0.6735 |
| 0.44 | 6.3364 | 678 | 0.4426 | 0.6303 | 0.4426 | 0.6653 |
| 0.44 | 6.3551 | 680 | 0.4197 | 0.5927 | 0.4197 | 0.6478 |
| 0.44 | 6.3738 | 682 | 0.5827 | 0.5364 | 0.5827 | 0.7634 |
| 0.44 | 6.3925 | 684 | 0.7149 | 0.4781 | 0.7149 | 0.8455 |
| 0.44 | 6.4112 | 686 | 0.6384 | 0.5236 | 0.6384 | 0.7990 |
| 0.44 | 6.4299 | 688 | 0.4751 | 0.6339 | 0.4751 | 0.6893 |
| 0.44 | 6.4486 | 690 | 0.4847 | 0.5884 | 0.4847 | 0.6962 |
| 0.44 | 6.4673 | 692 | 0.5601 | 0.5755 | 0.5601 | 0.7484 |
| 0.44 | 6.4860 | 694 | 0.4919 | 0.6014 | 0.4919 | 0.7014 |
| 0.44 | 6.5047 | 696 | 0.4435 | 0.6368 | 0.4435 | 0.6660 |
| 0.44 | 6.5234 | 698 | 0.5928 | 0.5332 | 0.5928 | 0.7699 |
| 0.44 | 6.5421 | 700 | 0.6551 | 0.5031 | 0.6551 | 0.8094 |
| 0.44 | 6.5607 | 702 | 0.5443 | 0.5234 | 0.5443 | 0.7378 |
| 0.44 | 6.5794 | 704 | 0.4166 | 0.6034 | 0.4166 | 0.6455 |
| 0.44 | 6.5981 | 706 | 0.4176 | 0.6111 | 0.4176 | 0.6462 |
| 0.44 | 6.6168 | 708 | 0.4098 | 0.5793 | 0.4098 | 0.6402 |
| 0.44 | 6.6355 | 710 | 0.4229 | 0.5971 | 0.4229 | 0.6503 |
| 0.44 | 6.6542 | 712 | 0.4413 | 0.5689 | 0.4413 | 0.6643 |
| 0.44 | 6.6729 | 714 | 0.4732 | 0.5631 | 0.4732 | 0.6879 |
| 0.44 | 6.6916 | 716 | 0.4663 | 0.5821 | 0.4663 | 0.6828 |
| 0.44 | 6.7103 | 718 | 0.4603 | 0.6135 | 0.4603 | 0.6784 |
| 0.44 | 6.7290 | 720 | 0.4582 | 0.6241 | 0.4582 | 0.6769 |
| 0.44 | 6.7477 | 722 | 0.4778 | 0.6096 | 0.4778 | 0.6912 |
| 0.44 | 6.7664 | 724 | 0.5030 | 0.5780 | 0.5030 | 0.7092 |
| 0.44 | 6.7850 | 726 | 0.6619 | 0.5428 | 0.6619 | 0.8135 |
| 0.44 | 6.8037 | 728 | 0.7985 | 0.4880 | 0.7985 | 0.8936 |
| 0.44 | 6.8224 | 730 | 0.6069 | 0.5209 | 0.6069 | 0.7790 |
| 0.44 | 6.8411 | 732 | 0.4262 | 0.6145 | 0.4262 | 0.6528 |
| 0.44 | 6.8598 | 734 | 0.4187 | 0.6095 | 0.4187 | 0.6471 |
| 0.44 | 6.8785 | 736 | 0.4181 | 0.5894 | 0.4181 | 0.6466 |
| 0.44 | 6.8972 | 738 | 0.4192 | 0.5558 | 0.4192 | 0.6474 |
| 0.44 | 6.9159 | 740 | 0.4594 | 0.5755 | 0.4594 | 0.6778 |
| 0.44 | 6.9346 | 742 | 0.4590 | 0.5478 | 0.4590 | 0.6775 |
| 0.44 | 6.9533 | 744 | 0.4788 | 0.5575 | 0.4788 | 0.6920 |
| 0.44 | 6.9720 | 746 | 0.4574 | 0.5526 | 0.4574 | 0.6763 |
| 0.44 | 6.9907 | 748 | 0.4602 | 0.5891 | 0.4602 | 0.6784 |
| 0.44 | 7.0093 | 750 | 0.5189 | 0.5460 | 0.5189 | 0.7204 |
| 0.44 | 7.0280 | 752 | 0.5236 | 0.5646 | 0.5236 | 0.7236 |
| 0.44 | 7.0467 | 754 | 0.4499 | 0.5951 | 0.4499 | 0.6708 |
| 0.44 | 7.0654 | 756 | 0.4374 | 0.5891 | 0.4374 | 0.6614 |
| 0.44 | 7.0841 | 758 | 0.4388 | 0.5693 | 0.4388 | 0.6624 |
| 0.44 | 7.1028 | 760 | 0.4810 | 0.5482 | 0.4810 | 0.6935 |
| 0.44 | 7.1215 | 762 | 0.4647 | 0.5461 | 0.4647 | 0.6817 |
| 0.44 | 7.1402 | 764 | 0.4576 | 0.5646 | 0.4576 | 0.6765 |
| 0.44 | 7.1589 | 766 | 0.4352 | 0.5752 | 0.4352 | 0.6597 |
| 0.44 | 7.1776 | 768 | 0.4284 | 0.6079 | 0.4284 | 0.6546 |
| 0.44 | 7.1963 | 770 | 0.4440 | 0.5971 | 0.4440 | 0.6663 |
| 0.44 | 7.2150 | 772 | 0.5070 | 0.5741 | 0.5070 | 0.7121 |
| 0.44 | 7.2336 | 774 | 0.5825 | 0.5449 | 0.5825 | 0.7632 |
| 0.44 | 7.2523 | 776 | 0.6215 | 0.5357 | 0.6215 | 0.7884 |
| 0.44 | 7.2710 | 778 | 0.5875 | 0.5457 | 0.5875 | 0.7665 |
| 0.44 | 7.2897 | 780 | 0.4969 | 0.5744 | 0.4969 | 0.7049 |
| 0.44 | 7.3084 | 782 | 0.4507 | 0.6148 | 0.4507 | 0.6713 |
| 0.44 | 7.3271 | 784 | 0.4433 | 0.5991 | 0.4433 | 0.6658 |
| 0.44 | 7.3458 | 786 | 0.4486 | 0.5900 | 0.4486 | 0.6697 |
| 0.44 | 7.3645 | 788 | 0.4219 | 0.5954 | 0.4219 | 0.6495 |
| 0.44 | 7.3832 | 790 | 0.4202 | 0.5917 | 0.4202 | 0.6482 |
| 0.44 | 7.4019 | 792 | 0.4577 | 0.5864 | 0.4577 | 0.6765 |
| 0.44 | 7.4206 | 794 | 0.4401 | 0.6056 | 0.4401 | 0.6634 |
| 0.44 | 7.4393 | 796 | 0.4030 | 0.6058 | 0.4030 | 0.6349 |
| 0.44 | 7.4579 | 798 | 0.4021 | 0.6053 | 0.4021 | 0.6341 |
| 0.44 | 7.4766 | 800 | 0.4092 | 0.6130 | 0.4092 | 0.6396 |
| 0.44 | 7.4953 | 802 | 0.4732 | 0.5940 | 0.4732 | 0.6879 |
| 0.44 | 7.5140 | 804 | 0.4422 | 0.5905 | 0.4422 | 0.6650 |
| 0.44 | 7.5327 | 806 | 0.4057 | 0.6069 | 0.4057 | 0.6370 |
| 0.44 | 7.5514 | 808 | 0.4191 | 0.5863 | 0.4191 | 0.6473 |
| 0.44 | 7.5701 | 810 | 0.4052 | 0.6200 | 0.4052 | 0.6366 |
| 0.44 | 7.5888 | 812 | 0.4535 | 0.5928 | 0.4535 | 0.6734 |
| 0.44 | 7.6075 | 814 | 0.4687 | 0.5989 | 0.4687 | 0.6846 |
| 0.44 | 7.6262 | 816 | 0.4208 | 0.6184 | 0.4208 | 0.6487 |
| 0.44 | 7.6449 | 818 | 0.4223 | 0.6438 | 0.4223 | 0.6499 |
| 0.44 | 7.6636 | 820 | 0.4219 | 0.6448 | 0.4219 | 0.6496 |
| 0.44 | 7.6822 | 822 | 0.4902 | 0.6144 | 0.4902 | 0.7002 |
| 0.44 | 7.7009 | 824 | 0.5360 | 0.5899 | 0.5360 | 0.7322 |
| 0.44 | 7.7196 | 826 | 0.4526 | 0.6451 | 0.4526 | 0.6727 |
| 0.44 | 7.7383 | 828 | 0.4198 | 0.6280 | 0.4198 | 0.6479 |
| 0.44 | 7.7570 | 830 | 0.4201 | 0.6297 | 0.4201 | 0.6481 |
| 0.44 | 7.7757 | 832 | 0.4296 | 0.6270 | 0.4296 | 0.6554 |
| 0.44 | 7.7944 | 834 | 0.4381 | 0.6276 | 0.4381 | 0.6619 |
| 0.44 | 7.8131 | 836 | 0.4736 | 0.5687 | 0.4736 | 0.6882 |
| 0.44 | 7.8318 | 838 | 0.4225 | 0.5711 | 0.4225 | 0.6500 |
| 0.44 | 7.8505 | 840 | 0.4062 | 0.5619 | 0.4062 | 0.6374 |
| 0.44 | 7.8692 | 842 | 0.4148 | 0.5812 | 0.4148 | 0.6441 |
| 0.44 | 7.8879 | 844 | 0.4100 | 0.5878 | 0.4100 | 0.6403 |
| 0.44 | 7.9065 | 846 | 0.4149 | 0.5859 | 0.4149 | 0.6442 |
| 0.44 | 7.9252 | 848 | 0.4425 | 0.5932 | 0.4425 | 0.6652 |
| 0.44 | 7.9439 | 850 | 0.5110 | 0.5828 | 0.5110 | 0.7148 |
| 0.44 | 7.9626 | 852 | 0.5376 | 0.5741 | 0.5376 | 0.7332 |
| 0.44 | 7.9813 | 854 | 0.5031 | 0.6161 | 0.5031 | 0.7093 |
| 0.44 | 8.0 | 856 | 0.4640 | 0.6045 | 0.4640 | 0.6811 |
| 0.44 | 8.0187 | 858 | 0.4689 | 0.6130 | 0.4689 | 0.6848 |
| 0.44 | 8.0374 | 860 | 0.5064 | 0.6061 | 0.5064 | 0.7116 |
| 0.44 | 8.0561 | 862 | 0.4566 | 0.6225 | 0.4566 | 0.6757 |
| 0.44 | 8.0748 | 864 | 0.4133 | 0.6480 | 0.4133 | 0.6429 |
| 0.44 | 8.0935 | 866 | 0.4088 | 0.5981 | 0.4088 | 0.6394 |
| 0.44 | 8.1121 | 868 | 0.4218 | 0.6004 | 0.4218 | 0.6495 |
| 0.44 | 8.1308 | 870 | 0.4573 | 0.5916 | 0.4573 | 0.6763 |
| 0.44 | 8.1495 | 872 | 0.4834 | 0.5878 | 0.4834 | 0.6953 |
| 0.44 | 8.1682 | 874 | 0.4799 | 0.5934 | 0.4799 | 0.6927 |
| 0.44 | 8.1869 | 876 | 0.4401 | 0.5611 | 0.4401 | 0.6634 |
| 0.44 | 8.2056 | 878 | 0.4304 | 0.6021 | 0.4304 | 0.6561 |
| 0.44 | 8.2243 | 880 | 0.4455 | 0.5741 | 0.4455 | 0.6675 |
| 0.44 | 8.2430 | 882 | 0.4484 | 0.5883 | 0.4484 | 0.6696 |
| 0.44 | 8.2617 | 884 | 0.4736 | 0.6092 | 0.4736 | 0.6882 |
| 0.44 | 8.2804 | 886 | 0.5663 | 0.5693 | 0.5663 | 0.7525 |
| 0.44 | 8.2991 | 888 | 0.6675 | 0.5293 | 0.6675 | 0.8170 |
| 0.44 | 8.3178 | 890 | 0.5832 | 0.5854 | 0.5832 | 0.7637 |
| 0.44 | 8.3364 | 892 | 0.4503 | 0.6193 | 0.4503 | 0.6711 |
| 0.44 | 8.3551 | 894 | 0.4370 | 0.6024 | 0.4370 | 0.6611 |
| 0.44 | 8.3738 | 896 | 0.4295 | 0.6263 | 0.4295 | 0.6553 |
| 0.44 | 8.3925 | 898 | 0.4540 | 0.5750 | 0.4540 | 0.6738 |
| 0.44 | 8.4112 | 900 | 0.4702 | 0.5537 | 0.4702 | 0.6857 |
| 0.44 | 8.4299 | 902 | 0.4667 | 0.5407 | 0.4667 | 0.6831 |
| 0.44 | 8.4486 | 904 | 0.4610 | 0.5936 | 0.4610 | 0.6790 |
| 0.44 | 8.4673 | 906 | 0.4516 | 0.6111 | 0.4516 | 0.6720 |
| 0.44 | 8.4860 | 908 | 0.4536 | 0.6322 | 0.4536 | 0.6735 |
| 0.44 | 8.5047 | 910 | 0.4601 | 0.5986 | 0.4601 | 0.6783 |
| 0.44 | 8.5234 | 912 | 0.4612 | 0.6202 | 0.4612 | 0.6791 |
| 0.44 | 8.5421 | 914 | 0.5506 | 0.5812 | 0.5506 | 0.7420 |
| 0.44 | 8.5607 | 916 | 0.5485 | 0.5758 | 0.5485 | 0.7406 |
| 0.44 | 8.5794 | 918 | 0.4687 | 0.6111 | 0.4687 | 0.6846 |
| 0.44 | 8.5981 | 920 | 0.4507 | 0.6479 | 0.4507 | 0.6713 |
| 0.44 | 8.6168 | 922 | 0.4508 | 0.6407 | 0.4508 | 0.6714 |
| 0.44 | 8.6355 | 924 | 0.4646 | 0.6323 | 0.4646 | 0.6816 |
| 0.44 | 8.6542 | 926 | 0.4585 | 0.6358 | 0.4585 | 0.6771 |
| 0.44 | 8.6729 | 928 | 0.4233 | 0.6352 | 0.4233 | 0.6506 |
| 0.44 | 8.6916 | 930 | 0.4187 | 0.6286 | 0.4187 | 0.6470 |
| 0.44 | 8.7103 | 932 | 0.4584 | 0.6021 | 0.4584 | 0.6770 |
| 0.44 | 8.7290 | 934 | 0.5342 | 0.5306 | 0.5342 | 0.7309 |
| 0.44 | 8.7477 | 936 | 0.5183 | 0.5678 | 0.5183 | 0.7199 |
| 0.44 | 8.7664 | 938 | 0.4366 | 0.6238 | 0.4366 | 0.6608 |
| 0.44 | 8.7850 | 940 | 0.4202 | 0.6312 | 0.4202 | 0.6483 |
| 0.44 | 8.8037 | 942 | 0.4312 | 0.6217 | 0.4312 | 0.6567 |
| 0.44 | 8.8224 | 944 | 0.4668 | 0.6145 | 0.4668 | 0.6832 |
| 0.44 | 8.8411 | 946 | 0.5523 | 0.5839 | 0.5523 | 0.7432 |
| 0.44 | 8.8598 | 948 | 0.5117 | 0.5971 | 0.5117 | 0.7153 |
| 0.44 | 8.8785 | 950 | 0.4472 | 0.6313 | 0.4472 | 0.6688 |
| 0.44 | 8.8972 | 952 | 0.4329 | 0.6454 | 0.4329 | 0.6579 |
| 0.44 | 8.9159 | 954 | 0.4779 | 0.5994 | 0.4779 | 0.6913 |
| 0.44 | 8.9346 | 956 | 0.5891 | 0.5688 | 0.5891 | 0.7675 |
| 0.44 | 8.9533 | 958 | 0.6716 | 0.5596 | 0.6716 | 0.8195 |
| 0.44 | 8.9720 | 960 | 0.5798 | 0.6041 | 0.5798 | 0.7615 |
| 0.44 | 8.9907 | 962 | 0.4567 | 0.6101 | 0.4567 | 0.6758 |
| 0.44 | 9.0093 | 964 | 0.4408 | 0.6383 | 0.4408 | 0.6639 |
| 0.44 | 9.0280 | 966 | 0.4268 | 0.6172 | 0.4268 | 0.6533 |
| 0.44 | 9.0467 | 968 | 0.4336 | 0.5966 | 0.4336 | 0.6585 |
| 0.44 | 9.0654 | 970 | 0.5139 | 0.5610 | 0.5139 | 0.7169 |
| 0.44 | 9.0841 | 972 | 0.5275 | 0.5558 | 0.5275 | 0.7263 |
| 0.44 | 9.1028 | 974 | 0.4556 | 0.6041 | 0.4556 | 0.6750 |
| 0.44 | 9.1215 | 976 | 0.4086 | 0.6106 | 0.4086 | 0.6392 |
| 0.44 | 9.1402 | 978 | 0.4073 | 0.6322 | 0.4073 | 0.6382 |
| 0.44 | 9.1589 | 980 | 0.4189 | 0.5883 | 0.4189 | 0.6472 |
| 0.44 | 9.1776 | 982 | 0.5195 | 0.5890 | 0.5195 | 0.7208 |
| 0.44 | 9.1963 | 984 | 0.5394 | 0.5639 | 0.5394 | 0.7344 |
| 0.44 | 9.2150 | 986 | 0.4614 | 0.5821 | 0.4614 | 0.6792 |
| 0.44 | 9.2336 | 988 | 0.4186 | 0.6064 | 0.4186 | 0.6470 |
| 0.44 | 9.2523 | 990 | 0.4346 | 0.6004 | 0.4346 | 0.6592 |
| 0.44 | 9.2710 | 992 | 0.5216 | 0.5737 | 0.5216 | 0.7222 |
| 0.44 | 9.2897 | 994 | 0.5243 | 0.5676 | 0.5243 | 0.7241 |
| 0.44 | 9.3084 | 996 | 0.4751 | 0.5978 | 0.4751 | 0.6893 |
| 0.44 | 9.3271 | 998 | 0.4398 | 0.6131 | 0.4398 | 0.6632 |
| 0.1373 | 9.3458 | 1000 | 0.4565 | 0.6209 | 0.4565 | 0.6756 |
| 0.1373 | 9.3645 | 1002 | 0.4402 | 0.5999 | 0.4402 | 0.6635 |
| 0.1373 | 9.3832 | 1004 | 0.4387 | 0.5769 | 0.4387 | 0.6623 |
| 0.1373 | 9.4019 | 1006 | 0.5993 | 0.5255 | 0.5993 | 0.7741 |
| 0.1373 | 9.4206 | 1008 | 0.7827 | 0.4772 | 0.7827 | 0.8847 |
| 0.1373 | 9.4393 | 1010 | 0.7604 | 0.4863 | 0.7604 | 0.8720 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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