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ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k6_task5_organization

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  1. README.md +814 -0
  2. config.json +32 -0
  3. model.safetensors +3 -0
  4. training_args.bin +3 -0
README.md ADDED
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+ ---
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+ library_name: transformers
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+ base_model: aubmindlab/bert-base-arabertv02
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k5_task5_organization
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k5_task5_organization
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+
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+ This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.6232
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+ - Qwk: 0.6001
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+ - Mse: 0.6232
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+ - Rmse: 0.7894
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 2e-05
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+ - train_batch_size: 8
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+ - eval_batch_size: 8
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 100
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
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+ |:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:|
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+ | No log | 0.08 | 2 | 3.6648 | -0.0239 | 3.6648 | 1.9144 |
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+ | No log | 0.16 | 4 | 2.5481 | 0.0141 | 2.5481 | 1.5963 |
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+ | No log | 0.24 | 6 | 1.6373 | -0.0321 | 1.6373 | 1.2796 |
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+ | No log | 0.32 | 8 | 1.0564 | 0.3207 | 1.0564 | 1.0278 |
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+ | No log | 0.4 | 10 | 1.1091 | 0.1805 | 1.1091 | 1.0531 |
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+ | No log | 0.48 | 12 | 1.0349 | 0.2517 | 1.0349 | 1.0173 |
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+ | No log | 0.56 | 14 | 1.1334 | 0.1046 | 1.1334 | 1.0646 |
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+ | No log | 0.64 | 16 | 1.2273 | 0.0427 | 1.2273 | 1.1078 |
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+ | No log | 0.72 | 18 | 1.3753 | -0.0560 | 1.3753 | 1.1727 |
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+ | No log | 0.8 | 20 | 1.3309 | -0.0411 | 1.3309 | 1.1537 |
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+ | No log | 0.88 | 22 | 1.1576 | 0.1057 | 1.1576 | 1.0759 |
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+ | No log | 0.96 | 24 | 1.0743 | 0.2293 | 1.0743 | 1.0365 |
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+ | No log | 1.04 | 26 | 1.0400 | 0.2770 | 1.0400 | 1.0198 |
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+ | No log | 1.12 | 28 | 1.0388 | 0.1233 | 1.0388 | 1.0192 |
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+ | No log | 1.2 | 30 | 1.0112 | 0.1389 | 1.0112 | 1.0056 |
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+ | No log | 1.28 | 32 | 0.9597 | 0.2716 | 0.9597 | 0.9796 |
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+ | No log | 1.3600 | 34 | 1.0925 | 0.2212 | 1.0925 | 1.0452 |
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+ | No log | 1.44 | 36 | 1.1961 | 0.1587 | 1.1961 | 1.0937 |
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+ | No log | 1.52 | 38 | 1.0664 | 0.2590 | 1.0664 | 1.0327 |
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+ | No log | 1.6 | 40 | 0.9056 | 0.4143 | 0.9056 | 0.9516 |
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+ | No log | 1.6800 | 42 | 0.9223 | 0.3089 | 0.9223 | 0.9603 |
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+ | No log | 1.76 | 44 | 0.9206 | 0.2577 | 0.9206 | 0.9595 |
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+ | No log | 1.8400 | 46 | 0.8690 | 0.3960 | 0.8690 | 0.9322 |
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+ | No log | 1.92 | 48 | 0.8797 | 0.4849 | 0.8797 | 0.9379 |
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+ | No log | 2.0 | 50 | 0.8305 | 0.4816 | 0.8305 | 0.9113 |
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+ | No log | 2.08 | 52 | 0.8635 | 0.4371 | 0.8635 | 0.9292 |
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+ | No log | 2.16 | 54 | 0.8050 | 0.5110 | 0.8050 | 0.8972 |
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+ | No log | 2.24 | 56 | 0.6898 | 0.5343 | 0.6898 | 0.8306 |
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+ | No log | 2.32 | 58 | 0.6900 | 0.5828 | 0.6900 | 0.8307 |
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+ | No log | 2.4 | 60 | 0.6565 | 0.6115 | 0.6565 | 0.8102 |
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+ | No log | 2.48 | 62 | 0.6005 | 0.6459 | 0.6005 | 0.7749 |
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+ | No log | 2.56 | 64 | 0.6670 | 0.6562 | 0.6670 | 0.8167 |
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+ | No log | 2.64 | 66 | 0.7222 | 0.6350 | 0.7222 | 0.8498 |
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+ | No log | 2.7200 | 68 | 0.6986 | 0.6326 | 0.6986 | 0.8358 |
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+ | No log | 2.8 | 70 | 0.7021 | 0.6066 | 0.7021 | 0.8379 |
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+ | No log | 2.88 | 72 | 0.7126 | 0.6415 | 0.7126 | 0.8441 |
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+ | No log | 2.96 | 74 | 0.6714 | 0.6123 | 0.6714 | 0.8194 |
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+ | No log | 3.04 | 76 | 0.6469 | 0.6673 | 0.6469 | 0.8043 |
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+ | No log | 3.12 | 78 | 0.6860 | 0.6091 | 0.6860 | 0.8282 |
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+ | No log | 3.2 | 80 | 0.8678 | 0.5168 | 0.8678 | 0.9316 |
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+ | No log | 3.2800 | 82 | 0.9025 | 0.4668 | 0.9025 | 0.9500 |
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+ | No log | 3.36 | 84 | 0.7481 | 0.6278 | 0.7481 | 0.8650 |
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+ | No log | 3.44 | 86 | 0.6994 | 0.5074 | 0.6994 | 0.8363 |
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+ | No log | 3.52 | 88 | 0.7548 | 0.4984 | 0.7548 | 0.8688 |
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+ | No log | 3.6 | 90 | 0.6747 | 0.5080 | 0.6747 | 0.8214 |
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+ | No log | 3.68 | 92 | 0.6454 | 0.6933 | 0.6454 | 0.8034 |
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+ | No log | 3.76 | 94 | 0.7596 | 0.6097 | 0.7596 | 0.8716 |
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+ | No log | 3.84 | 96 | 0.8494 | 0.5948 | 0.8494 | 0.9216 |
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+ | No log | 3.92 | 98 | 0.8139 | 0.6163 | 0.8139 | 0.9022 |
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+ | No log | 4.0 | 100 | 0.8264 | 0.5926 | 0.8264 | 0.9091 |
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+ | No log | 4.08 | 102 | 0.6688 | 0.6340 | 0.6688 | 0.8178 |
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+ | No log | 4.16 | 104 | 0.6144 | 0.6612 | 0.6144 | 0.7839 |
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+ | No log | 4.24 | 106 | 0.6197 | 0.6451 | 0.6197 | 0.7872 |
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+ | No log | 4.32 | 108 | 0.6422 | 0.6468 | 0.6422 | 0.8014 |
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+ | No log | 4.4 | 110 | 0.6134 | 0.6626 | 0.6134 | 0.7832 |
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+ | No log | 4.48 | 112 | 0.6029 | 0.6133 | 0.6029 | 0.7765 |
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+ | No log | 4.5600 | 114 | 0.6022 | 0.7338 | 0.6022 | 0.7760 |
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+ | No log | 4.64 | 116 | 0.8232 | 0.5696 | 0.8232 | 0.9073 |
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+ | No log | 4.72 | 118 | 1.1534 | 0.4604 | 1.1534 | 1.0740 |
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+ | No log | 4.8 | 120 | 1.0909 | 0.5111 | 1.0909 | 1.0445 |
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+ | No log | 4.88 | 122 | 0.7707 | 0.6063 | 0.7707 | 0.8779 |
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+ | No log | 4.96 | 124 | 0.5720 | 0.7306 | 0.5720 | 0.7563 |
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+ | No log | 5.04 | 126 | 0.5606 | 0.6414 | 0.5606 | 0.7487 |
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+ | No log | 5.12 | 128 | 0.5863 | 0.7399 | 0.5863 | 0.7657 |
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+ | No log | 5.2 | 130 | 0.7133 | 0.6856 | 0.7133 | 0.8446 |
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+ | No log | 5.28 | 132 | 0.7321 | 0.6856 | 0.7321 | 0.8556 |
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+ | No log | 5.36 | 134 | 0.6161 | 0.6711 | 0.6161 | 0.7849 |
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+ | No log | 5.44 | 136 | 0.5516 | 0.6715 | 0.5516 | 0.7427 |
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+ | No log | 5.52 | 138 | 0.5416 | 0.7179 | 0.5416 | 0.7360 |
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+ | No log | 5.6 | 140 | 0.5572 | 0.7239 | 0.5572 | 0.7465 |
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+ | No log | 5.68 | 142 | 0.5855 | 0.7392 | 0.5855 | 0.7652 |
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+ | No log | 5.76 | 144 | 0.6686 | 0.6386 | 0.6686 | 0.8176 |
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+ | No log | 5.84 | 146 | 0.8551 | 0.6181 | 0.8551 | 0.9247 |
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+ | No log | 5.92 | 148 | 0.8457 | 0.6010 | 0.8457 | 0.9196 |
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+ | No log | 6.0 | 150 | 0.7138 | 0.6278 | 0.7138 | 0.8449 |
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+ | No log | 6.08 | 152 | 0.6221 | 0.5996 | 0.6221 | 0.7887 |
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+ | No log | 6.16 | 154 | 0.6382 | 0.5961 | 0.6382 | 0.7989 |
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+ | No log | 6.24 | 156 | 0.6252 | 0.5898 | 0.6252 | 0.7907 |
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+ | No log | 6.32 | 158 | 0.6514 | 0.6028 | 0.6514 | 0.8071 |
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+ | No log | 6.4 | 160 | 0.7073 | 0.6189 | 0.7073 | 0.8410 |
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+ | No log | 6.48 | 162 | 0.6687 | 0.6284 | 0.6687 | 0.8178 |
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+ | No log | 6.5600 | 164 | 0.6493 | 0.6936 | 0.6493 | 0.8058 |
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+ | No log | 6.64 | 166 | 0.6842 | 0.6512 | 0.6842 | 0.8272 |
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+ | No log | 6.72 | 168 | 0.6381 | 0.6581 | 0.6381 | 0.7988 |
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+ | No log | 6.8 | 170 | 0.6123 | 0.6879 | 0.6123 | 0.7825 |
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+ | No log | 6.88 | 172 | 0.6121 | 0.6914 | 0.6121 | 0.7824 |
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+ | No log | 6.96 | 174 | 0.5747 | 0.6482 | 0.5747 | 0.7581 |
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+ | No log | 7.04 | 176 | 0.5631 | 0.7136 | 0.5631 | 0.7504 |
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+ | No log | 7.12 | 178 | 0.5777 | 0.6695 | 0.5777 | 0.7601 |
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+ | No log | 7.2 | 180 | 0.6364 | 0.6740 | 0.6364 | 0.7978 |
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+ | No log | 7.28 | 182 | 0.6370 | 0.6529 | 0.6370 | 0.7981 |
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+ | No log | 7.36 | 184 | 0.6238 | 0.5759 | 0.6238 | 0.7898 |
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+ | No log | 7.44 | 186 | 0.6596 | 0.5089 | 0.6596 | 0.8122 |
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+ | No log | 7.52 | 188 | 0.6526 | 0.5063 | 0.6526 | 0.8078 |
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+ | No log | 7.6 | 190 | 0.6495 | 0.5734 | 0.6495 | 0.8059 |
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+ | No log | 7.68 | 192 | 0.6523 | 0.6413 | 0.6523 | 0.8077 |
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+ | No log | 7.76 | 194 | 0.7069 | 0.6160 | 0.7069 | 0.8408 |
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+ | No log | 7.84 | 196 | 0.6702 | 0.6179 | 0.6702 | 0.8186 |
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+ | No log | 7.92 | 198 | 0.5882 | 0.6275 | 0.5882 | 0.7669 |
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+ | No log | 8.0 | 200 | 0.6068 | 0.6544 | 0.6068 | 0.7789 |
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+ | No log | 8.08 | 202 | 0.5965 | 0.6491 | 0.5965 | 0.7723 |
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+ | No log | 8.16 | 204 | 0.6051 | 0.6626 | 0.6051 | 0.7779 |
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+ | No log | 8.24 | 206 | 0.6500 | 0.5688 | 0.6500 | 0.8062 |
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+ | No log | 8.32 | 208 | 0.6377 | 0.5688 | 0.6377 | 0.7985 |
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+ | No log | 8.4 | 210 | 0.6101 | 0.5434 | 0.6101 | 0.7811 |
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+ | No log | 8.48 | 212 | 0.6127 | 0.5450 | 0.6127 | 0.7828 |
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+ | No log | 8.56 | 214 | 0.6290 | 0.5317 | 0.6290 | 0.7931 |
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+ | No log | 8.64 | 216 | 0.7277 | 0.6304 | 0.7277 | 0.8531 |
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+ | No log | 8.72 | 218 | 0.7428 | 0.6078 | 0.7428 | 0.8619 |
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+ | No log | 8.8 | 220 | 0.6313 | 0.6476 | 0.6313 | 0.7945 |
162
+ | No log | 8.88 | 222 | 0.5804 | 0.6564 | 0.5804 | 0.7618 |
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+ | No log | 8.96 | 224 | 0.5838 | 0.6575 | 0.5838 | 0.7641 |
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+ | No log | 9.04 | 226 | 0.6046 | 0.6237 | 0.6046 | 0.7776 |
165
+ | No log | 9.12 | 228 | 0.6191 | 0.6412 | 0.6191 | 0.7869 |
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+ | No log | 9.2 | 230 | 0.6274 | 0.5880 | 0.6274 | 0.7921 |
167
+ | No log | 9.28 | 232 | 0.6670 | 0.5697 | 0.6670 | 0.8167 |
168
+ | No log | 9.36 | 234 | 0.6757 | 0.5498 | 0.6757 | 0.8220 |
169
+ | No log | 9.44 | 236 | 0.6667 | 0.5614 | 0.6667 | 0.8165 |
170
+ | No log | 9.52 | 238 | 0.7066 | 0.6300 | 0.7066 | 0.8406 |
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+ | No log | 9.6 | 240 | 0.6704 | 0.6310 | 0.6704 | 0.8188 |
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+ | No log | 9.68 | 242 | 0.6099 | 0.5700 | 0.6099 | 0.7810 |
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+ | No log | 9.76 | 244 | 0.5962 | 0.5771 | 0.5962 | 0.7721 |
174
+ | No log | 9.84 | 246 | 0.5951 | 0.6139 | 0.5951 | 0.7715 |
175
+ | No log | 9.92 | 248 | 0.5888 | 0.6139 | 0.5888 | 0.7674 |
176
+ | No log | 10.0 | 250 | 0.5850 | 0.5822 | 0.5850 | 0.7649 |
177
+ | No log | 10.08 | 252 | 0.5971 | 0.6291 | 0.5971 | 0.7727 |
178
+ | No log | 10.16 | 254 | 0.6767 | 0.6661 | 0.6767 | 0.8226 |
179
+ | No log | 10.24 | 256 | 0.7740 | 0.6409 | 0.7740 | 0.8798 |
180
+ | No log | 10.32 | 258 | 0.8429 | 0.5790 | 0.8429 | 0.9181 |
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+ | No log | 10.4 | 260 | 0.7625 | 0.5788 | 0.7625 | 0.8732 |
182
+ | No log | 10.48 | 262 | 0.7427 | 0.5799 | 0.7427 | 0.8618 |
183
+ | No log | 10.56 | 264 | 0.7855 | 0.5788 | 0.7855 | 0.8863 |
184
+ | No log | 10.64 | 266 | 0.7457 | 0.5584 | 0.7457 | 0.8636 |
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+ | No log | 10.72 | 268 | 0.6696 | 0.5558 | 0.6696 | 0.8183 |
186
+ | No log | 10.8 | 270 | 0.6605 | 0.5558 | 0.6605 | 0.8127 |
187
+ | No log | 10.88 | 272 | 0.7080 | 0.5788 | 0.7080 | 0.8414 |
188
+ | No log | 10.96 | 274 | 0.7988 | 0.5810 | 0.7988 | 0.8938 |
189
+ | No log | 11.04 | 276 | 0.7835 | 0.5915 | 0.7835 | 0.8852 |
190
+ | No log | 11.12 | 278 | 0.7838 | 0.5915 | 0.7838 | 0.8853 |
191
+ | No log | 11.2 | 280 | 0.6974 | 0.5875 | 0.6974 | 0.8351 |
192
+ | No log | 11.28 | 282 | 0.6426 | 0.6035 | 0.6426 | 0.8017 |
193
+ | No log | 11.36 | 284 | 0.6491 | 0.6035 | 0.6491 | 0.8057 |
194
+ | No log | 11.44 | 286 | 0.6661 | 0.5708 | 0.6661 | 0.8161 |
195
+ | No log | 11.52 | 288 | 0.6992 | 0.6089 | 0.6992 | 0.8362 |
196
+ | No log | 11.6 | 290 | 0.6767 | 0.5888 | 0.6767 | 0.8226 |
197
+ | No log | 11.68 | 292 | 0.6219 | 0.6035 | 0.6219 | 0.7886 |
198
+ | No log | 11.76 | 294 | 0.6002 | 0.5785 | 0.6002 | 0.7748 |
199
+ | No log | 11.84 | 296 | 0.6021 | 0.6123 | 0.6021 | 0.7760 |
200
+ | No log | 11.92 | 298 | 0.6279 | 0.6218 | 0.6279 | 0.7924 |
201
+ | No log | 12.0 | 300 | 0.7180 | 0.5549 | 0.7180 | 0.8473 |
202
+ | No log | 12.08 | 302 | 0.7132 | 0.5658 | 0.7132 | 0.8445 |
203
+ | No log | 12.16 | 304 | 0.6291 | 0.6118 | 0.6291 | 0.7932 |
204
+ | No log | 12.24 | 306 | 0.6130 | 0.6154 | 0.6130 | 0.7829 |
205
+ | No log | 12.32 | 308 | 0.6399 | 0.5894 | 0.6399 | 0.7999 |
206
+ | No log | 12.4 | 310 | 0.6265 | 0.5301 | 0.6265 | 0.7915 |
207
+ | No log | 12.48 | 312 | 0.6183 | 0.5610 | 0.6183 | 0.7863 |
208
+ | No log | 12.56 | 314 | 0.6703 | 0.6352 | 0.6703 | 0.8187 |
209
+ | No log | 12.64 | 316 | 0.7215 | 0.5777 | 0.7215 | 0.8494 |
210
+ | No log | 12.72 | 318 | 0.6685 | 0.5898 | 0.6685 | 0.8176 |
211
+ | No log | 12.8 | 320 | 0.6076 | 0.6073 | 0.6076 | 0.7795 |
212
+ | No log | 12.88 | 322 | 0.6004 | 0.6217 | 0.6004 | 0.7749 |
213
+ | No log | 12.96 | 324 | 0.6056 | 0.6371 | 0.6056 | 0.7782 |
214
+ | No log | 13.04 | 326 | 0.6763 | 0.6228 | 0.6763 | 0.8224 |
215
+ | No log | 13.12 | 328 | 0.7005 | 0.6064 | 0.7005 | 0.8370 |
216
+ | No log | 13.2 | 330 | 0.6422 | 0.6228 | 0.6422 | 0.8014 |
217
+ | No log | 13.28 | 332 | 0.6356 | 0.6259 | 0.6356 | 0.7972 |
218
+ | No log | 13.36 | 334 | 0.6851 | 0.6319 | 0.6851 | 0.8277 |
219
+ | No log | 13.44 | 336 | 0.7488 | 0.5745 | 0.7488 | 0.8653 |
220
+ | No log | 13.52 | 338 | 0.7898 | 0.5636 | 0.7898 | 0.8887 |
221
+ | No log | 13.6 | 340 | 0.7411 | 0.5549 | 0.7411 | 0.8609 |
222
+ | No log | 13.68 | 342 | 0.6671 | 0.6218 | 0.6671 | 0.8167 |
223
+ | No log | 13.76 | 344 | 0.6308 | 0.5959 | 0.6308 | 0.7942 |
224
+ | No log | 13.84 | 346 | 0.6303 | 0.5330 | 0.6303 | 0.7939 |
225
+ | No log | 13.92 | 348 | 0.6826 | 0.6319 | 0.6826 | 0.8262 |
226
+ | No log | 14.0 | 350 | 0.7943 | 0.5526 | 0.7943 | 0.8913 |
227
+ | No log | 14.08 | 352 | 0.7914 | 0.5756 | 0.7914 | 0.8896 |
228
+ | No log | 14.16 | 354 | 0.6917 | 0.6352 | 0.6917 | 0.8317 |
229
+ | No log | 14.24 | 356 | 0.6303 | 0.5260 | 0.6303 | 0.7939 |
230
+ | No log | 14.32 | 358 | 0.6319 | 0.5415 | 0.6319 | 0.7949 |
231
+ | No log | 14.4 | 360 | 0.6261 | 0.5480 | 0.6261 | 0.7913 |
232
+ | No log | 14.48 | 362 | 0.6732 | 0.6328 | 0.6732 | 0.8205 |
233
+ | No log | 14.56 | 364 | 0.7163 | 0.5658 | 0.7163 | 0.8463 |
234
+ | No log | 14.64 | 366 | 0.6855 | 0.5998 | 0.6855 | 0.8279 |
235
+ | No log | 14.72 | 368 | 0.6693 | 0.6025 | 0.6693 | 0.8181 |
236
+ | No log | 14.8 | 370 | 0.6456 | 0.5490 | 0.6456 | 0.8035 |
237
+ | No log | 14.88 | 372 | 0.6611 | 0.5542 | 0.6611 | 0.8131 |
238
+ | No log | 14.96 | 374 | 0.6576 | 0.5302 | 0.6576 | 0.8109 |
239
+ | No log | 15.04 | 376 | 0.6460 | 0.5361 | 0.6460 | 0.8038 |
240
+ | No log | 15.12 | 378 | 0.6647 | 0.6491 | 0.6647 | 0.8153 |
241
+ | No log | 15.2 | 380 | 0.7130 | 0.6386 | 0.7130 | 0.8444 |
242
+ | No log | 15.28 | 382 | 0.7023 | 0.6386 | 0.7023 | 0.8380 |
243
+ | No log | 15.36 | 384 | 0.6439 | 0.6386 | 0.6439 | 0.8024 |
244
+ | No log | 15.44 | 386 | 0.6529 | 0.5983 | 0.6529 | 0.8080 |
245
+ | No log | 15.52 | 388 | 0.7539 | 0.6247 | 0.7539 | 0.8683 |
246
+ | No log | 15.6 | 390 | 0.8203 | 0.5779 | 0.8203 | 0.9057 |
247
+ | No log | 15.68 | 392 | 0.8095 | 0.5695 | 0.8095 | 0.8997 |
248
+ | No log | 15.76 | 394 | 0.7404 | 0.5963 | 0.7404 | 0.8605 |
249
+ | No log | 15.84 | 396 | 0.6679 | 0.6386 | 0.6679 | 0.8172 |
250
+ | No log | 15.92 | 398 | 0.6152 | 0.5993 | 0.6152 | 0.7844 |
251
+ | No log | 16.0 | 400 | 0.6021 | 0.6272 | 0.6021 | 0.7759 |
252
+ | No log | 16.08 | 402 | 0.6045 | 0.6519 | 0.6045 | 0.7775 |
253
+ | No log | 16.16 | 404 | 0.6065 | 0.6672 | 0.6065 | 0.7788 |
254
+ | No log | 16.24 | 406 | 0.6098 | 0.6435 | 0.6098 | 0.7809 |
255
+ | No log | 16.32 | 408 | 0.5948 | 0.6693 | 0.5948 | 0.7712 |
256
+ | No log | 16.4 | 410 | 0.5883 | 0.6547 | 0.5883 | 0.7670 |
257
+ | No log | 16.48 | 412 | 0.5949 | 0.5558 | 0.5949 | 0.7713 |
258
+ | No log | 16.56 | 414 | 0.5901 | 0.5558 | 0.5901 | 0.7682 |
259
+ | No log | 16.64 | 416 | 0.5872 | 0.5822 | 0.5872 | 0.7663 |
260
+ | No log | 16.72 | 418 | 0.5918 | 0.5558 | 0.5918 | 0.7693 |
261
+ | No log | 16.8 | 420 | 0.6069 | 0.6420 | 0.6069 | 0.7790 |
262
+ | No log | 16.88 | 422 | 0.6058 | 0.6287 | 0.6058 | 0.7783 |
263
+ | No log | 16.96 | 424 | 0.5693 | 0.6073 | 0.5693 | 0.7545 |
264
+ | No log | 17.04 | 426 | 0.5618 | 0.5902 | 0.5618 | 0.7495 |
265
+ | No log | 17.12 | 428 | 0.5609 | 0.6311 | 0.5609 | 0.7489 |
266
+ | No log | 17.2 | 430 | 0.5708 | 0.6269 | 0.5708 | 0.7555 |
267
+ | No log | 17.28 | 432 | 0.5857 | 0.6282 | 0.5857 | 0.7653 |
268
+ | No log | 17.36 | 434 | 0.5864 | 0.5869 | 0.5864 | 0.7658 |
269
+ | No log | 17.44 | 436 | 0.5891 | 0.6491 | 0.5891 | 0.7675 |
270
+ | No log | 17.52 | 438 | 0.5964 | 0.6377 | 0.5964 | 0.7723 |
271
+ | No log | 17.6 | 440 | 0.5888 | 0.6756 | 0.5888 | 0.7673 |
272
+ | No log | 17.68 | 442 | 0.5775 | 0.6421 | 0.5775 | 0.7599 |
273
+ | No log | 17.76 | 444 | 0.5510 | 0.6439 | 0.5510 | 0.7423 |
274
+ | No log | 17.84 | 446 | 0.5497 | 0.6275 | 0.5497 | 0.7414 |
275
+ | No log | 17.92 | 448 | 0.5576 | 0.6167 | 0.5576 | 0.7467 |
276
+ | No log | 18.0 | 450 | 0.6121 | 0.6420 | 0.6121 | 0.7823 |
277
+ | No log | 18.08 | 452 | 0.6554 | 0.6410 | 0.6554 | 0.8096 |
278
+ | No log | 18.16 | 454 | 0.6564 | 0.6410 | 0.6564 | 0.8102 |
279
+ | No log | 18.24 | 456 | 0.6268 | 0.5948 | 0.6268 | 0.7917 |
280
+ | No log | 18.32 | 458 | 0.6061 | 0.5558 | 0.6061 | 0.7785 |
281
+ | No log | 18.4 | 460 | 0.6102 | 0.5645 | 0.6102 | 0.7812 |
282
+ | No log | 18.48 | 462 | 0.6665 | 0.6410 | 0.6665 | 0.8164 |
283
+ | No log | 18.56 | 464 | 0.7627 | 0.6052 | 0.7627 | 0.8733 |
284
+ | No log | 18.64 | 466 | 0.7595 | 0.6052 | 0.7595 | 0.8715 |
285
+ | No log | 18.72 | 468 | 0.6802 | 0.6584 | 0.6802 | 0.8248 |
286
+ | No log | 18.8 | 470 | 0.5960 | 0.6422 | 0.5960 | 0.7720 |
287
+ | No log | 18.88 | 472 | 0.5769 | 0.6107 | 0.5769 | 0.7595 |
288
+ | No log | 18.96 | 474 | 0.5922 | 0.5795 | 0.5922 | 0.7696 |
289
+ | No log | 19.04 | 476 | 0.5822 | 0.6006 | 0.5822 | 0.7630 |
290
+ | No log | 19.12 | 478 | 0.5557 | 0.6107 | 0.5557 | 0.7455 |
291
+ | No log | 19.2 | 480 | 0.5656 | 0.6157 | 0.5656 | 0.7521 |
292
+ | No log | 19.28 | 482 | 0.6132 | 0.6319 | 0.6132 | 0.7830 |
293
+ | No log | 19.36 | 484 | 0.6288 | 0.6209 | 0.6288 | 0.7930 |
294
+ | No log | 19.44 | 486 | 0.5970 | 0.6198 | 0.5970 | 0.7726 |
295
+ | No log | 19.52 | 488 | 0.5767 | 0.6237 | 0.5767 | 0.7594 |
296
+ | No log | 19.6 | 490 | 0.5797 | 0.5434 | 0.5797 | 0.7614 |
297
+ | No log | 19.68 | 492 | 0.5912 | 0.5558 | 0.5912 | 0.7689 |
298
+ | No log | 19.76 | 494 | 0.5889 | 0.5666 | 0.5889 | 0.7674 |
299
+ | No log | 19.84 | 496 | 0.5881 | 0.5590 | 0.5881 | 0.7669 |
300
+ | No log | 19.92 | 498 | 0.5922 | 0.5330 | 0.5922 | 0.7695 |
301
+ | 0.2565 | 20.0 | 500 | 0.5895 | 0.5330 | 0.5895 | 0.7678 |
302
+ | 0.2565 | 20.08 | 502 | 0.5832 | 0.6269 | 0.5832 | 0.7637 |
303
+ | 0.2565 | 20.16 | 504 | 0.5866 | 0.6390 | 0.5866 | 0.7659 |
304
+ | 0.2565 | 20.24 | 506 | 0.6008 | 0.6461 | 0.6008 | 0.7751 |
305
+ | 0.2565 | 20.32 | 508 | 0.6072 | 0.6317 | 0.6072 | 0.7793 |
306
+ | 0.2565 | 20.4 | 510 | 0.6177 | 0.6497 | 0.6177 | 0.7859 |
307
+ | 0.2565 | 20.48 | 512 | 0.6115 | 0.6039 | 0.6115 | 0.7820 |
308
+ | 0.2565 | 20.56 | 514 | 0.6223 | 0.6269 | 0.6223 | 0.7889 |
309
+ | 0.2565 | 20.64 | 516 | 0.6765 | 0.6319 | 0.6765 | 0.8225 |
310
+ | 0.2565 | 20.72 | 518 | 0.6741 | 0.6287 | 0.6741 | 0.8211 |
311
+ | 0.2565 | 20.8 | 520 | 0.6328 | 0.6429 | 0.6328 | 0.7955 |
312
+ | 0.2565 | 20.88 | 522 | 0.6169 | 0.5330 | 0.6169 | 0.7854 |
313
+ | 0.2565 | 20.96 | 524 | 0.6152 | 0.5330 | 0.6152 | 0.7843 |
314
+ | 0.2565 | 21.04 | 526 | 0.6089 | 0.5330 | 0.6089 | 0.7804 |
315
+ | 0.2565 | 21.12 | 528 | 0.6095 | 0.5330 | 0.6095 | 0.7807 |
316
+ | 0.2565 | 21.2 | 530 | 0.5927 | 0.5552 | 0.5927 | 0.7699 |
317
+ | 0.2565 | 21.28 | 532 | 0.5818 | 0.5944 | 0.5818 | 0.7628 |
318
+ | 0.2565 | 21.36 | 534 | 0.5883 | 0.6073 | 0.5883 | 0.7670 |
319
+ | 0.2565 | 21.44 | 536 | 0.6143 | 0.6169 | 0.6143 | 0.7838 |
320
+ | 0.2565 | 21.52 | 538 | 0.6287 | 0.6434 | 0.6287 | 0.7929 |
321
+ | 0.2565 | 21.6 | 540 | 0.6028 | 0.6151 | 0.6028 | 0.7764 |
322
+ | 0.2565 | 21.68 | 542 | 0.5782 | 0.6597 | 0.5782 | 0.7604 |
323
+ | 0.2565 | 21.76 | 544 | 0.5773 | 0.6820 | 0.5773 | 0.7598 |
324
+ | 0.2565 | 21.84 | 546 | 0.5806 | 0.6820 | 0.5806 | 0.7620 |
325
+ | 0.2565 | 21.92 | 548 | 0.5945 | 0.6207 | 0.5945 | 0.7710 |
326
+ | 0.2565 | 22.0 | 550 | 0.6542 | 0.6257 | 0.6542 | 0.8088 |
327
+ | 0.2565 | 22.08 | 552 | 0.6970 | 0.6521 | 0.6970 | 0.8349 |
328
+ | 0.2565 | 22.16 | 554 | 0.6861 | 0.6521 | 0.6861 | 0.8283 |
329
+ | 0.2565 | 22.24 | 556 | 0.6758 | 0.6521 | 0.6758 | 0.8221 |
330
+ | 0.2565 | 22.32 | 558 | 0.6645 | 0.6132 | 0.6645 | 0.8151 |
331
+ | 0.2565 | 22.4 | 560 | 0.6694 | 0.6322 | 0.6694 | 0.8182 |
332
+ | 0.2565 | 22.48 | 562 | 0.6595 | 0.6029 | 0.6595 | 0.8121 |
333
+ | 0.2565 | 22.56 | 564 | 0.6374 | 0.5909 | 0.6374 | 0.7984 |
334
+ | 0.2565 | 22.64 | 566 | 0.6132 | 0.5570 | 0.6132 | 0.7831 |
335
+ | 0.2565 | 22.72 | 568 | 0.6168 | 0.5845 | 0.6168 | 0.7854 |
336
+ | 0.2565 | 22.8 | 570 | 0.6129 | 0.5831 | 0.6129 | 0.7829 |
337
+ | 0.2565 | 22.88 | 572 | 0.6068 | 0.5660 | 0.6068 | 0.7790 |
338
+ | 0.2565 | 22.96 | 574 | 0.6172 | 0.5929 | 0.6172 | 0.7856 |
339
+ | 0.2565 | 23.04 | 576 | 0.6367 | 0.6708 | 0.6367 | 0.7979 |
340
+ | 0.2565 | 23.12 | 578 | 0.6343 | 0.6871 | 0.6343 | 0.7964 |
341
+ | 0.2565 | 23.2 | 580 | 0.5997 | 0.6412 | 0.5997 | 0.7744 |
342
+ | 0.2565 | 23.28 | 582 | 0.5771 | 0.6226 | 0.5771 | 0.7597 |
343
+ | 0.2565 | 23.36 | 584 | 0.5790 | 0.6226 | 0.5790 | 0.7609 |
344
+ | 0.2565 | 23.44 | 586 | 0.5873 | 0.5929 | 0.5873 | 0.7664 |
345
+ | 0.2565 | 23.52 | 588 | 0.5863 | 0.5929 | 0.5863 | 0.7657 |
346
+ | 0.2565 | 23.6 | 590 | 0.5934 | 0.6045 | 0.5934 | 0.7703 |
347
+ | 0.2565 | 23.68 | 592 | 0.6299 | 0.6352 | 0.6299 | 0.7937 |
348
+ | 0.2565 | 23.76 | 594 | 0.6699 | 0.6377 | 0.6699 | 0.8185 |
349
+ | 0.2565 | 23.84 | 596 | 0.6685 | 0.6485 | 0.6685 | 0.8176 |
350
+ | 0.2565 | 23.92 | 598 | 0.6114 | 0.6045 | 0.6114 | 0.7819 |
351
+ | 0.2565 | 24.0 | 600 | 0.5780 | 0.5928 | 0.5780 | 0.7603 |
352
+ | 0.2565 | 24.08 | 602 | 0.5969 | 0.5988 | 0.5969 | 0.7726 |
353
+ | 0.2565 | 24.16 | 604 | 0.5975 | 0.5988 | 0.5975 | 0.7730 |
354
+ | 0.2565 | 24.24 | 606 | 0.5761 | 0.6249 | 0.5761 | 0.7590 |
355
+ | 0.2565 | 24.32 | 608 | 0.5908 | 0.6388 | 0.5908 | 0.7686 |
356
+ | 0.2565 | 24.4 | 610 | 0.6575 | 0.6871 | 0.6575 | 0.8109 |
357
+ | 0.2565 | 24.48 | 612 | 0.6622 | 0.6601 | 0.6622 | 0.8137 |
358
+ | 0.2565 | 24.56 | 614 | 0.6364 | 0.6538 | 0.6364 | 0.7977 |
359
+ | 0.2565 | 24.64 | 616 | 0.6105 | 0.6228 | 0.6105 | 0.7814 |
360
+ | 0.2565 | 24.72 | 618 | 0.5848 | 0.5929 | 0.5848 | 0.7647 |
361
+ | 0.2565 | 24.8 | 620 | 0.5921 | 0.6128 | 0.5921 | 0.7695 |
362
+ | 0.2565 | 24.88 | 622 | 0.6230 | 0.6708 | 0.6230 | 0.7893 |
363
+ | 0.2565 | 24.96 | 624 | 0.6381 | 0.6459 | 0.6381 | 0.7988 |
364
+ | 0.2565 | 25.04 | 626 | 0.6362 | 0.6362 | 0.6362 | 0.7976 |
365
+ | 0.2565 | 25.12 | 628 | 0.6022 | 0.6118 | 0.6022 | 0.7760 |
366
+ | 0.2565 | 25.2 | 630 | 0.5821 | 0.6045 | 0.5821 | 0.7630 |
367
+ | 0.2565 | 25.28 | 632 | 0.5707 | 0.6371 | 0.5707 | 0.7554 |
368
+ | 0.2565 | 25.36 | 634 | 0.5645 | 0.6593 | 0.5645 | 0.7513 |
369
+ | 0.2565 | 25.44 | 636 | 0.5730 | 0.6371 | 0.5730 | 0.7570 |
370
+ | 0.2565 | 25.52 | 638 | 0.5911 | 0.6228 | 0.5911 | 0.7689 |
371
+ | 0.2565 | 25.6 | 640 | 0.5978 | 0.6169 | 0.5978 | 0.7732 |
372
+ | 0.2565 | 25.68 | 642 | 0.5855 | 0.6348 | 0.5855 | 0.7652 |
373
+ | 0.2565 | 25.76 | 644 | 0.5716 | 0.6853 | 0.5716 | 0.7560 |
374
+ | 0.2565 | 25.84 | 646 | 0.5574 | 0.6693 | 0.5574 | 0.7466 |
375
+ | 0.2565 | 25.92 | 648 | 0.5591 | 0.6693 | 0.5591 | 0.7478 |
376
+ | 0.2565 | 26.0 | 650 | 0.5640 | 0.6693 | 0.5640 | 0.7510 |
377
+ | 0.2565 | 26.08 | 652 | 0.5744 | 0.6554 | 0.5744 | 0.7579 |
378
+ | 0.2565 | 26.16 | 654 | 0.5677 | 0.6388 | 0.5677 | 0.7534 |
379
+ | 0.2565 | 26.24 | 656 | 0.5645 | 0.6055 | 0.5645 | 0.7513 |
380
+ | 0.2565 | 26.32 | 658 | 0.5570 | 0.6262 | 0.5570 | 0.7464 |
381
+ | 0.2565 | 26.4 | 660 | 0.5565 | 0.6262 | 0.5565 | 0.7460 |
382
+ | 0.2565 | 26.48 | 662 | 0.5663 | 0.5855 | 0.5663 | 0.7525 |
383
+ | 0.2565 | 26.56 | 664 | 0.5880 | 0.6601 | 0.5880 | 0.7668 |
384
+ | 0.2565 | 26.64 | 666 | 0.6280 | 0.6601 | 0.6280 | 0.7925 |
385
+ | 0.2565 | 26.72 | 668 | 0.6344 | 0.6601 | 0.6344 | 0.7965 |
386
+ | 0.2565 | 26.8 | 670 | 0.6046 | 0.6296 | 0.6046 | 0.7776 |
387
+ | 0.2565 | 26.88 | 672 | 0.5832 | 0.6476 | 0.5832 | 0.7637 |
388
+ | 0.2565 | 26.96 | 674 | 0.5729 | 0.6740 | 0.5729 | 0.7569 |
389
+ | 0.2565 | 27.04 | 676 | 0.5751 | 0.6740 | 0.5751 | 0.7584 |
390
+ | 0.2565 | 27.12 | 678 | 0.5956 | 0.6045 | 0.5956 | 0.7718 |
391
+ | 0.2565 | 27.2 | 680 | 0.6391 | 0.5885 | 0.6391 | 0.7994 |
392
+ | 0.2565 | 27.28 | 682 | 0.6720 | 0.5777 | 0.6720 | 0.8197 |
393
+ | 0.2565 | 27.36 | 684 | 0.6831 | 0.5810 | 0.6831 | 0.8265 |
394
+ | 0.2565 | 27.44 | 686 | 0.6773 | 0.5395 | 0.6773 | 0.8230 |
395
+ | 0.2565 | 27.52 | 688 | 0.6888 | 0.5718 | 0.6888 | 0.8299 |
396
+ | 0.2565 | 27.6 | 690 | 0.7225 | 0.5572 | 0.7225 | 0.8500 |
397
+ | 0.2565 | 27.68 | 692 | 0.7686 | 0.5526 | 0.7686 | 0.8767 |
398
+ | 0.2565 | 27.76 | 694 | 0.7446 | 0.5636 | 0.7446 | 0.8629 |
399
+ | 0.2565 | 27.84 | 696 | 0.6725 | 0.5888 | 0.6725 | 0.8201 |
400
+ | 0.2565 | 27.92 | 698 | 0.5914 | 0.6352 | 0.5914 | 0.7690 |
401
+ | 0.2565 | 28.0 | 700 | 0.5593 | 0.5877 | 0.5593 | 0.7479 |
402
+ | 0.2565 | 28.08 | 702 | 0.5560 | 0.6597 | 0.5560 | 0.7457 |
403
+ | 0.2565 | 28.16 | 704 | 0.5594 | 0.6421 | 0.5594 | 0.7479 |
404
+ | 0.2565 | 28.24 | 706 | 0.5801 | 0.6296 | 0.5801 | 0.7616 |
405
+ | 0.2565 | 28.32 | 708 | 0.5811 | 0.6352 | 0.5811 | 0.7623 |
406
+ | 0.2565 | 28.4 | 710 | 0.5880 | 0.5774 | 0.5880 | 0.7668 |
407
+ | 0.2565 | 28.48 | 712 | 0.5927 | 0.5438 | 0.5927 | 0.7699 |
408
+ | 0.2565 | 28.56 | 714 | 0.6198 | 0.5774 | 0.6198 | 0.7873 |
409
+ | 0.2565 | 28.64 | 716 | 0.6591 | 0.6240 | 0.6591 | 0.8119 |
410
+ | 0.2565 | 28.72 | 718 | 0.7208 | 0.6071 | 0.7208 | 0.8490 |
411
+ | 0.2565 | 28.8 | 720 | 0.7570 | 0.5705 | 0.7570 | 0.8701 |
412
+ | 0.2565 | 28.88 | 722 | 0.7442 | 0.6010 | 0.7442 | 0.8627 |
413
+ | 0.2565 | 28.96 | 724 | 0.6819 | 0.5998 | 0.6819 | 0.8258 |
414
+ | 0.2565 | 29.04 | 726 | 0.6382 | 0.5626 | 0.6382 | 0.7989 |
415
+ | 0.2565 | 29.12 | 728 | 0.6374 | 0.5626 | 0.6374 | 0.7983 |
416
+ | 0.2565 | 29.2 | 730 | 0.6575 | 0.5708 | 0.6575 | 0.8109 |
417
+ | 0.2565 | 29.28 | 732 | 0.7072 | 0.6199 | 0.7072 | 0.8409 |
418
+ | 0.2565 | 29.36 | 734 | 0.7378 | 0.6199 | 0.7378 | 0.8589 |
419
+ | 0.2565 | 29.44 | 736 | 0.7113 | 0.6199 | 0.7113 | 0.8434 |
420
+ | 0.2565 | 29.52 | 738 | 0.6568 | 0.5317 | 0.6568 | 0.8104 |
421
+ | 0.2565 | 29.6 | 740 | 0.6298 | 0.5357 | 0.6298 | 0.7936 |
422
+ | 0.2565 | 29.68 | 742 | 0.6188 | 0.5343 | 0.6188 | 0.7867 |
423
+ | 0.2565 | 29.76 | 744 | 0.6106 | 0.5763 | 0.6106 | 0.7814 |
424
+ | 0.2565 | 29.84 | 746 | 0.6142 | 0.5552 | 0.6142 | 0.7837 |
425
+ | 0.2565 | 29.92 | 748 | 0.6159 | 0.5534 | 0.6159 | 0.7848 |
426
+ | 0.2565 | 30.0 | 750 | 0.6068 | 0.5741 | 0.6068 | 0.7789 |
427
+ | 0.2565 | 30.08 | 752 | 0.5945 | 0.5731 | 0.5945 | 0.7710 |
428
+ | 0.2565 | 30.16 | 754 | 0.5906 | 0.5975 | 0.5906 | 0.7685 |
429
+ | 0.2565 | 30.24 | 756 | 0.5939 | 0.5975 | 0.5939 | 0.7706 |
430
+ | 0.2565 | 30.32 | 758 | 0.5998 | 0.5752 | 0.5998 | 0.7745 |
431
+ | 0.2565 | 30.4 | 760 | 0.6076 | 0.5752 | 0.6076 | 0.7795 |
432
+ | 0.2565 | 30.48 | 762 | 0.6341 | 0.6110 | 0.6341 | 0.7963 |
433
+ | 0.2565 | 30.56 | 764 | 0.6675 | 0.6275 | 0.6675 | 0.8170 |
434
+ | 0.2565 | 30.64 | 766 | 0.6774 | 0.5983 | 0.6774 | 0.8230 |
435
+ | 0.2565 | 30.72 | 768 | 0.6598 | 0.6179 | 0.6598 | 0.8123 |
436
+ | 0.2565 | 30.8 | 770 | 0.6402 | 0.5819 | 0.6402 | 0.8001 |
437
+ | 0.2565 | 30.88 | 772 | 0.6189 | 0.5863 | 0.6189 | 0.7867 |
438
+ | 0.2565 | 30.96 | 774 | 0.6171 | 0.5587 | 0.6171 | 0.7855 |
439
+ | 0.2565 | 31.04 | 776 | 0.6201 | 0.5763 | 0.6201 | 0.7874 |
440
+ | 0.2565 | 31.12 | 778 | 0.6218 | 0.5763 | 0.6218 | 0.7886 |
441
+ | 0.2565 | 31.2 | 780 | 0.6336 | 0.5621 | 0.6336 | 0.7960 |
442
+ | 0.2565 | 31.28 | 782 | 0.6368 | 0.5621 | 0.6368 | 0.7980 |
443
+ | 0.2565 | 31.36 | 784 | 0.6353 | 0.5528 | 0.6353 | 0.7971 |
444
+ | 0.2565 | 31.44 | 786 | 0.6284 | 0.5316 | 0.6284 | 0.7927 |
445
+ | 0.2565 | 31.52 | 788 | 0.6251 | 0.5434 | 0.6251 | 0.7906 |
446
+ | 0.2565 | 31.6 | 790 | 0.6196 | 0.5450 | 0.6196 | 0.7872 |
447
+ | 0.2565 | 31.68 | 792 | 0.6109 | 0.5274 | 0.6109 | 0.7816 |
448
+ | 0.2565 | 31.76 | 794 | 0.6075 | 0.5274 | 0.6075 | 0.7794 |
449
+ | 0.2565 | 31.84 | 796 | 0.6088 | 0.5235 | 0.6088 | 0.7803 |
450
+ | 0.2565 | 31.92 | 798 | 0.6198 | 0.6198 | 0.6198 | 0.7873 |
451
+ | 0.2565 | 32.0 | 800 | 0.6226 | 0.6380 | 0.6226 | 0.7891 |
452
+ | 0.2565 | 32.08 | 802 | 0.6337 | 0.6057 | 0.6337 | 0.7960 |
453
+ | 0.2565 | 32.16 | 804 | 0.6242 | 0.6335 | 0.6242 | 0.7901 |
454
+ | 0.2565 | 32.24 | 806 | 0.6102 | 0.7020 | 0.6102 | 0.7811 |
455
+ | 0.2565 | 32.32 | 808 | 0.6119 | 0.6482 | 0.6119 | 0.7822 |
456
+ | 0.2565 | 32.4 | 810 | 0.6216 | 0.6482 | 0.6216 | 0.7884 |
457
+ | 0.2565 | 32.48 | 812 | 0.6286 | 0.5660 | 0.6286 | 0.7928 |
458
+ | 0.2565 | 32.56 | 814 | 0.6419 | 0.5545 | 0.6419 | 0.8012 |
459
+ | 0.2565 | 32.64 | 816 | 0.6769 | 0.5188 | 0.6769 | 0.8227 |
460
+ | 0.2565 | 32.72 | 818 | 0.6958 | 0.4956 | 0.6958 | 0.8341 |
461
+ | 0.2565 | 32.8 | 820 | 0.6904 | 0.4853 | 0.6904 | 0.8309 |
462
+ | 0.2565 | 32.88 | 822 | 0.6642 | 0.5304 | 0.6642 | 0.8150 |
463
+ | 0.2565 | 32.96 | 824 | 0.6404 | 0.5434 | 0.6404 | 0.8002 |
464
+ | 0.2565 | 33.04 | 826 | 0.6279 | 0.5545 | 0.6279 | 0.7924 |
465
+ | 0.2565 | 33.12 | 828 | 0.6192 | 0.5528 | 0.6192 | 0.7869 |
466
+ | 0.2565 | 33.2 | 830 | 0.6259 | 0.5882 | 0.6259 | 0.7911 |
467
+ | 0.2565 | 33.28 | 832 | 0.6276 | 0.5882 | 0.6276 | 0.7922 |
468
+ | 0.2565 | 33.36 | 834 | 0.6131 | 0.5882 | 0.6131 | 0.7830 |
469
+ | 0.2565 | 33.44 | 836 | 0.6031 | 0.5752 | 0.6031 | 0.7766 |
470
+ | 0.2565 | 33.52 | 838 | 0.6019 | 0.5640 | 0.6019 | 0.7758 |
471
+ | 0.2565 | 33.6 | 840 | 0.6114 | 0.6028 | 0.6114 | 0.7819 |
472
+ | 0.2565 | 33.68 | 842 | 0.6384 | 0.5787 | 0.6384 | 0.7990 |
473
+ | 0.2565 | 33.76 | 844 | 0.6656 | 0.5862 | 0.6656 | 0.8159 |
474
+ | 0.2565 | 33.84 | 846 | 0.6723 | 0.6227 | 0.6723 | 0.8199 |
475
+ | 0.2565 | 33.92 | 848 | 0.6398 | 0.5787 | 0.6398 | 0.7999 |
476
+ | 0.2565 | 34.0 | 850 | 0.6018 | 0.6028 | 0.6018 | 0.7757 |
477
+ | 0.2565 | 34.08 | 852 | 0.5796 | 0.6356 | 0.5796 | 0.7613 |
478
+ | 0.2565 | 34.16 | 854 | 0.5682 | 0.6642 | 0.5682 | 0.7538 |
479
+ | 0.2565 | 34.24 | 856 | 0.5664 | 0.6642 | 0.5664 | 0.7526 |
480
+ | 0.2565 | 34.32 | 858 | 0.5641 | 0.6642 | 0.5641 | 0.7510 |
481
+ | 0.2565 | 34.4 | 860 | 0.5667 | 0.6464 | 0.5667 | 0.7528 |
482
+ | 0.2565 | 34.48 | 862 | 0.5809 | 0.6247 | 0.5809 | 0.7622 |
483
+ | 0.2565 | 34.56 | 864 | 0.6245 | 0.5968 | 0.6245 | 0.7902 |
484
+ | 0.2565 | 34.64 | 866 | 0.6733 | 0.5934 | 0.6733 | 0.8205 |
485
+ | 0.2565 | 34.72 | 868 | 0.7080 | 0.6035 | 0.7080 | 0.8414 |
486
+ | 0.2565 | 34.8 | 870 | 0.7073 | 0.6035 | 0.7073 | 0.8410 |
487
+ | 0.2565 | 34.88 | 872 | 0.6755 | 0.5614 | 0.6755 | 0.8219 |
488
+ | 0.2565 | 34.96 | 874 | 0.6608 | 0.5186 | 0.6608 | 0.8129 |
489
+ | 0.2565 | 35.04 | 876 | 0.6475 | 0.5188 | 0.6475 | 0.8047 |
490
+ | 0.2565 | 35.12 | 878 | 0.6332 | 0.5304 | 0.6332 | 0.7957 |
491
+ | 0.2565 | 35.2 | 880 | 0.6208 | 0.5316 | 0.6208 | 0.7879 |
492
+ | 0.2565 | 35.28 | 882 | 0.6202 | 0.5517 | 0.6202 | 0.7876 |
493
+ | 0.2565 | 35.36 | 884 | 0.6286 | 0.5993 | 0.6286 | 0.7929 |
494
+ | 0.2565 | 35.44 | 886 | 0.6089 | 0.5720 | 0.6089 | 0.7803 |
495
+ | 0.2565 | 35.52 | 888 | 0.6011 | 0.5720 | 0.6011 | 0.7753 |
496
+ | 0.2565 | 35.6 | 890 | 0.6016 | 0.5741 | 0.6016 | 0.7756 |
497
+ | 0.2565 | 35.68 | 892 | 0.6167 | 0.5618 | 0.6167 | 0.7853 |
498
+ | 0.2565 | 35.76 | 894 | 0.6327 | 0.5528 | 0.6327 | 0.7955 |
499
+ | 0.2565 | 35.84 | 896 | 0.6393 | 0.5528 | 0.6393 | 0.7996 |
500
+ | 0.2565 | 35.92 | 898 | 0.6284 | 0.5645 | 0.6284 | 0.7927 |
501
+ | 0.2565 | 36.0 | 900 | 0.6046 | 0.5540 | 0.6046 | 0.7775 |
502
+ | 0.2565 | 36.08 | 902 | 0.5839 | 0.5330 | 0.5839 | 0.7641 |
503
+ | 0.2565 | 36.16 | 904 | 0.5683 | 0.5990 | 0.5683 | 0.7538 |
504
+ | 0.2565 | 36.24 | 906 | 0.5688 | 0.6104 | 0.5688 | 0.7542 |
505
+ | 0.2565 | 36.32 | 908 | 0.5732 | 0.6500 | 0.5732 | 0.7571 |
506
+ | 0.2565 | 36.4 | 910 | 0.5884 | 0.6528 | 0.5884 | 0.7671 |
507
+ | 0.2565 | 36.48 | 912 | 0.6113 | 0.6207 | 0.6113 | 0.7818 |
508
+ | 0.2565 | 36.56 | 914 | 0.6485 | 0.6100 | 0.6485 | 0.8053 |
509
+ | 0.2565 | 36.64 | 916 | 0.6942 | 0.5788 | 0.6942 | 0.8332 |
510
+ | 0.2565 | 36.72 | 918 | 0.7081 | 0.5788 | 0.7081 | 0.8415 |
511
+ | 0.2565 | 36.8 | 920 | 0.6854 | 0.5510 | 0.6854 | 0.8279 |
512
+ | 0.2565 | 36.88 | 922 | 0.6473 | 0.5329 | 0.6473 | 0.8045 |
513
+ | 0.2565 | 36.96 | 924 | 0.6326 | 0.5563 | 0.6326 | 0.7954 |
514
+ | 0.2565 | 37.04 | 926 | 0.6314 | 0.5563 | 0.6314 | 0.7946 |
515
+ | 0.2565 | 37.12 | 928 | 0.6356 | 0.5343 | 0.6356 | 0.7972 |
516
+ | 0.2565 | 37.2 | 930 | 0.6530 | 0.5329 | 0.6530 | 0.8081 |
517
+ | 0.2565 | 37.28 | 932 | 0.6839 | 0.5188 | 0.6839 | 0.8270 |
518
+ | 0.2565 | 37.36 | 934 | 0.6949 | 0.5477 | 0.6949 | 0.8336 |
519
+ | 0.2565 | 37.44 | 936 | 0.6804 | 0.5188 | 0.6804 | 0.8249 |
520
+ | 0.2565 | 37.52 | 938 | 0.6531 | 0.5419 | 0.6531 | 0.8081 |
521
+ | 0.2565 | 37.6 | 940 | 0.6458 | 0.5419 | 0.6458 | 0.8036 |
522
+ | 0.2565 | 37.68 | 942 | 0.6583 | 0.5419 | 0.6583 | 0.8113 |
523
+ | 0.2565 | 37.76 | 944 | 0.6661 | 0.6035 | 0.6661 | 0.8162 |
524
+ | 0.2565 | 37.84 | 946 | 0.6615 | 0.5968 | 0.6615 | 0.8134 |
525
+ | 0.2565 | 37.92 | 948 | 0.6728 | 0.6434 | 0.6728 | 0.8203 |
526
+ | 0.2565 | 38.0 | 950 | 0.6524 | 0.6318 | 0.6524 | 0.8077 |
527
+ | 0.2565 | 38.08 | 952 | 0.6225 | 0.6207 | 0.6225 | 0.7890 |
528
+ | 0.2565 | 38.16 | 954 | 0.6015 | 0.5640 | 0.6015 | 0.7756 |
529
+ | 0.2565 | 38.24 | 956 | 0.6076 | 0.5660 | 0.6076 | 0.7795 |
530
+ | 0.2565 | 38.32 | 958 | 0.6230 | 0.5648 | 0.6230 | 0.7893 |
531
+ | 0.2565 | 38.4 | 960 | 0.6490 | 0.5629 | 0.6490 | 0.8056 |
532
+ | 0.2565 | 38.48 | 962 | 0.6574 | 0.5419 | 0.6574 | 0.8108 |
533
+ | 0.2565 | 38.56 | 964 | 0.6520 | 0.5419 | 0.6520 | 0.8075 |
534
+ | 0.2565 | 38.64 | 966 | 0.6478 | 0.5419 | 0.6478 | 0.8049 |
535
+ | 0.2565 | 38.72 | 968 | 0.6457 | 0.5832 | 0.6457 | 0.8036 |
536
+ | 0.2565 | 38.8 | 970 | 0.6591 | 0.6018 | 0.6591 | 0.8118 |
537
+ | 0.2565 | 38.88 | 972 | 0.6992 | 0.5766 | 0.6992 | 0.8362 |
538
+ | 0.2565 | 38.96 | 974 | 0.7158 | 0.5766 | 0.7158 | 0.8461 |
539
+ | 0.2565 | 39.04 | 976 | 0.7056 | 0.5810 | 0.7056 | 0.8400 |
540
+ | 0.2565 | 39.12 | 978 | 0.6719 | 0.5422 | 0.6719 | 0.8197 |
541
+ | 0.2565 | 39.2 | 980 | 0.6544 | 0.5434 | 0.6544 | 0.8089 |
542
+ | 0.2565 | 39.28 | 982 | 0.6485 | 0.5343 | 0.6485 | 0.8053 |
543
+ | 0.2565 | 39.36 | 984 | 0.6552 | 0.5434 | 0.6552 | 0.8094 |
544
+ | 0.2565 | 39.44 | 986 | 0.6639 | 0.5438 | 0.6639 | 0.8148 |
545
+ | 0.2565 | 39.52 | 988 | 0.6765 | 0.5317 | 0.6765 | 0.8225 |
546
+ | 0.2565 | 39.6 | 990 | 0.6857 | 0.5317 | 0.6857 | 0.8281 |
547
+ | 0.2565 | 39.68 | 992 | 0.6798 | 0.5317 | 0.6798 | 0.8245 |
548
+ | 0.2565 | 39.76 | 994 | 0.6711 | 0.5331 | 0.6711 | 0.8192 |
549
+ | 0.2565 | 39.84 | 996 | 0.6800 | 0.5331 | 0.6800 | 0.8246 |
550
+ | 0.2565 | 39.92 | 998 | 0.6887 | 0.5331 | 0.6887 | 0.8299 |
551
+ | 0.0568 | 40.0 | 1000 | 0.6769 | 0.5331 | 0.6769 | 0.8228 |
552
+ | 0.0568 | 40.08 | 1002 | 0.6767 | 0.5648 | 0.6767 | 0.8226 |
553
+ | 0.0568 | 40.16 | 1004 | 0.6782 | 0.5648 | 0.6782 | 0.8235 |
554
+ | 0.0568 | 40.24 | 1006 | 0.6693 | 0.5648 | 0.6693 | 0.8181 |
555
+ | 0.0568 | 40.32 | 1008 | 0.6549 | 0.5545 | 0.6549 | 0.8093 |
556
+ | 0.0568 | 40.4 | 1010 | 0.6574 | 0.5648 | 0.6574 | 0.8108 |
557
+ | 0.0568 | 40.48 | 1012 | 0.6525 | 0.5752 | 0.6525 | 0.8078 |
558
+ | 0.0568 | 40.56 | 1014 | 0.6549 | 0.5731 | 0.6549 | 0.8092 |
559
+ | 0.0568 | 40.64 | 1016 | 0.6428 | 0.5752 | 0.6428 | 0.8017 |
560
+ | 0.0568 | 40.72 | 1018 | 0.6367 | 0.5752 | 0.6367 | 0.7979 |
561
+ | 0.0568 | 40.8 | 1020 | 0.6384 | 0.5545 | 0.6384 | 0.7990 |
562
+ | 0.0568 | 40.88 | 1022 | 0.6407 | 0.5545 | 0.6407 | 0.8004 |
563
+ | 0.0568 | 40.96 | 1024 | 0.6342 | 0.5545 | 0.6342 | 0.7964 |
564
+ | 0.0568 | 41.04 | 1026 | 0.6274 | 0.5660 | 0.6274 | 0.7921 |
565
+ | 0.0568 | 41.12 | 1028 | 0.6281 | 0.5660 | 0.6281 | 0.7926 |
566
+ | 0.0568 | 41.2 | 1030 | 0.6465 | 0.5545 | 0.6465 | 0.8041 |
567
+ | 0.0568 | 41.28 | 1032 | 0.6552 | 0.5528 | 0.6552 | 0.8094 |
568
+ | 0.0568 | 41.36 | 1034 | 0.6471 | 0.5528 | 0.6471 | 0.8044 |
569
+ | 0.0568 | 41.44 | 1036 | 0.6383 | 0.5528 | 0.6383 | 0.7989 |
570
+ | 0.0568 | 41.52 | 1038 | 0.6261 | 0.6104 | 0.6261 | 0.7913 |
571
+ | 0.0568 | 41.6 | 1040 | 0.6257 | 0.6297 | 0.6257 | 0.7910 |
572
+ | 0.0568 | 41.68 | 1042 | 0.6281 | 0.6364 | 0.6281 | 0.7925 |
573
+ | 0.0568 | 41.76 | 1044 | 0.6257 | 0.6104 | 0.6257 | 0.7910 |
574
+ | 0.0568 | 41.84 | 1046 | 0.6260 | 0.6104 | 0.6260 | 0.7912 |
575
+ | 0.0568 | 41.92 | 1048 | 0.6452 | 0.5528 | 0.6452 | 0.8032 |
576
+ | 0.0568 | 42.0 | 1050 | 0.6817 | 0.5776 | 0.6817 | 0.8256 |
577
+ | 0.0568 | 42.08 | 1052 | 0.6929 | 0.5776 | 0.6929 | 0.8324 |
578
+ | 0.0568 | 42.16 | 1054 | 0.7071 | 0.5850 | 0.7071 | 0.8409 |
579
+ | 0.0568 | 42.24 | 1056 | 0.7112 | 0.5850 | 0.7112 | 0.8433 |
580
+ | 0.0568 | 42.32 | 1058 | 0.6945 | 0.5671 | 0.6945 | 0.8334 |
581
+ | 0.0568 | 42.4 | 1060 | 0.6720 | 0.5621 | 0.6720 | 0.8198 |
582
+ | 0.0568 | 42.48 | 1062 | 0.6659 | 0.5731 | 0.6659 | 0.8160 |
583
+ | 0.0568 | 42.56 | 1064 | 0.6675 | 0.5752 | 0.6675 | 0.8170 |
584
+ | 0.0568 | 42.64 | 1066 | 0.6757 | 0.5640 | 0.6757 | 0.8220 |
585
+ | 0.0568 | 42.72 | 1068 | 0.6793 | 0.5528 | 0.6793 | 0.8242 |
586
+ | 0.0568 | 42.8 | 1070 | 0.6979 | 0.5303 | 0.6979 | 0.8354 |
587
+ | 0.0568 | 42.88 | 1072 | 0.7289 | 0.5554 | 0.7289 | 0.8537 |
588
+ | 0.0568 | 42.96 | 1074 | 0.7289 | 0.5365 | 0.7289 | 0.8538 |
589
+ | 0.0568 | 43.04 | 1076 | 0.7101 | 0.5178 | 0.7101 | 0.8427 |
590
+ | 0.0568 | 43.12 | 1078 | 0.7012 | 0.5291 | 0.7012 | 0.8373 |
591
+ | 0.0568 | 43.2 | 1080 | 0.6801 | 0.5303 | 0.6801 | 0.8247 |
592
+ | 0.0568 | 43.28 | 1082 | 0.6587 | 0.5416 | 0.6587 | 0.8116 |
593
+ | 0.0568 | 43.36 | 1084 | 0.6435 | 0.5925 | 0.6435 | 0.8022 |
594
+ | 0.0568 | 43.44 | 1086 | 0.6238 | 0.6032 | 0.6238 | 0.7898 |
595
+ | 0.0568 | 43.52 | 1088 | 0.6115 | 0.6383 | 0.6115 | 0.7820 |
596
+ | 0.0568 | 43.6 | 1090 | 0.6092 | 0.6383 | 0.6092 | 0.7805 |
597
+ | 0.0568 | 43.68 | 1092 | 0.6070 | 0.6447 | 0.6070 | 0.7791 |
598
+ | 0.0568 | 43.76 | 1094 | 0.6102 | 0.6341 | 0.6102 | 0.7811 |
599
+ | 0.0568 | 43.84 | 1096 | 0.6136 | 0.6032 | 0.6136 | 0.7833 |
600
+ | 0.0568 | 43.92 | 1098 | 0.6207 | 0.6226 | 0.6207 | 0.7878 |
601
+ | 0.0568 | 44.0 | 1100 | 0.6269 | 0.6066 | 0.6269 | 0.7918 |
602
+ | 0.0568 | 44.08 | 1102 | 0.6216 | 0.6169 | 0.6216 | 0.7884 |
603
+ | 0.0568 | 44.16 | 1104 | 0.6111 | 0.6169 | 0.6111 | 0.7817 |
604
+ | 0.0568 | 44.24 | 1106 | 0.5957 | 0.6868 | 0.5957 | 0.7718 |
605
+ | 0.0568 | 44.32 | 1108 | 0.5911 | 0.6969 | 0.5911 | 0.7688 |
606
+ | 0.0568 | 44.4 | 1110 | 0.5950 | 0.6636 | 0.5950 | 0.7713 |
607
+ | 0.0568 | 44.48 | 1112 | 0.5973 | 0.6169 | 0.5973 | 0.7728 |
608
+ | 0.0568 | 44.56 | 1114 | 0.5886 | 0.6701 | 0.5886 | 0.7672 |
609
+ | 0.0568 | 44.64 | 1116 | 0.5846 | 0.6813 | 0.5846 | 0.7646 |
610
+ | 0.0568 | 44.72 | 1118 | 0.5840 | 0.6383 | 0.5840 | 0.7642 |
611
+ | 0.0568 | 44.8 | 1120 | 0.5872 | 0.6383 | 0.5872 | 0.7663 |
612
+ | 0.0568 | 44.88 | 1122 | 0.5841 | 0.6482 | 0.5841 | 0.7643 |
613
+ | 0.0568 | 44.96 | 1124 | 0.5884 | 0.6709 | 0.5884 | 0.7671 |
614
+ | 0.0568 | 45.04 | 1126 | 0.6003 | 0.6226 | 0.6003 | 0.7748 |
615
+ | 0.0568 | 45.12 | 1128 | 0.6078 | 0.6169 | 0.6078 | 0.7796 |
616
+ | 0.0568 | 45.2 | 1130 | 0.6157 | 0.5963 | 0.6157 | 0.7847 |
617
+ | 0.0568 | 45.28 | 1132 | 0.6370 | 0.5953 | 0.6370 | 0.7981 |
618
+ | 0.0568 | 45.36 | 1134 | 0.6473 | 0.5660 | 0.6473 | 0.8046 |
619
+ | 0.0568 | 45.44 | 1136 | 0.6449 | 0.5850 | 0.6449 | 0.8030 |
620
+ | 0.0568 | 45.52 | 1138 | 0.6340 | 0.5690 | 0.6340 | 0.7962 |
621
+ | 0.0568 | 45.6 | 1140 | 0.6309 | 0.5730 | 0.6309 | 0.7943 |
622
+ | 0.0568 | 45.68 | 1142 | 0.6245 | 0.5752 | 0.6245 | 0.7903 |
623
+ | 0.0568 | 45.76 | 1144 | 0.6378 | 0.5752 | 0.6378 | 0.7986 |
624
+ | 0.0568 | 45.84 | 1146 | 0.6429 | 0.5730 | 0.6429 | 0.8018 |
625
+ | 0.0568 | 45.92 | 1148 | 0.6389 | 0.5730 | 0.6389 | 0.7993 |
626
+ | 0.0568 | 46.0 | 1150 | 0.6288 | 0.5730 | 0.6288 | 0.7930 |
627
+ | 0.0568 | 46.08 | 1152 | 0.6352 | 0.5832 | 0.6352 | 0.7970 |
628
+ | 0.0568 | 46.16 | 1154 | 0.6596 | 0.5756 | 0.6596 | 0.8122 |
629
+ | 0.0568 | 46.24 | 1156 | 0.6998 | 0.6045 | 0.6998 | 0.8366 |
630
+ | 0.0568 | 46.32 | 1158 | 0.7293 | 0.6035 | 0.7293 | 0.8540 |
631
+ | 0.0568 | 46.4 | 1160 | 0.7313 | 0.6035 | 0.7313 | 0.8552 |
632
+ | 0.0568 | 46.48 | 1162 | 0.6982 | 0.5877 | 0.6982 | 0.8356 |
633
+ | 0.0568 | 46.56 | 1164 | 0.6525 | 0.5923 | 0.6525 | 0.8077 |
634
+ | 0.0568 | 46.64 | 1166 | 0.6299 | 0.5740 | 0.6299 | 0.7937 |
635
+ | 0.0568 | 46.72 | 1168 | 0.6250 | 0.5730 | 0.6250 | 0.7905 |
636
+ | 0.0568 | 46.8 | 1170 | 0.6273 | 0.5730 | 0.6273 | 0.7920 |
637
+ | 0.0568 | 46.88 | 1172 | 0.6280 | 0.5730 | 0.6280 | 0.7925 |
638
+ | 0.0568 | 46.96 | 1174 | 0.6332 | 0.5730 | 0.6332 | 0.7957 |
639
+ | 0.0568 | 47.04 | 1176 | 0.6377 | 0.5919 | 0.6377 | 0.7986 |
640
+ | 0.0568 | 47.12 | 1178 | 0.6550 | 0.5885 | 0.6550 | 0.8093 |
641
+ | 0.0568 | 47.2 | 1180 | 0.6629 | 0.5660 | 0.6629 | 0.8142 |
642
+ | 0.0568 | 47.28 | 1182 | 0.6725 | 0.5660 | 0.6725 | 0.8201 |
643
+ | 0.0568 | 47.36 | 1184 | 0.6704 | 0.5885 | 0.6704 | 0.8188 |
644
+ | 0.0568 | 47.44 | 1186 | 0.6506 | 0.5505 | 0.6506 | 0.8066 |
645
+ | 0.0568 | 47.52 | 1188 | 0.6352 | 0.5730 | 0.6352 | 0.7970 |
646
+ | 0.0568 | 47.6 | 1190 | 0.6263 | 0.5329 | 0.6263 | 0.7914 |
647
+ | 0.0568 | 47.68 | 1192 | 0.6243 | 0.5475 | 0.6243 | 0.7901 |
648
+ | 0.0568 | 47.76 | 1194 | 0.6217 | 0.5356 | 0.6217 | 0.7885 |
649
+ | 0.0568 | 47.84 | 1196 | 0.6194 | 0.5898 | 0.6194 | 0.7870 |
650
+ | 0.0568 | 47.92 | 1198 | 0.6202 | 0.5898 | 0.6202 | 0.7875 |
651
+ | 0.0568 | 48.0 | 1200 | 0.6221 | 0.5785 | 0.6221 | 0.7887 |
652
+ | 0.0568 | 48.08 | 1202 | 0.6251 | 0.5763 | 0.6251 | 0.7906 |
653
+ | 0.0568 | 48.16 | 1204 | 0.6269 | 0.5959 | 0.6269 | 0.7918 |
654
+ | 0.0568 | 48.24 | 1206 | 0.6310 | 0.5863 | 0.6310 | 0.7944 |
655
+ | 0.0568 | 48.32 | 1208 | 0.6367 | 0.5731 | 0.6367 | 0.7980 |
656
+ | 0.0568 | 48.4 | 1210 | 0.6427 | 0.6293 | 0.6427 | 0.8017 |
657
+ | 0.0568 | 48.48 | 1212 | 0.6374 | 0.6293 | 0.6374 | 0.7984 |
658
+ | 0.0568 | 48.56 | 1214 | 0.6274 | 0.6570 | 0.6274 | 0.7921 |
659
+ | 0.0568 | 48.64 | 1216 | 0.6203 | 0.6406 | 0.6203 | 0.7876 |
660
+ | 0.0568 | 48.72 | 1218 | 0.6182 | 0.6406 | 0.6182 | 0.7863 |
661
+ | 0.0568 | 48.8 | 1220 | 0.6215 | 0.6226 | 0.6215 | 0.7884 |
662
+ | 0.0568 | 48.88 | 1222 | 0.6259 | 0.6119 | 0.6259 | 0.7912 |
663
+ | 0.0568 | 48.96 | 1224 | 0.6339 | 0.5882 | 0.6339 | 0.7962 |
664
+ | 0.0568 | 49.04 | 1226 | 0.6307 | 0.5882 | 0.6307 | 0.7942 |
665
+ | 0.0568 | 49.12 | 1228 | 0.6250 | 0.5882 | 0.6250 | 0.7906 |
666
+ | 0.0568 | 49.2 | 1230 | 0.6174 | 0.6226 | 0.6174 | 0.7858 |
667
+ | 0.0568 | 49.28 | 1232 | 0.6091 | 0.6406 | 0.6091 | 0.7805 |
668
+ | 0.0568 | 49.36 | 1234 | 0.6076 | 0.6383 | 0.6076 | 0.7795 |
669
+ | 0.0568 | 49.44 | 1236 | 0.6067 | 0.6350 | 0.6067 | 0.7789 |
670
+ | 0.0568 | 49.52 | 1238 | 0.6054 | 0.6717 | 0.6054 | 0.7780 |
671
+ | 0.0568 | 49.6 | 1240 | 0.6072 | 0.6578 | 0.6072 | 0.7792 |
672
+ | 0.0568 | 49.68 | 1242 | 0.6086 | 0.6875 | 0.6086 | 0.7801 |
673
+ | 0.0568 | 49.76 | 1244 | 0.6078 | 0.6875 | 0.6078 | 0.7796 |
674
+ | 0.0568 | 49.84 | 1246 | 0.6087 | 0.6350 | 0.6087 | 0.7802 |
675
+ | 0.0568 | 49.92 | 1248 | 0.6097 | 0.6350 | 0.6097 | 0.7809 |
676
+ | 0.0568 | 50.0 | 1250 | 0.6132 | 0.6383 | 0.6132 | 0.7831 |
677
+ | 0.0568 | 50.08 | 1252 | 0.6183 | 0.6078 | 0.6183 | 0.7863 |
678
+ | 0.0568 | 50.16 | 1254 | 0.6201 | 0.5884 | 0.6201 | 0.7875 |
679
+ | 0.0568 | 50.24 | 1256 | 0.6210 | 0.5874 | 0.6210 | 0.7881 |
680
+ | 0.0568 | 50.32 | 1258 | 0.6214 | 0.5874 | 0.6214 | 0.7883 |
681
+ | 0.0568 | 50.4 | 1260 | 0.6205 | 0.5874 | 0.6205 | 0.7877 |
682
+ | 0.0568 | 50.48 | 1262 | 0.6235 | 0.5863 | 0.6235 | 0.7897 |
683
+ | 0.0568 | 50.56 | 1264 | 0.6289 | 0.5640 | 0.6289 | 0.7930 |
684
+ | 0.0568 | 50.64 | 1266 | 0.6371 | 0.5929 | 0.6371 | 0.7982 |
685
+ | 0.0568 | 50.72 | 1268 | 0.6379 | 0.5929 | 0.6379 | 0.7987 |
686
+ | 0.0568 | 50.8 | 1270 | 0.6372 | 0.5528 | 0.6372 | 0.7983 |
687
+ | 0.0568 | 50.88 | 1272 | 0.6411 | 0.5528 | 0.6411 | 0.8007 |
688
+ | 0.0568 | 50.96 | 1274 | 0.6492 | 0.5416 | 0.6492 | 0.8057 |
689
+ | 0.0568 | 51.04 | 1276 | 0.6529 | 0.5431 | 0.6529 | 0.8080 |
690
+ | 0.0568 | 51.12 | 1278 | 0.6491 | 0.5431 | 0.6491 | 0.8057 |
691
+ | 0.0568 | 51.2 | 1280 | 0.6369 | 0.5563 | 0.6369 | 0.7981 |
692
+ | 0.0568 | 51.28 | 1282 | 0.6303 | 0.5975 | 0.6303 | 0.7939 |
693
+ | 0.0568 | 51.36 | 1284 | 0.6267 | 0.6085 | 0.6267 | 0.7916 |
694
+ | 0.0568 | 51.44 | 1286 | 0.6246 | 0.6058 | 0.6246 | 0.7903 |
695
+ | 0.0568 | 51.52 | 1288 | 0.6259 | 0.5752 | 0.6259 | 0.7911 |
696
+ | 0.0568 | 51.6 | 1290 | 0.6211 | 0.5840 | 0.6211 | 0.7881 |
697
+ | 0.0568 | 51.68 | 1292 | 0.6182 | 0.5840 | 0.6182 | 0.7862 |
698
+ | 0.0568 | 51.76 | 1294 | 0.6216 | 0.5929 | 0.6216 | 0.7884 |
699
+ | 0.0568 | 51.84 | 1296 | 0.6291 | 0.6110 | 0.6291 | 0.7932 |
700
+ | 0.0568 | 51.92 | 1298 | 0.6471 | 0.5895 | 0.6471 | 0.8044 |
701
+ | 0.0568 | 52.0 | 1300 | 0.6570 | 0.6142 | 0.6570 | 0.8106 |
702
+ | 0.0568 | 52.08 | 1302 | 0.6697 | 0.6142 | 0.6697 | 0.8183 |
703
+ | 0.0568 | 52.16 | 1304 | 0.6667 | 0.6142 | 0.6667 | 0.8165 |
704
+ | 0.0568 | 52.24 | 1306 | 0.6497 | 0.6245 | 0.6497 | 0.8061 |
705
+ | 0.0568 | 52.32 | 1308 | 0.6275 | 0.6412 | 0.6275 | 0.7921 |
706
+ | 0.0568 | 52.4 | 1310 | 0.6062 | 0.6038 | 0.6062 | 0.7786 |
707
+ | 0.0568 | 52.48 | 1312 | 0.5993 | 0.6482 | 0.5993 | 0.7741 |
708
+ | 0.0568 | 52.56 | 1314 | 0.6022 | 0.6206 | 0.6022 | 0.7760 |
709
+ | 0.0568 | 52.64 | 1316 | 0.6074 | 0.6105 | 0.6074 | 0.7794 |
710
+ | 0.0568 | 52.72 | 1318 | 0.6061 | 0.6105 | 0.6061 | 0.7785 |
711
+ | 0.0568 | 52.8 | 1320 | 0.6012 | 0.6206 | 0.6012 | 0.7754 |
712
+ | 0.0568 | 52.88 | 1322 | 0.5982 | 0.6482 | 0.5982 | 0.7734 |
713
+ | 0.0568 | 52.96 | 1324 | 0.6072 | 0.6672 | 0.6072 | 0.7792 |
714
+ | 0.0568 | 53.04 | 1326 | 0.6166 | 0.6601 | 0.6166 | 0.7853 |
715
+ | 0.0568 | 53.12 | 1328 | 0.6120 | 0.6888 | 0.6120 | 0.7823 |
716
+ | 0.0568 | 53.2 | 1330 | 0.6019 | 0.6888 | 0.6019 | 0.7759 |
717
+ | 0.0568 | 53.28 | 1332 | 0.5879 | 0.6350 | 0.5879 | 0.7668 |
718
+ | 0.0568 | 53.36 | 1334 | 0.5853 | 0.6383 | 0.5853 | 0.7651 |
719
+ | 0.0568 | 53.44 | 1336 | 0.5885 | 0.6417 | 0.5885 | 0.7671 |
720
+ | 0.0568 | 53.52 | 1338 | 0.5866 | 0.6417 | 0.5866 | 0.7659 |
721
+ | 0.0568 | 53.6 | 1340 | 0.5854 | 0.6196 | 0.5854 | 0.7651 |
722
+ | 0.0568 | 53.68 | 1342 | 0.5926 | 0.5774 | 0.5926 | 0.7698 |
723
+ | 0.0568 | 53.76 | 1344 | 0.6100 | 0.5416 | 0.6100 | 0.7811 |
724
+ | 0.0568 | 53.84 | 1346 | 0.6308 | 0.6198 | 0.6308 | 0.7942 |
725
+ | 0.0568 | 53.92 | 1348 | 0.6428 | 0.6008 | 0.6428 | 0.8017 |
726
+ | 0.0568 | 54.0 | 1350 | 0.6490 | 0.6008 | 0.6490 | 0.8056 |
727
+ | 0.0568 | 54.08 | 1352 | 0.6453 | 0.6008 | 0.6453 | 0.8033 |
728
+ | 0.0568 | 54.16 | 1354 | 0.6341 | 0.6008 | 0.6341 | 0.7963 |
729
+ | 0.0568 | 54.24 | 1356 | 0.6155 | 0.5528 | 0.6155 | 0.7845 |
730
+ | 0.0568 | 54.32 | 1358 | 0.6011 | 0.5660 | 0.6011 | 0.7753 |
731
+ | 0.0568 | 54.4 | 1360 | 0.5983 | 0.5660 | 0.5983 | 0.7735 |
732
+ | 0.0568 | 54.48 | 1362 | 0.5952 | 0.5660 | 0.5952 | 0.7715 |
733
+ | 0.0568 | 54.56 | 1364 | 0.5925 | 0.5660 | 0.5925 | 0.7697 |
734
+ | 0.0568 | 54.64 | 1366 | 0.5925 | 0.5660 | 0.5925 | 0.7698 |
735
+ | 0.0568 | 54.72 | 1368 | 0.5986 | 0.5640 | 0.5986 | 0.7737 |
736
+ | 0.0568 | 54.8 | 1370 | 0.6115 | 0.6110 | 0.6115 | 0.7820 |
737
+ | 0.0568 | 54.88 | 1372 | 0.6240 | 0.6110 | 0.6240 | 0.7900 |
738
+ | 0.0568 | 54.96 | 1374 | 0.6334 | 0.6110 | 0.6334 | 0.7959 |
739
+ | 0.0568 | 55.04 | 1376 | 0.6414 | 0.5895 | 0.6414 | 0.8009 |
740
+ | 0.0568 | 55.12 | 1378 | 0.6502 | 0.5895 | 0.6502 | 0.8063 |
741
+ | 0.0568 | 55.2 | 1380 | 0.6432 | 0.5895 | 0.6432 | 0.8020 |
742
+ | 0.0568 | 55.28 | 1382 | 0.6386 | 0.6083 | 0.6386 | 0.7991 |
743
+ | 0.0568 | 55.36 | 1384 | 0.6300 | 0.5621 | 0.6300 | 0.7937 |
744
+ | 0.0568 | 55.44 | 1386 | 0.6266 | 0.5731 | 0.6266 | 0.7916 |
745
+ | 0.0568 | 55.52 | 1388 | 0.6337 | 0.6083 | 0.6337 | 0.7961 |
746
+ | 0.0568 | 55.6 | 1390 | 0.6316 | 0.6188 | 0.6316 | 0.7948 |
747
+ | 0.0568 | 55.68 | 1392 | 0.6328 | 0.6002 | 0.6328 | 0.7955 |
748
+ | 0.0568 | 55.76 | 1394 | 0.6419 | 0.5895 | 0.6419 | 0.8012 |
749
+ | 0.0568 | 55.84 | 1396 | 0.6449 | 0.5671 | 0.6449 | 0.8031 |
750
+ | 0.0568 | 55.92 | 1398 | 0.6404 | 0.5850 | 0.6404 | 0.8002 |
751
+ | 0.0568 | 56.0 | 1400 | 0.6333 | 0.6133 | 0.6333 | 0.7958 |
752
+ | 0.0568 | 56.08 | 1402 | 0.6209 | 0.6169 | 0.6209 | 0.7880 |
753
+ | 0.0568 | 56.16 | 1404 | 0.6125 | 0.6672 | 0.6125 | 0.7826 |
754
+ | 0.0568 | 56.24 | 1406 | 0.6103 | 0.6397 | 0.6103 | 0.7812 |
755
+ | 0.0568 | 56.32 | 1408 | 0.6040 | 0.6510 | 0.6040 | 0.7772 |
756
+ | 0.0568 | 56.4 | 1410 | 0.5973 | 0.6041 | 0.5973 | 0.7729 |
757
+ | 0.0568 | 56.48 | 1412 | 0.5965 | 0.6417 | 0.5965 | 0.7724 |
758
+ | 0.0568 | 56.56 | 1414 | 0.6017 | 0.6417 | 0.6017 | 0.7757 |
759
+ | 0.0568 | 56.64 | 1416 | 0.6055 | 0.6417 | 0.6055 | 0.7782 |
760
+ | 0.0568 | 56.72 | 1418 | 0.6052 | 0.6417 | 0.6052 | 0.7780 |
761
+ | 0.0568 | 56.8 | 1420 | 0.6046 | 0.5898 | 0.6046 | 0.7776 |
762
+ | 0.0568 | 56.88 | 1422 | 0.6089 | 0.5796 | 0.6089 | 0.7803 |
763
+ | 0.0568 | 56.96 | 1424 | 0.6159 | 0.5545 | 0.6159 | 0.7848 |
764
+ | 0.0568 | 57.04 | 1426 | 0.6221 | 0.5929 | 0.6221 | 0.7887 |
765
+ | 0.0568 | 57.12 | 1428 | 0.6228 | 0.5929 | 0.6228 | 0.7892 |
766
+ | 0.0568 | 57.2 | 1430 | 0.6139 | 0.5563 | 0.6139 | 0.7835 |
767
+ | 0.0568 | 57.28 | 1432 | 0.6118 | 0.5796 | 0.6118 | 0.7822 |
768
+ | 0.0568 | 57.36 | 1434 | 0.6123 | 0.5692 | 0.6123 | 0.7825 |
769
+ | 0.0568 | 57.44 | 1436 | 0.6130 | 0.5796 | 0.6130 | 0.7829 |
770
+ | 0.0568 | 57.52 | 1438 | 0.6181 | 0.5680 | 0.6181 | 0.7862 |
771
+ | 0.0568 | 57.6 | 1440 | 0.6254 | 0.5680 | 0.6254 | 0.7908 |
772
+ | 0.0568 | 57.68 | 1442 | 0.6308 | 0.5563 | 0.6308 | 0.7942 |
773
+ | 0.0568 | 57.76 | 1444 | 0.6362 | 0.5563 | 0.6362 | 0.7976 |
774
+ | 0.0568 | 57.84 | 1446 | 0.6325 | 0.5563 | 0.6325 | 0.7953 |
775
+ | 0.0568 | 57.92 | 1448 | 0.6281 | 0.5680 | 0.6281 | 0.7925 |
776
+ | 0.0568 | 58.0 | 1450 | 0.6270 | 0.5680 | 0.6270 | 0.7918 |
777
+ | 0.0568 | 58.08 | 1452 | 0.6274 | 0.5887 | 0.6274 | 0.7921 |
778
+ | 0.0568 | 58.16 | 1454 | 0.6278 | 0.5682 | 0.6278 | 0.7923 |
779
+ | 0.0568 | 58.24 | 1456 | 0.6311 | 0.5682 | 0.6311 | 0.7944 |
780
+ | 0.0568 | 58.32 | 1458 | 0.6344 | 0.5913 | 0.6344 | 0.7965 |
781
+ | 0.0568 | 58.4 | 1460 | 0.6374 | 0.5913 | 0.6374 | 0.7984 |
782
+ | 0.0568 | 58.48 | 1462 | 0.6418 | 0.5680 | 0.6418 | 0.8011 |
783
+ | 0.0568 | 58.56 | 1464 | 0.6425 | 0.5563 | 0.6425 | 0.8016 |
784
+ | 0.0568 | 58.64 | 1466 | 0.6402 | 0.5887 | 0.6402 | 0.8001 |
785
+ | 0.0568 | 58.72 | 1468 | 0.6399 | 0.5774 | 0.6399 | 0.7999 |
786
+ | 0.0568 | 58.8 | 1470 | 0.6385 | 0.5774 | 0.6385 | 0.7991 |
787
+ | 0.0568 | 58.88 | 1472 | 0.6370 | 0.5863 | 0.6370 | 0.7981 |
788
+ | 0.0568 | 58.96 | 1474 | 0.6362 | 0.6226 | 0.6362 | 0.7976 |
789
+ | 0.0568 | 59.04 | 1476 | 0.6318 | 0.5840 | 0.6318 | 0.7948 |
790
+ | 0.0568 | 59.12 | 1478 | 0.6267 | 0.5840 | 0.6267 | 0.7916 |
791
+ | 0.0568 | 59.2 | 1480 | 0.6237 | 0.5840 | 0.6237 | 0.7897 |
792
+ | 0.0568 | 59.28 | 1482 | 0.6181 | 0.5975 | 0.6181 | 0.7862 |
793
+ | 0.0568 | 59.36 | 1484 | 0.6156 | 0.6196 | 0.6156 | 0.7846 |
794
+ | 0.0568 | 59.44 | 1486 | 0.6158 | 0.6095 | 0.6158 | 0.7847 |
795
+ | 0.0568 | 59.52 | 1488 | 0.6172 | 0.6095 | 0.6172 | 0.7856 |
796
+ | 0.0568 | 59.6 | 1490 | 0.6174 | 0.6095 | 0.6174 | 0.7857 |
797
+ | 0.0568 | 59.68 | 1492 | 0.6182 | 0.5898 | 0.6182 | 0.7863 |
798
+ | 0.0568 | 59.76 | 1494 | 0.6217 | 0.5949 | 0.6217 | 0.7885 |
799
+ | 0.0568 | 59.84 | 1496 | 0.6303 | 0.6333 | 0.6303 | 0.7939 |
800
+ | 0.0568 | 59.92 | 1498 | 0.6401 | 0.6119 | 0.6401 | 0.8001 |
801
+ | 0.0412 | 60.0 | 1500 | 0.6493 | 0.6119 | 0.6493 | 0.8058 |
802
+ | 0.0412 | 60.08 | 1502 | 0.6461 | 0.5929 | 0.6461 | 0.8038 |
803
+ | 0.0412 | 60.16 | 1504 | 0.6378 | 0.5929 | 0.6378 | 0.7986 |
804
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805
+ | 0.0412 | 60.32 | 1508 | 0.6223 | 0.6001 | 0.6223 | 0.7889 |
806
+ | 0.0412 | 60.4 | 1510 | 0.6232 | 0.6001 | 0.6232 | 0.7894 |
807
+
808
+
809
+ ### Framework versions
810
+
811
+ - Transformers 4.44.2
812
+ - Pytorch 2.4.0+cu118
813
+ - Datasets 2.21.0
814
+ - Tokenizers 0.19.1
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