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ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k9_task3_organization

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  1. README.md +573 -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_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k8_task3_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_usingWellWrittenEssays_FineTuningAraBERT_run1_AugV5_k8_task3_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: 0.7121
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+ - Qwk: -0.1074
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+ - Mse: 0.7121
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+ - Rmse: 0.8438
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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 | 0.1 | 2 | 3.6105 | -0.0154 | 3.6105 | 1.9001 |
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+ | No log | 0.2 | 4 | 2.0063 | 0.0737 | 2.0063 | 1.4164 |
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+ | No log | 0.3 | 6 | 1.5750 | -0.0052 | 1.5750 | 1.2550 |
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+ | No log | 0.4 | 8 | 1.5447 | 0.0045 | 1.5447 | 1.2429 |
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+ | No log | 0.5 | 10 | 0.8430 | -0.0390 | 0.8430 | 0.9181 |
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+ | No log | 0.6 | 12 | 0.8100 | -0.1244 | 0.8100 | 0.9000 |
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+ | No log | 0.7 | 14 | 1.0247 | -0.0677 | 1.0247 | 1.0123 |
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+ | No log | 0.8 | 16 | 1.1745 | -0.0500 | 1.1745 | 1.0837 |
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+ | No log | 0.9 | 18 | 1.2688 | 0.0 | 1.2688 | 1.1264 |
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+ | No log | 1.0 | 20 | 1.2170 | -0.0500 | 1.2170 | 1.1032 |
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+ | No log | 1.1 | 22 | 1.1158 | -0.1292 | 1.1158 | 1.0563 |
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+ | No log | 1.2 | 24 | 1.0329 | -0.1283 | 1.0329 | 1.0163 |
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+ | No log | 1.3 | 26 | 1.0156 | -0.0345 | 1.0156 | 1.0078 |
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+ | No log | 1.4 | 28 | 1.3154 | -0.0234 | 1.3154 | 1.1469 |
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+ | No log | 1.5 | 30 | 1.2443 | -0.0500 | 1.2443 | 1.1155 |
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+ | No log | 1.6 | 32 | 0.9414 | -0.0545 | 0.9414 | 0.9702 |
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+ | No log | 1.7 | 34 | 0.7682 | 0.0506 | 0.7682 | 0.8765 |
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+ | No log | 1.8 | 36 | 0.7625 | -0.0101 | 0.7625 | 0.8732 |
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+ | No log | 1.9 | 38 | 0.8906 | -0.0163 | 0.8906 | 0.9437 |
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+ | No log | 2.0 | 40 | 0.9122 | 0.0260 | 0.9122 | 0.9551 |
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+ | No log | 2.1 | 42 | 0.8041 | -0.0215 | 0.8041 | 0.8967 |
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+ | No log | 2.2 | 44 | 0.7653 | -0.0069 | 0.7653 | 0.8748 |
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+ | No log | 2.3 | 46 | 0.7655 | -0.0101 | 0.7655 | 0.8749 |
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+ | No log | 2.4 | 48 | 0.7848 | -0.0695 | 0.7848 | 0.8859 |
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+ | No log | 2.5 | 50 | 0.8288 | -0.0725 | 0.8288 | 0.9104 |
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+ | No log | 2.6 | 52 | 0.8874 | -0.0331 | 0.8874 | 0.9420 |
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+ | No log | 2.7 | 54 | 0.8174 | 0.0416 | 0.8174 | 0.9041 |
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+ | No log | 2.8 | 56 | 0.7871 | 0.0 | 0.7871 | 0.8872 |
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+ | No log | 2.9 | 58 | 0.8159 | -0.0551 | 0.8159 | 0.9033 |
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+ | No log | 3.0 | 60 | 0.9945 | -0.0408 | 0.9945 | 0.9972 |
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+ | No log | 3.1 | 62 | 0.8409 | 0.1318 | 0.8409 | 0.9170 |
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+ | No log | 3.2 | 64 | 0.8483 | -0.2435 | 0.8483 | 0.9210 |
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+ | No log | 3.3 | 66 | 0.8508 | -0.2435 | 0.8508 | 0.9224 |
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+ | No log | 3.4 | 68 | 0.8241 | -0.2006 | 0.8241 | 0.9078 |
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+ | No log | 3.5 | 70 | 0.7980 | -0.2101 | 0.7980 | 0.8933 |
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+ | No log | 3.6 | 72 | 0.8492 | -0.2435 | 0.8492 | 0.9215 |
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+ | No log | 3.7 | 74 | 0.8380 | -0.0030 | 0.8380 | 0.9154 |
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+ | No log | 3.8 | 76 | 0.8516 | -0.2006 | 0.8516 | 0.9228 |
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+ | No log | 3.9 | 78 | 0.8549 | -0.1992 | 0.8549 | 0.9246 |
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+ | No log | 4.0 | 80 | 0.8656 | -0.1204 | 0.8656 | 0.9304 |
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+ | No log | 4.1 | 82 | 0.8906 | 0.0357 | 0.8906 | 0.9437 |
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+ | No log | 4.2 | 84 | 0.9325 | -0.1093 | 0.9325 | 0.9657 |
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+ | No log | 4.3 | 86 | 0.8649 | -0.0699 | 0.8649 | 0.9300 |
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+ | No log | 4.4 | 88 | 0.7990 | -0.1635 | 0.7990 | 0.8939 |
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+ | No log | 4.5 | 90 | 0.8595 | -0.1833 | 0.8595 | 0.9271 |
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+ | No log | 4.6 | 92 | 0.7673 | -0.1067 | 0.7673 | 0.8760 |
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+ | No log | 4.7 | 94 | 0.7837 | 0.0296 | 0.7837 | 0.8852 |
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+ | No log | 4.8 | 96 | 0.7576 | -0.0499 | 0.7576 | 0.8704 |
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+ | No log | 4.9 | 98 | 0.7556 | -0.0499 | 0.7556 | 0.8693 |
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+ | No log | 5.0 | 100 | 0.9407 | -0.0391 | 0.9407 | 0.9699 |
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+ | No log | 5.1 | 102 | 1.0165 | -0.1214 | 1.0165 | 1.0082 |
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+ | No log | 5.2 | 104 | 0.7893 | -0.0091 | 0.7893 | 0.8884 |
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+ | No log | 5.3 | 106 | 0.7909 | -0.1001 | 0.7909 | 0.8893 |
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+ | No log | 5.4 | 108 | 0.8122 | -0.2006 | 0.8122 | 0.9012 |
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+ | No log | 5.5 | 110 | 0.8233 | -0.0595 | 0.8233 | 0.9074 |
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+ | No log | 5.6 | 112 | 0.9621 | 0.0043 | 0.9621 | 0.9808 |
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+ | No log | 5.7 | 114 | 0.8721 | -0.0550 | 0.8721 | 0.9338 |
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+ | No log | 5.8 | 116 | 0.8436 | -0.0532 | 0.8436 | 0.9185 |
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+ | No log | 5.9 | 118 | 0.8233 | -0.0532 | 0.8233 | 0.9073 |
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+ | No log | 6.0 | 120 | 0.8484 | -0.0145 | 0.8484 | 0.9211 |
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+ | No log | 6.1 | 122 | 0.9398 | 0.0214 | 0.9398 | 0.9694 |
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+ | No log | 6.2 | 124 | 0.8318 | -0.0118 | 0.8318 | 0.9120 |
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+ | No log | 6.3 | 126 | 0.8167 | 0.0 | 0.8167 | 0.9037 |
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+ | No log | 6.4 | 128 | 0.8238 | -0.0145 | 0.8238 | 0.9077 |
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+ | No log | 6.5 | 130 | 0.8263 | 0.0247 | 0.8263 | 0.9090 |
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+ | No log | 6.6 | 132 | 0.7763 | 0.0355 | 0.7763 | 0.8811 |
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+ | No log | 6.7 | 134 | 0.7439 | 0.0454 | 0.7439 | 0.8625 |
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+ | No log | 6.8 | 136 | 0.8259 | -0.1329 | 0.8259 | 0.9088 |
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+ | No log | 6.9 | 138 | 0.8297 | -0.1753 | 0.8297 | 0.9109 |
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+ | No log | 7.0 | 140 | 0.7905 | 0.0030 | 0.7905 | 0.8891 |
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+ | No log | 7.1 | 142 | 0.8196 | 0.0375 | 0.8196 | 0.9053 |
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+ | No log | 7.2 | 144 | 0.8503 | -0.1730 | 0.8503 | 0.9221 |
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+ | No log | 7.3 | 146 | 0.8754 | -0.1412 | 0.8754 | 0.9356 |
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+ | No log | 7.4 | 148 | 0.9132 | -0.1709 | 0.9132 | 0.9556 |
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+ | No log | 7.5 | 150 | 0.7885 | -0.0520 | 0.7885 | 0.8880 |
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+ | No log | 7.6 | 152 | 0.9114 | -0.0056 | 0.9114 | 0.9547 |
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+ | No log | 7.7 | 154 | 1.1910 | -0.0648 | 1.1910 | 1.0913 |
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+ | No log | 7.8 | 156 | 0.9422 | -0.0143 | 0.9422 | 0.9707 |
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+ | No log | 7.9 | 158 | 0.7327 | -0.0033 | 0.7327 | 0.8560 |
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+ | No log | 8.0 | 160 | 0.8270 | -0.0499 | 0.8270 | 0.9094 |
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+ | No log | 8.1 | 162 | 0.8446 | -0.0451 | 0.8446 | 0.9190 |
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+ | No log | 8.2 | 164 | 0.7794 | -0.0520 | 0.7794 | 0.8829 |
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+ | No log | 8.3 | 166 | 0.8011 | 0.0814 | 0.8011 | 0.8950 |
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+ | No log | 8.4 | 168 | 0.8043 | 0.0247 | 0.8043 | 0.8969 |
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+ | No log | 8.5 | 170 | 0.7808 | -0.0520 | 0.7808 | 0.8836 |
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+ | No log | 8.6 | 172 | 0.8984 | -0.1201 | 0.8984 | 0.9479 |
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+ | No log | 8.7 | 174 | 0.8881 | -0.1263 | 0.8881 | 0.9424 |
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+ | No log | 8.8 | 176 | 0.7662 | -0.0520 | 0.7662 | 0.8753 |
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+ | No log | 8.9 | 178 | 0.7992 | 0.0099 | 0.7992 | 0.8940 |
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+ | No log | 9.0 | 180 | 0.9820 | -0.0143 | 0.9820 | 0.9910 |
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+ | No log | 9.1 | 182 | 0.8249 | 0.0099 | 0.8249 | 0.9083 |
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+ | No log | 9.2 | 184 | 0.7441 | -0.0520 | 0.7441 | 0.8626 |
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+ | No log | 9.3 | 186 | 0.8031 | -0.1067 | 0.8031 | 0.8962 |
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+ | No log | 9.4 | 188 | 0.7615 | -0.0520 | 0.7615 | 0.8726 |
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+ | No log | 9.5 | 190 | 0.7445 | -0.0520 | 0.7445 | 0.8628 |
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+ | No log | 9.6 | 192 | 0.7626 | 0.0454 | 0.7626 | 0.8733 |
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+ | No log | 9.7 | 194 | 0.7804 | 0.0454 | 0.7804 | 0.8834 |
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+ | No log | 9.8 | 196 | 0.8459 | -0.0345 | 0.8459 | 0.9197 |
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+ | No log | 9.9 | 198 | 0.8819 | -0.1647 | 0.8819 | 0.9391 |
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+ | No log | 10.0 | 200 | 0.8031 | 0.0488 | 0.8031 | 0.8962 |
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+ | No log | 10.1 | 202 | 0.7860 | 0.0454 | 0.7860 | 0.8866 |
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+ | No log | 10.2 | 204 | 0.7613 | 0.0414 | 0.7613 | 0.8725 |
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+ | No log | 10.3 | 206 | 0.7542 | 0.0454 | 0.7542 | 0.8684 |
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+ | No log | 10.4 | 208 | 0.7609 | 0.0454 | 0.7609 | 0.8723 |
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+ | No log | 10.5 | 210 | 0.7874 | -0.0541 | 0.7874 | 0.8874 |
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+ | No log | 10.6 | 212 | 0.8226 | -0.0322 | 0.8226 | 0.9070 |
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+ | No log | 10.7 | 214 | 0.7948 | -0.0541 | 0.7948 | 0.8915 |
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+ | No log | 10.8 | 216 | 0.7555 | 0.0454 | 0.7555 | 0.8692 |
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+ | No log | 10.9 | 218 | 0.7606 | 0.0414 | 0.7606 | 0.8721 |
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+ | No log | 11.0 | 220 | 0.7658 | -0.0541 | 0.7658 | 0.8751 |
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+ | No log | 11.1 | 222 | 0.8259 | -0.0881 | 0.8259 | 0.9088 |
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+ | No log | 11.2 | 224 | 0.8325 | -0.1329 | 0.8325 | 0.9124 |
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+ | No log | 11.3 | 226 | 0.7250 | -0.0520 | 0.7250 | 0.8515 |
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+ | No log | 11.4 | 228 | 0.7269 | 0.1691 | 0.7269 | 0.8526 |
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+ | No log | 11.5 | 230 | 0.7374 | 0.1691 | 0.7374 | 0.8587 |
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+ | No log | 11.6 | 232 | 0.7053 | 0.1021 | 0.7053 | 0.8398 |
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+ | No log | 11.7 | 234 | 0.7768 | -0.1067 | 0.7768 | 0.8814 |
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+ | No log | 11.8 | 236 | 0.7752 | -0.0520 | 0.7752 | 0.8805 |
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+ | No log | 11.9 | 238 | 0.7680 | -0.0541 | 0.7680 | 0.8764 |
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+ | No log | 12.0 | 240 | 0.7733 | 0.0414 | 0.7733 | 0.8794 |
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+ | No log | 12.1 | 242 | 0.8509 | 0.0346 | 0.8509 | 0.9224 |
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+ | No log | 12.2 | 244 | 0.8611 | 0.0316 | 0.8611 | 0.9279 |
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+ | No log | 12.3 | 246 | 0.7583 | 0.1202 | 0.7583 | 0.8708 |
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+ | No log | 12.4 | 248 | 0.7904 | 0.0064 | 0.7904 | 0.8891 |
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+ | No log | 12.5 | 250 | 0.8538 | -0.1538 | 0.8538 | 0.9240 |
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+ | No log | 12.6 | 252 | 0.7928 | -0.0451 | 0.7928 | 0.8904 |
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+ | No log | 12.7 | 254 | 0.7428 | 0.1512 | 0.7428 | 0.8619 |
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+ | No log | 12.8 | 256 | 0.8312 | -0.0056 | 0.8312 | 0.9117 |
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+ | No log | 12.9 | 258 | 0.8416 | -0.0056 | 0.8416 | 0.9174 |
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+ | No log | 13.0 | 260 | 0.7585 | 0.0909 | 0.7585 | 0.8709 |
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+ | No log | 13.1 | 262 | 0.7917 | -0.1473 | 0.7917 | 0.8898 |
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+ | No log | 13.2 | 264 | 0.8267 | -0.0774 | 0.8267 | 0.9093 |
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+ | No log | 13.3 | 266 | 0.8030 | -0.0469 | 0.8030 | 0.8961 |
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+ | No log | 13.4 | 268 | 0.7762 | -0.0152 | 0.7762 | 0.8810 |
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+ | No log | 13.5 | 270 | 0.7758 | 0.0334 | 0.7758 | 0.8808 |
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+ | No log | 13.6 | 272 | 0.7741 | 0.0334 | 0.7741 | 0.8798 |
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+ | No log | 13.7 | 274 | 0.7797 | 0.0807 | 0.7797 | 0.8830 |
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+ | No log | 13.8 | 276 | 0.7770 | 0.0807 | 0.7770 | 0.8815 |
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+ | No log | 13.9 | 278 | 0.7604 | -0.0152 | 0.7604 | 0.8720 |
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+ | No log | 14.0 | 280 | 0.7505 | 0.0395 | 0.7505 | 0.8663 |
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+ | No log | 14.1 | 282 | 0.7452 | 0.0714 | 0.7452 | 0.8632 |
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+ | No log | 14.2 | 284 | 0.7359 | 0.0807 | 0.7359 | 0.8578 |
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+ | No log | 14.3 | 286 | 0.7468 | 0.0857 | 0.7468 | 0.8642 |
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+ | No log | 14.4 | 288 | 0.7715 | 0.0714 | 0.7715 | 0.8783 |
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+ | No log | 14.5 | 290 | 0.7626 | 0.0857 | 0.7626 | 0.8733 |
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+ | No log | 14.6 | 292 | 0.7969 | -0.1964 | 0.7969 | 0.8927 |
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+ | No log | 14.7 | 294 | 0.8148 | -0.1470 | 0.8148 | 0.9026 |
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+ | No log | 14.8 | 296 | 0.7894 | -0.1088 | 0.7894 | 0.8885 |
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+ | No log | 14.9 | 298 | 0.7734 | 0.0395 | 0.7734 | 0.8795 |
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+ | No log | 15.0 | 300 | 0.7739 | -0.0033 | 0.7739 | 0.8797 |
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+ | No log | 15.1 | 302 | 0.7759 | -0.0033 | 0.7759 | 0.8809 |
203
+ | No log | 15.2 | 304 | 0.8015 | -0.1074 | 0.8015 | 0.8953 |
204
+ | No log | 15.3 | 306 | 0.8282 | -0.1992 | 0.8282 | 0.9101 |
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+ | No log | 15.4 | 308 | 0.7896 | 0.0479 | 0.7896 | 0.8886 |
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+ | No log | 15.5 | 310 | 0.7956 | 0.0479 | 0.7956 | 0.8920 |
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+ | No log | 15.6 | 312 | 0.7856 | 0.1379 | 0.7856 | 0.8863 |
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+ | No log | 15.7 | 314 | 0.7714 | 0.1371 | 0.7714 | 0.8783 |
209
+ | No log | 15.8 | 316 | 0.8113 | 0.1031 | 0.8113 | 0.9007 |
210
+ | No log | 15.9 | 318 | 0.7709 | 0.1474 | 0.7709 | 0.8780 |
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+ | No log | 16.0 | 320 | 0.7325 | 0.1474 | 0.7325 | 0.8558 |
212
+ | No log | 16.1 | 322 | 0.7553 | 0.1024 | 0.7553 | 0.8691 |
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+ | No log | 16.2 | 324 | 0.8279 | -0.2733 | 0.8279 | 0.9099 |
214
+ | No log | 16.3 | 326 | 0.8307 | -0.1917 | 0.8307 | 0.9114 |
215
+ | No log | 16.4 | 328 | 0.7748 | 0.0 | 0.7748 | 0.8802 |
216
+ | No log | 16.5 | 330 | 0.7643 | 0.0355 | 0.7643 | 0.8743 |
217
+ | No log | 16.6 | 332 | 0.7937 | -0.0264 | 0.7937 | 0.8909 |
218
+ | No log | 16.7 | 334 | 0.8167 | 0.0454 | 0.8167 | 0.9037 |
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+ | No log | 16.8 | 336 | 0.8489 | -0.1470 | 0.8489 | 0.9214 |
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+ | No log | 16.9 | 338 | 0.8514 | -0.1833 | 0.8514 | 0.9227 |
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+ | No log | 17.0 | 340 | 0.8430 | -0.1992 | 0.8430 | 0.9181 |
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+ | No log | 17.1 | 342 | 0.8328 | 0.0454 | 0.8328 | 0.9126 |
223
+ | No log | 17.2 | 344 | 0.8298 | -0.0704 | 0.8298 | 0.9109 |
224
+ | No log | 17.3 | 346 | 0.8128 | 0.0318 | 0.8128 | 0.9016 |
225
+ | No log | 17.4 | 348 | 0.8080 | -0.1026 | 0.8080 | 0.8989 |
226
+ | No log | 17.5 | 350 | 0.8152 | -0.1547 | 0.8152 | 0.9029 |
227
+ | No log | 17.6 | 352 | 0.8205 | -0.0892 | 0.8205 | 0.9058 |
228
+ | No log | 17.7 | 354 | 0.8291 | -0.0488 | 0.8291 | 0.9105 |
229
+ | No log | 17.8 | 356 | 0.8313 | -0.0628 | 0.8313 | 0.9118 |
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+ | No log | 17.9 | 358 | 0.8284 | 0.0338 | 0.8284 | 0.9101 |
231
+ | No log | 18.0 | 360 | 0.8113 | 0.0869 | 0.8113 | 0.9007 |
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+ | No log | 18.1 | 362 | 0.8175 | -0.1331 | 0.8175 | 0.9042 |
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+ | No log | 18.2 | 364 | 0.8059 | -0.0469 | 0.8059 | 0.8977 |
234
+ | No log | 18.3 | 366 | 0.8151 | -0.0469 | 0.8151 | 0.9028 |
235
+ | No log | 18.4 | 368 | 0.7845 | 0.0479 | 0.7845 | 0.8857 |
236
+ | No log | 18.5 | 370 | 0.7670 | 0.0967 | 0.7670 | 0.8758 |
237
+ | No log | 18.6 | 372 | 0.7633 | 0.0759 | 0.7633 | 0.8737 |
238
+ | No log | 18.7 | 374 | 0.7666 | 0.0807 | 0.7666 | 0.8755 |
239
+ | No log | 18.8 | 376 | 0.7848 | 0.0967 | 0.7848 | 0.8859 |
240
+ | No log | 18.9 | 378 | 0.8140 | -0.1547 | 0.8140 | 0.9022 |
241
+ | No log | 19.0 | 380 | 0.8479 | -0.1905 | 0.8479 | 0.9208 |
242
+ | No log | 19.1 | 382 | 0.8366 | -0.1470 | 0.8366 | 0.9146 |
243
+ | No log | 19.2 | 384 | 0.8128 | -0.1547 | 0.8128 | 0.9016 |
244
+ | No log | 19.3 | 386 | 0.7848 | -0.0560 | 0.7848 | 0.8859 |
245
+ | No log | 19.4 | 388 | 0.7744 | 0.0479 | 0.7744 | 0.8800 |
246
+ | No log | 19.5 | 390 | 0.7648 | 0.0479 | 0.7648 | 0.8745 |
247
+ | No log | 19.6 | 392 | 0.7535 | -0.0033 | 0.7535 | 0.8681 |
248
+ | No log | 19.7 | 394 | 0.7672 | -0.1074 | 0.7672 | 0.8759 |
249
+ | No log | 19.8 | 396 | 0.7712 | -0.1074 | 0.7712 | 0.8782 |
250
+ | No log | 19.9 | 398 | 0.7570 | 0.0479 | 0.7570 | 0.8700 |
251
+ | No log | 20.0 | 400 | 0.7594 | 0.0967 | 0.7594 | 0.8714 |
252
+ | No log | 20.1 | 402 | 0.7703 | 0.0524 | 0.7703 | 0.8777 |
253
+ | No log | 20.2 | 404 | 0.7827 | -0.0520 | 0.7827 | 0.8847 |
254
+ | No log | 20.3 | 406 | 0.7917 | -0.0499 | 0.7917 | 0.8898 |
255
+ | No log | 20.4 | 408 | 0.7862 | 0.0033 | 0.7862 | 0.8867 |
256
+ | No log | 20.5 | 410 | 0.8028 | -0.1547 | 0.8028 | 0.8960 |
257
+ | No log | 20.6 | 412 | 0.8113 | 0.1023 | 0.8113 | 0.9007 |
258
+ | No log | 20.7 | 414 | 0.8135 | -0.0252 | 0.8135 | 0.9020 |
259
+ | No log | 20.8 | 416 | 0.8003 | 0.1023 | 0.8003 | 0.8946 |
260
+ | No log | 20.9 | 418 | 0.8343 | -0.0345 | 0.8343 | 0.9134 |
261
+ | No log | 21.0 | 420 | 0.8693 | -0.1146 | 0.8693 | 0.9324 |
262
+ | No log | 21.1 | 422 | 0.8350 | -0.1398 | 0.8350 | 0.9138 |
263
+ | No log | 21.2 | 424 | 0.7865 | 0.0 | 0.7865 | 0.8868 |
264
+ | No log | 21.3 | 426 | 0.7712 | 0.1023 | 0.7712 | 0.8782 |
265
+ | No log | 21.4 | 428 | 0.7768 | 0.1023 | 0.7768 | 0.8814 |
266
+ | No log | 21.5 | 430 | 0.7876 | 0.0355 | 0.7876 | 0.8875 |
267
+ | No log | 21.6 | 432 | 0.7994 | 0.0783 | 0.7994 | 0.8941 |
268
+ | No log | 21.7 | 434 | 0.7939 | 0.1249 | 0.7939 | 0.8910 |
269
+ | No log | 21.8 | 436 | 0.7747 | 0.0432 | 0.7747 | 0.8802 |
270
+ | No log | 21.9 | 438 | 0.7595 | 0.1027 | 0.7595 | 0.8715 |
271
+ | No log | 22.0 | 440 | 0.7675 | 0.0640 | 0.7675 | 0.8761 |
272
+ | No log | 22.1 | 442 | 0.7598 | -0.0345 | 0.7598 | 0.8717 |
273
+ | No log | 22.2 | 444 | 0.7393 | -0.1010 | 0.7393 | 0.8598 |
274
+ | No log | 22.3 | 446 | 0.7053 | 0.0 | 0.7053 | 0.8399 |
275
+ | No log | 22.4 | 448 | 0.7068 | 0.0436 | 0.7068 | 0.8407 |
276
+ | No log | 22.5 | 450 | 0.7219 | 0.0914 | 0.7219 | 0.8497 |
277
+ | No log | 22.6 | 452 | 0.7464 | -0.0032 | 0.7464 | 0.8639 |
278
+ | No log | 22.7 | 454 | 0.7858 | 0.0122 | 0.7858 | 0.8865 |
279
+ | No log | 22.8 | 456 | 0.8064 | -0.0837 | 0.8064 | 0.8980 |
280
+ | No log | 22.9 | 458 | 0.8091 | -0.1823 | 0.8091 | 0.8995 |
281
+ | No log | 23.0 | 460 | 0.7729 | 0.0967 | 0.7729 | 0.8791 |
282
+ | No log | 23.1 | 462 | 0.7813 | 0.0318 | 0.7813 | 0.8839 |
283
+ | No log | 23.2 | 464 | 0.7806 | -0.0204 | 0.7806 | 0.8835 |
284
+ | No log | 23.3 | 466 | 0.7568 | 0.0318 | 0.7568 | 0.8699 |
285
+ | No log | 23.4 | 468 | 0.7552 | 0.0318 | 0.7552 | 0.8690 |
286
+ | No log | 23.5 | 470 | 0.7624 | 0.0 | 0.7624 | 0.8731 |
287
+ | No log | 23.6 | 472 | 0.7961 | -0.1330 | 0.7961 | 0.8922 |
288
+ | No log | 23.7 | 474 | 0.8045 | -0.0786 | 0.8045 | 0.8970 |
289
+ | No log | 23.8 | 476 | 0.7936 | -0.0786 | 0.7936 | 0.8908 |
290
+ | No log | 23.9 | 478 | 0.7754 | -0.0958 | 0.7754 | 0.8806 |
291
+ | No log | 24.0 | 480 | 0.8044 | -0.0271 | 0.8044 | 0.8969 |
292
+ | No log | 24.1 | 482 | 0.8074 | -0.0271 | 0.8074 | 0.8985 |
293
+ | No log | 24.2 | 484 | 0.8126 | -0.0786 | 0.8126 | 0.9014 |
294
+ | No log | 24.3 | 486 | 0.7906 | -0.0837 | 0.7906 | 0.8892 |
295
+ | No log | 24.4 | 488 | 0.7602 | -0.1010 | 0.7602 | 0.8719 |
296
+ | No log | 24.5 | 490 | 0.7335 | 0.0967 | 0.7335 | 0.8565 |
297
+ | No log | 24.6 | 492 | 0.7286 | 0.0967 | 0.7286 | 0.8536 |
298
+ | No log | 24.7 | 494 | 0.7397 | 0.0318 | 0.7397 | 0.8601 |
299
+ | No log | 24.8 | 496 | 0.7378 | 0.0318 | 0.7378 | 0.8589 |
300
+ | No log | 24.9 | 498 | 0.7651 | -0.1074 | 0.7651 | 0.8747 |
301
+ | 0.2273 | 25.0 | 500 | 0.8548 | -0.2101 | 0.8548 | 0.9245 |
302
+ | 0.2273 | 25.1 | 502 | 0.9021 | -0.1833 | 0.9021 | 0.9498 |
303
+ | 0.2273 | 25.2 | 504 | 0.9058 | -0.1263 | 0.9058 | 0.9517 |
304
+ | 0.2273 | 25.3 | 506 | 0.8703 | -0.1329 | 0.8703 | 0.9329 |
305
+ | 0.2273 | 25.4 | 508 | 0.7920 | -0.2067 | 0.7920 | 0.8899 |
306
+ | 0.2273 | 25.5 | 510 | 0.7785 | -0.2067 | 0.7785 | 0.8823 |
307
+ | 0.2273 | 25.6 | 512 | 0.8053 | -0.1547 | 0.8053 | 0.8974 |
308
+ | 0.2273 | 25.7 | 514 | 0.8261 | -0.2101 | 0.8261 | 0.9089 |
309
+ | 0.2273 | 25.8 | 516 | 0.7827 | -0.1074 | 0.7827 | 0.8847 |
310
+ | 0.2273 | 25.9 | 518 | 0.7293 | -0.0591 | 0.7293 | 0.8540 |
311
+ | 0.2273 | 26.0 | 520 | 0.7262 | -0.0591 | 0.7262 | 0.8521 |
312
+ | 0.2273 | 26.1 | 522 | 0.7529 | 0.0 | 0.7529 | 0.8677 |
313
+ | 0.2273 | 26.2 | 524 | 0.7624 | -0.0520 | 0.7624 | 0.8732 |
314
+ | 0.2273 | 26.3 | 526 | 0.7390 | 0.0 | 0.7390 | 0.8597 |
315
+ | 0.2273 | 26.4 | 528 | 0.7247 | 0.0909 | 0.7247 | 0.8513 |
316
+ | 0.2273 | 26.5 | 530 | 0.7498 | 0.0759 | 0.7498 | 0.8659 |
317
+ | 0.2273 | 26.6 | 532 | 0.7318 | 0.0909 | 0.7318 | 0.8554 |
318
+ | 0.2273 | 26.7 | 534 | 0.7491 | 0.0 | 0.7491 | 0.8655 |
319
+ | 0.2273 | 26.8 | 536 | 0.8430 | -0.0892 | 0.8430 | 0.9181 |
320
+ | 0.2273 | 26.9 | 538 | 0.8485 | -0.0892 | 0.8485 | 0.9211 |
321
+ | 0.2273 | 27.0 | 540 | 0.7804 | -0.1547 | 0.7804 | 0.8834 |
322
+ | 0.2273 | 27.1 | 542 | 0.7481 | 0.0 | 0.7481 | 0.8649 |
323
+ | 0.2273 | 27.2 | 544 | 0.7593 | 0.0318 | 0.7593 | 0.8714 |
324
+ | 0.2273 | 27.3 | 546 | 0.7498 | 0.0479 | 0.7498 | 0.8659 |
325
+ | 0.2273 | 27.4 | 548 | 0.7552 | 0.0 | 0.7552 | 0.8690 |
326
+ | 0.2273 | 27.5 | 550 | 0.7769 | -0.1470 | 0.7769 | 0.8814 |
327
+ | 0.2273 | 27.6 | 552 | 0.7704 | -0.1010 | 0.7704 | 0.8777 |
328
+ | 0.2273 | 27.7 | 554 | 0.7692 | -0.1074 | 0.7692 | 0.8770 |
329
+ | 0.2273 | 27.8 | 556 | 0.7517 | -0.0033 | 0.7517 | 0.8670 |
330
+ | 0.2273 | 27.9 | 558 | 0.7489 | 0.0914 | 0.7489 | 0.8654 |
331
+ | 0.2273 | 28.0 | 560 | 0.7468 | 0.0 | 0.7468 | 0.8642 |
332
+ | 0.2273 | 28.1 | 562 | 0.7407 | 0.0374 | 0.7407 | 0.8607 |
333
+ | 0.2273 | 28.2 | 564 | 0.7440 | 0.1021 | 0.7440 | 0.8625 |
334
+ | 0.2273 | 28.3 | 566 | 0.7437 | 0.0374 | 0.7437 | 0.8624 |
335
+ | 0.2273 | 28.4 | 568 | 0.7555 | 0.0479 | 0.7555 | 0.8692 |
336
+ | 0.2273 | 28.5 | 570 | 0.7757 | -0.1547 | 0.7757 | 0.8807 |
337
+ | 0.2273 | 28.6 | 572 | 0.7965 | -0.0892 | 0.7965 | 0.8925 |
338
+ | 0.2273 | 28.7 | 574 | 0.8215 | -0.0837 | 0.8215 | 0.9063 |
339
+ | 0.2273 | 28.8 | 576 | 0.8617 | -0.1678 | 0.8617 | 0.9283 |
340
+ | 0.2273 | 28.9 | 578 | 0.8728 | -0.1329 | 0.8728 | 0.9342 |
341
+ | 0.2273 | 29.0 | 580 | 0.8618 | -0.2006 | 0.8618 | 0.9284 |
342
+ | 0.2273 | 29.1 | 582 | 0.8083 | -0.0499 | 0.8083 | 0.8991 |
343
+ | 0.2273 | 29.2 | 584 | 0.7440 | 0.0033 | 0.7440 | 0.8625 |
344
+ | 0.2273 | 29.3 | 586 | 0.7171 | 0.0479 | 0.7171 | 0.8468 |
345
+ | 0.2273 | 29.4 | 588 | 0.7343 | -0.0152 | 0.7343 | 0.8569 |
346
+ | 0.2273 | 29.5 | 590 | 0.7488 | -0.0152 | 0.7488 | 0.8653 |
347
+ | 0.2273 | 29.6 | 592 | 0.7410 | -0.0125 | 0.7410 | 0.8608 |
348
+ | 0.2273 | 29.7 | 594 | 0.7336 | 0.0479 | 0.7336 | 0.8565 |
349
+ | 0.2273 | 29.8 | 596 | 0.7271 | 0.0 | 0.7271 | 0.8527 |
350
+ | 0.2273 | 29.9 | 598 | 0.7229 | 0.0 | 0.7229 | 0.8502 |
351
+ | 0.2273 | 30.0 | 600 | 0.7254 | 0.0555 | 0.7254 | 0.8517 |
352
+ | 0.2273 | 30.1 | 602 | 0.7289 | 0.1444 | 0.7289 | 0.8537 |
353
+ | 0.2273 | 30.2 | 604 | 0.7449 | 0.1318 | 0.7449 | 0.8631 |
354
+ | 0.2273 | 30.3 | 606 | 0.7606 | -0.0032 | 0.7606 | 0.8721 |
355
+ | 0.2273 | 30.4 | 608 | 0.7700 | -0.1547 | 0.7700 | 0.8775 |
356
+ | 0.2273 | 30.5 | 610 | 0.7952 | -0.0473 | 0.7952 | 0.8917 |
357
+ | 0.2273 | 30.6 | 612 | 0.7898 | -0.0499 | 0.7898 | 0.8887 |
358
+ | 0.2273 | 30.7 | 614 | 0.7492 | -0.0551 | 0.7492 | 0.8656 |
359
+ | 0.2273 | 30.8 | 616 | 0.7079 | 0.0 | 0.7079 | 0.8413 |
360
+ | 0.2273 | 30.9 | 618 | 0.7687 | -0.0204 | 0.7687 | 0.8767 |
361
+ | 0.2273 | 31.0 | 620 | 0.8394 | 0.0456 | 0.8394 | 0.9162 |
362
+ | 0.2273 | 31.1 | 622 | 0.8411 | 0.0392 | 0.8411 | 0.9171 |
363
+ | 0.2273 | 31.2 | 624 | 0.8003 | -0.0295 | 0.8003 | 0.8946 |
364
+ | 0.2273 | 31.3 | 626 | 0.7788 | 0.0479 | 0.7788 | 0.8825 |
365
+ | 0.2273 | 31.4 | 628 | 0.8523 | 0.0260 | 0.8523 | 0.9232 |
366
+ | 0.2273 | 31.5 | 630 | 0.9161 | -0.0477 | 0.9161 | 0.9571 |
367
+ | 0.2273 | 31.6 | 632 | 0.9214 | -0.0377 | 0.9214 | 0.9599 |
368
+ | 0.2273 | 31.7 | 634 | 0.8850 | 0.0748 | 0.8850 | 0.9407 |
369
+ | 0.2273 | 31.8 | 636 | 0.8437 | -0.0921 | 0.8437 | 0.9185 |
370
+ | 0.2273 | 31.9 | 638 | 0.8518 | 0.0113 | 0.8518 | 0.9229 |
371
+ | 0.2273 | 32.0 | 640 | 0.8748 | 0.0748 | 0.8748 | 0.9353 |
372
+ | 0.2273 | 32.1 | 642 | 0.8467 | 0.0871 | 0.8467 | 0.9201 |
373
+ | 0.2273 | 32.2 | 644 | 0.7967 | 0.0395 | 0.7967 | 0.8926 |
374
+ | 0.2273 | 32.3 | 646 | 0.7747 | 0.0496 | 0.7747 | 0.8802 |
375
+ | 0.2273 | 32.4 | 648 | 0.7711 | 0.0033 | 0.7711 | 0.8781 |
376
+ | 0.2273 | 32.5 | 650 | 0.7812 | 0.0541 | 0.7812 | 0.8839 |
377
+ | 0.2273 | 32.6 | 652 | 0.8060 | 0.0395 | 0.8060 | 0.8978 |
378
+ | 0.2273 | 32.7 | 654 | 0.8596 | -0.1194 | 0.8596 | 0.9271 |
379
+ | 0.2273 | 32.8 | 656 | 0.9094 | -0.0122 | 0.9094 | 0.9536 |
380
+ | 0.2273 | 32.9 | 658 | 0.9185 | -0.0285 | 0.9185 | 0.9584 |
381
+ | 0.2273 | 33.0 | 660 | 0.8752 | 0.0067 | 0.8752 | 0.9355 |
382
+ | 0.2273 | 33.1 | 662 | 0.8226 | 0.0409 | 0.8226 | 0.9070 |
383
+ | 0.2273 | 33.2 | 664 | 0.8328 | -0.0059 | 0.8328 | 0.9126 |
384
+ | 0.2273 | 33.3 | 666 | 0.8759 | -0.0513 | 0.8759 | 0.9359 |
385
+ | 0.2273 | 33.4 | 668 | 0.9069 | -0.0093 | 0.9069 | 0.9523 |
386
+ | 0.2273 | 33.5 | 670 | 0.9015 | -0.0591 | 0.9015 | 0.9495 |
387
+ | 0.2273 | 33.6 | 672 | 0.8665 | -0.1833 | 0.8665 | 0.9308 |
388
+ | 0.2273 | 33.7 | 674 | 0.7977 | 0.0 | 0.7977 | 0.8931 |
389
+ | 0.2273 | 33.8 | 676 | 0.7798 | 0.0436 | 0.7798 | 0.8831 |
390
+ | 0.2273 | 33.9 | 678 | 0.7827 | 0.0318 | 0.7827 | 0.8847 |
391
+ | 0.2273 | 34.0 | 680 | 0.7834 | 0.0318 | 0.7834 | 0.8851 |
392
+ | 0.2273 | 34.1 | 682 | 0.7929 | 0.0395 | 0.7929 | 0.8904 |
393
+ | 0.2273 | 34.2 | 684 | 0.8049 | -0.0595 | 0.8049 | 0.8971 |
394
+ | 0.2273 | 34.3 | 686 | 0.8139 | -0.0578 | 0.8139 | 0.9021 |
395
+ | 0.2273 | 34.4 | 688 | 0.8286 | -0.1538 | 0.8286 | 0.9103 |
396
+ | 0.2273 | 34.5 | 690 | 0.8426 | -0.0949 | 0.8426 | 0.9180 |
397
+ | 0.2273 | 34.6 | 692 | 0.8365 | -0.0870 | 0.8365 | 0.9146 |
398
+ | 0.2273 | 34.7 | 694 | 0.8286 | -0.0370 | 0.8286 | 0.9103 |
399
+ | 0.2273 | 34.8 | 696 | 0.8193 | -0.0059 | 0.8193 | 0.9051 |
400
+ | 0.2273 | 34.9 | 698 | 0.8337 | 0.0670 | 0.8337 | 0.9131 |
401
+ | 0.2273 | 35.0 | 700 | 0.8107 | -0.0204 | 0.8107 | 0.9004 |
402
+ | 0.2273 | 35.1 | 702 | 0.7891 | 0.0436 | 0.7891 | 0.8883 |
403
+ | 0.2273 | 35.2 | 704 | 0.7774 | -0.0520 | 0.7774 | 0.8817 |
404
+ | 0.2273 | 35.3 | 706 | 0.7502 | -0.0551 | 0.7502 | 0.8661 |
405
+ | 0.2273 | 35.4 | 708 | 0.7332 | -0.0033 | 0.7332 | 0.8563 |
406
+ | 0.2273 | 35.5 | 710 | 0.7215 | 0.0479 | 0.7215 | 0.8494 |
407
+ | 0.2273 | 35.6 | 712 | 0.7369 | 0.0863 | 0.7369 | 0.8585 |
408
+ | 0.2273 | 35.7 | 714 | 0.7525 | 0.0814 | 0.7525 | 0.8675 |
409
+ | 0.2273 | 35.8 | 716 | 0.7554 | 0.0814 | 0.7554 | 0.8691 |
410
+ | 0.2273 | 35.9 | 718 | 0.7531 | 0.0863 | 0.7531 | 0.8678 |
411
+ | 0.2273 | 36.0 | 720 | 0.7482 | 0.0436 | 0.7482 | 0.8650 |
412
+ | 0.2273 | 36.1 | 722 | 0.7580 | 0.0479 | 0.7580 | 0.8706 |
413
+ | 0.2273 | 36.2 | 724 | 0.7895 | -0.0520 | 0.7895 | 0.8885 |
414
+ | 0.2273 | 36.3 | 726 | 0.8240 | -0.0363 | 0.8240 | 0.9077 |
415
+ | 0.2273 | 36.4 | 728 | 0.8219 | -0.0826 | 0.8219 | 0.9066 |
416
+ | 0.2273 | 36.5 | 730 | 0.8020 | -0.0949 | 0.8020 | 0.8955 |
417
+ | 0.2273 | 36.6 | 732 | 0.7800 | -0.1018 | 0.7800 | 0.8832 |
418
+ | 0.2273 | 36.7 | 734 | 0.7648 | 0.0914 | 0.7648 | 0.8745 |
419
+ | 0.2273 | 36.8 | 736 | 0.7749 | -0.0295 | 0.7749 | 0.8803 |
420
+ | 0.2273 | 36.9 | 738 | 0.7704 | -0.0295 | 0.7704 | 0.8777 |
421
+ | 0.2273 | 37.0 | 740 | 0.7567 | 0.0183 | 0.7567 | 0.8699 |
422
+ | 0.2273 | 37.1 | 742 | 0.7455 | 0.0247 | 0.7455 | 0.8634 |
423
+ | 0.2273 | 37.2 | 744 | 0.7442 | 0.0214 | 0.7442 | 0.8627 |
424
+ | 0.2273 | 37.3 | 746 | 0.7436 | 0.0247 | 0.7436 | 0.8623 |
425
+ | 0.2273 | 37.4 | 748 | 0.7366 | -0.0152 | 0.7366 | 0.8582 |
426
+ | 0.2273 | 37.5 | 750 | 0.7225 | 0.0479 | 0.7225 | 0.8500 |
427
+ | 0.2273 | 37.6 | 752 | 0.7274 | 0.0 | 0.7274 | 0.8529 |
428
+ | 0.2273 | 37.7 | 754 | 0.7352 | 0.0 | 0.7352 | 0.8574 |
429
+ | 0.2273 | 37.8 | 756 | 0.7263 | 0.0524 | 0.7263 | 0.8522 |
430
+ | 0.2273 | 37.9 | 758 | 0.7269 | 0.0436 | 0.7269 | 0.8526 |
431
+ | 0.2273 | 38.0 | 760 | 0.7692 | 0.1096 | 0.7692 | 0.8771 |
432
+ | 0.2273 | 38.1 | 762 | 0.8081 | 0.0867 | 0.8081 | 0.8990 |
433
+ | 0.2273 | 38.2 | 764 | 0.7908 | 0.0909 | 0.7908 | 0.8892 |
434
+ | 0.2273 | 38.3 | 766 | 0.7507 | 0.1202 | 0.7507 | 0.8664 |
435
+ | 0.2273 | 38.4 | 768 | 0.7348 | 0.0436 | 0.7348 | 0.8572 |
436
+ | 0.2273 | 38.5 | 770 | 0.7514 | -0.0520 | 0.7514 | 0.8669 |
437
+ | 0.2273 | 38.6 | 772 | 0.7673 | -0.0949 | 0.7673 | 0.8760 |
438
+ | 0.2273 | 38.7 | 774 | 0.7488 | -0.0520 | 0.7488 | 0.8653 |
439
+ | 0.2273 | 38.8 | 776 | 0.7366 | 0.0436 | 0.7366 | 0.8583 |
440
+ | 0.2273 | 38.9 | 778 | 0.7556 | 0.1202 | 0.7556 | 0.8692 |
441
+ | 0.2273 | 39.0 | 780 | 0.7699 | 0.1899 | 0.7699 | 0.8774 |
442
+ | 0.2273 | 39.1 | 782 | 0.7598 | 0.1202 | 0.7598 | 0.8717 |
443
+ | 0.2273 | 39.2 | 784 | 0.7307 | 0.0395 | 0.7307 | 0.8548 |
444
+ | 0.2273 | 39.3 | 786 | 0.7131 | 0.0479 | 0.7131 | 0.8444 |
445
+ | 0.2273 | 39.4 | 788 | 0.6971 | 0.0524 | 0.6971 | 0.8349 |
446
+ | 0.2273 | 39.5 | 790 | 0.6870 | 0.0 | 0.6870 | 0.8289 |
447
+ | 0.2273 | 39.6 | 792 | 0.6911 | -0.0551 | 0.6911 | 0.8313 |
448
+ | 0.2273 | 39.7 | 794 | 0.6982 | -0.0551 | 0.6982 | 0.8356 |
449
+ | 0.2273 | 39.8 | 796 | 0.6940 | -0.0551 | 0.6940 | 0.8331 |
450
+ | 0.2273 | 39.9 | 798 | 0.6906 | 0.0 | 0.6906 | 0.8310 |
451
+ | 0.2273 | 40.0 | 800 | 0.6983 | 0.0479 | 0.6983 | 0.8357 |
452
+ | 0.2273 | 40.1 | 802 | 0.7245 | 0.1379 | 0.7245 | 0.8512 |
453
+ | 0.2273 | 40.2 | 804 | 0.7467 | 0.1691 | 0.7467 | 0.8641 |
454
+ | 0.2273 | 40.3 | 806 | 0.7478 | 0.1691 | 0.7478 | 0.8648 |
455
+ | 0.2273 | 40.4 | 808 | 0.7443 | 0.1691 | 0.7443 | 0.8627 |
456
+ | 0.2273 | 40.5 | 810 | 0.7392 | 0.1902 | 0.7392 | 0.8598 |
457
+ | 0.2273 | 40.6 | 812 | 0.7376 | 0.0479 | 0.7376 | 0.8588 |
458
+ | 0.2273 | 40.7 | 814 | 0.7529 | -0.1547 | 0.7529 | 0.8677 |
459
+ | 0.2273 | 40.8 | 816 | 0.8084 | -0.1547 | 0.8084 | 0.8991 |
460
+ | 0.2273 | 40.9 | 818 | 0.8366 | -0.2006 | 0.8366 | 0.9147 |
461
+ | 0.2273 | 41.0 | 820 | 0.8095 | -0.1547 | 0.8095 | 0.8997 |
462
+ | 0.2273 | 41.1 | 822 | 0.7758 | -0.0520 | 0.7758 | 0.8808 |
463
+ | 0.2273 | 41.2 | 824 | 0.7292 | -0.0520 | 0.7292 | 0.8539 |
464
+ | 0.2273 | 41.3 | 826 | 0.7024 | 0.0524 | 0.7024 | 0.8381 |
465
+ | 0.2273 | 41.4 | 828 | 0.7079 | 0.1444 | 0.7079 | 0.8414 |
466
+ | 0.2273 | 41.5 | 830 | 0.7165 | 0.1202 | 0.7165 | 0.8465 |
467
+ | 0.2273 | 41.6 | 832 | 0.7188 | 0.1202 | 0.7188 | 0.8478 |
468
+ | 0.2273 | 41.7 | 834 | 0.7066 | 0.1379 | 0.7066 | 0.8406 |
469
+ | 0.2273 | 41.8 | 836 | 0.7026 | 0.0524 | 0.7026 | 0.8382 |
470
+ | 0.2273 | 41.9 | 838 | 0.7161 | -0.0520 | 0.7161 | 0.8462 |
471
+ | 0.2273 | 42.0 | 840 | 0.7205 | -0.0520 | 0.7205 | 0.8488 |
472
+ | 0.2273 | 42.1 | 842 | 0.7259 | -0.0520 | 0.7259 | 0.8520 |
473
+ | 0.2273 | 42.2 | 844 | 0.7227 | -0.0520 | 0.7227 | 0.8501 |
474
+ | 0.2273 | 42.3 | 846 | 0.7076 | 0.0 | 0.7076 | 0.8412 |
475
+ | 0.2273 | 42.4 | 848 | 0.7047 | 0.0 | 0.7047 | 0.8394 |
476
+ | 0.2273 | 42.5 | 850 | 0.7032 | 0.0 | 0.7032 | 0.8386 |
477
+ | 0.2273 | 42.6 | 852 | 0.6973 | 0.0 | 0.6973 | 0.8351 |
478
+ | 0.2273 | 42.7 | 854 | 0.7244 | 0.1199 | 0.7244 | 0.8511 |
479
+ | 0.2273 | 42.8 | 856 | 0.7872 | 0.0909 | 0.7872 | 0.8873 |
480
+ | 0.2273 | 42.9 | 858 | 0.8247 | 0.0409 | 0.8247 | 0.9081 |
481
+ | 0.2273 | 43.0 | 860 | 0.7920 | 0.0512 | 0.7920 | 0.8900 |
482
+ | 0.2273 | 43.1 | 862 | 0.7595 | 0.1311 | 0.7595 | 0.8715 |
483
+ | 0.2273 | 43.2 | 864 | 0.7400 | 0.0914 | 0.7400 | 0.8602 |
484
+ | 0.2273 | 43.3 | 866 | 0.7300 | 0.0914 | 0.7300 | 0.8544 |
485
+ | 0.2273 | 43.4 | 868 | 0.7238 | 0.0863 | 0.7238 | 0.8508 |
486
+ | 0.2273 | 43.5 | 870 | 0.7371 | 0.0863 | 0.7371 | 0.8586 |
487
+ | 0.2273 | 43.6 | 872 | 0.7454 | 0.1691 | 0.7454 | 0.8634 |
488
+ | 0.2273 | 43.7 | 874 | 0.7310 | 0.1758 | 0.7310 | 0.8550 |
489
+ | 0.2273 | 43.8 | 876 | 0.7202 | 0.1379 | 0.7202 | 0.8487 |
490
+ | 0.2273 | 43.9 | 878 | 0.7088 | 0.0863 | 0.7088 | 0.8419 |
491
+ | 0.2273 | 44.0 | 880 | 0.7101 | 0.0524 | 0.7101 | 0.8426 |
492
+ | 0.2273 | 44.1 | 882 | 0.7329 | -0.0520 | 0.7329 | 0.8561 |
493
+ | 0.2273 | 44.2 | 884 | 0.7567 | -0.1547 | 0.7567 | 0.8699 |
494
+ | 0.2273 | 44.3 | 886 | 0.7755 | -0.0892 | 0.7755 | 0.8806 |
495
+ | 0.2273 | 44.4 | 888 | 0.7729 | -0.0949 | 0.7729 | 0.8792 |
496
+ | 0.2273 | 44.5 | 890 | 0.7681 | -0.1547 | 0.7681 | 0.8764 |
497
+ | 0.2273 | 44.6 | 892 | 0.7551 | -0.0520 | 0.7551 | 0.8689 |
498
+ | 0.2273 | 44.7 | 894 | 0.7627 | 0.0 | 0.7627 | 0.8734 |
499
+ | 0.2273 | 44.8 | 896 | 0.7763 | -0.0551 | 0.7763 | 0.8811 |
500
+ | 0.2273 | 44.9 | 898 | 0.7582 | -0.0551 | 0.7582 | 0.8708 |
501
+ | 0.2273 | 45.0 | 900 | 0.7389 | 0.0 | 0.7389 | 0.8596 |
502
+ | 0.2273 | 45.1 | 902 | 0.7174 | 0.0 | 0.7174 | 0.8470 |
503
+ | 0.2273 | 45.2 | 904 | 0.6995 | 0.0 | 0.6995 | 0.8363 |
504
+ | 0.2273 | 45.3 | 906 | 0.7122 | 0.0395 | 0.7122 | 0.8439 |
505
+ | 0.2273 | 45.4 | 908 | 0.7294 | 0.0395 | 0.7294 | 0.8540 |
506
+ | 0.2273 | 45.5 | 910 | 0.7309 | 0.0395 | 0.7309 | 0.8549 |
507
+ | 0.2273 | 45.6 | 912 | 0.7406 | -0.0541 | 0.7406 | 0.8606 |
508
+ | 0.2273 | 45.7 | 914 | 0.7657 | -0.1547 | 0.7657 | 0.8750 |
509
+ | 0.2273 | 45.8 | 916 | 0.7760 | -0.0949 | 0.7760 | 0.8809 |
510
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511
+ | 0.2273 | 46.0 | 920 | 0.7440 | -0.0520 | 0.7440 | 0.8625 |
512
+ | 0.2273 | 46.1 | 922 | 0.7251 | 0.0524 | 0.7251 | 0.8515 |
513
+ | 0.2273 | 46.2 | 924 | 0.7199 | 0.0524 | 0.7199 | 0.8484 |
514
+ | 0.2273 | 46.3 | 926 | 0.7148 | 0.0479 | 0.7148 | 0.8455 |
515
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516
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517
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518
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519
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520
+ | 0.2273 | 46.9 | 938 | 0.7420 | -0.0541 | 0.7420 | 0.8614 |
521
+ | 0.2273 | 47.0 | 940 | 0.7400 | -0.0520 | 0.7400 | 0.8602 |
522
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523
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524
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525
+ | 0.2273 | 47.4 | 948 | 0.7331 | 0.0 | 0.7331 | 0.8562 |
526
+ | 0.2273 | 47.5 | 950 | 0.7319 | 0.0 | 0.7319 | 0.8555 |
527
+ | 0.2273 | 47.6 | 952 | 0.7374 | 0.0 | 0.7374 | 0.8587 |
528
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529
+ | 0.2273 | 47.8 | 956 | 0.7684 | 0.0 | 0.7684 | 0.8766 |
530
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531
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532
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533
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534
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535
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536
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537
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538
+ | 0.2273 | 48.7 | 974 | 0.7628 | -0.0560 | 0.7628 | 0.8734 |
539
+ | 0.2273 | 48.8 | 976 | 0.8115 | 0.0732 | 0.8115 | 0.9008 |
540
+ | 0.2273 | 48.9 | 978 | 0.8281 | 0.0226 | 0.8281 | 0.9100 |
541
+ | 0.2273 | 49.0 | 980 | 0.8387 | 0.0679 | 0.8387 | 0.9158 |
542
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543
+ | 0.2273 | 49.2 | 984 | 0.8090 | 0.0 | 0.8090 | 0.8994 |
544
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545
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546
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547
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548
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549
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550
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551
+ | 0.0536 | 50.0 | 1000 | 0.6773 | 0.0 | 0.6773 | 0.8230 |
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553
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554
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555
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556
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562
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565
+ | 0.0536 | 51.4 | 1028 | 0.7121 | -0.1074 | 0.7121 | 0.8438 |
566
+
567
+
568
+ ### Framework versions
569
+
570
+ - Transformers 4.44.2
571
+ - Pytorch 2.4.0+cu118
572
+ - Datasets 2.21.0
573
+ - Tokenizers 0.19.1
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