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---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k15_task7_organization
results: []
---
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
# ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k15_task7_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: 0.4760
- Qwk: 0.5965
- Mse: 0.4760
- Rmse: 0.6899
## 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 | 0.0526 | 2 | 2.4742 | -0.0262 | 2.4742 | 1.5730 |
| No log | 0.1053 | 4 | 1.3467 | 0.0423 | 1.3467 | 1.1605 |
| No log | 0.1579 | 6 | 0.9517 | -0.0622 | 0.9517 | 0.9756 |
| No log | 0.2105 | 8 | 0.9130 | 0.1508 | 0.9130 | 0.9555 |
| No log | 0.2632 | 10 | 0.9536 | 0.1180 | 0.9536 | 0.9765 |
| No log | 0.3158 | 12 | 0.9793 | 0.1584 | 0.9793 | 0.9896 |
| No log | 0.3684 | 14 | 0.7882 | -0.0149 | 0.7882 | 0.8878 |
| No log | 0.4211 | 16 | 0.7247 | 0.0 | 0.7247 | 0.8513 |
| No log | 0.4737 | 18 | 0.8137 | 0.2156 | 0.8137 | 0.9020 |
| No log | 0.5263 | 20 | 0.8123 | 0.1786 | 0.8123 | 0.9013 |
| No log | 0.5789 | 22 | 0.8021 | 0.0 | 0.8021 | 0.8956 |
| No log | 0.6316 | 24 | 0.7675 | -0.0027 | 0.7675 | 0.8761 |
| No log | 0.6842 | 26 | 0.6940 | 0.1287 | 0.6940 | 0.8331 |
| No log | 0.7368 | 28 | 0.7868 | 0.1372 | 0.7868 | 0.8870 |
| No log | 0.7895 | 30 | 0.8928 | 0.3444 | 0.8928 | 0.9449 |
| No log | 0.8421 | 32 | 0.7854 | 0.0944 | 0.7854 | 0.8862 |
| No log | 0.8947 | 34 | 0.7197 | 0.1327 | 0.7197 | 0.8483 |
| No log | 0.9474 | 36 | 0.7623 | 0.1327 | 0.7623 | 0.8731 |
| No log | 1.0 | 38 | 0.7829 | 0.2128 | 0.7829 | 0.8848 |
| No log | 1.0526 | 40 | 0.7623 | 0.2412 | 0.7623 | 0.8731 |
| No log | 1.1053 | 42 | 0.7603 | 0.1942 | 0.7603 | 0.8720 |
| No log | 1.1579 | 44 | 0.7795 | 0.3019 | 0.7795 | 0.8829 |
| No log | 1.2105 | 46 | 0.9561 | 0.1300 | 0.9561 | 0.9778 |
| No log | 1.2632 | 48 | 1.0133 | 0.0390 | 1.0133 | 1.0066 |
| No log | 1.3158 | 50 | 0.8660 | 0.2642 | 0.8660 | 0.9306 |
| No log | 1.3684 | 52 | 0.7905 | 0.3050 | 0.7905 | 0.8891 |
| No log | 1.4211 | 54 | 0.7617 | 0.1710 | 0.7617 | 0.8728 |
| No log | 1.4737 | 56 | 0.7881 | 0.3477 | 0.7881 | 0.8878 |
| No log | 1.5263 | 58 | 0.7931 | 0.3125 | 0.7931 | 0.8905 |
| No log | 1.5789 | 60 | 0.7635 | 0.2815 | 0.7635 | 0.8738 |
| No log | 1.6316 | 62 | 0.7978 | 0.1988 | 0.7978 | 0.8932 |
| No log | 1.6842 | 64 | 0.7783 | 0.2540 | 0.7783 | 0.8822 |
| No log | 1.7368 | 66 | 0.7563 | 0.2711 | 0.7563 | 0.8697 |
| No log | 1.7895 | 68 | 0.7736 | 0.1935 | 0.7736 | 0.8795 |
| No log | 1.8421 | 70 | 0.7377 | 0.1935 | 0.7377 | 0.8589 |
| No log | 1.8947 | 72 | 0.6690 | 0.2325 | 0.6690 | 0.8179 |
| No log | 1.9474 | 74 | 0.7945 | 0.2584 | 0.7945 | 0.8913 |
| No log | 2.0 | 76 | 0.7143 | 0.3299 | 0.7143 | 0.8452 |
| No log | 2.0526 | 78 | 0.6208 | 0.4111 | 0.6208 | 0.7879 |
| No log | 2.1053 | 80 | 0.8464 | 0.3134 | 0.8464 | 0.9200 |
| No log | 2.1579 | 82 | 1.0384 | 0.4186 | 1.0384 | 1.0190 |
| No log | 2.2105 | 84 | 0.9522 | 0.3782 | 0.9522 | 0.9758 |
| No log | 2.2632 | 86 | 0.6274 | 0.3524 | 0.6274 | 0.7921 |
| No log | 2.3158 | 88 | 0.6905 | 0.4677 | 0.6905 | 0.8309 |
| No log | 2.3684 | 90 | 0.7448 | 0.4018 | 0.7448 | 0.8630 |
| No log | 2.4211 | 92 | 0.6869 | 0.3125 | 0.6869 | 0.8288 |
| No log | 2.4737 | 94 | 0.6377 | 0.3228 | 0.6377 | 0.7985 |
| No log | 2.5263 | 96 | 0.7292 | 0.3099 | 0.7292 | 0.8539 |
| No log | 2.5789 | 98 | 0.8526 | 0.3234 | 0.8526 | 0.9234 |
| No log | 2.6316 | 100 | 0.7698 | 0.3167 | 0.7698 | 0.8774 |
| No log | 2.6842 | 102 | 0.7309 | 0.2923 | 0.7309 | 0.8549 |
| No log | 2.7368 | 104 | 0.8169 | 0.2402 | 0.8169 | 0.9038 |
| No log | 2.7895 | 106 | 0.8394 | 0.2435 | 0.8394 | 0.9162 |
| No log | 2.8421 | 108 | 0.7820 | 0.2738 | 0.7820 | 0.8843 |
| No log | 2.8947 | 110 | 0.7147 | 0.3001 | 0.7147 | 0.8454 |
| No log | 2.9474 | 112 | 0.6249 | 0.3029 | 0.6249 | 0.7905 |
| No log | 3.0 | 114 | 0.5915 | 0.3717 | 0.5915 | 0.7691 |
| No log | 3.0526 | 116 | 0.5890 | 0.3558 | 0.5890 | 0.7675 |
| No log | 3.1053 | 118 | 0.5950 | 0.3860 | 0.5950 | 0.7713 |
| No log | 3.1579 | 120 | 0.5859 | 0.4983 | 0.5859 | 0.7654 |
| No log | 3.2105 | 122 | 0.5951 | 0.4001 | 0.5951 | 0.7714 |
| No log | 3.2632 | 124 | 0.6117 | 0.4036 | 0.6117 | 0.7821 |
| No log | 3.3158 | 126 | 0.6966 | 0.4058 | 0.6966 | 0.8346 |
| No log | 3.3684 | 128 | 0.6591 | 0.4161 | 0.6591 | 0.8118 |
| No log | 3.4211 | 130 | 0.5811 | 0.3688 | 0.5811 | 0.7623 |
| No log | 3.4737 | 132 | 0.7267 | 0.3770 | 0.7267 | 0.8525 |
| No log | 3.5263 | 134 | 0.7746 | 0.4051 | 0.7746 | 0.8801 |
| No log | 3.5789 | 136 | 0.6292 | 0.4769 | 0.6292 | 0.7933 |
| No log | 3.6316 | 138 | 0.5997 | 0.5014 | 0.5997 | 0.7744 |
| No log | 3.6842 | 140 | 0.7048 | 0.4828 | 0.7048 | 0.8395 |
| No log | 3.7368 | 142 | 0.6444 | 0.4429 | 0.6444 | 0.8027 |
| No log | 3.7895 | 144 | 0.5655 | 0.5269 | 0.5655 | 0.7520 |
| No log | 3.8421 | 146 | 0.6224 | 0.4721 | 0.6224 | 0.7890 |
| No log | 3.8947 | 148 | 0.6868 | 0.5323 | 0.6868 | 0.8287 |
| No log | 3.9474 | 150 | 0.6479 | 0.5076 | 0.6479 | 0.8049 |
| No log | 4.0 | 152 | 0.6437 | 0.4854 | 0.6437 | 0.8023 |
| No log | 4.0526 | 154 | 0.6440 | 0.4315 | 0.6440 | 0.8025 |
| No log | 4.1053 | 156 | 0.5829 | 0.4292 | 0.5829 | 0.7635 |
| No log | 4.1579 | 158 | 0.5579 | 0.5348 | 0.5579 | 0.7469 |
| No log | 4.2105 | 160 | 0.5589 | 0.4795 | 0.5589 | 0.7476 |
| No log | 4.2632 | 162 | 0.5634 | 0.4924 | 0.5634 | 0.7506 |
| No log | 4.3158 | 164 | 0.6120 | 0.3942 | 0.6120 | 0.7823 |
| No log | 4.3684 | 166 | 0.7121 | 0.3699 | 0.7121 | 0.8439 |
| No log | 4.4211 | 168 | 0.6613 | 0.3544 | 0.6613 | 0.8132 |
| No log | 4.4737 | 170 | 0.6199 | 0.3945 | 0.6199 | 0.7873 |
| No log | 4.5263 | 172 | 0.6344 | 0.3837 | 0.6344 | 0.7965 |
| No log | 4.5789 | 174 | 0.7027 | 0.3656 | 0.7027 | 0.8383 |
| No log | 4.6316 | 176 | 0.8066 | 0.3618 | 0.8066 | 0.8981 |
| No log | 4.6842 | 178 | 0.7740 | 0.4018 | 0.7740 | 0.8798 |
| No log | 4.7368 | 180 | 0.6499 | 0.4023 | 0.6499 | 0.8062 |
| No log | 4.7895 | 182 | 0.6392 | 0.4771 | 0.6392 | 0.7995 |
| No log | 4.8421 | 184 | 0.6599 | 0.4800 | 0.6599 | 0.8123 |
| No log | 4.8947 | 186 | 0.6630 | 0.5014 | 0.6630 | 0.8142 |
| No log | 4.9474 | 188 | 0.6766 | 0.4250 | 0.6766 | 0.8226 |
| No log | 5.0 | 190 | 0.6519 | 0.5083 | 0.6519 | 0.8074 |
| No log | 5.0526 | 192 | 0.6723 | 0.3948 | 0.6723 | 0.8199 |
| No log | 5.1053 | 194 | 0.6836 | 0.3574 | 0.6836 | 0.8268 |
| No log | 5.1579 | 196 | 0.5929 | 0.4329 | 0.5929 | 0.7700 |
| No log | 5.2105 | 198 | 0.6030 | 0.4437 | 0.6030 | 0.7766 |
| No log | 5.2632 | 200 | 0.8670 | 0.3411 | 0.8670 | 0.9311 |
| No log | 5.3158 | 202 | 0.9028 | 0.3357 | 0.9028 | 0.9502 |
| No log | 5.3684 | 204 | 0.7498 | 0.4648 | 0.7498 | 0.8659 |
| No log | 5.4211 | 206 | 0.7463 | 0.4648 | 0.7463 | 0.8639 |
| No log | 5.4737 | 208 | 0.6240 | 0.4212 | 0.6240 | 0.7900 |
| No log | 5.5263 | 210 | 0.5915 | 0.4406 | 0.5915 | 0.7691 |
| No log | 5.5789 | 212 | 0.6351 | 0.5445 | 0.6351 | 0.7969 |
| No log | 5.6316 | 214 | 0.5901 | 0.4841 | 0.5901 | 0.7682 |
| No log | 5.6842 | 216 | 0.5947 | 0.5125 | 0.5947 | 0.7712 |
| No log | 5.7368 | 218 | 0.6865 | 0.4144 | 0.6865 | 0.8286 |
| No log | 5.7895 | 220 | 0.6461 | 0.4239 | 0.6461 | 0.8038 |
| No log | 5.8421 | 222 | 0.5850 | 0.5640 | 0.5850 | 0.7648 |
| No log | 5.8947 | 224 | 0.6514 | 0.4556 | 0.6514 | 0.8071 |
| No log | 5.9474 | 226 | 0.7718 | 0.3827 | 0.7718 | 0.8785 |
| No log | 6.0 | 228 | 0.8920 | 0.3924 | 0.8920 | 0.9444 |
| No log | 6.0526 | 230 | 0.8464 | 0.3924 | 0.8464 | 0.9200 |
| No log | 6.1053 | 232 | 0.6797 | 0.5003 | 0.6797 | 0.8245 |
| No log | 6.1579 | 234 | 0.5879 | 0.4660 | 0.5879 | 0.7668 |
| No log | 6.2105 | 236 | 0.6276 | 0.4777 | 0.6276 | 0.7922 |
| No log | 6.2632 | 238 | 0.6126 | 0.4997 | 0.6126 | 0.7827 |
| No log | 6.3158 | 240 | 0.5669 | 0.4757 | 0.5669 | 0.7529 |
| No log | 6.3684 | 242 | 0.6203 | 0.4633 | 0.6203 | 0.7876 |
| No log | 6.4211 | 244 | 0.6383 | 0.4732 | 0.6383 | 0.7990 |
| No log | 6.4737 | 246 | 0.5774 | 0.4205 | 0.5774 | 0.7599 |
| No log | 6.5263 | 248 | 0.5862 | 0.4124 | 0.5862 | 0.7656 |
| No log | 6.5789 | 250 | 0.7461 | 0.4666 | 0.7461 | 0.8638 |
| No log | 6.6316 | 252 | 0.7551 | 0.4738 | 0.7551 | 0.8690 |
| No log | 6.6842 | 254 | 0.6258 | 0.4065 | 0.6258 | 0.7910 |
| No log | 6.7368 | 256 | 0.5727 | 0.4795 | 0.5727 | 0.7568 |
| No log | 6.7895 | 258 | 0.6322 | 0.5061 | 0.6322 | 0.7951 |
| No log | 6.8421 | 260 | 0.6093 | 0.4909 | 0.6093 | 0.7806 |
| No log | 6.8947 | 262 | 0.5523 | 0.4795 | 0.5523 | 0.7432 |
| No log | 6.9474 | 264 | 0.5729 | 0.5437 | 0.5729 | 0.7569 |
| No log | 7.0 | 266 | 0.7110 | 0.4521 | 0.7110 | 0.8432 |
| No log | 7.0526 | 268 | 0.7512 | 0.4413 | 0.7512 | 0.8667 |
| No log | 7.1053 | 270 | 0.6652 | 0.4315 | 0.6652 | 0.8156 |
| No log | 7.1579 | 272 | 0.6104 | 0.5104 | 0.6104 | 0.7813 |
| No log | 7.2105 | 274 | 0.5661 | 0.4105 | 0.5661 | 0.7524 |
| No log | 7.2632 | 276 | 0.5746 | 0.4555 | 0.5746 | 0.7580 |
| No log | 7.3158 | 278 | 0.5668 | 0.5039 | 0.5668 | 0.7529 |
| No log | 7.3684 | 280 | 0.6000 | 0.4808 | 0.6000 | 0.7746 |
| No log | 7.4211 | 282 | 0.6791 | 0.4788 | 0.6791 | 0.8241 |
| No log | 7.4737 | 284 | 0.7014 | 0.4788 | 0.7014 | 0.8375 |
| No log | 7.5263 | 286 | 0.6286 | 0.4749 | 0.6286 | 0.7928 |
| No log | 7.5789 | 288 | 0.5516 | 0.5076 | 0.5516 | 0.7427 |
| No log | 7.6316 | 290 | 0.5697 | 0.4444 | 0.5697 | 0.7548 |
| No log | 7.6842 | 292 | 0.5867 | 0.4697 | 0.5867 | 0.7660 |
| No log | 7.7368 | 294 | 0.5875 | 0.5125 | 0.5875 | 0.7665 |
| No log | 7.7895 | 296 | 0.6060 | 0.5235 | 0.6060 | 0.7784 |
| No log | 7.8421 | 298 | 0.6089 | 0.5174 | 0.6089 | 0.7803 |
| No log | 7.8947 | 300 | 0.6074 | 0.5383 | 0.6074 | 0.7794 |
| No log | 7.9474 | 302 | 0.6387 | 0.5706 | 0.6387 | 0.7992 |
| No log | 8.0 | 304 | 0.6193 | 0.5765 | 0.6193 | 0.7870 |
| No log | 8.0526 | 306 | 0.5704 | 0.5373 | 0.5704 | 0.7552 |
| No log | 8.1053 | 308 | 0.6121 | 0.4067 | 0.6121 | 0.7824 |
| No log | 8.1579 | 310 | 0.6659 | 0.3814 | 0.6659 | 0.8161 |
| No log | 8.2105 | 312 | 0.6403 | 0.3545 | 0.6403 | 0.8002 |
| No log | 8.2632 | 314 | 0.5826 | 0.3308 | 0.5826 | 0.7633 |
| No log | 8.3158 | 316 | 0.5732 | 0.3435 | 0.5732 | 0.7571 |
| No log | 8.3684 | 318 | 0.5674 | 0.4547 | 0.5674 | 0.7532 |
| No log | 8.4211 | 320 | 0.5754 | 0.5071 | 0.5754 | 0.7586 |
| No log | 8.4737 | 322 | 0.6582 | 0.4732 | 0.6582 | 0.8113 |
| No log | 8.5263 | 324 | 0.7069 | 0.5229 | 0.7069 | 0.8407 |
| No log | 8.5789 | 326 | 0.6282 | 0.5056 | 0.6282 | 0.7926 |
| No log | 8.6316 | 328 | 0.5353 | 0.4747 | 0.5353 | 0.7317 |
| No log | 8.6842 | 330 | 0.5136 | 0.4788 | 0.5136 | 0.7167 |
| No log | 8.7368 | 332 | 0.5271 | 0.4918 | 0.5271 | 0.7260 |
| No log | 8.7895 | 334 | 0.5340 | 0.3808 | 0.5340 | 0.7308 |
| No log | 8.8421 | 336 | 0.5273 | 0.4902 | 0.5273 | 0.7262 |
| No log | 8.8947 | 338 | 0.5211 | 0.4902 | 0.5211 | 0.7219 |
| No log | 8.9474 | 340 | 0.5180 | 0.4614 | 0.5180 | 0.7198 |
| No log | 9.0 | 342 | 0.4962 | 0.5698 | 0.4962 | 0.7044 |
| No log | 9.0526 | 344 | 0.4978 | 0.6370 | 0.4978 | 0.7056 |
| No log | 9.1053 | 346 | 0.5246 | 0.6079 | 0.5246 | 0.7243 |
| No log | 9.1579 | 348 | 0.5452 | 0.5233 | 0.5452 | 0.7384 |
| No log | 9.2105 | 350 | 0.5361 | 0.5352 | 0.5361 | 0.7322 |
| No log | 9.2632 | 352 | 0.5561 | 0.5779 | 0.5561 | 0.7457 |
| No log | 9.3158 | 354 | 0.5375 | 0.5110 | 0.5375 | 0.7332 |
| No log | 9.3684 | 356 | 0.5241 | 0.5195 | 0.5241 | 0.7239 |
| No log | 9.4211 | 358 | 0.5200 | 0.5648 | 0.5200 | 0.7211 |
| No log | 9.4737 | 360 | 0.5556 | 0.5516 | 0.5556 | 0.7454 |
| No log | 9.5263 | 362 | 0.5876 | 0.4815 | 0.5876 | 0.7666 |
| No log | 9.5789 | 364 | 0.5492 | 0.5017 | 0.5492 | 0.7411 |
| No log | 9.6316 | 366 | 0.5002 | 0.4934 | 0.5002 | 0.7072 |
| No log | 9.6842 | 368 | 0.4968 | 0.5390 | 0.4968 | 0.7048 |
| No log | 9.7368 | 370 | 0.4930 | 0.5611 | 0.4930 | 0.7022 |
| No log | 9.7895 | 372 | 0.4823 | 0.5057 | 0.4823 | 0.6945 |
| No log | 9.8421 | 374 | 0.5064 | 0.5939 | 0.5064 | 0.7116 |
| No log | 9.8947 | 376 | 0.5416 | 0.5357 | 0.5416 | 0.7360 |
| No log | 9.9474 | 378 | 0.5161 | 0.5726 | 0.5161 | 0.7184 |
| No log | 10.0 | 380 | 0.4758 | 0.5672 | 0.4758 | 0.6898 |
| No log | 10.0526 | 382 | 0.5078 | 0.5826 | 0.5078 | 0.7126 |
| No log | 10.1053 | 384 | 0.5177 | 0.5826 | 0.5177 | 0.7195 |
| No log | 10.1579 | 386 | 0.5073 | 0.5603 | 0.5073 | 0.7123 |
| No log | 10.2105 | 388 | 0.4882 | 0.5143 | 0.4882 | 0.6987 |
| No log | 10.2632 | 390 | 0.5175 | 0.5939 | 0.5175 | 0.7194 |
| No log | 10.3158 | 392 | 0.5275 | 0.5939 | 0.5275 | 0.7263 |
| No log | 10.3684 | 394 | 0.5050 | 0.6426 | 0.5050 | 0.7106 |
| No log | 10.4211 | 396 | 0.5194 | 0.5607 | 0.5194 | 0.7207 |
| No log | 10.4737 | 398 | 0.6364 | 0.5401 | 0.6364 | 0.7978 |
| No log | 10.5263 | 400 | 0.7320 | 0.4799 | 0.7320 | 0.8555 |
| No log | 10.5789 | 402 | 0.7312 | 0.5103 | 0.7312 | 0.8551 |
| No log | 10.6316 | 404 | 0.6037 | 0.5003 | 0.6037 | 0.7770 |
| No log | 10.6842 | 406 | 0.5016 | 0.5390 | 0.5016 | 0.7082 |
| No log | 10.7368 | 408 | 0.4922 | 0.6517 | 0.4922 | 0.7016 |
| No log | 10.7895 | 410 | 0.4969 | 0.5955 | 0.4969 | 0.7049 |
| No log | 10.8421 | 412 | 0.4833 | 0.5986 | 0.4833 | 0.6952 |
| No log | 10.8947 | 414 | 0.5139 | 0.5189 | 0.5139 | 0.7169 |
| No log | 10.9474 | 416 | 0.5411 | 0.4931 | 0.5411 | 0.7356 |
| No log | 11.0 | 418 | 0.5178 | 0.5117 | 0.5178 | 0.7196 |
| No log | 11.0526 | 420 | 0.4975 | 0.5231 | 0.4975 | 0.7054 |
| No log | 11.1053 | 422 | 0.4900 | 0.5719 | 0.4900 | 0.7000 |
| No log | 11.1579 | 424 | 0.5448 | 0.5786 | 0.5448 | 0.7381 |
| No log | 11.2105 | 426 | 0.6307 | 0.5080 | 0.6307 | 0.7941 |
| No log | 11.2632 | 428 | 0.6064 | 0.5246 | 0.6064 | 0.7787 |
| No log | 11.3158 | 430 | 0.5226 | 0.5816 | 0.5226 | 0.7229 |
| No log | 11.3684 | 432 | 0.5023 | 0.5993 | 0.5023 | 0.7087 |
| No log | 11.4211 | 434 | 0.5482 | 0.5908 | 0.5482 | 0.7404 |
| No log | 11.4737 | 436 | 0.5796 | 0.5184 | 0.5796 | 0.7613 |
| No log | 11.5263 | 438 | 0.5559 | 0.5657 | 0.5559 | 0.7456 |
| No log | 11.5789 | 440 | 0.5139 | 0.5373 | 0.5139 | 0.7169 |
| No log | 11.6316 | 442 | 0.5182 | 0.5151 | 0.5182 | 0.7199 |
| No log | 11.6842 | 444 | 0.5503 | 0.5698 | 0.5503 | 0.7418 |
| No log | 11.7368 | 446 | 0.5446 | 0.5386 | 0.5446 | 0.7380 |
| No log | 11.7895 | 448 | 0.5268 | 0.5076 | 0.5268 | 0.7258 |
| No log | 11.8421 | 450 | 0.5261 | 0.5170 | 0.5261 | 0.7254 |
| No log | 11.8947 | 452 | 0.5365 | 0.5228 | 0.5365 | 0.7325 |
| No log | 11.9474 | 454 | 0.5441 | 0.5228 | 0.5441 | 0.7377 |
| No log | 12.0 | 456 | 0.5341 | 0.4378 | 0.5341 | 0.7308 |
| No log | 12.0526 | 458 | 0.5522 | 0.4661 | 0.5522 | 0.7431 |
| No log | 12.1053 | 460 | 0.5720 | 0.5726 | 0.5720 | 0.7563 |
| No log | 12.1579 | 462 | 0.5382 | 0.4229 | 0.5382 | 0.7336 |
| No log | 12.2105 | 464 | 0.5300 | 0.4746 | 0.5300 | 0.7280 |
| No log | 12.2632 | 466 | 0.5364 | 0.4677 | 0.5364 | 0.7324 |
| No log | 12.3158 | 468 | 0.5326 | 0.4918 | 0.5326 | 0.7298 |
| No log | 12.3684 | 470 | 0.5322 | 0.5171 | 0.5322 | 0.7296 |
| No log | 12.4211 | 472 | 0.5265 | 0.5846 | 0.5265 | 0.7256 |
| No log | 12.4737 | 474 | 0.5224 | 0.5095 | 0.5224 | 0.7228 |
| No log | 12.5263 | 476 | 0.5580 | 0.5228 | 0.5580 | 0.7470 |
| No log | 12.5789 | 478 | 0.5758 | 0.4524 | 0.5758 | 0.7588 |
| No log | 12.6316 | 480 | 0.5426 | 0.5228 | 0.5426 | 0.7366 |
| No log | 12.6842 | 482 | 0.5238 | 0.5648 | 0.5238 | 0.7237 |
| No log | 12.7368 | 484 | 0.5076 | 0.5268 | 0.5076 | 0.7125 |
| No log | 12.7895 | 486 | 0.5294 | 0.5985 | 0.5294 | 0.7276 |
| No log | 12.8421 | 488 | 0.5586 | 0.5373 | 0.5586 | 0.7474 |
| No log | 12.8947 | 490 | 0.5357 | 0.5571 | 0.5357 | 0.7319 |
| No log | 12.9474 | 492 | 0.4918 | 0.5719 | 0.4918 | 0.7013 |
| No log | 13.0 | 494 | 0.5564 | 0.5591 | 0.5564 | 0.7459 |
| No log | 13.0526 | 496 | 0.6171 | 0.5750 | 0.6171 | 0.7855 |
| No log | 13.1053 | 498 | 0.6040 | 0.5431 | 0.6040 | 0.7772 |
| 0.3758 | 13.1579 | 500 | 0.5627 | 0.4929 | 0.5627 | 0.7501 |
| 0.3758 | 13.2105 | 502 | 0.5038 | 0.5367 | 0.5038 | 0.7098 |
| 0.3758 | 13.2632 | 504 | 0.4876 | 0.5151 | 0.4876 | 0.6983 |
| 0.3758 | 13.3158 | 506 | 0.4868 | 0.5404 | 0.4868 | 0.6977 |
| 0.3758 | 13.3684 | 508 | 0.4879 | 0.4888 | 0.4879 | 0.6985 |
| 0.3758 | 13.4211 | 510 | 0.4910 | 0.5467 | 0.4910 | 0.7007 |
| 0.3758 | 13.4737 | 512 | 0.4936 | 0.5467 | 0.4936 | 0.7026 |
| 0.3758 | 13.5263 | 514 | 0.4942 | 0.5248 | 0.4942 | 0.7030 |
| 0.3758 | 13.5789 | 516 | 0.4972 | 0.5367 | 0.4972 | 0.7051 |
| 0.3758 | 13.6316 | 518 | 0.4988 | 0.5133 | 0.4988 | 0.7063 |
| 0.3758 | 13.6842 | 520 | 0.5013 | 0.5915 | 0.5013 | 0.7080 |
| 0.3758 | 13.7368 | 522 | 0.5062 | 0.5159 | 0.5062 | 0.7115 |
| 0.3758 | 13.7895 | 524 | 0.5199 | 0.5166 | 0.5199 | 0.7210 |
| 0.3758 | 13.8421 | 526 | 0.5187 | 0.5166 | 0.5187 | 0.7202 |
| 0.3758 | 13.8947 | 528 | 0.4951 | 0.5765 | 0.4951 | 0.7036 |
| 0.3758 | 13.9474 | 530 | 0.4911 | 0.5617 | 0.4911 | 0.7008 |
| 0.3758 | 14.0 | 532 | 0.4936 | 0.6071 | 0.4936 | 0.7026 |
| 0.3758 | 14.0526 | 534 | 0.4919 | 0.6657 | 0.4919 | 0.7014 |
| 0.3758 | 14.1053 | 536 | 0.4910 | 0.6575 | 0.4910 | 0.7007 |
| 0.3758 | 14.1579 | 538 | 0.4888 | 0.6374 | 0.4888 | 0.6992 |
| 0.3758 | 14.2105 | 540 | 0.4973 | 0.7014 | 0.4973 | 0.7052 |
| 0.3758 | 14.2632 | 542 | 0.4965 | 0.7146 | 0.4965 | 0.7046 |
| 0.3758 | 14.3158 | 544 | 0.4655 | 0.7137 | 0.4655 | 0.6823 |
| 0.3758 | 14.3684 | 546 | 0.4443 | 0.7414 | 0.4443 | 0.6666 |
| 0.3758 | 14.4211 | 548 | 0.4423 | 0.5913 | 0.4423 | 0.6651 |
| 0.3758 | 14.4737 | 550 | 0.4434 | 0.5936 | 0.4434 | 0.6658 |
| 0.3758 | 14.5263 | 552 | 0.4418 | 0.6943 | 0.4418 | 0.6647 |
| 0.3758 | 14.5789 | 554 | 0.4652 | 0.6537 | 0.4652 | 0.6821 |
| 0.3758 | 14.6316 | 556 | 0.4940 | 0.5721 | 0.4940 | 0.7028 |
| 0.3758 | 14.6842 | 558 | 0.4837 | 0.6169 | 0.4837 | 0.6955 |
| 0.3758 | 14.7368 | 560 | 0.4615 | 0.5999 | 0.4615 | 0.6793 |
| 0.3758 | 14.7895 | 562 | 0.4517 | 0.5860 | 0.4517 | 0.6721 |
| 0.3758 | 14.8421 | 564 | 0.4741 | 0.5741 | 0.4741 | 0.6886 |
| 0.3758 | 14.8947 | 566 | 0.4761 | 0.5597 | 0.4761 | 0.6900 |
| 0.3758 | 14.9474 | 568 | 0.4647 | 0.5951 | 0.4647 | 0.6817 |
| 0.3758 | 15.0 | 570 | 0.4833 | 0.6698 | 0.4833 | 0.6952 |
| 0.3758 | 15.0526 | 572 | 0.4947 | 0.6445 | 0.4947 | 0.7033 |
| 0.3758 | 15.1053 | 574 | 0.4897 | 0.6278 | 0.4897 | 0.6998 |
| 0.3758 | 15.1579 | 576 | 0.4883 | 0.6568 | 0.4883 | 0.6988 |
| 0.3758 | 15.2105 | 578 | 0.4895 | 0.6639 | 0.4895 | 0.6996 |
| 0.3758 | 15.2632 | 580 | 0.4918 | 0.6460 | 0.4918 | 0.7013 |
| 0.3758 | 15.3158 | 582 | 0.4820 | 0.6298 | 0.4820 | 0.6943 |
| 0.3758 | 15.3684 | 584 | 0.4718 | 0.5831 | 0.4718 | 0.6869 |
| 0.3758 | 15.4211 | 586 | 0.4646 | 0.5361 | 0.4646 | 0.6816 |
| 0.3758 | 15.4737 | 588 | 0.4606 | 0.5152 | 0.4606 | 0.6787 |
| 0.3758 | 15.5263 | 590 | 0.4636 | 0.5397 | 0.4636 | 0.6809 |
| 0.3758 | 15.5789 | 592 | 0.4555 | 0.5208 | 0.4555 | 0.6749 |
| 0.3758 | 15.6316 | 594 | 0.4604 | 0.6615 | 0.4604 | 0.6785 |
| 0.3758 | 15.6842 | 596 | 0.4602 | 0.6517 | 0.4602 | 0.6784 |
| 0.3758 | 15.7368 | 598 | 0.4548 | 0.5846 | 0.4548 | 0.6744 |
| 0.3758 | 15.7895 | 600 | 0.4624 | 0.5649 | 0.4624 | 0.6800 |
| 0.3758 | 15.8421 | 602 | 0.4834 | 0.6096 | 0.4834 | 0.6953 |
| 0.3758 | 15.8947 | 604 | 0.4789 | 0.5649 | 0.4789 | 0.6920 |
| 0.3758 | 15.9474 | 606 | 0.4521 | 0.5633 | 0.4521 | 0.6724 |
| 0.3758 | 16.0 | 608 | 0.4528 | 0.6555 | 0.4528 | 0.6729 |
| 0.3758 | 16.0526 | 610 | 0.4564 | 0.6370 | 0.4564 | 0.6756 |
| 0.3758 | 16.1053 | 612 | 0.4826 | 0.6013 | 0.4826 | 0.6947 |
| 0.3758 | 16.1579 | 614 | 0.5415 | 0.5908 | 0.5415 | 0.7358 |
| 0.3758 | 16.2105 | 616 | 0.5379 | 0.5983 | 0.5379 | 0.7334 |
| 0.3758 | 16.2632 | 618 | 0.4945 | 0.5796 | 0.4945 | 0.7032 |
| 0.3758 | 16.3158 | 620 | 0.4761 | 0.5414 | 0.4761 | 0.6900 |
| 0.3758 | 16.3684 | 622 | 0.4763 | 0.5304 | 0.4763 | 0.6901 |
| 0.3758 | 16.4211 | 624 | 0.4760 | 0.5373 | 0.4760 | 0.6899 |
| 0.3758 | 16.4737 | 626 | 0.4726 | 0.5649 | 0.4726 | 0.6874 |
| 0.3758 | 16.5263 | 628 | 0.4764 | 0.5649 | 0.4764 | 0.6902 |
| 0.3758 | 16.5789 | 630 | 0.4935 | 0.5649 | 0.4935 | 0.7025 |
| 0.3758 | 16.6316 | 632 | 0.4947 | 0.5649 | 0.4947 | 0.7033 |
| 0.3758 | 16.6842 | 634 | 0.4767 | 0.5649 | 0.4767 | 0.6904 |
| 0.3758 | 16.7368 | 636 | 0.4630 | 0.5475 | 0.4630 | 0.6804 |
| 0.3758 | 16.7895 | 638 | 0.4657 | 0.6111 | 0.4657 | 0.6824 |
| 0.3758 | 16.8421 | 640 | 0.4732 | 0.6228 | 0.4732 | 0.6879 |
| 0.3758 | 16.8947 | 642 | 0.4690 | 0.5888 | 0.4690 | 0.6848 |
| 0.3758 | 16.9474 | 644 | 0.4692 | 0.6566 | 0.4692 | 0.6850 |
| 0.3758 | 17.0 | 646 | 0.4656 | 0.6566 | 0.4656 | 0.6823 |
| 0.3758 | 17.0526 | 648 | 0.4593 | 0.6351 | 0.4593 | 0.6777 |
| 0.3758 | 17.1053 | 650 | 0.4549 | 0.6648 | 0.4549 | 0.6745 |
| 0.3758 | 17.1579 | 652 | 0.4597 | 0.5930 | 0.4597 | 0.6780 |
| 0.3758 | 17.2105 | 654 | 0.4668 | 0.5397 | 0.4668 | 0.6832 |
| 0.3758 | 17.2632 | 656 | 0.4733 | 0.5617 | 0.4733 | 0.6880 |
| 0.3758 | 17.3158 | 658 | 0.4848 | 0.6001 | 0.4848 | 0.6963 |
| 0.3758 | 17.3684 | 660 | 0.5194 | 0.5468 | 0.5194 | 0.7207 |
| 0.3758 | 17.4211 | 662 | 0.5300 | 0.5858 | 0.5300 | 0.7280 |
| 0.3758 | 17.4737 | 664 | 0.5351 | 0.5966 | 0.5351 | 0.7315 |
| 0.3758 | 17.5263 | 666 | 0.5088 | 0.5886 | 0.5088 | 0.7133 |
| 0.3758 | 17.5789 | 668 | 0.4847 | 0.6542 | 0.4847 | 0.6962 |
| 0.3758 | 17.6316 | 670 | 0.4864 | 0.5890 | 0.4864 | 0.6974 |
| 0.3758 | 17.6842 | 672 | 0.4923 | 0.5611 | 0.4923 | 0.7016 |
| 0.3758 | 17.7368 | 674 | 0.4814 | 0.5812 | 0.4814 | 0.6939 |
| 0.3758 | 17.7895 | 676 | 0.4707 | 0.6344 | 0.4707 | 0.6861 |
| 0.3758 | 17.8421 | 678 | 0.5021 | 0.5882 | 0.5021 | 0.7086 |
| 0.3758 | 17.8947 | 680 | 0.5384 | 0.4929 | 0.5384 | 0.7337 |
| 0.3758 | 17.9474 | 682 | 0.5726 | 0.4684 | 0.5726 | 0.7567 |
| 0.3758 | 18.0 | 684 | 0.5577 | 0.4925 | 0.5577 | 0.7468 |
| 0.3758 | 18.0526 | 686 | 0.5170 | 0.5467 | 0.5170 | 0.7190 |
| 0.3758 | 18.1053 | 688 | 0.4955 | 0.5228 | 0.4955 | 0.7039 |
| 0.3758 | 18.1579 | 690 | 0.4853 | 0.5457 | 0.4853 | 0.6966 |
| 0.3758 | 18.2105 | 692 | 0.4868 | 0.5505 | 0.4868 | 0.6977 |
| 0.3758 | 18.2632 | 694 | 0.4955 | 0.5883 | 0.4955 | 0.7039 |
| 0.3758 | 18.3158 | 696 | 0.5264 | 0.5327 | 0.5264 | 0.7256 |
| 0.3758 | 18.3684 | 698 | 0.5630 | 0.5117 | 0.5630 | 0.7504 |
| 0.3758 | 18.4211 | 700 | 0.5951 | 0.5508 | 0.5951 | 0.7714 |
| 0.3758 | 18.4737 | 702 | 0.5528 | 0.5350 | 0.5528 | 0.7435 |
| 0.3758 | 18.5263 | 704 | 0.4981 | 0.6145 | 0.4981 | 0.7058 |
| 0.3758 | 18.5789 | 706 | 0.4960 | 0.5929 | 0.4960 | 0.7043 |
| 0.3758 | 18.6316 | 708 | 0.5053 | 0.5943 | 0.5053 | 0.7109 |
| 0.3758 | 18.6842 | 710 | 0.5010 | 0.5943 | 0.5010 | 0.7078 |
| 0.3758 | 18.7368 | 712 | 0.4890 | 0.5750 | 0.4890 | 0.6993 |
| 0.3758 | 18.7895 | 714 | 0.5011 | 0.5533 | 0.5011 | 0.7079 |
| 0.3758 | 18.8421 | 716 | 0.5224 | 0.5597 | 0.5224 | 0.7228 |
| 0.3758 | 18.8947 | 718 | 0.5299 | 0.5367 | 0.5299 | 0.7280 |
| 0.3758 | 18.9474 | 720 | 0.5125 | 0.5485 | 0.5125 | 0.7159 |
| 0.3758 | 19.0 | 722 | 0.4976 | 0.6169 | 0.4976 | 0.7054 |
| 0.3758 | 19.0526 | 724 | 0.4955 | 0.6169 | 0.4955 | 0.7039 |
| 0.3758 | 19.1053 | 726 | 0.4964 | 0.6215 | 0.4964 | 0.7046 |
| 0.3758 | 19.1579 | 728 | 0.4970 | 0.6229 | 0.4970 | 0.7050 |
| 0.3758 | 19.2105 | 730 | 0.5044 | 0.5698 | 0.5044 | 0.7102 |
| 0.3758 | 19.2632 | 732 | 0.5060 | 0.5617 | 0.5060 | 0.7113 |
| 0.3758 | 19.3158 | 734 | 0.5000 | 0.5915 | 0.5000 | 0.7071 |
| 0.3758 | 19.3684 | 736 | 0.5014 | 0.6307 | 0.5014 | 0.7081 |
| 0.3758 | 19.4211 | 738 | 0.5263 | 0.5131 | 0.5263 | 0.7254 |
| 0.3758 | 19.4737 | 740 | 0.5928 | 0.5063 | 0.5928 | 0.7700 |
| 0.3758 | 19.5263 | 742 | 0.6395 | 0.5090 | 0.6395 | 0.7997 |
| 0.3758 | 19.5789 | 744 | 0.6339 | 0.5310 | 0.6339 | 0.7962 |
| 0.3758 | 19.6316 | 746 | 0.5696 | 0.5622 | 0.5696 | 0.7547 |
| 0.3758 | 19.6842 | 748 | 0.5165 | 0.4867 | 0.5165 | 0.7187 |
| 0.3758 | 19.7368 | 750 | 0.4943 | 0.4206 | 0.4943 | 0.7031 |
| 0.3758 | 19.7895 | 752 | 0.4870 | 0.4206 | 0.4870 | 0.6978 |
| 0.3758 | 19.8421 | 754 | 0.4995 | 0.4795 | 0.4995 | 0.7068 |
| 0.3758 | 19.8947 | 756 | 0.5443 | 0.5158 | 0.5443 | 0.7378 |
| 0.3758 | 19.9474 | 758 | 0.6010 | 0.5201 | 0.6010 | 0.7752 |
| 0.3758 | 20.0 | 760 | 0.6539 | 0.4801 | 0.6539 | 0.8086 |
| 0.3758 | 20.0526 | 762 | 0.6467 | 0.5227 | 0.6467 | 0.8042 |
| 0.3758 | 20.1053 | 764 | 0.5760 | 0.4978 | 0.5760 | 0.7590 |
| 0.3758 | 20.1579 | 766 | 0.5056 | 0.6082 | 0.5056 | 0.7111 |
| 0.3758 | 20.2105 | 768 | 0.4682 | 0.5413 | 0.4682 | 0.6842 |
| 0.3758 | 20.2632 | 770 | 0.4664 | 0.5875 | 0.4664 | 0.6829 |
| 0.3758 | 20.3158 | 772 | 0.4672 | 0.5734 | 0.4672 | 0.6835 |
| 0.3758 | 20.3684 | 774 | 0.4813 | 0.5703 | 0.4813 | 0.6938 |
| 0.3758 | 20.4211 | 776 | 0.5138 | 0.5934 | 0.5138 | 0.7168 |
| 0.3758 | 20.4737 | 778 | 0.5477 | 0.5553 | 0.5477 | 0.7401 |
| 0.3758 | 20.5263 | 780 | 0.5819 | 0.5470 | 0.5819 | 0.7628 |
| 0.3758 | 20.5789 | 782 | 0.5469 | 0.5712 | 0.5469 | 0.7395 |
| 0.3758 | 20.6316 | 784 | 0.4854 | 0.6025 | 0.4854 | 0.6967 |
| 0.3758 | 20.6842 | 786 | 0.4641 | 0.6240 | 0.4641 | 0.6813 |
| 0.3758 | 20.7368 | 788 | 0.4459 | 0.6935 | 0.4459 | 0.6678 |
| 0.3758 | 20.7895 | 790 | 0.4443 | 0.6935 | 0.4443 | 0.6666 |
| 0.3758 | 20.8421 | 792 | 0.4401 | 0.7128 | 0.4401 | 0.6634 |
| 0.3758 | 20.8947 | 794 | 0.4428 | 0.6939 | 0.4428 | 0.6654 |
| 0.3758 | 20.9474 | 796 | 0.4473 | 0.7123 | 0.4473 | 0.6688 |
| 0.3758 | 21.0 | 798 | 0.4491 | 0.7123 | 0.4491 | 0.6702 |
| 0.3758 | 21.0526 | 800 | 0.4482 | 0.7032 | 0.4482 | 0.6695 |
| 0.3758 | 21.1053 | 802 | 0.4453 | 0.5687 | 0.4453 | 0.6673 |
| 0.3758 | 21.1579 | 804 | 0.4471 | 0.5633 | 0.4471 | 0.6687 |
| 0.3758 | 21.2105 | 806 | 0.4490 | 0.6125 | 0.4490 | 0.6701 |
| 0.3758 | 21.2632 | 808 | 0.4648 | 0.6709 | 0.4648 | 0.6818 |
| 0.3758 | 21.3158 | 810 | 0.4775 | 0.6444 | 0.4775 | 0.6910 |
| 0.3758 | 21.3684 | 812 | 0.4838 | 0.6539 | 0.4838 | 0.6956 |
| 0.3758 | 21.4211 | 814 | 0.4775 | 0.6539 | 0.4775 | 0.6910 |
| 0.3758 | 21.4737 | 816 | 0.4562 | 0.6827 | 0.4562 | 0.6754 |
| 0.3758 | 21.5263 | 818 | 0.4501 | 0.5985 | 0.4501 | 0.6709 |
| 0.3758 | 21.5789 | 820 | 0.4463 | 0.5765 | 0.4463 | 0.6680 |
| 0.3758 | 21.6316 | 822 | 0.4429 | 0.5765 | 0.4429 | 0.6655 |
| 0.3758 | 21.6842 | 824 | 0.4418 | 0.6060 | 0.4418 | 0.6647 |
| 0.3758 | 21.7368 | 826 | 0.4584 | 0.6530 | 0.4584 | 0.6770 |
| 0.3758 | 21.7895 | 828 | 0.4686 | 0.6052 | 0.4686 | 0.6845 |
| 0.3758 | 21.8421 | 830 | 0.4531 | 0.6252 | 0.4531 | 0.6731 |
| 0.3758 | 21.8947 | 832 | 0.4409 | 0.6632 | 0.4409 | 0.6640 |
| 0.3758 | 21.9474 | 834 | 0.4434 | 0.6727 | 0.4434 | 0.6659 |
| 0.3758 | 22.0 | 836 | 0.4484 | 0.6173 | 0.4484 | 0.6696 |
| 0.3758 | 22.0526 | 838 | 0.4549 | 0.6530 | 0.4549 | 0.6745 |
| 0.3758 | 22.1053 | 840 | 0.4541 | 0.6173 | 0.4541 | 0.6739 |
| 0.3758 | 22.1579 | 842 | 0.4551 | 0.6252 | 0.4551 | 0.6746 |
| 0.3758 | 22.2105 | 844 | 0.4522 | 0.6252 | 0.4522 | 0.6725 |
| 0.3758 | 22.2632 | 846 | 0.4519 | 0.6727 | 0.4519 | 0.6722 |
| 0.3758 | 22.3158 | 848 | 0.4537 | 0.6648 | 0.4537 | 0.6736 |
| 0.3758 | 22.3684 | 850 | 0.4613 | 0.5714 | 0.4613 | 0.6792 |
| 0.3758 | 22.4211 | 852 | 0.4659 | 0.5714 | 0.4659 | 0.6826 |
| 0.3758 | 22.4737 | 854 | 0.4674 | 0.6243 | 0.4674 | 0.6837 |
| 0.3758 | 22.5263 | 856 | 0.4716 | 0.6129 | 0.4716 | 0.6868 |
| 0.3758 | 22.5789 | 858 | 0.4867 | 0.5923 | 0.4867 | 0.6976 |
| 0.3758 | 22.6316 | 860 | 0.4975 | 0.5923 | 0.4975 | 0.7053 |
| 0.3758 | 22.6842 | 862 | 0.5014 | 0.6272 | 0.5014 | 0.7081 |
| 0.3758 | 22.7368 | 864 | 0.4803 | 0.6252 | 0.4803 | 0.6931 |
| 0.3758 | 22.7895 | 866 | 0.4804 | 0.6197 | 0.4804 | 0.6931 |
| 0.3758 | 22.8421 | 868 | 0.5024 | 0.5569 | 0.5024 | 0.7088 |
| 0.3758 | 22.8947 | 870 | 0.5311 | 0.5721 | 0.5311 | 0.7288 |
| 0.3758 | 22.9474 | 872 | 0.5342 | 0.5721 | 0.5342 | 0.7309 |
| 0.3758 | 23.0 | 874 | 0.5018 | 0.5422 | 0.5018 | 0.7084 |
| 0.3758 | 23.0526 | 876 | 0.4702 | 0.5714 | 0.4702 | 0.6857 |
| 0.3758 | 23.1053 | 878 | 0.4652 | 0.5734 | 0.4652 | 0.6821 |
| 0.3758 | 23.1579 | 880 | 0.4718 | 0.6228 | 0.4718 | 0.6869 |
| 0.3758 | 23.2105 | 882 | 0.4860 | 0.5897 | 0.4860 | 0.6971 |
| 0.3758 | 23.2632 | 884 | 0.5067 | 0.5671 | 0.5067 | 0.7119 |
| 0.3758 | 23.3158 | 886 | 0.5024 | 0.5897 | 0.5024 | 0.7088 |
| 0.3758 | 23.3684 | 888 | 0.4825 | 0.5703 | 0.4825 | 0.6946 |
| 0.3758 | 23.4211 | 890 | 0.4777 | 0.5703 | 0.4777 | 0.6911 |
| 0.3758 | 23.4737 | 892 | 0.4813 | 0.5703 | 0.4813 | 0.6937 |
| 0.3758 | 23.5263 | 894 | 0.4859 | 0.5472 | 0.4859 | 0.6971 |
| 0.3758 | 23.5789 | 896 | 0.4952 | 0.5517 | 0.4952 | 0.7037 |
| 0.3758 | 23.6316 | 898 | 0.5178 | 0.6164 | 0.5178 | 0.7196 |
| 0.3758 | 23.6842 | 900 | 0.5208 | 0.6164 | 0.5208 | 0.7217 |
| 0.3758 | 23.7368 | 902 | 0.5117 | 0.5665 | 0.5117 | 0.7153 |
| 0.3758 | 23.7895 | 904 | 0.4871 | 0.5923 | 0.4871 | 0.6980 |
| 0.3758 | 23.8421 | 906 | 0.4728 | 0.6464 | 0.4728 | 0.6876 |
| 0.3758 | 23.8947 | 908 | 0.4709 | 0.6154 | 0.4709 | 0.6862 |
| 0.3758 | 23.9474 | 910 | 0.4747 | 0.6452 | 0.4747 | 0.6890 |
| 0.3758 | 24.0 | 912 | 0.4917 | 0.5528 | 0.4917 | 0.7012 |
| 0.3758 | 24.0526 | 914 | 0.5242 | 0.5761 | 0.5242 | 0.7240 |
| 0.3758 | 24.1053 | 916 | 0.5205 | 0.6177 | 0.5205 | 0.7215 |
| 0.3758 | 24.1579 | 918 | 0.4928 | 0.5646 | 0.4928 | 0.7020 |
| 0.3758 | 24.2105 | 920 | 0.4813 | 0.6295 | 0.4813 | 0.6937 |
| 0.3758 | 24.2632 | 922 | 0.4788 | 0.6295 | 0.4788 | 0.6920 |
| 0.3758 | 24.3158 | 924 | 0.4758 | 0.6210 | 0.4758 | 0.6898 |
| 0.3758 | 24.3684 | 926 | 0.4706 | 0.5913 | 0.4706 | 0.6860 |
| 0.3758 | 24.4211 | 928 | 0.4736 | 0.6434 | 0.4736 | 0.6882 |
| 0.3758 | 24.4737 | 930 | 0.4851 | 0.6101 | 0.4851 | 0.6965 |
| 0.3758 | 24.5263 | 932 | 0.5030 | 0.6067 | 0.5030 | 0.7092 |
| 0.3758 | 24.5789 | 934 | 0.5152 | 0.6067 | 0.5152 | 0.7178 |
| 0.3758 | 24.6316 | 936 | 0.5117 | 0.6067 | 0.5117 | 0.7154 |
| 0.3758 | 24.6842 | 938 | 0.4967 | 0.5980 | 0.4967 | 0.7047 |
| 0.3758 | 24.7368 | 940 | 0.4863 | 0.6115 | 0.4863 | 0.6973 |
| 0.3758 | 24.7895 | 942 | 0.4770 | 0.6115 | 0.4770 | 0.6906 |
| 0.3758 | 24.8421 | 944 | 0.4563 | 0.6542 | 0.4563 | 0.6755 |
| 0.3758 | 24.8947 | 946 | 0.4542 | 0.5956 | 0.4542 | 0.6739 |
| 0.3758 | 24.9474 | 948 | 0.4528 | 0.6554 | 0.4528 | 0.6729 |
| 0.3758 | 25.0 | 950 | 0.4579 | 0.6443 | 0.4579 | 0.6767 |
| 0.3758 | 25.0526 | 952 | 0.4700 | 0.6052 | 0.4700 | 0.6856 |
| 0.3758 | 25.1053 | 954 | 0.4806 | 0.5845 | 0.4806 | 0.6932 |
| 0.3758 | 25.1579 | 956 | 0.4700 | 0.6530 | 0.4700 | 0.6855 |
| 0.3758 | 25.2105 | 958 | 0.4741 | 0.6156 | 0.4741 | 0.6886 |
| 0.3758 | 25.2632 | 960 | 0.4933 | 0.5028 | 0.4933 | 0.7024 |
| 0.3758 | 25.3158 | 962 | 0.4990 | 0.5321 | 0.4990 | 0.7064 |
| 0.3758 | 25.3684 | 964 | 0.4946 | 0.5538 | 0.4946 | 0.7033 |
| 0.3758 | 25.4211 | 966 | 0.4878 | 0.6255 | 0.4878 | 0.6984 |
| 0.3758 | 25.4737 | 968 | 0.4848 | 0.5846 | 0.4848 | 0.6963 |
| 0.3758 | 25.5263 | 970 | 0.4847 | 0.6046 | 0.4847 | 0.6962 |
| 0.3758 | 25.5789 | 972 | 0.4829 | 0.6046 | 0.4829 | 0.6949 |
| 0.3758 | 25.6316 | 974 | 0.4813 | 0.6046 | 0.4813 | 0.6937 |
| 0.3758 | 25.6842 | 976 | 0.4772 | 0.6351 | 0.4772 | 0.6908 |
| 0.3758 | 25.7368 | 978 | 0.4756 | 0.6142 | 0.4756 | 0.6896 |
| 0.3758 | 25.7895 | 980 | 0.4745 | 0.5750 | 0.4745 | 0.6888 |
| 0.3758 | 25.8421 | 982 | 0.4824 | 0.5672 | 0.4824 | 0.6946 |
| 0.3758 | 25.8947 | 984 | 0.4809 | 0.5672 | 0.4809 | 0.6935 |
| 0.3758 | 25.9474 | 986 | 0.4752 | 0.5522 | 0.4752 | 0.6893 |
| 0.3758 | 26.0 | 988 | 0.4830 | 0.5703 | 0.4830 | 0.6950 |
| 0.3758 | 26.0526 | 990 | 0.5039 | 0.5786 | 0.5039 | 0.7099 |
| 0.3758 | 26.1053 | 992 | 0.5214 | 0.5327 | 0.5214 | 0.7221 |
| 0.3758 | 26.1579 | 994 | 0.5134 | 0.5836 | 0.5134 | 0.7165 |
| 0.3758 | 26.2105 | 996 | 0.4871 | 0.6171 | 0.4871 | 0.6979 |
| 0.3758 | 26.2632 | 998 | 0.4702 | 0.6214 | 0.4702 | 0.6857 |
| 0.0672 | 26.3158 | 1000 | 0.4646 | 0.6142 | 0.4646 | 0.6816 |
| 0.0672 | 26.3684 | 1002 | 0.4715 | 0.5231 | 0.4715 | 0.6867 |
| 0.0672 | 26.4211 | 1004 | 0.4719 | 0.5446 | 0.4719 | 0.6869 |
| 0.0672 | 26.4737 | 1006 | 0.4746 | 0.5656 | 0.4746 | 0.6889 |
| 0.0672 | 26.5263 | 1008 | 0.4760 | 0.5656 | 0.4760 | 0.6899 |
| 0.0672 | 26.5789 | 1010 | 0.4760 | 0.5965 | 0.4760 | 0.6899 |
### Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1
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