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Arabic_FineTuningAraBERT_AugV4_k3_task1_organization_fold1

Text Classification
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bert
Generated from Trainer
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  1. README.md +654 -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: Arabic_FineTuningAraBERT_AugV4_k3_task1_organization_fold0
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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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+ # Arabic_FineTuningAraBERT_AugV4_k3_task1_organization_fold0
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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: 0.8478
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+ - Qwk: 0.7692
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+ - Mse: 0.8478
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+ - Rmse: 0.9208
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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: 10
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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 | 0.0168 | 2 | 4.9180 | 0.0 | 4.9180 | 2.2177 |
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+ | No log | 0.0336 | 4 | 2.6362 | 0.0904 | 2.6362 | 1.6236 |
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+ | No log | 0.0504 | 6 | 1.8293 | 0.0552 | 1.8293 | 1.3525 |
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+ | No log | 0.0672 | 8 | 2.0266 | -0.0875 | 2.0266 | 1.4236 |
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+ | No log | 0.0840 | 10 | 1.4653 | 0.1914 | 1.4653 | 1.2105 |
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+ | No log | 0.1008 | 12 | 1.3429 | 0.4030 | 1.3429 | 1.1588 |
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+ | No log | 0.1176 | 14 | 1.2827 | 0.3009 | 1.2827 | 1.1325 |
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+ | No log | 0.1345 | 16 | 1.2760 | 0.2472 | 1.2760 | 1.1296 |
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+ | No log | 0.1513 | 18 | 1.8803 | 0.2145 | 1.8803 | 1.3712 |
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+ | No log | 0.1681 | 20 | 2.2029 | 0.2000 | 2.2029 | 1.4842 |
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+ | No log | 0.1849 | 22 | 2.0197 | 0.0801 | 2.0197 | 1.4212 |
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+ | No log | 0.2017 | 24 | 1.7428 | 0.0801 | 1.7428 | 1.3202 |
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+ | No log | 0.2185 | 26 | 1.6185 | 0.2145 | 1.6185 | 1.2722 |
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+ | No log | 0.2353 | 28 | 1.6140 | 0.2416 | 1.6140 | 1.2704 |
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+ | No log | 0.2521 | 30 | 1.5596 | 0.2416 | 1.5596 | 1.2488 |
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+ | No log | 0.2689 | 32 | 1.5779 | 0.2145 | 1.5779 | 1.2562 |
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+ | No log | 0.2857 | 34 | 1.5767 | 0.3837 | 1.5767 | 1.2557 |
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+ | No log | 0.3025 | 36 | 1.8980 | 0.4336 | 1.8980 | 1.3777 |
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+ | No log | 0.3193 | 38 | 2.3369 | 0.4143 | 2.3369 | 1.5287 |
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+ | No log | 0.3361 | 40 | 2.2323 | 0.4379 | 2.2323 | 1.4941 |
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+ | No log | 0.3529 | 42 | 1.9544 | 0.3824 | 1.9544 | 1.3980 |
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+ | No log | 0.3697 | 44 | 1.6714 | 0.5209 | 1.6714 | 1.2928 |
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+ | No log | 0.3866 | 46 | 1.8413 | 0.4793 | 1.8413 | 1.3570 |
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+ | No log | 0.4034 | 48 | 2.0612 | 0.4011 | 2.0612 | 1.4357 |
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+ | No log | 0.4202 | 50 | 1.8575 | 0.4358 | 1.8575 | 1.3629 |
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+ | No log | 0.4370 | 52 | 1.5866 | 0.5629 | 1.5866 | 1.2596 |
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+ | No log | 0.4538 | 54 | 1.0728 | 0.6174 | 1.0728 | 1.0358 |
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+ | No log | 0.4706 | 56 | 0.8117 | 0.5751 | 0.8117 | 0.9009 |
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+ | No log | 0.4874 | 58 | 0.8245 | 0.6190 | 0.8245 | 0.9080 |
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+ | No log | 0.5042 | 60 | 1.2029 | 0.6763 | 1.2029 | 1.0968 |
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+ | No log | 0.5210 | 62 | 1.8957 | 0.4124 | 1.8957 | 1.3768 |
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+ | No log | 0.5378 | 64 | 2.1536 | 0.1180 | 2.1536 | 1.4675 |
84
+ | No log | 0.5546 | 66 | 2.0084 | 0.1905 | 2.0084 | 1.4172 |
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+ | No log | 0.5714 | 68 | 1.7329 | 0.4091 | 1.7329 | 1.3164 |
86
+ | No log | 0.5882 | 70 | 1.2977 | 0.5522 | 1.2977 | 1.1392 |
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+ | No log | 0.6050 | 72 | 1.0937 | 0.4818 | 1.0937 | 1.0458 |
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+ | No log | 0.6218 | 74 | 0.8984 | 0.5563 | 0.8984 | 0.9479 |
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+ | No log | 0.6387 | 76 | 0.8352 | 0.5563 | 0.8352 | 0.9139 |
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+ | No log | 0.6555 | 78 | 0.8885 | 0.5762 | 0.8885 | 0.9426 |
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+ | No log | 0.6723 | 80 | 1.2518 | 0.6610 | 1.2518 | 1.1189 |
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+ | No log | 0.6891 | 82 | 1.4478 | 0.6545 | 1.4478 | 1.2032 |
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+ | No log | 0.7059 | 84 | 1.1503 | 0.6738 | 1.1503 | 1.0725 |
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+ | No log | 0.7227 | 86 | 0.9619 | 0.7014 | 0.9619 | 0.9808 |
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+ | No log | 0.7395 | 88 | 0.7073 | 0.72 | 0.7073 | 0.8410 |
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+ | No log | 0.7563 | 90 | 0.7076 | 0.7351 | 0.7076 | 0.8412 |
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+ | No log | 0.7731 | 92 | 0.9514 | 0.6684 | 0.9514 | 0.9754 |
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+ | No log | 0.7899 | 94 | 1.2001 | 0.6934 | 1.2001 | 1.0955 |
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+ | No log | 0.8067 | 96 | 1.5256 | 0.6407 | 1.5256 | 1.2352 |
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+ | No log | 0.8235 | 98 | 1.5093 | 0.6407 | 1.5093 | 1.2285 |
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+ | No log | 0.8403 | 100 | 1.1309 | 0.7095 | 1.1309 | 1.0634 |
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+ | No log | 0.8571 | 102 | 0.9276 | 0.7216 | 0.9276 | 0.9631 |
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+ | No log | 0.8739 | 104 | 1.0453 | 0.7412 | 1.0453 | 1.0224 |
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+ | No log | 0.8908 | 106 | 1.3339 | 0.6610 | 1.3339 | 1.1549 |
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+ | No log | 0.9076 | 108 | 1.3421 | 0.7095 | 1.3421 | 1.1585 |
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+ | No log | 0.9244 | 110 | 1.1400 | 0.7412 | 1.1400 | 1.0677 |
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+ | No log | 0.9412 | 112 | 0.8691 | 0.7815 | 0.8691 | 0.9322 |
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+ | No log | 0.9580 | 114 | 0.6128 | 0.6942 | 0.6128 | 0.7828 |
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+ | No log | 0.9748 | 116 | 0.6063 | 0.6724 | 0.6063 | 0.7786 |
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+ | No log | 0.9916 | 118 | 0.6008 | 0.6724 | 0.6008 | 0.7751 |
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+ | No log | 1.0084 | 120 | 0.6208 | 0.7455 | 0.6208 | 0.7879 |
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+ | No log | 1.0252 | 122 | 0.9720 | 0.7517 | 0.9720 | 0.9859 |
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+ | No log | 1.0420 | 124 | 1.3219 | 0.7009 | 1.3219 | 1.1497 |
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+ | No log | 1.0588 | 126 | 1.4026 | 0.7076 | 1.4026 | 1.1843 |
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+ | No log | 1.0756 | 128 | 1.1743 | 0.7157 | 1.1743 | 1.0836 |
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+ | No log | 1.0924 | 130 | 0.8235 | 0.6987 | 0.8235 | 0.9075 |
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+ | No log | 1.1092 | 132 | 0.6921 | 0.7445 | 0.6921 | 0.8319 |
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+ | No log | 1.1261 | 134 | 0.7221 | 0.7525 | 0.7221 | 0.8497 |
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+ | No log | 1.1429 | 136 | 0.8071 | 0.7525 | 0.8071 | 0.8984 |
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+ | No log | 1.1597 | 138 | 0.9791 | 0.7607 | 0.9791 | 0.9895 |
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+ | No log | 1.1765 | 140 | 1.1695 | 0.7157 | 1.1695 | 1.0815 |
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+ | No log | 1.1933 | 142 | 1.1323 | 0.7157 | 1.1323 | 1.0641 |
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+ | No log | 1.2101 | 144 | 0.8572 | 0.7879 | 0.8572 | 0.9258 |
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+ | No log | 1.2269 | 146 | 0.7056 | 0.72 | 0.7056 | 0.8400 |
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+ | No log | 1.2437 | 148 | 0.6072 | 0.7686 | 0.6072 | 0.7793 |
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+ | No log | 1.2605 | 150 | 0.6055 | 0.7686 | 0.6055 | 0.7782 |
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+ | No log | 1.2773 | 152 | 0.6359 | 0.7686 | 0.6359 | 0.7974 |
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+ | No log | 1.2941 | 154 | 0.6621 | 0.7686 | 0.6621 | 0.8137 |
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+ | No log | 1.3109 | 156 | 0.6287 | 0.7455 | 0.6287 | 0.7929 |
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+ | No log | 1.3277 | 158 | 0.7556 | 0.72 | 0.7556 | 0.8693 |
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+ | No log | 1.3445 | 160 | 1.0151 | 0.7607 | 1.0151 | 1.0075 |
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+ | No log | 1.3613 | 162 | 1.0369 | 0.7709 | 1.0369 | 1.0183 |
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+ | No log | 1.3782 | 164 | 0.8819 | 0.7709 | 0.8819 | 0.9391 |
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+ | No log | 1.3950 | 166 | 0.8204 | 0.7521 | 0.8204 | 0.9057 |
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+ | No log | 1.4118 | 168 | 0.8764 | 0.7709 | 0.8764 | 0.9362 |
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+ | No log | 1.4286 | 170 | 0.9132 | 0.7709 | 0.9132 | 0.9556 |
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+ | No log | 1.4454 | 172 | 1.0414 | 0.7157 | 1.0414 | 1.0205 |
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+ | No log | 1.4622 | 174 | 1.0070 | 0.7081 | 1.0070 | 1.0035 |
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+ | No log | 1.4790 | 176 | 0.7816 | 0.7782 | 0.7816 | 0.8841 |
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+ | No log | 1.4958 | 178 | 0.6891 | 0.7451 | 0.6891 | 0.8301 |
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+ | No log | 1.5126 | 180 | 0.6898 | 0.7451 | 0.6898 | 0.8305 |
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+ | No log | 1.5294 | 182 | 0.7407 | 0.7373 | 0.7407 | 0.8606 |
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+ | No log | 1.5462 | 184 | 0.7106 | 0.7373 | 0.7106 | 0.8430 |
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+ | No log | 1.5630 | 186 | 0.7211 | 0.7128 | 0.7211 | 0.8492 |
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+ | No log | 1.5798 | 188 | 0.6694 | 0.6602 | 0.6694 | 0.8182 |
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+ | No log | 1.5966 | 190 | 0.6929 | 0.6348 | 0.6929 | 0.8324 |
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+ | No log | 1.6134 | 192 | 0.7284 | 0.7073 | 0.7284 | 0.8535 |
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+ | No log | 1.6303 | 194 | 0.7398 | 0.7717 | 0.7398 | 0.8601 |
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+ | No log | 1.6471 | 196 | 0.7666 | 0.7717 | 0.7666 | 0.8756 |
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+ | No log | 1.6639 | 198 | 0.8328 | 0.7906 | 0.8328 | 0.9126 |
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+ | No log | 1.6807 | 200 | 0.8986 | 0.8051 | 0.8986 | 0.9479 |
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+ | No log | 1.6975 | 202 | 1.0259 | 0.7014 | 1.0259 | 1.0129 |
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+ | No log | 1.7143 | 204 | 0.9674 | 0.7429 | 0.9674 | 0.9836 |
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+ | No log | 1.7311 | 206 | 0.7518 | 0.7435 | 0.7518 | 0.8670 |
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+ | No log | 1.7479 | 208 | 0.6505 | 0.6602 | 0.6505 | 0.8065 |
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+ | No log | 1.7647 | 210 | 0.6026 | 0.6885 | 0.6026 | 0.7763 |
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+ | No log | 1.7815 | 212 | 0.6158 | 0.6875 | 0.6158 | 0.7847 |
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+ | No log | 1.7983 | 214 | 0.8342 | 0.7244 | 0.8342 | 0.9133 |
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+ | No log | 1.8151 | 216 | 0.9917 | 0.7730 | 0.9917 | 0.9959 |
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+ | No log | 1.8319 | 218 | 0.9909 | 0.7730 | 0.9909 | 0.9954 |
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+ | No log | 1.8487 | 220 | 0.7400 | 0.7670 | 0.7400 | 0.8602 |
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+ | No log | 1.8655 | 222 | 0.6105 | 0.7668 | 0.6105 | 0.7813 |
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+ | No log | 1.8824 | 224 | 0.6060 | 0.7868 | 0.6060 | 0.7785 |
164
+ | No log | 1.8992 | 226 | 0.6315 | 0.7668 | 0.6315 | 0.7947 |
165
+ | No log | 1.9160 | 228 | 0.7571 | 0.7244 | 0.7571 | 0.8701 |
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+ | No log | 1.9328 | 230 | 0.8864 | 0.7808 | 0.8864 | 0.9415 |
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+ | No log | 1.9496 | 232 | 0.8109 | 0.7433 | 0.8109 | 0.9005 |
168
+ | No log | 1.9664 | 234 | 0.6483 | 0.7451 | 0.6483 | 0.8052 |
169
+ | No log | 1.9832 | 236 | 0.6146 | 0.7204 | 0.6146 | 0.7840 |
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+ | No log | 2.0 | 238 | 0.6039 | 0.7455 | 0.6039 | 0.7771 |
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+ | No log | 2.0168 | 240 | 0.6347 | 0.7451 | 0.6347 | 0.7967 |
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+ | No log | 2.0336 | 242 | 0.7128 | 0.7835 | 0.7128 | 0.8443 |
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+ | No log | 2.0504 | 244 | 0.8295 | 0.7601 | 0.8295 | 0.9108 |
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+ | No log | 2.0672 | 246 | 0.7862 | 0.7601 | 0.7862 | 0.8867 |
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+ | No log | 2.0840 | 248 | 0.6707 | 0.7927 | 0.6707 | 0.8189 |
176
+ | No log | 2.1008 | 250 | 0.6024 | 0.6942 | 0.6024 | 0.7762 |
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+ | No log | 2.1176 | 252 | 0.6098 | 0.6310 | 0.6098 | 0.7809 |
178
+ | No log | 2.1345 | 254 | 0.6071 | 0.6310 | 0.6071 | 0.7792 |
179
+ | No log | 2.1513 | 256 | 0.6303 | 0.7277 | 0.6303 | 0.7939 |
180
+ | No log | 2.1681 | 258 | 0.7751 | 0.7354 | 0.7751 | 0.8804 |
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+ | No log | 2.1849 | 260 | 1.2088 | 0.7911 | 1.2088 | 1.0994 |
182
+ | No log | 2.2017 | 262 | 1.6193 | 0.6518 | 1.6193 | 1.2725 |
183
+ | No log | 2.2185 | 264 | 1.6078 | 0.6562 | 1.6078 | 1.2680 |
184
+ | No log | 2.2353 | 266 | 1.3167 | 0.6563 | 1.3167 | 1.1475 |
185
+ | No log | 2.2521 | 268 | 0.9291 | 0.7979 | 0.9291 | 0.9639 |
186
+ | No log | 2.2689 | 270 | 0.7862 | 0.8094 | 0.7862 | 0.8867 |
187
+ | No log | 2.2857 | 272 | 0.7099 | 0.6447 | 0.7099 | 0.8426 |
188
+ | No log | 2.3025 | 274 | 0.7213 | 0.7717 | 0.7213 | 0.8493 |
189
+ | No log | 2.3193 | 276 | 0.8592 | 0.7979 | 0.8592 | 0.9269 |
190
+ | No log | 2.3361 | 278 | 1.0105 | 0.7598 | 1.0105 | 1.0052 |
191
+ | No log | 2.3529 | 280 | 1.0465 | 0.8047 | 1.0465 | 1.0230 |
192
+ | No log | 2.3697 | 282 | 0.9737 | 0.8047 | 0.9737 | 0.9868 |
193
+ | No log | 2.3866 | 284 | 0.8167 | 0.7983 | 0.8167 | 0.9037 |
194
+ | No log | 2.4034 | 286 | 0.7056 | 0.7073 | 0.7056 | 0.8400 |
195
+ | No log | 2.4202 | 288 | 0.6479 | 0.6937 | 0.6479 | 0.8049 |
196
+ | No log | 2.4370 | 290 | 0.6326 | 0.7204 | 0.6326 | 0.7954 |
197
+ | No log | 2.4538 | 292 | 0.6029 | 0.6602 | 0.6029 | 0.7765 |
198
+ | No log | 2.4706 | 294 | 0.5983 | 0.6774 | 0.5983 | 0.7735 |
199
+ | No log | 2.4874 | 296 | 0.6244 | 0.7204 | 0.6244 | 0.7902 |
200
+ | No log | 2.5042 | 298 | 0.7387 | 0.7273 | 0.7387 | 0.8595 |
201
+ | No log | 2.5210 | 300 | 0.8441 | 0.7354 | 0.8441 | 0.9188 |
202
+ | No log | 2.5378 | 302 | 0.9297 | 0.7354 | 0.9297 | 0.9642 |
203
+ | No log | 2.5546 | 304 | 1.0739 | 0.7752 | 1.0739 | 1.0363 |
204
+ | No log | 2.5714 | 306 | 1.0167 | 0.7756 | 1.0167 | 1.0083 |
205
+ | No log | 2.5882 | 308 | 0.9717 | 0.7756 | 0.9717 | 0.9858 |
206
+ | No log | 2.6050 | 310 | 0.8801 | 0.7756 | 0.8801 | 0.9381 |
207
+ | No log | 2.6218 | 312 | 0.8034 | 0.6861 | 0.8034 | 0.8963 |
208
+ | No log | 2.6387 | 314 | 0.7825 | 0.6922 | 0.7825 | 0.8846 |
209
+ | No log | 2.6555 | 316 | 0.7223 | 0.7268 | 0.7223 | 0.8499 |
210
+ | No log | 2.6723 | 318 | 0.7388 | 0.6861 | 0.7388 | 0.8595 |
211
+ | No log | 2.6891 | 320 | 0.8042 | 0.6861 | 0.8042 | 0.8968 |
212
+ | No log | 2.7059 | 322 | 0.9514 | 0.7756 | 0.9514 | 0.9754 |
213
+ | No log | 2.7227 | 324 | 1.1912 | 0.7911 | 1.1912 | 1.0914 |
214
+ | No log | 2.7395 | 326 | 1.3875 | 0.7101 | 1.3875 | 1.1779 |
215
+ | No log | 2.7563 | 328 | 1.3459 | 0.6860 | 1.3459 | 1.1601 |
216
+ | No log | 2.7731 | 330 | 1.1406 | 0.7157 | 1.1406 | 1.0680 |
217
+ | No log | 2.7899 | 332 | 0.8949 | 0.7244 | 0.8949 | 0.9460 |
218
+ | No log | 2.8067 | 334 | 0.7337 | 0.6060 | 0.7337 | 0.8565 |
219
+ | No log | 2.8235 | 336 | 0.6670 | 0.6655 | 0.6670 | 0.8167 |
220
+ | No log | 2.8403 | 338 | 0.7010 | 0.7447 | 0.7010 | 0.8372 |
221
+ | No log | 2.8571 | 340 | 0.8807 | 0.7433 | 0.8807 | 0.9384 |
222
+ | No log | 2.8739 | 342 | 1.0487 | 0.7514 | 1.0487 | 1.0241 |
223
+ | No log | 2.8908 | 344 | 1.2214 | 0.6621 | 1.2214 | 1.1052 |
224
+ | No log | 2.9076 | 346 | 1.1977 | 0.7081 | 1.1977 | 1.0944 |
225
+ | No log | 2.9244 | 348 | 1.0740 | 0.7081 | 1.0740 | 1.0363 |
226
+ | No log | 2.9412 | 350 | 0.9055 | 0.7517 | 0.9055 | 0.9516 |
227
+ | No log | 2.9580 | 352 | 0.8323 | 0.7823 | 0.8323 | 0.9123 |
228
+ | No log | 2.9748 | 354 | 0.8582 | 0.7823 | 0.8582 | 0.9264 |
229
+ | No log | 2.9916 | 356 | 0.8363 | 0.7823 | 0.8363 | 0.9145 |
230
+ | No log | 3.0084 | 358 | 0.8106 | 0.7823 | 0.8106 | 0.9003 |
231
+ | No log | 3.0252 | 360 | 0.7559 | 0.7620 | 0.7559 | 0.8694 |
232
+ | No log | 3.0420 | 362 | 0.7377 | 0.8022 | 0.7377 | 0.8589 |
233
+ | No log | 3.0588 | 364 | 0.6988 | 0.7308 | 0.6988 | 0.8359 |
234
+ | No log | 3.0756 | 366 | 0.6994 | 0.7160 | 0.6994 | 0.8363 |
235
+ | No log | 3.0924 | 368 | 0.7266 | 0.7251 | 0.7266 | 0.8524 |
236
+ | No log | 3.1092 | 370 | 0.7487 | 0.7087 | 0.7487 | 0.8653 |
237
+ | No log | 3.1261 | 372 | 0.7480 | 0.7030 | 0.7480 | 0.8649 |
238
+ | No log | 3.1429 | 374 | 0.7557 | 0.7030 | 0.7557 | 0.8693 |
239
+ | No log | 3.1597 | 376 | 0.7193 | 0.7668 | 0.7193 | 0.8481 |
240
+ | No log | 3.1765 | 378 | 0.7045 | 0.7390 | 0.7045 | 0.8393 |
241
+ | No log | 3.1933 | 380 | 0.6957 | 0.7390 | 0.6957 | 0.8341 |
242
+ | No log | 3.2101 | 382 | 0.7323 | 0.7087 | 0.7323 | 0.8558 |
243
+ | No log | 3.2269 | 384 | 0.8874 | 0.7756 | 0.8874 | 0.9420 |
244
+ | No log | 3.2437 | 386 | 0.9895 | 0.7517 | 0.9895 | 0.9948 |
245
+ | No log | 3.2605 | 388 | 0.9639 | 0.7517 | 0.9639 | 0.9818 |
246
+ | No log | 3.2773 | 390 | 0.9782 | 0.7332 | 0.9782 | 0.9890 |
247
+ | No log | 3.2941 | 392 | 1.0147 | 0.7244 | 1.0147 | 1.0073 |
248
+ | No log | 3.3109 | 394 | 0.9896 | 0.7244 | 0.9896 | 0.9948 |
249
+ | No log | 3.3277 | 396 | 1.0326 | 0.7517 | 1.0326 | 1.0161 |
250
+ | No log | 3.3445 | 398 | 1.0318 | 0.7517 | 1.0318 | 1.0158 |
251
+ | No log | 3.3613 | 400 | 0.9802 | 0.7517 | 0.9802 | 0.9901 |
252
+ | No log | 3.3782 | 402 | 0.8681 | 0.6922 | 0.8681 | 0.9317 |
253
+ | No log | 3.3950 | 404 | 0.7490 | 0.7123 | 0.7490 | 0.8655 |
254
+ | No log | 3.4118 | 406 | 0.7464 | 0.7123 | 0.7464 | 0.8639 |
255
+ | No log | 3.4286 | 408 | 0.8087 | 0.7191 | 0.8087 | 0.8993 |
256
+ | No log | 3.4454 | 410 | 0.9447 | 0.7668 | 0.9447 | 0.9719 |
257
+ | No log | 3.4622 | 412 | 1.0944 | 0.7911 | 1.0944 | 1.0461 |
258
+ | No log | 3.4790 | 414 | 1.0830 | 0.7598 | 1.0830 | 1.0407 |
259
+ | No log | 3.4958 | 416 | 0.9872 | 0.7598 | 0.9872 | 0.9936 |
260
+ | No log | 3.5126 | 418 | 0.9216 | 0.7979 | 0.9216 | 0.9600 |
261
+ | No log | 3.5294 | 420 | 0.8411 | 0.7717 | 0.8411 | 0.9171 |
262
+ | No log | 3.5462 | 422 | 0.7454 | 0.7717 | 0.7454 | 0.8634 |
263
+ | No log | 3.5630 | 424 | 0.7057 | 0.6396 | 0.7057 | 0.8401 |
264
+ | No log | 3.5798 | 426 | 0.7306 | 0.7717 | 0.7306 | 0.8547 |
265
+ | No log | 3.5966 | 428 | 0.7893 | 0.7983 | 0.7893 | 0.8884 |
266
+ | No log | 3.6134 | 430 | 0.9450 | 0.7350 | 0.9450 | 0.9721 |
267
+ | No log | 3.6303 | 432 | 1.1285 | 0.7514 | 1.1285 | 1.0623 |
268
+ | No log | 3.6471 | 434 | 1.1492 | 0.7514 | 1.1492 | 1.0720 |
269
+ | No log | 3.6639 | 436 | 0.9909 | 0.7350 | 0.9909 | 0.9955 |
270
+ | No log | 3.6807 | 438 | 0.8084 | 0.7685 | 0.8084 | 0.8991 |
271
+ | No log | 3.6975 | 440 | 0.7466 | 0.8349 | 0.7466 | 0.8640 |
272
+ | No log | 3.7143 | 442 | 0.7364 | 0.8465 | 0.7364 | 0.8581 |
273
+ | No log | 3.7311 | 444 | 0.7726 | 0.7983 | 0.7726 | 0.8790 |
274
+ | No log | 3.7479 | 446 | 0.8002 | 0.7983 | 0.8002 | 0.8945 |
275
+ | No log | 3.7647 | 448 | 0.8445 | 0.7983 | 0.8445 | 0.9190 |
276
+ | No log | 3.7815 | 450 | 0.8755 | 0.7875 | 0.8755 | 0.9357 |
277
+ | No log | 3.7983 | 452 | 1.0061 | 0.7514 | 1.0061 | 1.0030 |
278
+ | No log | 3.8151 | 454 | 1.0402 | 0.7514 | 1.0402 | 1.0199 |
279
+ | No log | 3.8319 | 456 | 0.9209 | 0.7350 | 0.9209 | 0.9596 |
280
+ | No log | 3.8487 | 458 | 0.7955 | 0.7685 | 0.7955 | 0.8919 |
281
+ | No log | 3.8655 | 460 | 0.7138 | 0.8232 | 0.7138 | 0.8449 |
282
+ | No log | 3.8824 | 462 | 0.6899 | 0.7614 | 0.6899 | 0.8306 |
283
+ | No log | 3.8992 | 464 | 0.7408 | 0.8232 | 0.7408 | 0.8607 |
284
+ | No log | 3.9160 | 466 | 0.8446 | 0.7433 | 0.8446 | 0.9190 |
285
+ | No log | 3.9328 | 468 | 0.9034 | 0.7350 | 0.9034 | 0.9505 |
286
+ | No log | 3.9496 | 470 | 0.8563 | 0.7983 | 0.8563 | 0.9254 |
287
+ | No log | 3.9664 | 472 | 0.7874 | 0.7717 | 0.7874 | 0.8874 |
288
+ | No log | 3.9832 | 474 | 0.7926 | 0.7717 | 0.7926 | 0.8903 |
289
+ | No log | 4.0 | 476 | 0.8109 | 0.7717 | 0.8109 | 0.9005 |
290
+ | No log | 4.0168 | 478 | 0.8710 | 0.7979 | 0.8710 | 0.9333 |
291
+ | No log | 4.0336 | 480 | 0.8545 | 0.7979 | 0.8545 | 0.9244 |
292
+ | No log | 4.0504 | 482 | 0.7923 | 0.7435 | 0.7923 | 0.8901 |
293
+ | No log | 4.0672 | 484 | 0.7981 | 0.6922 | 0.7981 | 0.8933 |
294
+ | No log | 4.0840 | 486 | 0.7652 | 0.6922 | 0.7652 | 0.8747 |
295
+ | No log | 4.1008 | 488 | 0.6809 | 0.7614 | 0.6809 | 0.8252 |
296
+ | No log | 4.1176 | 490 | 0.6502 | 0.8088 | 0.6502 | 0.8064 |
297
+ | No log | 4.1345 | 492 | 0.6340 | 0.8088 | 0.6340 | 0.7962 |
298
+ | No log | 4.1513 | 494 | 0.6327 | 0.8088 | 0.6327 | 0.7954 |
299
+ | No log | 4.1681 | 496 | 0.6325 | 0.8088 | 0.6325 | 0.7953 |
300
+ | No log | 4.1849 | 498 | 0.7168 | 0.7123 | 0.7168 | 0.8467 |
301
+ | 0.47 | 4.2017 | 500 | 0.8448 | 0.7517 | 0.8448 | 0.9191 |
302
+ | 0.47 | 4.2185 | 502 | 0.8658 | 0.7517 | 0.8658 | 0.9305 |
303
+ | 0.47 | 4.2353 | 504 | 0.8053 | 0.8094 | 0.8053 | 0.8974 |
304
+ | 0.47 | 4.2521 | 506 | 0.7062 | 0.7525 | 0.7062 | 0.8404 |
305
+ | 0.47 | 4.2689 | 508 | 0.6873 | 0.7232 | 0.6873 | 0.8290 |
306
+ | 0.47 | 4.2857 | 510 | 0.7196 | 0.7823 | 0.7196 | 0.8483 |
307
+ | 0.47 | 4.3025 | 512 | 0.8019 | 0.7823 | 0.8019 | 0.8955 |
308
+ | 0.47 | 4.3193 | 514 | 0.8604 | 0.8094 | 0.8604 | 0.9276 |
309
+ | 0.47 | 4.3361 | 516 | 0.9264 | 0.7333 | 0.9264 | 0.9625 |
310
+ | 0.47 | 4.3529 | 518 | 0.8802 | 0.7598 | 0.8802 | 0.9382 |
311
+ | 0.47 | 4.3697 | 520 | 0.8319 | 0.7517 | 0.8319 | 0.9121 |
312
+ | 0.47 | 4.3866 | 522 | 0.7937 | 0.7612 | 0.7937 | 0.8909 |
313
+ | 0.47 | 4.4034 | 524 | 0.7363 | 0.7983 | 0.7363 | 0.8581 |
314
+ | 0.47 | 4.4202 | 526 | 0.6894 | 0.7983 | 0.6894 | 0.8303 |
315
+ | 0.47 | 4.4370 | 528 | 0.6682 | 0.8352 | 0.6682 | 0.8175 |
316
+ | 0.47 | 4.4538 | 530 | 0.7046 | 0.8019 | 0.7046 | 0.8394 |
317
+ | 0.47 | 4.4706 | 532 | 0.7665 | 0.7350 | 0.7665 | 0.8755 |
318
+ | 0.47 | 4.4874 | 534 | 0.7444 | 0.7779 | 0.7444 | 0.8628 |
319
+ | 0.47 | 4.5042 | 536 | 0.6611 | 0.7769 | 0.6611 | 0.8131 |
320
+ | 0.47 | 4.5210 | 538 | 0.6001 | 0.7906 | 0.6001 | 0.7747 |
321
+ | 0.47 | 4.5378 | 540 | 0.5954 | 0.7906 | 0.5954 | 0.7716 |
322
+ | 0.47 | 4.5546 | 542 | 0.6352 | 0.7769 | 0.6352 | 0.7970 |
323
+ | 0.47 | 4.5714 | 544 | 0.6847 | 0.7529 | 0.6847 | 0.8275 |
324
+ | 0.47 | 4.5882 | 546 | 0.7289 | 0.7704 | 0.7289 | 0.8537 |
325
+ | 0.47 | 4.6050 | 548 | 0.7639 | 0.7704 | 0.7639 | 0.8740 |
326
+ | 0.47 | 4.6218 | 550 | 0.7717 | 0.7704 | 0.7717 | 0.8785 |
327
+ | 0.47 | 4.6387 | 552 | 0.7868 | 0.7610 | 0.7868 | 0.8870 |
328
+ | 0.47 | 4.6555 | 554 | 0.8169 | 0.7191 | 0.8169 | 0.9038 |
329
+ | 0.47 | 4.6723 | 556 | 0.8028 | 0.7191 | 0.8028 | 0.8960 |
330
+ | 0.47 | 4.6891 | 558 | 0.8529 | 0.7191 | 0.8529 | 0.9235 |
331
+ | 0.47 | 4.7059 | 560 | 0.8850 | 0.6922 | 0.8850 | 0.9408 |
332
+ | 0.47 | 4.7227 | 562 | 0.9131 | 0.7433 | 0.9131 | 0.9556 |
333
+ | 0.47 | 4.7395 | 564 | 0.8645 | 0.7685 | 0.8645 | 0.9298 |
334
+ | 0.47 | 4.7563 | 566 | 0.7459 | 0.7191 | 0.7459 | 0.8636 |
335
+ | 0.47 | 4.7731 | 568 | 0.6729 | 0.7769 | 0.6729 | 0.8203 |
336
+ | 0.47 | 4.7899 | 570 | 0.6696 | 0.7859 | 0.6696 | 0.8183 |
337
+ | 0.47 | 4.8067 | 572 | 0.7326 | 0.7704 | 0.7326 | 0.8559 |
338
+ | 0.47 | 4.8235 | 574 | 0.8796 | 0.7433 | 0.8796 | 0.9379 |
339
+ | 0.47 | 4.8403 | 576 | 1.0574 | 0.7598 | 1.0574 | 1.0283 |
340
+ | 0.47 | 4.8571 | 578 | 1.1100 | 0.7598 | 1.1100 | 1.0535 |
341
+ | 0.47 | 4.8739 | 580 | 1.0344 | 0.7598 | 1.0344 | 1.0170 |
342
+ | 0.47 | 4.8908 | 582 | 0.8885 | 0.7875 | 0.8885 | 0.9426 |
343
+ | 0.47 | 4.9076 | 584 | 0.7703 | 0.7435 | 0.7703 | 0.8777 |
344
+ | 0.47 | 4.9244 | 586 | 0.7314 | 0.7439 | 0.7314 | 0.8552 |
345
+ | 0.47 | 4.9412 | 588 | 0.7671 | 0.7435 | 0.7671 | 0.8758 |
346
+ | 0.47 | 4.9580 | 590 | 0.8602 | 0.7983 | 0.8602 | 0.9275 |
347
+ | 0.47 | 4.9748 | 592 | 0.8993 | 0.7875 | 0.8993 | 0.9483 |
348
+ | 0.47 | 4.9916 | 594 | 0.8962 | 0.7875 | 0.8962 | 0.9467 |
349
+ | 0.47 | 5.0084 | 596 | 0.9321 | 0.7350 | 0.9321 | 0.9655 |
350
+ | 0.47 | 5.0252 | 598 | 0.8870 | 0.7433 | 0.8870 | 0.9418 |
351
+ | 0.47 | 5.0420 | 600 | 0.8676 | 0.7433 | 0.8676 | 0.9314 |
352
+ | 0.47 | 5.0588 | 602 | 0.8224 | 0.7875 | 0.8224 | 0.9069 |
353
+ | 0.47 | 5.0756 | 604 | 0.7445 | 0.7435 | 0.7445 | 0.8628 |
354
+ | 0.47 | 5.0924 | 606 | 0.7177 | 0.7435 | 0.7177 | 0.8472 |
355
+ | 0.47 | 5.1092 | 608 | 0.6778 | 0.7955 | 0.6778 | 0.8233 |
356
+ | 0.47 | 5.1261 | 610 | 0.6840 | 0.7955 | 0.6840 | 0.8270 |
357
+ | 0.47 | 5.1429 | 612 | 0.7262 | 0.7443 | 0.7262 | 0.8522 |
358
+ | 0.47 | 5.1597 | 614 | 0.8476 | 0.7350 | 0.8476 | 0.9207 |
359
+ | 0.47 | 5.1765 | 616 | 0.9528 | 0.7350 | 0.9528 | 0.9761 |
360
+ | 0.47 | 5.1933 | 618 | 0.9440 | 0.7350 | 0.9440 | 0.9716 |
361
+ | 0.47 | 5.2101 | 620 | 0.8419 | 0.7350 | 0.8419 | 0.9175 |
362
+ | 0.47 | 5.2269 | 622 | 0.7395 | 0.8120 | 0.7395 | 0.8600 |
363
+ | 0.47 | 5.2437 | 624 | 0.7223 | 0.7704 | 0.7223 | 0.8499 |
364
+ | 0.47 | 5.2605 | 626 | 0.7637 | 0.7685 | 0.7637 | 0.8739 |
365
+ | 0.47 | 5.2773 | 628 | 0.8569 | 0.7350 | 0.8569 | 0.9257 |
366
+ | 0.47 | 5.2941 | 630 | 0.9236 | 0.7350 | 0.9236 | 0.9611 |
367
+ | 0.47 | 5.3109 | 632 | 0.9122 | 0.7429 | 0.9122 | 0.9551 |
368
+ | 0.47 | 5.3277 | 634 | 0.8658 | 0.7429 | 0.8658 | 0.9305 |
369
+ | 0.47 | 5.3445 | 636 | 0.8181 | 0.6992 | 0.8181 | 0.9045 |
370
+ | 0.47 | 5.3613 | 638 | 0.7578 | 0.7435 | 0.7578 | 0.8705 |
371
+ | 0.47 | 5.3782 | 640 | 0.7516 | 0.7351 | 0.7516 | 0.8669 |
372
+ | 0.47 | 5.3950 | 642 | 0.7784 | 0.6992 | 0.7784 | 0.8823 |
373
+ | 0.47 | 5.4118 | 644 | 0.8479 | 0.6987 | 0.8479 | 0.9208 |
374
+ | 0.47 | 5.4286 | 646 | 0.9551 | 0.7429 | 0.9551 | 0.9773 |
375
+ | 0.47 | 5.4454 | 648 | 1.0120 | 0.7429 | 1.0120 | 1.0060 |
376
+ | 0.47 | 5.4622 | 650 | 0.9662 | 0.7429 | 0.9662 | 0.9829 |
377
+ | 0.47 | 5.4790 | 652 | 0.9218 | 0.7429 | 0.9218 | 0.9601 |
378
+ | 0.47 | 5.4958 | 654 | 0.8558 | 0.7429 | 0.8558 | 0.9251 |
379
+ | 0.47 | 5.5126 | 656 | 0.8709 | 0.7429 | 0.8709 | 0.9332 |
380
+ | 0.47 | 5.5294 | 658 | 0.9066 | 0.7429 | 0.9066 | 0.9522 |
381
+ | 0.47 | 5.5462 | 660 | 0.8646 | 0.7517 | 0.8646 | 0.9299 |
382
+ | 0.47 | 5.5630 | 662 | 0.7773 | 0.7521 | 0.7773 | 0.8817 |
383
+ | 0.47 | 5.5798 | 664 | 0.7518 | 0.7437 | 0.7518 | 0.8670 |
384
+ | 0.47 | 5.5966 | 666 | 0.7378 | 0.7689 | 0.7378 | 0.8590 |
385
+ | 0.47 | 5.6134 | 668 | 0.7858 | 0.7433 | 0.7858 | 0.8865 |
386
+ | 0.47 | 5.6303 | 670 | 0.8736 | 0.7350 | 0.8736 | 0.9346 |
387
+ | 0.47 | 5.6471 | 672 | 0.9298 | 0.7429 | 0.9298 | 0.9643 |
388
+ | 0.47 | 5.6639 | 674 | 0.9502 | 0.7429 | 0.9502 | 0.9748 |
389
+ | 0.47 | 5.6807 | 676 | 0.8787 | 0.7350 | 0.8787 | 0.9374 |
390
+ | 0.47 | 5.6975 | 678 | 0.8399 | 0.7350 | 0.8399 | 0.9165 |
391
+ | 0.47 | 5.7143 | 680 | 0.8436 | 0.7350 | 0.8436 | 0.9185 |
392
+ | 0.47 | 5.7311 | 682 | 0.8973 | 0.7350 | 0.8973 | 0.9473 |
393
+ | 0.47 | 5.7479 | 684 | 0.9649 | 0.7333 | 0.9649 | 0.9823 |
394
+ | 0.47 | 5.7647 | 686 | 1.0365 | 0.7333 | 1.0365 | 1.0181 |
395
+ | 0.47 | 5.7815 | 688 | 1.0357 | 0.7333 | 1.0357 | 1.0177 |
396
+ | 0.47 | 5.7983 | 690 | 1.0197 | 0.7333 | 1.0197 | 1.0098 |
397
+ | 0.47 | 5.8151 | 692 | 0.9542 | 0.7516 | 0.9542 | 0.9768 |
398
+ | 0.47 | 5.8319 | 694 | 0.9183 | 0.7516 | 0.9183 | 0.9583 |
399
+ | 0.47 | 5.8487 | 696 | 0.8795 | 0.7327 | 0.8795 | 0.9378 |
400
+ | 0.47 | 5.8655 | 698 | 0.8461 | 0.7327 | 0.8461 | 0.9198 |
401
+ | 0.47 | 5.8824 | 700 | 0.8288 | 0.7244 | 0.8288 | 0.9104 |
402
+ | 0.47 | 5.8992 | 702 | 0.8023 | 0.7779 | 0.8023 | 0.8957 |
403
+ | 0.47 | 5.9160 | 704 | 0.7552 | 0.7779 | 0.7552 | 0.8690 |
404
+ | 0.47 | 5.9328 | 706 | 0.7829 | 0.7779 | 0.7829 | 0.8848 |
405
+ | 0.47 | 5.9496 | 708 | 0.8469 | 0.7597 | 0.8469 | 0.9203 |
406
+ | 0.47 | 5.9664 | 710 | 0.8712 | 0.7597 | 0.8712 | 0.9334 |
407
+ | 0.47 | 5.9832 | 712 | 0.9442 | 0.7429 | 0.9442 | 0.9717 |
408
+ | 0.47 | 6.0 | 714 | 0.9401 | 0.7157 | 0.9401 | 0.9696 |
409
+ | 0.47 | 6.0168 | 716 | 0.8484 | 0.7779 | 0.8484 | 0.9211 |
410
+ | 0.47 | 6.0336 | 718 | 0.7477 | 0.8232 | 0.7477 | 0.8647 |
411
+ | 0.47 | 6.0504 | 720 | 0.7265 | 0.8232 | 0.7265 | 0.8523 |
412
+ | 0.47 | 6.0672 | 722 | 0.7275 | 0.7986 | 0.7275 | 0.8529 |
413
+ | 0.47 | 6.0840 | 724 | 0.7784 | 0.7823 | 0.7784 | 0.8823 |
414
+ | 0.47 | 6.1008 | 726 | 0.7997 | 0.7823 | 0.7997 | 0.8943 |
415
+ | 0.47 | 6.1176 | 728 | 0.7562 | 0.7717 | 0.7562 | 0.8696 |
416
+ | 0.47 | 6.1345 | 730 | 0.6927 | 0.7439 | 0.6927 | 0.8323 |
417
+ | 0.47 | 6.1513 | 732 | 0.6616 | 0.7439 | 0.6616 | 0.8134 |
418
+ | 0.47 | 6.1681 | 734 | 0.6642 | 0.7439 | 0.6642 | 0.8150 |
419
+ | 0.47 | 6.1849 | 736 | 0.7022 | 0.8232 | 0.7022 | 0.8380 |
420
+ | 0.47 | 6.2017 | 738 | 0.7303 | 0.8120 | 0.7303 | 0.8546 |
421
+ | 0.47 | 6.2185 | 740 | 0.7666 | 0.8120 | 0.7666 | 0.8756 |
422
+ | 0.47 | 6.2353 | 742 | 0.8213 | 0.7979 | 0.8213 | 0.9063 |
423
+ | 0.47 | 6.2521 | 744 | 0.8408 | 0.7979 | 0.8408 | 0.9169 |
424
+ | 0.47 | 6.2689 | 746 | 0.8589 | 0.7709 | 0.8589 | 0.9268 |
425
+ | 0.47 | 6.2857 | 748 | 0.8360 | 0.7709 | 0.8360 | 0.9143 |
426
+ | 0.47 | 6.3025 | 750 | 0.8128 | 0.7979 | 0.8128 | 0.9016 |
427
+ | 0.47 | 6.3193 | 752 | 0.7897 | 0.8229 | 0.7897 | 0.8886 |
428
+ | 0.47 | 6.3361 | 754 | 0.8087 | 0.7709 | 0.8087 | 0.8993 |
429
+ | 0.47 | 6.3529 | 756 | 0.8059 | 0.7709 | 0.8059 | 0.8977 |
430
+ | 0.47 | 6.3697 | 758 | 0.8539 | 0.7709 | 0.8539 | 0.9241 |
431
+ | 0.47 | 6.3866 | 760 | 0.8528 | 0.7709 | 0.8528 | 0.9235 |
432
+ | 0.47 | 6.4034 | 762 | 0.8685 | 0.7709 | 0.8685 | 0.9320 |
433
+ | 0.47 | 6.4202 | 764 | 0.9017 | 0.7709 | 0.9017 | 0.9496 |
434
+ | 0.47 | 6.4370 | 766 | 0.9252 | 0.7709 | 0.9252 | 0.9619 |
435
+ | 0.47 | 6.4538 | 768 | 0.8952 | 0.7709 | 0.8952 | 0.9461 |
436
+ | 0.47 | 6.4706 | 770 | 0.8247 | 0.7709 | 0.8247 | 0.9081 |
437
+ | 0.47 | 6.4874 | 772 | 0.7572 | 0.7525 | 0.7572 | 0.8702 |
438
+ | 0.47 | 6.5042 | 774 | 0.7391 | 0.7525 | 0.7391 | 0.8597 |
439
+ | 0.47 | 6.5210 | 776 | 0.7473 | 0.7525 | 0.7473 | 0.8644 |
440
+ | 0.47 | 6.5378 | 778 | 0.7978 | 0.7226 | 0.7978 | 0.8932 |
441
+ | 0.47 | 6.5546 | 780 | 0.9089 | 0.7709 | 0.9089 | 0.9534 |
442
+ | 0.47 | 6.5714 | 782 | 1.0025 | 0.7898 | 1.0025 | 1.0012 |
443
+ | 0.47 | 6.5882 | 784 | 1.0543 | 0.7898 | 1.0543 | 1.0268 |
444
+ | 0.47 | 6.6050 | 786 | 1.0334 | 0.7898 | 1.0334 | 1.0166 |
445
+ | 0.47 | 6.6218 | 788 | 1.0191 | 0.7898 | 1.0191 | 1.0095 |
446
+ | 0.47 | 6.6387 | 790 | 0.9355 | 0.7819 | 0.9355 | 0.9672 |
447
+ | 0.47 | 6.6555 | 792 | 0.8193 | 0.6909 | 0.8193 | 0.9052 |
448
+ | 0.47 | 6.6723 | 794 | 0.7491 | 0.6909 | 0.7491 | 0.8655 |
449
+ | 0.47 | 6.6891 | 796 | 0.7288 | 0.7232 | 0.7288 | 0.8537 |
450
+ | 0.47 | 6.7059 | 798 | 0.7440 | 0.7232 | 0.7440 | 0.8625 |
451
+ | 0.47 | 6.7227 | 800 | 0.8098 | 0.7226 | 0.8098 | 0.8999 |
452
+ | 0.47 | 6.7395 | 802 | 0.9254 | 0.7709 | 0.9254 | 0.9620 |
453
+ | 0.47 | 6.7563 | 804 | 1.0141 | 0.6866 | 1.0141 | 1.0070 |
454
+ | 0.47 | 6.7731 | 806 | 1.0317 | 0.6866 | 1.0317 | 1.0157 |
455
+ | 0.47 | 6.7899 | 808 | 1.0464 | 0.7047 | 1.0464 | 1.0229 |
456
+ | 0.47 | 6.8067 | 810 | 0.9844 | 0.6940 | 0.9844 | 0.9922 |
457
+ | 0.47 | 6.8235 | 812 | 0.9393 | 0.7020 | 0.9393 | 0.9692 |
458
+ | 0.47 | 6.8403 | 814 | 0.9522 | 0.6940 | 0.9522 | 0.9758 |
459
+ | 0.47 | 6.8571 | 816 | 0.9749 | 0.6940 | 0.9749 | 0.9874 |
460
+ | 0.47 | 6.8739 | 818 | 0.9763 | 0.7239 | 0.9763 | 0.9881 |
461
+ | 0.47 | 6.8908 | 820 | 0.9515 | 0.7239 | 0.9515 | 0.9755 |
462
+ | 0.47 | 6.9076 | 822 | 0.9604 | 0.7421 | 0.9604 | 0.9800 |
463
+ | 0.47 | 6.9244 | 824 | 0.9002 | 0.7709 | 0.9002 | 0.9488 |
464
+ | 0.47 | 6.9412 | 826 | 0.8471 | 0.7709 | 0.8471 | 0.9204 |
465
+ | 0.47 | 6.9580 | 828 | 0.8330 | 0.7709 | 0.8330 | 0.9127 |
466
+ | 0.47 | 6.9748 | 830 | 0.8494 | 0.7709 | 0.8494 | 0.9216 |
467
+ | 0.47 | 6.9916 | 832 | 0.8818 | 0.7709 | 0.8818 | 0.9390 |
468
+ | 0.47 | 7.0084 | 834 | 0.9249 | 0.7898 | 0.9249 | 0.9617 |
469
+ | 0.47 | 7.0252 | 836 | 0.9823 | 0.7898 | 0.9823 | 0.9911 |
470
+ | 0.47 | 7.0420 | 838 | 0.9730 | 0.7898 | 0.9730 | 0.9864 |
471
+ | 0.47 | 7.0588 | 840 | 0.9598 | 0.7898 | 0.9598 | 0.9797 |
472
+ | 0.47 | 7.0756 | 842 | 0.8998 | 0.7819 | 0.8998 | 0.9486 |
473
+ | 0.47 | 7.0924 | 844 | 0.8489 | 0.7226 | 0.8489 | 0.9214 |
474
+ | 0.47 | 7.1092 | 846 | 0.8172 | 0.7226 | 0.8172 | 0.9040 |
475
+ | 0.47 | 7.1261 | 848 | 0.8148 | 0.7525 | 0.8148 | 0.9027 |
476
+ | 0.47 | 7.1429 | 850 | 0.8378 | 0.7226 | 0.8378 | 0.9153 |
477
+ | 0.47 | 7.1597 | 852 | 0.8931 | 0.7327 | 0.8931 | 0.9450 |
478
+ | 0.47 | 7.1765 | 854 | 0.9533 | 0.7421 | 0.9533 | 0.9763 |
479
+ | 0.47 | 7.1933 | 856 | 1.0009 | 0.7333 | 1.0009 | 1.0005 |
480
+ | 0.47 | 7.2101 | 858 | 1.0255 | 0.7333 | 1.0255 | 1.0126 |
481
+ | 0.47 | 7.2269 | 860 | 1.0058 | 0.7333 | 1.0058 | 1.0029 |
482
+ | 0.47 | 7.2437 | 862 | 0.9726 | 0.7333 | 0.9726 | 0.9862 |
483
+ | 0.47 | 7.2605 | 864 | 0.9555 | 0.7333 | 0.9555 | 0.9775 |
484
+ | 0.47 | 7.2773 | 866 | 0.8942 | 0.7239 | 0.8942 | 0.9456 |
485
+ | 0.47 | 7.2941 | 868 | 0.8599 | 0.7612 | 0.8599 | 0.9273 |
486
+ | 0.47 | 7.3109 | 870 | 0.8073 | 0.7612 | 0.8073 | 0.8985 |
487
+ | 0.47 | 7.3277 | 872 | 0.7829 | 0.7612 | 0.7829 | 0.8848 |
488
+ | 0.47 | 7.3445 | 874 | 0.7977 | 0.7612 | 0.7977 | 0.8931 |
489
+ | 0.47 | 7.3613 | 876 | 0.8004 | 0.7612 | 0.8004 | 0.8947 |
490
+ | 0.47 | 7.3782 | 878 | 0.8061 | 0.8094 | 0.8061 | 0.8978 |
491
+ | 0.47 | 7.3950 | 880 | 0.8073 | 0.8094 | 0.8073 | 0.8985 |
492
+ | 0.47 | 7.4118 | 882 | 0.7907 | 0.8094 | 0.7907 | 0.8892 |
493
+ | 0.47 | 7.4286 | 884 | 0.8003 | 0.8094 | 0.8003 | 0.8946 |
494
+ | 0.47 | 7.4454 | 886 | 0.7907 | 0.8094 | 0.7907 | 0.8892 |
495
+ | 0.47 | 7.4622 | 888 | 0.7638 | 0.8094 | 0.7638 | 0.8739 |
496
+ | 0.47 | 7.4790 | 890 | 0.7725 | 0.8094 | 0.7725 | 0.8789 |
497
+ | 0.47 | 7.4958 | 892 | 0.8173 | 0.7429 | 0.8173 | 0.9041 |
498
+ | 0.47 | 7.5126 | 894 | 0.8748 | 0.7598 | 0.8748 | 0.9353 |
499
+ | 0.47 | 7.5294 | 896 | 0.8722 | 0.7598 | 0.8722 | 0.9339 |
500
+ | 0.47 | 7.5462 | 898 | 0.8704 | 0.7598 | 0.8704 | 0.9329 |
501
+ | 0.47 | 7.5630 | 900 | 0.8411 | 0.7517 | 0.8411 | 0.9171 |
502
+ | 0.47 | 7.5798 | 902 | 0.7902 | 0.7517 | 0.7902 | 0.8889 |
503
+ | 0.47 | 7.5966 | 904 | 0.7599 | 0.8232 | 0.7599 | 0.8717 |
504
+ | 0.47 | 7.6134 | 906 | 0.7579 | 0.8232 | 0.7579 | 0.8706 |
505
+ | 0.47 | 7.6303 | 908 | 0.7989 | 0.7612 | 0.7989 | 0.8938 |
506
+ | 0.47 | 7.6471 | 910 | 0.8378 | 0.7612 | 0.8378 | 0.9153 |
507
+ | 0.47 | 7.6639 | 912 | 0.8762 | 0.7692 | 0.8762 | 0.9360 |
508
+ | 0.47 | 7.6807 | 914 | 0.8863 | 0.7692 | 0.8863 | 0.9414 |
509
+ | 0.47 | 7.6975 | 916 | 0.8942 | 0.7333 | 0.8942 | 0.9456 |
510
+ | 0.47 | 7.7143 | 918 | 0.8804 | 0.7793 | 0.8804 | 0.9383 |
511
+ | 0.47 | 7.7311 | 920 | 0.8537 | 0.7612 | 0.8537 | 0.9239 |
512
+ | 0.47 | 7.7479 | 922 | 0.8500 | 0.7612 | 0.8500 | 0.9220 |
513
+ | 0.47 | 7.7647 | 924 | 0.8432 | 0.7612 | 0.8432 | 0.9183 |
514
+ | 0.47 | 7.7815 | 926 | 0.8117 | 0.7612 | 0.8117 | 0.9009 |
515
+ | 0.47 | 7.7983 | 928 | 0.7938 | 0.8094 | 0.7938 | 0.8909 |
516
+ | 0.47 | 7.8151 | 930 | 0.7945 | 0.8094 | 0.7945 | 0.8914 |
517
+ | 0.47 | 7.8319 | 932 | 0.8255 | 0.7612 | 0.8255 | 0.9086 |
518
+ | 0.47 | 7.8487 | 934 | 0.8718 | 0.7612 | 0.8718 | 0.9337 |
519
+ | 0.47 | 7.8655 | 936 | 0.9080 | 0.7516 | 0.9080 | 0.9529 |
520
+ | 0.47 | 7.8824 | 938 | 0.9177 | 0.7516 | 0.9177 | 0.9580 |
521
+ | 0.47 | 7.8992 | 940 | 0.9419 | 0.7516 | 0.9419 | 0.9705 |
522
+ | 0.47 | 7.9160 | 942 | 0.9276 | 0.7516 | 0.9276 | 0.9631 |
523
+ | 0.47 | 7.9328 | 944 | 0.9070 | 0.7516 | 0.9070 | 0.9523 |
524
+ | 0.47 | 7.9496 | 946 | 0.9114 | 0.7516 | 0.9114 | 0.9547 |
525
+ | 0.47 | 7.9664 | 948 | 0.9015 | 0.7516 | 0.9015 | 0.9495 |
526
+ | 0.47 | 7.9832 | 950 | 0.9052 | 0.7516 | 0.9052 | 0.9514 |
527
+ | 0.47 | 8.0 | 952 | 0.9020 | 0.7516 | 0.9020 | 0.9497 |
528
+ | 0.47 | 8.0168 | 954 | 0.8820 | 0.7516 | 0.8820 | 0.9392 |
529
+ | 0.47 | 8.0336 | 956 | 0.8554 | 0.7516 | 0.8554 | 0.9249 |
530
+ | 0.47 | 8.0504 | 958 | 0.8459 | 0.7793 | 0.8459 | 0.9197 |
531
+ | 0.47 | 8.0672 | 960 | 0.8396 | 0.7793 | 0.8396 | 0.9163 |
532
+ | 0.47 | 8.0840 | 962 | 0.8670 | 0.7421 | 0.8670 | 0.9311 |
533
+ | 0.47 | 8.1008 | 964 | 0.9124 | 0.7333 | 0.9124 | 0.9552 |
534
+ | 0.47 | 8.1176 | 966 | 0.9603 | 0.7333 | 0.9603 | 0.9799 |
535
+ | 0.47 | 8.1345 | 968 | 0.9554 | 0.7333 | 0.9554 | 0.9774 |
536
+ | 0.47 | 8.1513 | 970 | 0.9403 | 0.7333 | 0.9403 | 0.9697 |
537
+ | 0.47 | 8.1681 | 972 | 0.9054 | 0.7516 | 0.9054 | 0.9515 |
538
+ | 0.47 | 8.1849 | 974 | 0.8449 | 0.8015 | 0.8449 | 0.9192 |
539
+ | 0.47 | 8.2017 | 976 | 0.8020 | 0.8015 | 0.8020 | 0.8955 |
540
+ | 0.47 | 8.2185 | 978 | 0.7918 | 0.8015 | 0.7918 | 0.8898 |
541
+ | 0.47 | 8.2353 | 980 | 0.8138 | 0.8015 | 0.8138 | 0.9021 |
542
+ | 0.47 | 8.2521 | 982 | 0.8344 | 0.8015 | 0.8344 | 0.9134 |
543
+ | 0.47 | 8.2689 | 984 | 0.8311 | 0.8015 | 0.8311 | 0.9116 |
544
+ | 0.47 | 8.2857 | 986 | 0.8201 | 0.8015 | 0.8201 | 0.9056 |
545
+ | 0.47 | 8.3025 | 988 | 0.8153 | 0.8015 | 0.8153 | 0.9029 |
546
+ | 0.47 | 8.3193 | 990 | 0.8055 | 0.7819 | 0.8055 | 0.8975 |
547
+ | 0.47 | 8.3361 | 992 | 0.8078 | 0.7819 | 0.8078 | 0.8988 |
548
+ | 0.47 | 8.3529 | 994 | 0.8054 | 0.7819 | 0.8054 | 0.8974 |
549
+ | 0.47 | 8.3697 | 996 | 0.8168 | 0.7819 | 0.8168 | 0.9038 |
550
+ | 0.47 | 8.3866 | 998 | 0.8446 | 0.7709 | 0.8446 | 0.9190 |
551
+ | 0.1144 | 8.4034 | 1000 | 0.8581 | 0.7333 | 0.8581 | 0.9263 |
552
+ | 0.1144 | 8.4202 | 1002 | 0.8600 | 0.7333 | 0.8600 | 0.9273 |
553
+ | 0.1144 | 8.4370 | 1004 | 0.8623 | 0.7157 | 0.8623 | 0.9286 |
554
+ | 0.1144 | 8.4538 | 1006 | 0.8532 | 0.7157 | 0.8532 | 0.9237 |
555
+ | 0.1144 | 8.4706 | 1008 | 0.8312 | 0.7709 | 0.8312 | 0.9117 |
556
+ | 0.1144 | 8.4874 | 1010 | 0.8100 | 0.7979 | 0.8100 | 0.9000 |
557
+ | 0.1144 | 8.5042 | 1012 | 0.7813 | 0.8229 | 0.7813 | 0.8839 |
558
+ | 0.1144 | 8.5210 | 1014 | 0.7660 | 0.8462 | 0.7660 | 0.8752 |
559
+ | 0.1144 | 8.5378 | 1016 | 0.7366 | 0.8057 | 0.7366 | 0.8582 |
560
+ | 0.1144 | 8.5546 | 1018 | 0.7146 | 0.7955 | 0.7146 | 0.8454 |
561
+ | 0.1144 | 8.5714 | 1020 | 0.6966 | 0.7955 | 0.6966 | 0.8346 |
562
+ | 0.1144 | 8.5882 | 1022 | 0.7024 | 0.7955 | 0.7024 | 0.8381 |
563
+ | 0.1144 | 8.6050 | 1024 | 0.7065 | 0.8057 | 0.7065 | 0.8405 |
564
+ | 0.1144 | 8.6218 | 1026 | 0.7081 | 0.8057 | 0.7081 | 0.8415 |
565
+ | 0.1144 | 8.6387 | 1028 | 0.6966 | 0.8057 | 0.6966 | 0.8346 |
566
+ | 0.1144 | 8.6555 | 1030 | 0.6953 | 0.8057 | 0.6953 | 0.8338 |
567
+ | 0.1144 | 8.6723 | 1032 | 0.7086 | 0.8057 | 0.7086 | 0.8418 |
568
+ | 0.1144 | 8.6891 | 1034 | 0.7385 | 0.8057 | 0.7384 | 0.8593 |
569
+ | 0.1144 | 8.7059 | 1036 | 0.7568 | 0.7226 | 0.7568 | 0.8699 |
570
+ | 0.1144 | 8.7227 | 1038 | 0.7790 | 0.7819 | 0.7790 | 0.8826 |
571
+ | 0.1144 | 8.7395 | 1040 | 0.7886 | 0.7819 | 0.7886 | 0.8880 |
572
+ | 0.1144 | 8.7563 | 1042 | 0.7889 | 0.7819 | 0.7889 | 0.8882 |
573
+ | 0.1144 | 8.7731 | 1044 | 0.7897 | 0.7819 | 0.7897 | 0.8886 |
574
+ | 0.1144 | 8.7899 | 1046 | 0.7798 | 0.7819 | 0.7798 | 0.8831 |
575
+ | 0.1144 | 8.8067 | 1048 | 0.7590 | 0.8094 | 0.7590 | 0.8712 |
576
+ | 0.1144 | 8.8235 | 1050 | 0.7373 | 0.8349 | 0.7373 | 0.8587 |
577
+ | 0.1144 | 8.8403 | 1052 | 0.7292 | 0.8586 | 0.7292 | 0.8539 |
578
+ | 0.1144 | 8.8571 | 1054 | 0.7311 | 0.8586 | 0.7311 | 0.8551 |
579
+ | 0.1144 | 8.8739 | 1056 | 0.7469 | 0.8349 | 0.7469 | 0.8642 |
580
+ | 0.1144 | 8.8908 | 1058 | 0.7703 | 0.8094 | 0.7703 | 0.8777 |
581
+ | 0.1144 | 8.9076 | 1060 | 0.7943 | 0.7979 | 0.7943 | 0.8912 |
582
+ | 0.1144 | 8.9244 | 1062 | 0.8236 | 0.7239 | 0.8236 | 0.9075 |
583
+ | 0.1144 | 8.9412 | 1064 | 0.8635 | 0.7239 | 0.8635 | 0.9292 |
584
+ | 0.1144 | 8.9580 | 1066 | 0.8958 | 0.7333 | 0.8958 | 0.9465 |
585
+ | 0.1144 | 8.9748 | 1068 | 0.9021 | 0.7333 | 0.9021 | 0.9498 |
586
+ | 0.1144 | 8.9916 | 1070 | 0.9062 | 0.7333 | 0.9062 | 0.9520 |
587
+ | 0.1144 | 9.0084 | 1072 | 0.8933 | 0.7157 | 0.8933 | 0.9451 |
588
+ | 0.1144 | 9.0252 | 1074 | 0.8669 | 0.7239 | 0.8669 | 0.9311 |
589
+ | 0.1144 | 9.0420 | 1076 | 0.8301 | 0.7239 | 0.8301 | 0.9111 |
590
+ | 0.1144 | 9.0588 | 1078 | 0.7947 | 0.8094 | 0.7947 | 0.8914 |
591
+ | 0.1144 | 9.0756 | 1080 | 0.7709 | 0.8094 | 0.7709 | 0.8780 |
592
+ | 0.1144 | 9.0924 | 1082 | 0.7690 | 0.8094 | 0.7690 | 0.8769 |
593
+ | 0.1144 | 9.1092 | 1084 | 0.7729 | 0.8094 | 0.7729 | 0.8792 |
594
+ | 0.1144 | 9.1261 | 1086 | 0.7873 | 0.8094 | 0.7873 | 0.8873 |
595
+ | 0.1144 | 9.1429 | 1088 | 0.8124 | 0.7327 | 0.8124 | 0.9013 |
596
+ | 0.1144 | 9.1597 | 1090 | 0.8471 | 0.7239 | 0.8471 | 0.9204 |
597
+ | 0.1144 | 9.1765 | 1092 | 0.8776 | 0.7239 | 0.8776 | 0.9368 |
598
+ | 0.1144 | 9.1933 | 1094 | 0.8927 | 0.7157 | 0.8927 | 0.9449 |
599
+ | 0.1144 | 9.2101 | 1096 | 0.8909 | 0.7157 | 0.8909 | 0.9439 |
600
+ | 0.1144 | 9.2269 | 1098 | 0.8798 | 0.7239 | 0.8798 | 0.9380 |
601
+ | 0.1144 | 9.2437 | 1100 | 0.8719 | 0.7239 | 0.8719 | 0.9338 |
602
+ | 0.1144 | 9.2605 | 1102 | 0.8533 | 0.7239 | 0.8533 | 0.9237 |
603
+ | 0.1144 | 9.2773 | 1104 | 0.8290 | 0.7819 | 0.8290 | 0.9105 |
604
+ | 0.1144 | 9.2941 | 1106 | 0.8111 | 0.7819 | 0.8111 | 0.9006 |
605
+ | 0.1144 | 9.3109 | 1108 | 0.7915 | 0.8094 | 0.7915 | 0.8897 |
606
+ | 0.1144 | 9.3277 | 1110 | 0.7866 | 0.8094 | 0.7866 | 0.8869 |
607
+ | 0.1144 | 9.3445 | 1112 | 0.7930 | 0.8094 | 0.7930 | 0.8905 |
608
+ | 0.1144 | 9.3613 | 1114 | 0.8025 | 0.8094 | 0.8025 | 0.8958 |
609
+ | 0.1144 | 9.3782 | 1116 | 0.8070 | 0.8094 | 0.8070 | 0.8983 |
610
+ | 0.1144 | 9.3950 | 1118 | 0.8112 | 0.8094 | 0.8112 | 0.9007 |
611
+ | 0.1144 | 9.4118 | 1120 | 0.8192 | 0.8094 | 0.8192 | 0.9051 |
612
+ | 0.1144 | 9.4286 | 1122 | 0.8306 | 0.7819 | 0.8306 | 0.9114 |
613
+ | 0.1144 | 9.4454 | 1124 | 0.8441 | 0.7819 | 0.8441 | 0.9187 |
614
+ | 0.1144 | 9.4622 | 1126 | 0.8617 | 0.7898 | 0.8617 | 0.9283 |
615
+ | 0.1144 | 9.4790 | 1128 | 0.8801 | 0.7421 | 0.8801 | 0.9381 |
616
+ | 0.1144 | 9.4958 | 1130 | 0.8977 | 0.7421 | 0.8977 | 0.9475 |
617
+ | 0.1144 | 9.5126 | 1132 | 0.9052 | 0.7421 | 0.9052 | 0.9514 |
618
+ | 0.1144 | 9.5294 | 1134 | 0.9033 | 0.7421 | 0.9033 | 0.9504 |
619
+ | 0.1144 | 9.5462 | 1136 | 0.8957 | 0.7421 | 0.8957 | 0.9464 |
620
+ | 0.1144 | 9.5630 | 1138 | 0.8899 | 0.7421 | 0.8899 | 0.9434 |
621
+ | 0.1144 | 9.5798 | 1140 | 0.8859 | 0.7421 | 0.8859 | 0.9412 |
622
+ | 0.1144 | 9.5966 | 1142 | 0.8896 | 0.7421 | 0.8896 | 0.9432 |
623
+ | 0.1144 | 9.6134 | 1144 | 0.8883 | 0.7421 | 0.8883 | 0.9425 |
624
+ | 0.1144 | 9.6303 | 1146 | 0.8858 | 0.7421 | 0.8858 | 0.9412 |
625
+ | 0.1144 | 9.6471 | 1148 | 0.8791 | 0.7421 | 0.8791 | 0.9376 |
626
+ | 0.1144 | 9.6639 | 1150 | 0.8731 | 0.7421 | 0.8731 | 0.9344 |
627
+ | 0.1144 | 9.6807 | 1152 | 0.8680 | 0.7421 | 0.8680 | 0.9317 |
628
+ | 0.1144 | 9.6975 | 1154 | 0.8674 | 0.7421 | 0.8674 | 0.9313 |
629
+ | 0.1144 | 9.7143 | 1156 | 0.8707 | 0.7421 | 0.8707 | 0.9331 |
630
+ | 0.1144 | 9.7311 | 1158 | 0.8721 | 0.7421 | 0.8721 | 0.9339 |
631
+ | 0.1144 | 9.7479 | 1160 | 0.8716 | 0.7421 | 0.8716 | 0.9336 |
632
+ | 0.1144 | 9.7647 | 1162 | 0.8735 | 0.7421 | 0.8735 | 0.9346 |
633
+ | 0.1144 | 9.7815 | 1164 | 0.8727 | 0.7421 | 0.8727 | 0.9342 |
634
+ | 0.1144 | 9.7983 | 1166 | 0.8680 | 0.7421 | 0.8680 | 0.9317 |
635
+ | 0.1144 | 9.8151 | 1168 | 0.8646 | 0.7421 | 0.8646 | 0.9298 |
636
+ | 0.1144 | 9.8319 | 1170 | 0.8610 | 0.7421 | 0.8610 | 0.9279 |
637
+ | 0.1144 | 9.8487 | 1172 | 0.8593 | 0.7421 | 0.8593 | 0.9270 |
638
+ | 0.1144 | 9.8655 | 1174 | 0.8559 | 0.7421 | 0.8559 | 0.9251 |
639
+ | 0.1144 | 9.8824 | 1176 | 0.8523 | 0.7692 | 0.8523 | 0.9232 |
640
+ | 0.1144 | 9.8992 | 1178 | 0.8485 | 0.7692 | 0.8485 | 0.9211 |
641
+ | 0.1144 | 9.9160 | 1180 | 0.8468 | 0.7692 | 0.8468 | 0.9202 |
642
+ | 0.1144 | 9.9328 | 1182 | 0.8467 | 0.7692 | 0.8467 | 0.9201 |
643
+ | 0.1144 | 9.9496 | 1184 | 0.8472 | 0.7692 | 0.8472 | 0.9204 |
644
+ | 0.1144 | 9.9664 | 1186 | 0.8478 | 0.7692 | 0.8478 | 0.9208 |
645
+ | 0.1144 | 9.9832 | 1188 | 0.8479 | 0.7692 | 0.8479 | 0.9208 |
646
+ | 0.1144 | 10.0 | 1190 | 0.8478 | 0.7692 | 0.8478 | 0.9208 |
647
+
648
+
649
+ ### Framework versions
650
+
651
+ - Transformers 4.44.2
652
+ - Pytorch 2.4.0+cu118
653
+ - Datasets 2.21.0
654
+ - Tokenizers 0.19.1
config.json ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "_name_or_path": "aubmindlab/bert-base-arabertv02",
3
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