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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_k5_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_k5_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: 0.6239
- Qwk: 0.4051
- Mse: 0.6239
- Rmse: 0.7899
## 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 | 0.0714 | 2 | 4.2824 | -0.0316 | 4.2824 | 2.0694 |
| No log | 0.1429 | 4 | 2.3461 | 0.0642 | 2.3461 | 1.5317 |
| No log | 0.2143 | 6 | 1.3178 | 0.0361 | 1.3178 | 1.1479 |
| No log | 0.2857 | 8 | 1.0098 | 0.0084 | 1.0098 | 1.0049 |
| No log | 0.3571 | 10 | 0.8637 | 0.1044 | 0.8637 | 0.9294 |
| No log | 0.4286 | 12 | 1.0882 | 0.0192 | 1.0882 | 1.0432 |
| No log | 0.5 | 14 | 1.8616 | 0.0672 | 1.8616 | 1.3644 |
| No log | 0.5714 | 16 | 1.5589 | 0.0561 | 1.5589 | 1.2486 |
| No log | 0.6429 | 18 | 1.0280 | 0.0672 | 1.0280 | 1.0139 |
| No log | 0.7143 | 20 | 0.9847 | 0.1223 | 0.9847 | 0.9923 |
| No log | 0.7857 | 22 | 0.9005 | 0.1724 | 0.9005 | 0.9490 |
| No log | 0.8571 | 24 | 0.7960 | 0.1953 | 0.7960 | 0.8922 |
| No log | 0.9286 | 26 | 0.7679 | 0.2261 | 0.7679 | 0.8763 |
| No log | 1.0 | 28 | 0.8049 | 0.2403 | 0.8049 | 0.8971 |
| No log | 1.0714 | 30 | 0.8510 | 0.2158 | 0.8510 | 0.9225 |
| No log | 1.1429 | 32 | 0.8555 | 0.1817 | 0.8555 | 0.9249 |
| No log | 1.2143 | 34 | 1.0517 | 0.1283 | 1.0517 | 1.0255 |
| No log | 1.2857 | 36 | 1.1125 | 0.1065 | 1.1125 | 1.0547 |
| No log | 1.3571 | 38 | 0.9621 | 0.1566 | 0.9621 | 0.9809 |
| No log | 1.4286 | 40 | 0.7641 | 0.3000 | 0.7641 | 0.8741 |
| No log | 1.5 | 42 | 0.7043 | 0.3503 | 0.7043 | 0.8392 |
| No log | 1.5714 | 44 | 0.9069 | 0.2073 | 0.9069 | 0.9523 |
| No log | 1.6429 | 46 | 0.7506 | 0.3478 | 0.7506 | 0.8664 |
| No log | 1.7143 | 48 | 0.6723 | 0.3524 | 0.6723 | 0.8200 |
| No log | 1.7857 | 50 | 1.0927 | 0.3423 | 1.0927 | 1.0453 |
| No log | 1.8571 | 52 | 0.9955 | 0.3248 | 0.9955 | 0.9977 |
| No log | 1.9286 | 54 | 0.6852 | 0.3030 | 0.6852 | 0.8278 |
| No log | 2.0 | 56 | 0.7623 | 0.3586 | 0.7623 | 0.8731 |
| No log | 2.0714 | 58 | 1.0847 | 0.0570 | 1.0847 | 1.0415 |
| No log | 2.1429 | 60 | 1.0336 | 0.0622 | 1.0336 | 1.0167 |
| No log | 2.2143 | 62 | 0.7304 | 0.3529 | 0.7304 | 0.8547 |
| No log | 2.2857 | 64 | 0.7048 | 0.2071 | 0.7048 | 0.8395 |
| No log | 2.3571 | 66 | 0.7269 | 0.2743 | 0.7269 | 0.8526 |
| No log | 2.4286 | 68 | 0.7578 | 0.2907 | 0.7578 | 0.8705 |
| No log | 2.5 | 70 | 0.6493 | 0.3917 | 0.6493 | 0.8058 |
| No log | 2.5714 | 72 | 0.6474 | 0.3535 | 0.6474 | 0.8046 |
| No log | 2.6429 | 74 | 0.6617 | 0.3715 | 0.6617 | 0.8134 |
| No log | 2.7143 | 76 | 0.6680 | 0.4083 | 0.6680 | 0.8173 |
| No log | 2.7857 | 78 | 0.7822 | 0.3770 | 0.7822 | 0.8844 |
| No log | 2.8571 | 80 | 0.7910 | 0.3534 | 0.7910 | 0.8894 |
| No log | 2.9286 | 82 | 0.7214 | 0.4119 | 0.7214 | 0.8494 |
| No log | 3.0 | 84 | 0.8914 | 0.3197 | 0.8914 | 0.9441 |
| No log | 3.0714 | 86 | 0.7998 | 0.3125 | 0.7998 | 0.8943 |
| No log | 3.1429 | 88 | 0.7095 | 0.4408 | 0.7095 | 0.8423 |
| No log | 3.2143 | 90 | 0.7816 | 0.3704 | 0.7816 | 0.8841 |
| No log | 3.2857 | 92 | 0.7392 | 0.4512 | 0.7392 | 0.8598 |
| No log | 3.3571 | 94 | 0.6843 | 0.4249 | 0.6843 | 0.8272 |
| No log | 3.4286 | 96 | 0.7494 | 0.3881 | 0.7494 | 0.8657 |
| No log | 3.5 | 98 | 0.6523 | 0.3825 | 0.6523 | 0.8076 |
| No log | 3.5714 | 100 | 0.6147 | 0.4123 | 0.6147 | 0.7840 |
| No log | 3.6429 | 102 | 0.6600 | 0.4487 | 0.6600 | 0.8124 |
| No log | 3.7143 | 104 | 0.6313 | 0.4684 | 0.6313 | 0.7946 |
| No log | 3.7857 | 106 | 0.6408 | 0.4874 | 0.6408 | 0.8005 |
| No log | 3.8571 | 108 | 0.6202 | 0.5012 | 0.6202 | 0.7875 |
| No log | 3.9286 | 110 | 0.6218 | 0.5260 | 0.6218 | 0.7885 |
| No log | 4.0 | 112 | 0.7823 | 0.4962 | 0.7823 | 0.8845 |
| No log | 4.0714 | 114 | 0.8052 | 0.4931 | 0.8052 | 0.8973 |
| No log | 4.1429 | 116 | 0.6945 | 0.4886 | 0.6945 | 0.8334 |
| No log | 4.2143 | 118 | 0.7175 | 0.5528 | 0.7175 | 0.8471 |
| No log | 4.2857 | 120 | 0.6935 | 0.5531 | 0.6935 | 0.8328 |
| No log | 4.3571 | 122 | 0.6217 | 0.5556 | 0.6217 | 0.7885 |
| No log | 4.4286 | 124 | 0.7057 | 0.4913 | 0.7057 | 0.8401 |
| No log | 4.5 | 126 | 0.6876 | 0.5147 | 0.6876 | 0.8292 |
| No log | 4.5714 | 128 | 0.5725 | 0.4745 | 0.5725 | 0.7566 |
| No log | 4.6429 | 130 | 0.6012 | 0.4801 | 0.6012 | 0.7754 |
| No log | 4.7143 | 132 | 0.6103 | 0.4642 | 0.6103 | 0.7812 |
| No log | 4.7857 | 134 | 0.6061 | 0.4541 | 0.6061 | 0.7785 |
| No log | 4.8571 | 136 | 0.7380 | 0.4830 | 0.7380 | 0.8591 |
| No log | 4.9286 | 138 | 0.6723 | 0.4427 | 0.6723 | 0.8200 |
| No log | 5.0 | 140 | 0.6304 | 0.4401 | 0.6304 | 0.7940 |
| No log | 5.0714 | 142 | 0.6748 | 0.4750 | 0.6748 | 0.8215 |
| No log | 5.1429 | 144 | 0.6776 | 0.4576 | 0.6776 | 0.8231 |
| No log | 5.2143 | 146 | 0.8337 | 0.4586 | 0.8337 | 0.9131 |
| No log | 5.2857 | 148 | 0.8582 | 0.4488 | 0.8582 | 0.9264 |
| No log | 5.3571 | 150 | 0.6823 | 0.4642 | 0.6823 | 0.8260 |
| No log | 5.4286 | 152 | 0.6298 | 0.4407 | 0.6298 | 0.7936 |
| No log | 5.5 | 154 | 0.6184 | 0.4791 | 0.6184 | 0.7864 |
| No log | 5.5714 | 156 | 0.6055 | 0.4380 | 0.6055 | 0.7781 |
| No log | 5.6429 | 158 | 0.6225 | 0.3896 | 0.6225 | 0.7890 |
| No log | 5.7143 | 160 | 0.6503 | 0.4672 | 0.6503 | 0.8064 |
| No log | 5.7857 | 162 | 0.6156 | 0.4418 | 0.6156 | 0.7846 |
| No log | 5.8571 | 164 | 0.6231 | 0.4420 | 0.6231 | 0.7893 |
| No log | 5.9286 | 166 | 0.7062 | 0.4949 | 0.7062 | 0.8404 |
| No log | 6.0 | 168 | 0.6526 | 0.4504 | 0.6526 | 0.8078 |
| No log | 6.0714 | 170 | 0.7102 | 0.4641 | 0.7102 | 0.8427 |
| No log | 6.1429 | 172 | 0.8138 | 0.4332 | 0.8138 | 0.9021 |
| No log | 6.2143 | 174 | 0.7036 | 0.4140 | 0.7036 | 0.8388 |
| No log | 6.2857 | 176 | 0.6224 | 0.4247 | 0.6224 | 0.7890 |
| No log | 6.3571 | 178 | 0.6692 | 0.4579 | 0.6692 | 0.8180 |
| No log | 6.4286 | 180 | 0.6889 | 0.4668 | 0.6889 | 0.8300 |
| No log | 6.5 | 182 | 0.7768 | 0.4666 | 0.7768 | 0.8813 |
| No log | 6.5714 | 184 | 0.7042 | 0.4511 | 0.7042 | 0.8391 |
| No log | 6.6429 | 186 | 0.6636 | 0.4830 | 0.6636 | 0.8146 |
| No log | 6.7143 | 188 | 0.6985 | 0.4281 | 0.6985 | 0.8358 |
| No log | 6.7857 | 190 | 0.6956 | 0.4681 | 0.6956 | 0.8340 |
| No log | 6.8571 | 192 | 0.6774 | 0.4781 | 0.6774 | 0.8230 |
| No log | 6.9286 | 194 | 0.7231 | 0.4849 | 0.7231 | 0.8504 |
| No log | 7.0 | 196 | 0.6943 | 0.4790 | 0.6943 | 0.8332 |
| No log | 7.0714 | 198 | 0.6754 | 0.4802 | 0.6754 | 0.8218 |
| No log | 7.1429 | 200 | 0.7429 | 0.4587 | 0.7429 | 0.8619 |
| No log | 7.2143 | 202 | 0.6849 | 0.4623 | 0.6849 | 0.8276 |
| No log | 7.2857 | 204 | 0.6551 | 0.4419 | 0.6551 | 0.8094 |
| No log | 7.3571 | 206 | 0.6882 | 0.4331 | 0.6882 | 0.8296 |
| No log | 7.4286 | 208 | 0.6489 | 0.4471 | 0.6489 | 0.8056 |
| No log | 7.5 | 210 | 0.6522 | 0.3858 | 0.6522 | 0.8076 |
| No log | 7.5714 | 212 | 0.6443 | 0.3644 | 0.6443 | 0.8027 |
| No log | 7.6429 | 214 | 0.6523 | 0.4091 | 0.6523 | 0.8077 |
| No log | 7.7143 | 216 | 0.7440 | 0.3772 | 0.7440 | 0.8625 |
| No log | 7.7857 | 218 | 0.7889 | 0.3907 | 0.7889 | 0.8882 |
| No log | 7.8571 | 220 | 0.7246 | 0.4337 | 0.7246 | 0.8512 |
| No log | 7.9286 | 222 | 0.7386 | 0.4225 | 0.7386 | 0.8594 |
| No log | 8.0 | 224 | 0.7410 | 0.4556 | 0.7410 | 0.8608 |
| No log | 8.0714 | 226 | 0.7597 | 0.4432 | 0.7597 | 0.8716 |
| No log | 8.1429 | 228 | 0.6829 | 0.4972 | 0.6829 | 0.8264 |
| No log | 8.2143 | 230 | 0.6461 | 0.4152 | 0.6461 | 0.8038 |
| No log | 8.2857 | 232 | 0.6277 | 0.4120 | 0.6277 | 0.7923 |
| No log | 8.3571 | 234 | 0.6910 | 0.4171 | 0.6910 | 0.8313 |
| No log | 8.4286 | 236 | 0.7028 | 0.3810 | 0.7028 | 0.8383 |
| No log | 8.5 | 238 | 0.6388 | 0.3710 | 0.6388 | 0.7993 |
| No log | 8.5714 | 240 | 0.6665 | 0.4659 | 0.6665 | 0.8164 |
| No log | 8.6429 | 242 | 0.6938 | 0.4779 | 0.6938 | 0.8329 |
| No log | 8.7143 | 244 | 0.6769 | 0.4695 | 0.6769 | 0.8227 |
| No log | 8.7857 | 246 | 0.6789 | 0.4513 | 0.6789 | 0.8239 |
| No log | 8.8571 | 248 | 0.6863 | 0.4462 | 0.6863 | 0.8285 |
| No log | 8.9286 | 250 | 0.6981 | 0.4260 | 0.6981 | 0.8355 |
| No log | 9.0 | 252 | 0.7083 | 0.4104 | 0.7083 | 0.8416 |
| No log | 9.0714 | 254 | 0.7826 | 0.4339 | 0.7826 | 0.8847 |
| No log | 9.1429 | 256 | 0.7712 | 0.4344 | 0.7712 | 0.8782 |
| No log | 9.2143 | 258 | 0.6721 | 0.3710 | 0.6721 | 0.8198 |
| No log | 9.2857 | 260 | 0.6864 | 0.4235 | 0.6864 | 0.8285 |
| No log | 9.3571 | 262 | 0.6728 | 0.4535 | 0.6728 | 0.8202 |
| No log | 9.4286 | 264 | 0.6744 | 0.4114 | 0.6744 | 0.8212 |
| No log | 9.5 | 266 | 0.7162 | 0.4593 | 0.7162 | 0.8463 |
| No log | 9.5714 | 268 | 0.6850 | 0.4613 | 0.6850 | 0.8277 |
| No log | 9.6429 | 270 | 0.6855 | 0.4613 | 0.6855 | 0.8279 |
| No log | 9.7143 | 272 | 0.6788 | 0.4166 | 0.6788 | 0.8239 |
| No log | 9.7857 | 274 | 0.6924 | 0.4557 | 0.6924 | 0.8321 |
| No log | 9.8571 | 276 | 0.7547 | 0.4667 | 0.7547 | 0.8687 |
| No log | 9.9286 | 278 | 0.8136 | 0.4898 | 0.8136 | 0.9020 |
| No log | 10.0 | 280 | 0.7875 | 0.4737 | 0.7875 | 0.8874 |
| No log | 10.0714 | 282 | 0.7135 | 0.5010 | 0.7135 | 0.8447 |
| No log | 10.1429 | 284 | 0.6940 | 0.4854 | 0.6940 | 0.8331 |
| No log | 10.2143 | 286 | 0.6714 | 0.4396 | 0.6714 | 0.8194 |
| No log | 10.2857 | 288 | 0.6398 | 0.3931 | 0.6398 | 0.7999 |
| No log | 10.3571 | 290 | 0.6273 | 0.3371 | 0.6273 | 0.7920 |
| No log | 10.4286 | 292 | 0.6282 | 0.3218 | 0.6282 | 0.7926 |
| No log | 10.5 | 294 | 0.6308 | 0.3273 | 0.6308 | 0.7942 |
| No log | 10.5714 | 296 | 0.6529 | 0.4179 | 0.6529 | 0.8080 |
| No log | 10.6429 | 298 | 0.6828 | 0.4179 | 0.6828 | 0.8263 |
| No log | 10.7143 | 300 | 0.6868 | 0.4176 | 0.6868 | 0.8287 |
| No log | 10.7857 | 302 | 0.6925 | 0.4205 | 0.6925 | 0.8322 |
| No log | 10.8571 | 304 | 0.7092 | 0.4111 | 0.7092 | 0.8422 |
| No log | 10.9286 | 306 | 0.7119 | 0.4049 | 0.7119 | 0.8437 |
| No log | 11.0 | 308 | 0.7337 | 0.4479 | 0.7337 | 0.8566 |
| No log | 11.0714 | 310 | 0.6957 | 0.4693 | 0.6957 | 0.8341 |
| No log | 11.1429 | 312 | 0.6479 | 0.4001 | 0.6479 | 0.8049 |
| No log | 11.2143 | 314 | 0.6920 | 0.5355 | 0.6920 | 0.8319 |
| No log | 11.2857 | 316 | 0.8098 | 0.4412 | 0.8098 | 0.8999 |
| No log | 11.3571 | 318 | 0.7874 | 0.4857 | 0.7874 | 0.8873 |
| No log | 11.4286 | 320 | 0.7421 | 0.4872 | 0.7421 | 0.8614 |
| No log | 11.5 | 322 | 0.6596 | 0.5553 | 0.6596 | 0.8122 |
| No log | 11.5714 | 324 | 0.6752 | 0.4672 | 0.6752 | 0.8217 |
| No log | 11.6429 | 326 | 0.6897 | 0.4537 | 0.6897 | 0.8305 |
| No log | 11.7143 | 328 | 0.6386 | 0.4608 | 0.6386 | 0.7991 |
| No log | 11.7857 | 330 | 0.6783 | 0.5016 | 0.6783 | 0.8236 |
| No log | 11.8571 | 332 | 0.7185 | 0.4406 | 0.7185 | 0.8476 |
| No log | 11.9286 | 334 | 0.6547 | 0.4949 | 0.6547 | 0.8091 |
| No log | 12.0 | 336 | 0.6262 | 0.4089 | 0.6262 | 0.7914 |
| No log | 12.0714 | 338 | 0.6513 | 0.4538 | 0.6513 | 0.8070 |
| No log | 12.1429 | 340 | 0.6485 | 0.4242 | 0.6485 | 0.8053 |
| No log | 12.2143 | 342 | 0.6618 | 0.5372 | 0.6618 | 0.8135 |
| No log | 12.2857 | 344 | 0.6575 | 0.4957 | 0.6575 | 0.8109 |
| No log | 12.3571 | 346 | 0.6514 | 0.4476 | 0.6514 | 0.8071 |
| No log | 12.4286 | 348 | 0.6481 | 0.4692 | 0.6481 | 0.8051 |
| No log | 12.5 | 350 | 0.6831 | 0.4372 | 0.6831 | 0.8265 |
| No log | 12.5714 | 352 | 0.7275 | 0.4820 | 0.7275 | 0.8529 |
| No log | 12.6429 | 354 | 0.7167 | 0.4857 | 0.7167 | 0.8466 |
| No log | 12.7143 | 356 | 0.6411 | 0.4911 | 0.6411 | 0.8007 |
| No log | 12.7857 | 358 | 0.6805 | 0.5096 | 0.6805 | 0.8249 |
| No log | 12.8571 | 360 | 0.8136 | 0.4298 | 0.8136 | 0.9020 |
| No log | 12.9286 | 362 | 0.7651 | 0.4643 | 0.7651 | 0.8747 |
| No log | 13.0 | 364 | 0.6598 | 0.4587 | 0.6598 | 0.8123 |
| No log | 13.0714 | 366 | 0.6775 | 0.4996 | 0.6775 | 0.8231 |
| No log | 13.1429 | 368 | 0.6903 | 0.4726 | 0.6903 | 0.8309 |
| No log | 13.2143 | 370 | 0.6766 | 0.4556 | 0.6766 | 0.8226 |
| No log | 13.2857 | 372 | 0.7163 | 0.4675 | 0.7163 | 0.8463 |
| No log | 13.3571 | 374 | 0.7098 | 0.4503 | 0.7098 | 0.8425 |
| No log | 13.4286 | 376 | 0.7745 | 0.4423 | 0.7745 | 0.8800 |
| No log | 13.5 | 378 | 0.7394 | 0.4721 | 0.7394 | 0.8599 |
| No log | 13.5714 | 380 | 0.6548 | 0.5084 | 0.6548 | 0.8092 |
| No log | 13.6429 | 382 | 0.6326 | 0.4498 | 0.6326 | 0.7953 |
| No log | 13.7143 | 384 | 0.6357 | 0.4915 | 0.6357 | 0.7973 |
| No log | 13.7857 | 386 | 0.6458 | 0.5158 | 0.6458 | 0.8036 |
| No log | 13.8571 | 388 | 0.6641 | 0.5184 | 0.6641 | 0.8149 |
| No log | 13.9286 | 390 | 0.6395 | 0.4332 | 0.6395 | 0.7997 |
| No log | 14.0 | 392 | 0.6531 | 0.4585 | 0.6531 | 0.8082 |
| No log | 14.0714 | 394 | 0.6595 | 0.4870 | 0.6595 | 0.8121 |
| No log | 14.1429 | 396 | 0.6652 | 0.4857 | 0.6652 | 0.8156 |
| No log | 14.2143 | 398 | 0.6906 | 0.5006 | 0.6906 | 0.8310 |
| No log | 14.2857 | 400 | 0.6707 | 0.4923 | 0.6707 | 0.8190 |
| No log | 14.3571 | 402 | 0.6493 | 0.4521 | 0.6493 | 0.8058 |
| No log | 14.4286 | 404 | 0.6592 | 0.4446 | 0.6592 | 0.8119 |
| No log | 14.5 | 406 | 0.6787 | 0.4581 | 0.6787 | 0.8238 |
| No log | 14.5714 | 408 | 0.7207 | 0.4875 | 0.7207 | 0.8489 |
| No log | 14.6429 | 410 | 0.7264 | 0.4550 | 0.7264 | 0.8523 |
| No log | 14.7143 | 412 | 0.6674 | 0.4620 | 0.6674 | 0.8170 |
| No log | 14.7857 | 414 | 0.6397 | 0.4689 | 0.6397 | 0.7998 |
| No log | 14.8571 | 416 | 0.6465 | 0.4474 | 0.6465 | 0.8040 |
| No log | 14.9286 | 418 | 0.6492 | 0.4474 | 0.6492 | 0.8057 |
| No log | 15.0 | 420 | 0.6419 | 0.4830 | 0.6419 | 0.8012 |
| No log | 15.0714 | 422 | 0.6470 | 0.4646 | 0.6470 | 0.8044 |
| No log | 15.1429 | 424 | 0.6526 | 0.4284 | 0.6526 | 0.8078 |
| No log | 15.2143 | 426 | 0.6896 | 0.4336 | 0.6896 | 0.8304 |
| No log | 15.2857 | 428 | 0.6967 | 0.3850 | 0.6967 | 0.8347 |
| No log | 15.3571 | 430 | 0.6970 | 0.3792 | 0.6970 | 0.8349 |
| No log | 15.4286 | 432 | 0.6754 | 0.4579 | 0.6754 | 0.8218 |
| No log | 15.5 | 434 | 0.6712 | 0.5391 | 0.6712 | 0.8192 |
| No log | 15.5714 | 436 | 0.6937 | 0.4591 | 0.6937 | 0.8329 |
| No log | 15.6429 | 438 | 0.7321 | 0.3823 | 0.7321 | 0.8556 |
| No log | 15.7143 | 440 | 0.7034 | 0.4008 | 0.7034 | 0.8387 |
| No log | 15.7857 | 442 | 0.6592 | 0.4515 | 0.6592 | 0.8119 |
| No log | 15.8571 | 444 | 0.6470 | 0.4392 | 0.6470 | 0.8044 |
| No log | 15.9286 | 446 | 0.6477 | 0.4250 | 0.6477 | 0.8048 |
| No log | 16.0 | 448 | 0.6608 | 0.4424 | 0.6608 | 0.8129 |
| No log | 16.0714 | 450 | 0.6580 | 0.4416 | 0.6580 | 0.8112 |
| No log | 16.1429 | 452 | 0.6401 | 0.4523 | 0.6401 | 0.8001 |
| No log | 16.2143 | 454 | 0.6403 | 0.4410 | 0.6403 | 0.8002 |
| No log | 16.2857 | 456 | 0.6707 | 0.4009 | 0.6707 | 0.8189 |
| No log | 16.3571 | 458 | 0.6741 | 0.4068 | 0.6741 | 0.8211 |
| No log | 16.4286 | 460 | 0.6304 | 0.4912 | 0.6304 | 0.7940 |
| No log | 16.5 | 462 | 0.6211 | 0.5006 | 0.6211 | 0.7881 |
| No log | 16.5714 | 464 | 0.6401 | 0.4765 | 0.6401 | 0.8001 |
| No log | 16.6429 | 466 | 0.6872 | 0.4726 | 0.6872 | 0.8290 |
| No log | 16.7143 | 468 | 0.7593 | 0.4593 | 0.7593 | 0.8714 |
| No log | 16.7857 | 470 | 0.7780 | 0.4382 | 0.7780 | 0.8820 |
| No log | 16.8571 | 472 | 0.7353 | 0.4687 | 0.7353 | 0.8575 |
| No log | 16.9286 | 474 | 0.6979 | 0.5 | 0.6979 | 0.8354 |
| No log | 17.0 | 476 | 0.6638 | 0.4843 | 0.6638 | 0.8147 |
| No log | 17.0714 | 478 | 0.6492 | 0.4452 | 0.6492 | 0.8057 |
| No log | 17.1429 | 480 | 0.6546 | 0.4452 | 0.6546 | 0.8091 |
| No log | 17.2143 | 482 | 0.6264 | 0.4499 | 0.6264 | 0.7915 |
| No log | 17.2857 | 484 | 0.6029 | 0.4129 | 0.6029 | 0.7764 |
| No log | 17.3571 | 486 | 0.6026 | 0.4620 | 0.6026 | 0.7763 |
| No log | 17.4286 | 488 | 0.6122 | 0.4689 | 0.6122 | 0.7824 |
| No log | 17.5 | 490 | 0.6390 | 0.4587 | 0.6390 | 0.7994 |
| No log | 17.5714 | 492 | 0.6450 | 0.4608 | 0.6450 | 0.8031 |
| No log | 17.6429 | 494 | 0.6690 | 0.4407 | 0.6690 | 0.8179 |
| No log | 17.7143 | 496 | 0.6956 | 0.4522 | 0.6956 | 0.8340 |
| No log | 17.7857 | 498 | 0.6520 | 0.4337 | 0.6520 | 0.8075 |
| 0.3428 | 17.8571 | 500 | 0.6172 | 0.3857 | 0.6172 | 0.7856 |
| 0.3428 | 17.9286 | 502 | 0.6117 | 0.3759 | 0.6117 | 0.7821 |
| 0.3428 | 18.0 | 504 | 0.6165 | 0.4428 | 0.6165 | 0.7852 |
| 0.3428 | 18.0714 | 506 | 0.6165 | 0.4428 | 0.6165 | 0.7852 |
| 0.3428 | 18.1429 | 508 | 0.6165 | 0.4428 | 0.6165 | 0.7852 |
| 0.3428 | 18.2143 | 510 | 0.6294 | 0.4127 | 0.6294 | 0.7934 |
| 0.3428 | 18.2857 | 512 | 0.6367 | 0.4229 | 0.6367 | 0.7979 |
| 0.3428 | 18.3571 | 514 | 0.6340 | 0.4480 | 0.6340 | 0.7963 |
| 0.3428 | 18.4286 | 516 | 0.6250 | 0.4414 | 0.6250 | 0.7906 |
| 0.3428 | 18.5 | 518 | 0.6236 | 0.4531 | 0.6236 | 0.7897 |
| 0.3428 | 18.5714 | 520 | 0.6290 | 0.4063 | 0.6290 | 0.7931 |
| 0.3428 | 18.6429 | 522 | 0.6298 | 0.4291 | 0.6298 | 0.7936 |
| 0.3428 | 18.7143 | 524 | 0.6548 | 0.4691 | 0.6548 | 0.8092 |
| 0.3428 | 18.7857 | 526 | 0.6574 | 0.4599 | 0.6574 | 0.8108 |
| 0.3428 | 18.8571 | 528 | 0.6366 | 0.4837 | 0.6366 | 0.7979 |
| 0.3428 | 18.9286 | 530 | 0.6427 | 0.4136 | 0.6427 | 0.8017 |
| 0.3428 | 19.0 | 532 | 0.6416 | 0.4328 | 0.6416 | 0.8010 |
| 0.3428 | 19.0714 | 534 | 0.6606 | 0.4608 | 0.6606 | 0.8128 |
| 0.3428 | 19.1429 | 536 | 0.6996 | 0.4037 | 0.6996 | 0.8364 |
| 0.3428 | 19.2143 | 538 | 0.7039 | 0.4098 | 0.7039 | 0.8390 |
| 0.3428 | 19.2857 | 540 | 0.6789 | 0.4231 | 0.6789 | 0.8240 |
| 0.3428 | 19.3571 | 542 | 0.6550 | 0.4370 | 0.6550 | 0.8093 |
| 0.3428 | 19.4286 | 544 | 0.6345 | 0.5209 | 0.6345 | 0.7965 |
| 0.3428 | 19.5 | 546 | 0.6344 | 0.4807 | 0.6344 | 0.7965 |
| 0.3428 | 19.5714 | 548 | 0.6645 | 0.4112 | 0.6645 | 0.8152 |
| 0.3428 | 19.6429 | 550 | 0.7313 | 0.4098 | 0.7313 | 0.8551 |
| 0.3428 | 19.7143 | 552 | 0.7901 | 0.3931 | 0.7901 | 0.8889 |
| 0.3428 | 19.7857 | 554 | 0.7508 | 0.3971 | 0.7508 | 0.8665 |
| 0.3428 | 19.8571 | 556 | 0.6914 | 0.4599 | 0.6914 | 0.8315 |
| 0.3428 | 19.9286 | 558 | 0.6680 | 0.4992 | 0.6680 | 0.8173 |
| 0.3428 | 20.0 | 560 | 0.6688 | 0.4742 | 0.6688 | 0.8178 |
| 0.3428 | 20.0714 | 562 | 0.6914 | 0.4364 | 0.6914 | 0.8315 |
| 0.3428 | 20.1429 | 564 | 0.6749 | 0.4112 | 0.6749 | 0.8215 |
| 0.3428 | 20.2143 | 566 | 0.6517 | 0.3988 | 0.6517 | 0.8073 |
| 0.3428 | 20.2857 | 568 | 0.6345 | 0.4073 | 0.6345 | 0.7965 |
| 0.3428 | 20.3571 | 570 | 0.6293 | 0.4497 | 0.6293 | 0.7933 |
| 0.3428 | 20.4286 | 572 | 0.6281 | 0.4497 | 0.6281 | 0.7925 |
| 0.3428 | 20.5 | 574 | 0.6245 | 0.4558 | 0.6245 | 0.7903 |
| 0.3428 | 20.5714 | 576 | 0.6348 | 0.4699 | 0.6348 | 0.7968 |
| 0.3428 | 20.6429 | 578 | 0.6440 | 0.4146 | 0.6440 | 0.8025 |
| 0.3428 | 20.7143 | 580 | 0.6331 | 0.4153 | 0.6331 | 0.7957 |
| 0.3428 | 20.7857 | 582 | 0.6057 | 0.4592 | 0.6057 | 0.7783 |
| 0.3428 | 20.8571 | 584 | 0.6046 | 0.4401 | 0.6046 | 0.7775 |
| 0.3428 | 20.9286 | 586 | 0.6025 | 0.4532 | 0.6025 | 0.7762 |
| 0.3428 | 21.0 | 588 | 0.6017 | 0.4428 | 0.6017 | 0.7757 |
| 0.3428 | 21.0714 | 590 | 0.6034 | 0.4991 | 0.6034 | 0.7768 |
| 0.3428 | 21.1429 | 592 | 0.6119 | 0.4627 | 0.6119 | 0.7822 |
| 0.3428 | 21.2143 | 594 | 0.6219 | 0.4750 | 0.6219 | 0.7886 |
| 0.3428 | 21.2857 | 596 | 0.6138 | 0.4911 | 0.6138 | 0.7834 |
| 0.3428 | 21.3571 | 598 | 0.6068 | 0.5232 | 0.6068 | 0.7790 |
| 0.3428 | 21.4286 | 600 | 0.6010 | 0.4887 | 0.6010 | 0.7752 |
| 0.3428 | 21.5 | 602 | 0.5980 | 0.4837 | 0.5980 | 0.7733 |
| 0.3428 | 21.5714 | 604 | 0.5944 | 0.4046 | 0.5944 | 0.7710 |
| 0.3428 | 21.6429 | 606 | 0.5980 | 0.4723 | 0.5980 | 0.7733 |
| 0.3428 | 21.7143 | 608 | 0.6085 | 0.5151 | 0.6085 | 0.7801 |
| 0.3428 | 21.7857 | 610 | 0.6476 | 0.4949 | 0.6476 | 0.8047 |
| 0.3428 | 21.8571 | 612 | 0.7053 | 0.5338 | 0.7053 | 0.8398 |
| 0.3428 | 21.9286 | 614 | 0.7176 | 0.5675 | 0.7176 | 0.8471 |
| 0.3428 | 22.0 | 616 | 0.7409 | 0.4986 | 0.7409 | 0.8607 |
| 0.3428 | 22.0714 | 618 | 0.7580 | 0.4732 | 0.7580 | 0.8706 |
| 0.3428 | 22.1429 | 620 | 0.7623 | 0.4496 | 0.7623 | 0.8731 |
| 0.3428 | 22.2143 | 622 | 0.7577 | 0.4477 | 0.7577 | 0.8705 |
| 0.3428 | 22.2857 | 624 | 0.7725 | 0.3862 | 0.7725 | 0.8789 |
| 0.3428 | 22.3571 | 626 | 0.7758 | 0.4098 | 0.7758 | 0.8808 |
| 0.3428 | 22.4286 | 628 | 0.7666 | 0.4427 | 0.7666 | 0.8756 |
| 0.3428 | 22.5 | 630 | 0.6870 | 0.5356 | 0.6870 | 0.8289 |
| 0.3428 | 22.5714 | 632 | 0.6450 | 0.4985 | 0.6450 | 0.8031 |
| 0.3428 | 22.6429 | 634 | 0.6590 | 0.4348 | 0.6590 | 0.8118 |
| 0.3428 | 22.7143 | 636 | 0.6742 | 0.4672 | 0.6742 | 0.8211 |
| 0.3428 | 22.7857 | 638 | 0.6506 | 0.4360 | 0.6506 | 0.8066 |
| 0.3428 | 22.8571 | 640 | 0.6463 | 0.4576 | 0.6463 | 0.8039 |
| 0.3428 | 22.9286 | 642 | 0.6263 | 0.4304 | 0.6263 | 0.7914 |
| 0.3428 | 23.0 | 644 | 0.6143 | 0.4950 | 0.6143 | 0.7838 |
| 0.3428 | 23.0714 | 646 | 0.6142 | 0.4827 | 0.6142 | 0.7837 |
| 0.3428 | 23.1429 | 648 | 0.6235 | 0.5125 | 0.6235 | 0.7896 |
| 0.3428 | 23.2143 | 650 | 0.6189 | 0.5131 | 0.6189 | 0.7867 |
| 0.3428 | 23.2857 | 652 | 0.6154 | 0.4859 | 0.6154 | 0.7845 |
| 0.3428 | 23.3571 | 654 | 0.6390 | 0.4750 | 0.6390 | 0.7994 |
| 0.3428 | 23.4286 | 656 | 0.6532 | 0.4862 | 0.6532 | 0.8082 |
| 0.3428 | 23.5 | 658 | 0.6573 | 0.4701 | 0.6573 | 0.8108 |
| 0.3428 | 23.5714 | 660 | 0.6479 | 0.4711 | 0.6479 | 0.8049 |
| 0.3428 | 23.6429 | 662 | 0.6302 | 0.4859 | 0.6302 | 0.7938 |
| 0.3428 | 23.7143 | 664 | 0.6319 | 0.4847 | 0.6319 | 0.7949 |
| 0.3428 | 23.7857 | 666 | 0.6368 | 0.4685 | 0.6368 | 0.7980 |
| 0.3428 | 23.8571 | 668 | 0.6350 | 0.4936 | 0.6350 | 0.7969 |
| 0.3428 | 23.9286 | 670 | 0.6364 | 0.4774 | 0.6364 | 0.7978 |
| 0.3428 | 24.0 | 672 | 0.6510 | 0.5190 | 0.6510 | 0.8069 |
| 0.3428 | 24.0714 | 674 | 0.6647 | 0.4492 | 0.6647 | 0.8153 |
| 0.3428 | 24.1429 | 676 | 0.6474 | 0.4530 | 0.6474 | 0.8046 |
| 0.3428 | 24.2143 | 678 | 0.6252 | 0.4686 | 0.6252 | 0.7907 |
| 0.3428 | 24.2857 | 680 | 0.6190 | 0.4935 | 0.6190 | 0.7868 |
| 0.3428 | 24.3571 | 682 | 0.6246 | 0.4849 | 0.6246 | 0.7903 |
| 0.3428 | 24.4286 | 684 | 0.6341 | 0.4991 | 0.6341 | 0.7963 |
| 0.3428 | 24.5 | 686 | 0.6442 | 0.4695 | 0.6442 | 0.8026 |
| 0.3428 | 24.5714 | 688 | 0.6632 | 0.5282 | 0.6632 | 0.8144 |
| 0.3428 | 24.6429 | 690 | 0.6963 | 0.5567 | 0.6963 | 0.8345 |
| 0.3428 | 24.7143 | 692 | 0.6945 | 0.5626 | 0.6945 | 0.8334 |
| 0.3428 | 24.7857 | 694 | 0.6828 | 0.5626 | 0.6828 | 0.8263 |
| 0.3428 | 24.8571 | 696 | 0.6604 | 0.5364 | 0.6604 | 0.8126 |
| 0.3428 | 24.9286 | 698 | 0.6545 | 0.5074 | 0.6545 | 0.8090 |
| 0.3428 | 25.0 | 700 | 0.6383 | 0.5110 | 0.6383 | 0.7989 |
| 0.3428 | 25.0714 | 702 | 0.6284 | 0.5184 | 0.6284 | 0.7927 |
| 0.3428 | 25.1429 | 704 | 0.6208 | 0.4736 | 0.6208 | 0.7879 |
| 0.3428 | 25.2143 | 706 | 0.6218 | 0.4683 | 0.6218 | 0.7885 |
| 0.3428 | 25.2857 | 708 | 0.6361 | 0.5033 | 0.6361 | 0.7976 |
| 0.3428 | 25.3571 | 710 | 0.6870 | 0.4779 | 0.6870 | 0.8288 |
| 0.3428 | 25.4286 | 712 | 0.6957 | 0.4719 | 0.6957 | 0.8341 |
| 0.3428 | 25.5 | 714 | 0.6800 | 0.4610 | 0.6800 | 0.8246 |
| 0.3428 | 25.5714 | 716 | 0.6325 | 0.5350 | 0.6325 | 0.7953 |
| 0.3428 | 25.6429 | 718 | 0.6438 | 0.4391 | 0.6438 | 0.8024 |
| 0.3428 | 25.7143 | 720 | 0.6683 | 0.4076 | 0.6683 | 0.8175 |
| 0.3428 | 25.7857 | 722 | 0.6752 | 0.4043 | 0.6752 | 0.8217 |
| 0.3428 | 25.8571 | 724 | 0.6704 | 0.3828 | 0.6704 | 0.8188 |
| 0.3428 | 25.9286 | 726 | 0.6584 | 0.4354 | 0.6584 | 0.8114 |
| 0.3428 | 26.0 | 728 | 0.6493 | 0.4600 | 0.6493 | 0.8058 |
| 0.3428 | 26.0714 | 730 | 0.6560 | 0.4890 | 0.6560 | 0.8099 |
| 0.3428 | 26.1429 | 732 | 0.6598 | 0.4890 | 0.6598 | 0.8123 |
| 0.3428 | 26.2143 | 734 | 0.6530 | 0.4603 | 0.6530 | 0.8081 |
| 0.3428 | 26.2857 | 736 | 0.6458 | 0.4514 | 0.6458 | 0.8036 |
| 0.3428 | 26.3571 | 738 | 0.6544 | 0.4507 | 0.6544 | 0.8090 |
| 0.3428 | 26.4286 | 740 | 0.6696 | 0.4179 | 0.6696 | 0.8183 |
| 0.3428 | 26.5 | 742 | 0.6874 | 0.3816 | 0.6874 | 0.8291 |
| 0.3428 | 26.5714 | 744 | 0.6932 | 0.3816 | 0.6932 | 0.8326 |
| 0.3428 | 26.6429 | 746 | 0.6998 | 0.3816 | 0.6998 | 0.8365 |
| 0.3428 | 26.7143 | 748 | 0.7000 | 0.4231 | 0.7000 | 0.8367 |
| 0.3428 | 26.7857 | 750 | 0.6724 | 0.4421 | 0.6724 | 0.8200 |
| 0.3428 | 26.8571 | 752 | 0.6702 | 0.4794 | 0.6702 | 0.8186 |
| 0.3428 | 26.9286 | 754 | 0.6551 | 0.4605 | 0.6551 | 0.8094 |
| 0.3428 | 27.0 | 756 | 0.6438 | 0.4281 | 0.6438 | 0.8024 |
| 0.3428 | 27.0714 | 758 | 0.6453 | 0.4695 | 0.6453 | 0.8033 |
| 0.3428 | 27.1429 | 760 | 0.6537 | 0.4915 | 0.6537 | 0.8085 |
| 0.3428 | 27.2143 | 762 | 0.6597 | 0.4659 | 0.6597 | 0.8122 |
| 0.3428 | 27.2857 | 764 | 0.6575 | 0.4568 | 0.6575 | 0.8109 |
| 0.3428 | 27.3571 | 766 | 0.6651 | 0.4445 | 0.6651 | 0.8156 |
| 0.3428 | 27.4286 | 768 | 0.6809 | 0.4622 | 0.6809 | 0.8252 |
| 0.3428 | 27.5 | 770 | 0.6663 | 0.4652 | 0.6663 | 0.8163 |
| 0.3428 | 27.5714 | 772 | 0.6352 | 0.4452 | 0.6352 | 0.7970 |
| 0.3428 | 27.6429 | 774 | 0.6150 | 0.4545 | 0.6150 | 0.7842 |
| 0.3428 | 27.7143 | 776 | 0.6221 | 0.4496 | 0.6221 | 0.7887 |
| 0.3428 | 27.7857 | 778 | 0.6271 | 0.3932 | 0.6271 | 0.7919 |
| 0.3428 | 27.8571 | 780 | 0.6159 | 0.4161 | 0.6159 | 0.7848 |
| 0.3428 | 27.9286 | 782 | 0.6162 | 0.4113 | 0.6162 | 0.7850 |
| 0.3428 | 28.0 | 784 | 0.6336 | 0.4025 | 0.6336 | 0.7960 |
| 0.3428 | 28.0714 | 786 | 0.6293 | 0.3831 | 0.6293 | 0.7933 |
| 0.3428 | 28.1429 | 788 | 0.6211 | 0.4319 | 0.6211 | 0.7881 |
| 0.3428 | 28.2143 | 790 | 0.6269 | 0.4189 | 0.6269 | 0.7918 |
| 0.3428 | 28.2857 | 792 | 0.6322 | 0.3994 | 0.6322 | 0.7951 |
| 0.3428 | 28.3571 | 794 | 0.6238 | 0.4623 | 0.6238 | 0.7898 |
| 0.3428 | 28.4286 | 796 | 0.6306 | 0.4131 | 0.6306 | 0.7941 |
| 0.3428 | 28.5 | 798 | 0.6499 | 0.4712 | 0.6499 | 0.8062 |
| 0.3428 | 28.5714 | 800 | 0.6807 | 0.4165 | 0.6807 | 0.8250 |
| 0.3428 | 28.6429 | 802 | 0.7088 | 0.4592 | 0.7088 | 0.8419 |
| 0.3428 | 28.7143 | 804 | 0.7111 | 0.4469 | 0.7111 | 0.8432 |
| 0.3428 | 28.7857 | 806 | 0.6808 | 0.4427 | 0.6808 | 0.8251 |
| 0.3428 | 28.8571 | 808 | 0.6602 | 0.4395 | 0.6602 | 0.8125 |
| 0.3428 | 28.9286 | 810 | 0.6391 | 0.4410 | 0.6391 | 0.7994 |
| 0.3428 | 29.0 | 812 | 0.6320 | 0.4825 | 0.6320 | 0.7950 |
| 0.3428 | 29.0714 | 814 | 0.6375 | 0.4820 | 0.6375 | 0.7984 |
| 0.3428 | 29.1429 | 816 | 0.6394 | 0.4779 | 0.6394 | 0.7996 |
| 0.3428 | 29.2143 | 818 | 0.6424 | 0.4783 | 0.6424 | 0.8015 |
| 0.3428 | 29.2857 | 820 | 0.6650 | 0.4618 | 0.6650 | 0.8155 |
| 0.3428 | 29.3571 | 822 | 0.6782 | 0.4618 | 0.6782 | 0.8236 |
| 0.3428 | 29.4286 | 824 | 0.6631 | 0.4870 | 0.6631 | 0.8143 |
| 0.3428 | 29.5 | 826 | 0.6691 | 0.4682 | 0.6691 | 0.8180 |
| 0.3428 | 29.5714 | 828 | 0.6654 | 0.4428 | 0.6654 | 0.8157 |
| 0.3428 | 29.6429 | 830 | 0.6385 | 0.4442 | 0.6385 | 0.7991 |
| 0.3428 | 29.7143 | 832 | 0.6226 | 0.4439 | 0.6226 | 0.7891 |
| 0.3428 | 29.7857 | 834 | 0.6184 | 0.4380 | 0.6184 | 0.7864 |
| 0.3428 | 29.8571 | 836 | 0.6248 | 0.4850 | 0.6248 | 0.7905 |
| 0.3428 | 29.9286 | 838 | 0.6362 | 0.4699 | 0.6362 | 0.7976 |
| 0.3428 | 30.0 | 840 | 0.6334 | 0.4963 | 0.6334 | 0.7959 |
| 0.3428 | 30.0714 | 842 | 0.6383 | 0.4933 | 0.6383 | 0.7990 |
| 0.3428 | 30.1429 | 844 | 0.6638 | 0.3716 | 0.6638 | 0.8147 |
| 0.3428 | 30.2143 | 846 | 0.6772 | 0.3884 | 0.6772 | 0.8229 |
| 0.3428 | 30.2857 | 848 | 0.6774 | 0.3786 | 0.6774 | 0.8230 |
| 0.3428 | 30.3571 | 850 | 0.6408 | 0.4455 | 0.6408 | 0.8005 |
| 0.3428 | 30.4286 | 852 | 0.6333 | 0.4586 | 0.6333 | 0.7958 |
| 0.3428 | 30.5 | 854 | 0.6205 | 0.4601 | 0.6205 | 0.7877 |
| 0.3428 | 30.5714 | 856 | 0.6216 | 0.4601 | 0.6216 | 0.7884 |
| 0.3428 | 30.6429 | 858 | 0.6286 | 0.4708 | 0.6286 | 0.7929 |
| 0.3428 | 30.7143 | 860 | 0.6308 | 0.4708 | 0.6308 | 0.7942 |
| 0.3428 | 30.7857 | 862 | 0.6285 | 0.4846 | 0.6285 | 0.7928 |
| 0.3428 | 30.8571 | 864 | 0.6313 | 0.5040 | 0.6313 | 0.7946 |
| 0.3428 | 30.9286 | 866 | 0.6270 | 0.5279 | 0.6270 | 0.7918 |
| 0.3428 | 31.0 | 868 | 0.6352 | 0.4881 | 0.6352 | 0.7970 |
| 0.3428 | 31.0714 | 870 | 0.6692 | 0.5020 | 0.6692 | 0.8180 |
| 0.3428 | 31.1429 | 872 | 0.6654 | 0.4959 | 0.6654 | 0.8157 |
| 0.3428 | 31.2143 | 874 | 0.6340 | 0.5459 | 0.6340 | 0.7962 |
| 0.3428 | 31.2857 | 876 | 0.6214 | 0.5589 | 0.6214 | 0.7883 |
| 0.3428 | 31.3571 | 878 | 0.6148 | 0.4976 | 0.6148 | 0.7841 |
| 0.3428 | 31.4286 | 880 | 0.6035 | 0.4961 | 0.6035 | 0.7768 |
| 0.3428 | 31.5 | 882 | 0.5962 | 0.5063 | 0.5962 | 0.7722 |
| 0.3428 | 31.5714 | 884 | 0.5944 | 0.4683 | 0.5944 | 0.7710 |
| 0.3428 | 31.6429 | 886 | 0.5939 | 0.4337 | 0.5939 | 0.7706 |
| 0.3428 | 31.7143 | 888 | 0.5925 | 0.4380 | 0.5925 | 0.7697 |
| 0.3428 | 31.7857 | 890 | 0.5947 | 0.4488 | 0.5947 | 0.7711 |
| 0.3428 | 31.8571 | 892 | 0.6031 | 0.4362 | 0.6031 | 0.7766 |
| 0.3428 | 31.9286 | 894 | 0.6059 | 0.4260 | 0.6059 | 0.7784 |
| 0.3428 | 32.0 | 896 | 0.6071 | 0.4287 | 0.6071 | 0.7791 |
| 0.3428 | 32.0714 | 898 | 0.6129 | 0.3711 | 0.6129 | 0.7829 |
| 0.3428 | 32.1429 | 900 | 0.6282 | 0.4890 | 0.6282 | 0.7926 |
| 0.3428 | 32.2143 | 902 | 0.6365 | 0.4890 | 0.6365 | 0.7978 |
| 0.3428 | 32.2857 | 904 | 0.6273 | 0.4760 | 0.6273 | 0.7920 |
| 0.3428 | 32.3571 | 906 | 0.6275 | 0.4316 | 0.6275 | 0.7921 |
| 0.3428 | 32.4286 | 908 | 0.6575 | 0.4448 | 0.6575 | 0.8109 |
| 0.3428 | 32.5 | 910 | 0.6765 | 0.4264 | 0.6765 | 0.8225 |
| 0.3428 | 32.5714 | 912 | 0.6575 | 0.4543 | 0.6575 | 0.8109 |
| 0.3428 | 32.6429 | 914 | 0.6323 | 0.4121 | 0.6323 | 0.7952 |
| 0.3428 | 32.7143 | 916 | 0.6255 | 0.4151 | 0.6255 | 0.7909 |
| 0.3428 | 32.7857 | 918 | 0.6195 | 0.4204 | 0.6195 | 0.7871 |
| 0.3428 | 32.8571 | 920 | 0.6190 | 0.4166 | 0.6190 | 0.7868 |
| 0.3428 | 32.9286 | 922 | 0.6257 | 0.4131 | 0.6257 | 0.7910 |
| 0.3428 | 33.0 | 924 | 0.6490 | 0.4835 | 0.6490 | 0.8056 |
| 0.3428 | 33.0714 | 926 | 0.6684 | 0.4390 | 0.6684 | 0.8176 |
| 0.3428 | 33.1429 | 928 | 0.6645 | 0.4978 | 0.6645 | 0.8152 |
| 0.3428 | 33.2143 | 930 | 0.6597 | 0.4915 | 0.6597 | 0.8122 |
| 0.3428 | 33.2857 | 932 | 0.6502 | 0.4553 | 0.6502 | 0.8063 |
| 0.3428 | 33.3571 | 934 | 0.6396 | 0.4443 | 0.6396 | 0.7998 |
| 0.3428 | 33.4286 | 936 | 0.6430 | 0.4781 | 0.6430 | 0.8019 |
| 0.3428 | 33.5 | 938 | 0.6519 | 0.4626 | 0.6519 | 0.8074 |
| 0.3428 | 33.5714 | 940 | 0.6772 | 0.4712 | 0.6772 | 0.8229 |
| 0.3428 | 33.6429 | 942 | 0.6837 | 0.4712 | 0.6837 | 0.8269 |
| 0.3428 | 33.7143 | 944 | 0.6574 | 0.4687 | 0.6574 | 0.8108 |
| 0.3428 | 33.7857 | 946 | 0.6437 | 0.4705 | 0.6437 | 0.8023 |
| 0.3428 | 33.8571 | 948 | 0.6586 | 0.4742 | 0.6586 | 0.8116 |
| 0.3428 | 33.9286 | 950 | 0.6622 | 0.4459 | 0.6622 | 0.8138 |
| 0.3428 | 34.0 | 952 | 0.6400 | 0.4474 | 0.6400 | 0.8000 |
| 0.3428 | 34.0714 | 954 | 0.6155 | 0.4431 | 0.6155 | 0.7846 |
| 0.3428 | 34.1429 | 956 | 0.6089 | 0.4281 | 0.6089 | 0.7803 |
| 0.3428 | 34.2143 | 958 | 0.6293 | 0.4448 | 0.6293 | 0.7933 |
| 0.3428 | 34.2857 | 960 | 0.6361 | 0.4448 | 0.6361 | 0.7975 |
| 0.3428 | 34.3571 | 962 | 0.6340 | 0.4770 | 0.6340 | 0.7963 |
| 0.3428 | 34.4286 | 964 | 0.6464 | 0.4705 | 0.6464 | 0.8040 |
| 0.3428 | 34.5 | 966 | 0.6939 | 0.4928 | 0.6939 | 0.8330 |
| 0.3428 | 34.5714 | 968 | 0.7382 | 0.4507 | 0.7382 | 0.8592 |
| 0.3428 | 34.6429 | 970 | 0.7377 | 0.4620 | 0.7377 | 0.8589 |
| 0.3428 | 34.7143 | 972 | 0.6937 | 0.4529 | 0.6937 | 0.8329 |
| 0.3428 | 34.7857 | 974 | 0.6594 | 0.4603 | 0.6594 | 0.8120 |
| 0.3428 | 34.8571 | 976 | 0.6477 | 0.4354 | 0.6477 | 0.8048 |
| 0.3428 | 34.9286 | 978 | 0.6401 | 0.4688 | 0.6401 | 0.8001 |
| 0.3428 | 35.0 | 980 | 0.6319 | 0.4790 | 0.6319 | 0.7950 |
| 0.3428 | 35.0714 | 982 | 0.6258 | 0.4728 | 0.6258 | 0.7911 |
| 0.3428 | 35.1429 | 984 | 0.6202 | 0.4909 | 0.6202 | 0.7875 |
| 0.3428 | 35.2143 | 986 | 0.6335 | 0.4717 | 0.6335 | 0.7959 |
| 0.3428 | 35.2857 | 988 | 0.6704 | 0.4611 | 0.6704 | 0.8188 |
| 0.3428 | 35.3571 | 990 | 0.7004 | 0.4544 | 0.7004 | 0.8369 |
| 0.3428 | 35.4286 | 992 | 0.7202 | 0.4656 | 0.7202 | 0.8486 |
| 0.3428 | 35.5 | 994 | 0.7037 | 0.4515 | 0.7037 | 0.8389 |
| 0.3428 | 35.5714 | 996 | 0.6638 | 0.4347 | 0.6638 | 0.8148 |
| 0.3428 | 35.6429 | 998 | 0.6385 | 0.4476 | 0.6385 | 0.7991 |
| 0.0624 | 35.7143 | 1000 | 0.6383 | 0.4262 | 0.6383 | 0.7989 |
| 0.0624 | 35.7857 | 1002 | 0.6391 | 0.4288 | 0.6391 | 0.7994 |
| 0.0624 | 35.8571 | 1004 | 0.6277 | 0.4537 | 0.6277 | 0.7923 |
| 0.0624 | 35.9286 | 1006 | 0.6238 | 0.4415 | 0.6238 | 0.7898 |
| 0.0624 | 36.0 | 1008 | 0.6182 | 0.4476 | 0.6182 | 0.7863 |
| 0.0624 | 36.0714 | 1010 | 0.6297 | 0.4622 | 0.6297 | 0.7936 |
| 0.0624 | 36.1429 | 1012 | 0.6285 | 0.4530 | 0.6285 | 0.7928 |
| 0.0624 | 36.2143 | 1014 | 0.6196 | 0.4539 | 0.6196 | 0.7871 |
| 0.0624 | 36.2857 | 1016 | 0.6183 | 0.4632 | 0.6183 | 0.7863 |
| 0.0624 | 36.3571 | 1018 | 0.6156 | 0.4291 | 0.6156 | 0.7846 |
| 0.0624 | 36.4286 | 1020 | 0.6038 | 0.4545 | 0.6038 | 0.7771 |
| 0.0624 | 36.5 | 1022 | 0.6043 | 0.5088 | 0.6043 | 0.7774 |
| 0.0624 | 36.5714 | 1024 | 0.6018 | 0.5059 | 0.6018 | 0.7758 |
| 0.0624 | 36.6429 | 1026 | 0.6033 | 0.5038 | 0.6033 | 0.7767 |
| 0.0624 | 36.7143 | 1028 | 0.6015 | 0.5071 | 0.6015 | 0.7756 |
| 0.0624 | 36.7857 | 1030 | 0.6013 | 0.4796 | 0.6013 | 0.7754 |
| 0.0624 | 36.8571 | 1032 | 0.6016 | 0.4491 | 0.6016 | 0.7756 |
| 0.0624 | 36.9286 | 1034 | 0.5964 | 0.4719 | 0.5964 | 0.7723 |
| 0.0624 | 37.0 | 1036 | 0.5842 | 0.4386 | 0.5842 | 0.7643 |
| 0.0624 | 37.0714 | 1038 | 0.5804 | 0.4407 | 0.5804 | 0.7618 |
| 0.0624 | 37.1429 | 1040 | 0.5834 | 0.4521 | 0.5834 | 0.7638 |
| 0.0624 | 37.2143 | 1042 | 0.5894 | 0.4621 | 0.5894 | 0.7677 |
| 0.0624 | 37.2857 | 1044 | 0.5884 | 0.4763 | 0.5884 | 0.7671 |
| 0.0624 | 37.3571 | 1046 | 0.5937 | 0.4569 | 0.5937 | 0.7705 |
| 0.0624 | 37.4286 | 1048 | 0.6070 | 0.5048 | 0.6070 | 0.7791 |
| 0.0624 | 37.5 | 1050 | 0.6144 | 0.4705 | 0.6144 | 0.7838 |
| 0.0624 | 37.5714 | 1052 | 0.6266 | 0.5168 | 0.6266 | 0.7916 |
| 0.0624 | 37.6429 | 1054 | 0.6426 | 0.5174 | 0.6426 | 0.8016 |
| 0.0624 | 37.7143 | 1056 | 0.6445 | 0.5129 | 0.6445 | 0.8028 |
| 0.0624 | 37.7857 | 1058 | 0.6280 | 0.5089 | 0.6280 | 0.7925 |
| 0.0624 | 37.8571 | 1060 | 0.6091 | 0.4569 | 0.6091 | 0.7804 |
| 0.0624 | 37.9286 | 1062 | 0.6354 | 0.4799 | 0.6354 | 0.7971 |
| 0.0624 | 38.0 | 1064 | 0.6814 | 0.4431 | 0.6814 | 0.8255 |
| 0.0624 | 38.0714 | 1066 | 0.6905 | 0.4575 | 0.6905 | 0.8309 |
| 0.0624 | 38.1429 | 1068 | 0.6691 | 0.4452 | 0.6691 | 0.8180 |
| 0.0624 | 38.2143 | 1070 | 0.6438 | 0.4555 | 0.6438 | 0.8024 |
| 0.0624 | 38.2857 | 1072 | 0.6257 | 0.4082 | 0.6257 | 0.7910 |
| 0.0624 | 38.3571 | 1074 | 0.6118 | 0.3888 | 0.6118 | 0.7822 |
| 0.0624 | 38.4286 | 1076 | 0.6080 | 0.3887 | 0.6080 | 0.7797 |
| 0.0624 | 38.5 | 1078 | 0.6122 | 0.3888 | 0.6122 | 0.7824 |
| 0.0624 | 38.5714 | 1080 | 0.6239 | 0.4051 | 0.6239 | 0.7899 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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