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ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k7_task2_organization

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@@ -4,21 +4,21 @@ base_model: aubmindlab/bert-base-arabertv02
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  tags:
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  - generated_from_trainer
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  model-index:
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- - name: ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k6_task2_organization
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  results: []
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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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- # ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k6_task2_organization
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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: 0.9363
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- - Qwk: 0.4857
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- - Mse: 0.9363
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- - Rmse: 0.9676
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  ## Model description
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@@ -47,263 +47,538 @@ The following hyperparameters were used during training:
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  ### Training results
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- | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
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- |:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
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- | No log | 0.0588 | 2 | 4.8073 | -0.0075 | 4.8073 | 2.1925 |
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- | No log | 0.1176 | 4 | 2.5545 | -0.0594 | 2.5545 | 1.5983 |
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- | No log | 0.1765 | 6 | 1.5434 | 0.0504 | 1.5434 | 1.2423 |
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- | No log | 0.2353 | 8 | 1.2968 | 0.0635 | 1.2968 | 1.1388 |
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- | No log | 0.2941 | 10 | 1.2389 | 0.1483 | 1.2389 | 1.1130 |
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- | No log | 0.3529 | 12 | 1.1839 | 0.1482 | 1.1839 | 1.0880 |
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- | No log | 0.4118 | 14 | 1.1813 | 0.1585 | 1.1813 | 1.0869 |
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- | No log | 0.4706 | 16 | 1.1448 | 0.1649 | 1.1448 | 1.0700 |
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- | No log | 0.5294 | 18 | 1.1924 | 0.1772 | 1.1924 | 1.0920 |
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- | No log | 0.5882 | 20 | 1.2469 | 0.0714 | 1.2469 | 1.1166 |
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- | No log | 0.6471 | 22 | 1.2969 | 0.0625 | 1.2969 | 1.1388 |
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- | No log | 0.7059 | 24 | 1.1896 | 0.0456 | 1.1896 | 1.0907 |
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- | No log | 0.7647 | 26 | 1.1012 | 0.1856 | 1.1012 | 1.0494 |
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- | No log | 0.8235 | 28 | 1.0987 | 0.1845 | 1.0987 | 1.0482 |
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- | No log | 0.8824 | 30 | 1.0988 | 0.1895 | 1.0988 | 1.0482 |
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- | No log | 0.9412 | 32 | 1.0035 | 0.1646 | 1.0035 | 1.0017 |
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- | No log | 1.0 | 34 | 1.0315 | 0.3086 | 1.0315 | 1.0157 |
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- | No log | 1.0588 | 36 | 1.1165 | 0.3165 | 1.1165 | 1.0566 |
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- | No log | 1.1176 | 38 | 1.2016 | 0.3220 | 1.2016 | 1.0962 |
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- | No log | 1.1765 | 40 | 1.0641 | 0.4347 | 1.0641 | 1.0316 |
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- | No log | 1.2353 | 42 | 0.9868 | 0.4056 | 0.9868 | 0.9934 |
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- | No log | 1.2941 | 44 | 1.0230 | 0.3720 | 1.0230 | 1.0114 |
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- | No log | 1.3529 | 46 | 1.1405 | 0.3689 | 1.1405 | 1.0679 |
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- | No log | 1.4118 | 48 | 1.4039 | 0.2636 | 1.4039 | 1.1849 |
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- | No log | 1.4706 | 50 | 1.7321 | 0.2780 | 1.7321 | 1.3161 |
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- | No log | 1.5294 | 52 | 1.4118 | 0.3407 | 1.4118 | 1.1882 |
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- | No log | 1.5882 | 54 | 1.0776 | 0.5147 | 1.0776 | 1.0381 |
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- | No log | 1.6471 | 56 | 1.3043 | 0.4312 | 1.3043 | 1.1420 |
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- | No log | 1.7059 | 58 | 1.3774 | 0.3744 | 1.3774 | 1.1736 |
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- | No log | 1.7647 | 60 | 1.1497 | 0.4806 | 1.1497 | 1.0723 |
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- | No log | 1.8235 | 62 | 0.9181 | 0.4200 | 0.9181 | 0.9582 |
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- | No log | 1.8824 | 64 | 0.9433 | 0.4867 | 0.9433 | 0.9712 |
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- | No log | 1.9412 | 66 | 1.0860 | 0.3833 | 1.0860 | 1.0421 |
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- | No log | 2.0 | 68 | 1.0100 | 0.4861 | 1.0100 | 1.0050 |
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- | No log | 2.0588 | 70 | 0.9800 | 0.4771 | 0.9800 | 0.9899 |
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- | No log | 2.1176 | 72 | 0.9562 | 0.5448 | 0.9562 | 0.9779 |
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- | No log | 2.1765 | 74 | 0.9972 | 0.5253 | 0.9972 | 0.9986 |
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- | No log | 2.2353 | 76 | 1.0175 | 0.5024 | 1.0175 | 1.0087 |
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- | No log | 2.2941 | 78 | 0.9892 | 0.4959 | 0.9892 | 0.9946 |
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- | No log | 2.3529 | 80 | 0.9601 | 0.5399 | 0.9601 | 0.9799 |
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- | No log | 2.4118 | 82 | 0.9414 | 0.5377 | 0.9414 | 0.9702 |
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- | No log | 2.4706 | 84 | 0.9290 | 0.5769 | 0.9290 | 0.9639 |
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- | No log | 2.5294 | 86 | 0.8964 | 0.5221 | 0.8964 | 0.9468 |
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- | No log | 2.5882 | 88 | 0.8416 | 0.5343 | 0.8416 | 0.9174 |
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- | No log | 2.6471 | 90 | 0.7869 | 0.5658 | 0.7869 | 0.8871 |
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- | No log | 2.7059 | 92 | 0.7773 | 0.5229 | 0.7773 | 0.8817 |
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- | No log | 2.7647 | 94 | 0.7829 | 0.4654 | 0.7829 | 0.8848 |
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- | No log | 2.8235 | 96 | 0.8221 | 0.5250 | 0.8221 | 0.9067 |
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- | No log | 2.8824 | 98 | 0.9051 | 0.5825 | 0.9051 | 0.9514 |
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- | No log | 2.9412 | 100 | 0.8431 | 0.6212 | 0.8431 | 0.9182 |
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- | No log | 3.0 | 102 | 0.8162 | 0.6034 | 0.8162 | 0.9034 |
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- | No log | 3.0588 | 104 | 0.8209 | 0.6057 | 0.8209 | 0.9060 |
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- | No log | 3.1176 | 106 | 0.7949 | 0.6029 | 0.7949 | 0.8916 |
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- | No log | 3.1765 | 108 | 0.7654 | 0.6448 | 0.7654 | 0.8749 |
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- | No log | 3.2353 | 110 | 0.7822 | 0.6414 | 0.7822 | 0.8844 |
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- | No log | 3.2941 | 112 | 0.8589 | 0.6047 | 0.8589 | 0.9268 |
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- | No log | 3.3529 | 114 | 1.0838 | 0.5752 | 1.0838 | 1.0411 |
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- | No log | 3.4118 | 116 | 1.0218 | 0.6173 | 1.0218 | 1.0109 |
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- | No log | 3.4706 | 118 | 1.0056 | 0.6103 | 1.0056 | 1.0028 |
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- | No log | 3.5294 | 120 | 1.0571 | 0.5318 | 1.0571 | 1.0282 |
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- | No log | 3.5882 | 122 | 1.0519 | 0.5222 | 1.0519 | 1.0256 |
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- | No log | 3.6471 | 124 | 1.0174 | 0.4918 | 1.0174 | 1.0087 |
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- | No log | 3.7059 | 126 | 0.9177 | 0.4677 | 0.9177 | 0.9579 |
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- | No log | 3.7647 | 128 | 0.8333 | 0.4956 | 0.8333 | 0.9128 |
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- | No log | 3.8235 | 130 | 0.9265 | 0.5648 | 0.9265 | 0.9625 |
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- | No log | 3.8824 | 132 | 1.2090 | 0.4780 | 1.2090 | 1.0996 |
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- | No log | 3.9412 | 134 | 1.2520 | 0.4504 | 1.2520 | 1.1189 |
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- | No log | 4.0 | 136 | 0.9556 | 0.4887 | 0.9556 | 0.9776 |
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- | No log | 4.0588 | 138 | 0.8191 | 0.5415 | 0.8191 | 0.9050 |
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- | No log | 4.1176 | 140 | 0.7976 | 0.5263 | 0.7976 | 0.8931 |
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- | No log | 4.1765 | 142 | 0.7563 | 0.5721 | 0.7563 | 0.8696 |
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- | No log | 4.2353 | 144 | 0.7445 | 0.5815 | 0.7445 | 0.8628 |
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- | No log | 4.2941 | 146 | 0.8453 | 0.5714 | 0.8453 | 0.9194 |
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- | No log | 4.3529 | 148 | 0.9320 | 0.5868 | 0.9320 | 0.9654 |
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- | No log | 4.4118 | 150 | 0.7972 | 0.5229 | 0.7972 | 0.8929 |
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- | No log | 4.4706 | 152 | 0.8510 | 0.5489 | 0.8510 | 0.9225 |
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- | No log | 4.5294 | 154 | 0.7697 | 0.5838 | 0.7697 | 0.8773 |
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- | No log | 4.5882 | 156 | 0.8295 | 0.5578 | 0.8295 | 0.9108 |
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- | No log | 4.6471 | 158 | 0.8703 | 0.5375 | 0.8703 | 0.9329 |
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- | No log | 4.7059 | 160 | 0.9492 | 0.5777 | 0.9492 | 0.9743 |
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- | No log | 4.7647 | 162 | 0.9810 | 0.5347 | 0.9810 | 0.9904 |
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- | No log | 4.8235 | 164 | 0.9033 | 0.4668 | 0.9033 | 0.9504 |
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- | No log | 4.8824 | 166 | 0.8938 | 0.4798 | 0.8938 | 0.9454 |
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- | No log | 4.9412 | 168 | 0.9649 | 0.5370 | 0.9649 | 0.9823 |
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- | No log | 5.0 | 170 | 0.9984 | 0.5002 | 0.9984 | 0.9992 |
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- | No log | 5.0588 | 172 | 1.1131 | 0.4528 | 1.1131 | 1.0550 |
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- | No log | 5.1176 | 174 | 1.0323 | 0.4936 | 1.0323 | 1.0160 |
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- | No log | 5.1765 | 176 | 0.8974 | 0.5042 | 0.8974 | 0.9473 |
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- | No log | 5.2353 | 178 | 0.9264 | 0.4960 | 0.9264 | 0.9625 |
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- | No log | 5.2941 | 180 | 1.0547 | 0.4913 | 1.0547 | 1.0270 |
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- | No log | 5.3529 | 182 | 1.0315 | 0.4760 | 1.0315 | 1.0156 |
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- | No log | 5.4118 | 184 | 0.9232 | 0.5349 | 0.9232 | 0.9608 |
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- | No log | 5.4706 | 186 | 1.0073 | 0.5217 | 1.0073 | 1.0037 |
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- | No log | 5.5294 | 188 | 0.9929 | 0.5146 | 0.9929 | 0.9965 |
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- | No log | 5.5882 | 190 | 1.0666 | 0.5108 | 1.0666 | 1.0328 |
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- | No log | 5.6471 | 192 | 1.2388 | 0.5148 | 1.2388 | 1.1130 |
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- | No log | 5.7059 | 194 | 1.1747 | 0.3970 | 1.1747 | 1.0838 |
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- | No log | 5.7647 | 196 | 1.0035 | 0.4458 | 1.0035 | 1.0018 |
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- | No log | 5.8235 | 198 | 0.9178 | 0.4946 | 0.9178 | 0.9580 |
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- | No log | 5.8824 | 200 | 0.8918 | 0.5030 | 0.8918 | 0.9444 |
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- | No log | 5.9412 | 202 | 0.9883 | 0.4511 | 0.9883 | 0.9941 |
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- | No log | 6.0 | 204 | 1.1818 | 0.3976 | 1.1818 | 1.0871 |
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- | No log | 6.0588 | 206 | 1.3538 | 0.3990 | 1.3538 | 1.1635 |
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- | No log | 6.1176 | 208 | 1.2778 | 0.4237 | 1.2778 | 1.1304 |
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- | No log | 6.1765 | 210 | 0.9557 | 0.5358 | 0.9557 | 0.9776 |
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- | No log | 6.2353 | 212 | 0.7748 | 0.6300 | 0.7748 | 0.8802 |
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- | No log | 6.2941 | 214 | 0.7756 | 0.5783 | 0.7756 | 0.8807 |
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- | No log | 6.3529 | 216 | 0.8790 | 0.5015 | 0.8790 | 0.9376 |
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- | No log | 6.4118 | 218 | 1.1155 | 0.4260 | 1.1155 | 1.0562 |
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- | No log | 6.4706 | 220 | 1.2222 | 0.4258 | 1.2222 | 1.1055 |
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- | No log | 6.5294 | 222 | 1.1216 | 0.5003 | 1.1216 | 1.0591 |
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- | No log | 6.5882 | 224 | 0.8959 | 0.5283 | 0.8959 | 0.9465 |
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- | No log | 6.6471 | 226 | 0.7421 | 0.6687 | 0.7421 | 0.8614 |
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- | No log | 6.7059 | 228 | 0.7455 | 0.6006 | 0.7455 | 0.8634 |
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- | No log | 6.7647 | 230 | 0.7401 | 0.6633 | 0.7401 | 0.8603 |
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- | No log | 6.8235 | 232 | 0.8204 | 0.5818 | 0.8204 | 0.9058 |
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- | No log | 6.8824 | 234 | 0.9285 | 0.5293 | 0.9285 | 0.9636 |
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- | No log | 6.9412 | 236 | 1.0132 | 0.5308 | 1.0132 | 1.0066 |
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- | No log | 7.0 | 238 | 1.0125 | 0.5292 | 1.0125 | 1.0062 |
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- | No log | 7.0588 | 240 | 0.9543 | 0.5414 | 0.9543 | 0.9769 |
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- | No log | 7.1176 | 242 | 0.8118 | 0.5578 | 0.8118 | 0.9010 |
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- | No log | 7.1765 | 244 | 0.7730 | 0.5165 | 0.7730 | 0.8792 |
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- | No log | 7.2353 | 246 | 0.8026 | 0.5182 | 0.8026 | 0.8959 |
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- | No log | 7.2941 | 248 | 0.8112 | 0.3920 | 0.8112 | 0.9007 |
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- | No log | 7.3529 | 250 | 0.8761 | 0.4398 | 0.8761 | 0.9360 |
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- | No log | 7.4118 | 252 | 0.9571 | 0.3095 | 0.9571 | 0.9783 |
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- | No log | 7.4706 | 254 | 1.0451 | 0.3387 | 1.0451 | 1.0223 |
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- | No log | 7.5294 | 256 | 1.0735 | 0.4352 | 1.0735 | 1.0361 |
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- | No log | 7.5882 | 258 | 1.0608 | 0.4291 | 1.0608 | 1.0300 |
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- | No log | 7.6471 | 260 | 0.9099 | 0.4726 | 0.9099 | 0.9539 |
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- | No log | 7.7059 | 262 | 0.8271 | 0.5214 | 0.8271 | 0.9095 |
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- | No log | 7.7647 | 264 | 0.8186 | 0.5382 | 0.8186 | 0.9048 |
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- | No log | 7.8235 | 266 | 0.8076 | 0.5098 | 0.8076 | 0.8987 |
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- | No log | 7.8824 | 268 | 0.8680 | 0.4902 | 0.8680 | 0.9317 |
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- | No log | 7.9412 | 270 | 0.9831 | 0.4407 | 0.9831 | 0.9915 |
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- | No log | 8.0 | 272 | 0.9947 | 0.4806 | 0.9947 | 0.9973 |
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- | No log | 8.0588 | 274 | 0.9782 | 0.4702 | 0.9782 | 0.9891 |
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- | No log | 8.1176 | 276 | 0.9330 | 0.4007 | 0.9330 | 0.9659 |
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- | No log | 8.1765 | 278 | 0.8718 | 0.4865 | 0.8718 | 0.9337 |
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- | No log | 8.2353 | 280 | 0.8713 | 0.4966 | 0.8713 | 0.9334 |
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- | No log | 8.2941 | 282 | 0.9194 | 0.4545 | 0.9194 | 0.9589 |
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- | No log | 8.3529 | 284 | 1.0445 | 0.3952 | 1.0445 | 1.0220 |
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- | No log | 8.4118 | 286 | 1.0593 | 0.3630 | 1.0593 | 1.0292 |
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- | No log | 8.4706 | 288 | 0.9801 | 0.4545 | 0.9801 | 0.9900 |
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- | No log | 8.5294 | 290 | 0.8859 | 0.4982 | 0.8859 | 0.9412 |
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- | No log | 8.5882 | 292 | 0.8652 | 0.5471 | 0.8652 | 0.9302 |
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- | No log | 8.6471 | 294 | 0.8860 | 0.4876 | 0.8860 | 0.9413 |
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- | No log | 8.7059 | 296 | 0.9593 | 0.4494 | 0.9593 | 0.9794 |
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- | No log | 8.7647 | 298 | 1.1084 | 0.4598 | 1.1084 | 1.0528 |
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- | No log | 8.8235 | 300 | 1.2444 | 0.4290 | 1.2444 | 1.1155 |
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- | No log | 8.8824 | 302 | 1.2129 | 0.4154 | 1.2129 | 1.1013 |
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- | No log | 8.9412 | 304 | 1.0751 | 0.3571 | 1.0751 | 1.0369 |
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- | No log | 9.0 | 306 | 0.9779 | 0.3519 | 0.9779 | 0.9889 |
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- | No log | 9.0588 | 308 | 0.9194 | 0.4203 | 0.9194 | 0.9589 |
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- | No log | 9.1176 | 310 | 0.8765 | 0.4482 | 0.8765 | 0.9362 |
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- | No log | 9.1765 | 312 | 0.8702 | 0.5220 | 0.8702 | 0.9329 |
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- | No log | 9.2353 | 314 | 1.0166 | 0.5238 | 1.0166 | 1.0083 |
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- | No log | 9.2941 | 316 | 1.2063 | 0.4569 | 1.2063 | 1.0983 |
210
- | No log | 9.3529 | 318 | 1.1624 | 0.4758 | 1.1624 | 1.0781 |
211
- | No log | 9.4118 | 320 | 0.9525 | 0.5028 | 0.9525 | 0.9760 |
212
- | No log | 9.4706 | 322 | 0.8250 | 0.5250 | 0.8250 | 0.9083 |
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- | No log | 9.5294 | 324 | 0.8140 | 0.5462 | 0.8140 | 0.9022 |
214
- | No log | 9.5882 | 326 | 0.8228 | 0.5462 | 0.8228 | 0.9071 |
215
- | No log | 9.6471 | 328 | 0.8498 | 0.5858 | 0.8498 | 0.9219 |
216
- | No log | 9.7059 | 330 | 0.8486 | 0.6009 | 0.8486 | 0.9212 |
217
- | No log | 9.7647 | 332 | 0.8452 | 0.5548 | 0.8452 | 0.9193 |
218
- | No log | 9.8235 | 334 | 0.8896 | 0.5433 | 0.8896 | 0.9432 |
219
- | No log | 9.8824 | 336 | 0.8586 | 0.5602 | 0.8586 | 0.9266 |
220
- | No log | 9.9412 | 338 | 0.8246 | 0.5902 | 0.8246 | 0.9080 |
221
- | No log | 10.0 | 340 | 0.8058 | 0.5875 | 0.8058 | 0.8977 |
222
- | No log | 10.0588 | 342 | 0.8457 | 0.5523 | 0.8457 | 0.9196 |
223
- | No log | 10.1176 | 344 | 0.9574 | 0.6102 | 0.9574 | 0.9785 |
224
- | No log | 10.1765 | 346 | 0.9846 | 0.6047 | 0.9846 | 0.9923 |
225
- | No log | 10.2353 | 348 | 0.8664 | 0.5505 | 0.8664 | 0.9308 |
226
- | No log | 10.2941 | 350 | 0.8362 | 0.5819 | 0.8362 | 0.9144 |
227
- | No log | 10.3529 | 352 | 0.8155 | 0.5323 | 0.8155 | 0.9031 |
228
- | No log | 10.4118 | 354 | 0.8155 | 0.5223 | 0.8155 | 0.9031 |
229
- | No log | 10.4706 | 356 | 0.8601 | 0.5455 | 0.8601 | 0.9274 |
230
- | No log | 10.5294 | 358 | 0.9218 | 0.5635 | 0.9218 | 0.9601 |
231
- | No log | 10.5882 | 360 | 0.9265 | 0.5297 | 0.9265 | 0.9625 |
232
- | No log | 10.6471 | 362 | 0.9111 | 0.4906 | 0.9111 | 0.9545 |
233
- | No log | 10.7059 | 364 | 0.9038 | 0.4894 | 0.9038 | 0.9507 |
234
- | No log | 10.7647 | 366 | 0.9135 | 0.5185 | 0.9135 | 0.9558 |
235
- | No log | 10.8235 | 368 | 0.9191 | 0.4711 | 0.9191 | 0.9587 |
236
- | No log | 10.8824 | 370 | 0.8989 | 0.4906 | 0.8989 | 0.9481 |
237
- | No log | 10.9412 | 372 | 0.8667 | 0.5209 | 0.8667 | 0.9309 |
238
- | No log | 11.0 | 374 | 0.8879 | 0.5227 | 0.8879 | 0.9423 |
239
- | No log | 11.0588 | 376 | 0.9208 | 0.5209 | 0.9208 | 0.9596 |
240
- | No log | 11.1176 | 378 | 0.8844 | 0.4454 | 0.8844 | 0.9405 |
241
- | No log | 11.1765 | 380 | 0.8818 | 0.4774 | 0.8818 | 0.9390 |
242
- | No log | 11.2353 | 382 | 0.8871 | 0.4998 | 0.8871 | 0.9419 |
243
- | No log | 11.2941 | 384 | 0.8887 | 0.4772 | 0.8887 | 0.9427 |
244
- | No log | 11.3529 | 386 | 0.8918 | 0.4763 | 0.8918 | 0.9443 |
245
- | No log | 11.4118 | 388 | 0.8408 | 0.5294 | 0.8408 | 0.9170 |
246
- | No log | 11.4706 | 390 | 0.8165 | 0.5251 | 0.8165 | 0.9036 |
247
- | No log | 11.5294 | 392 | 0.8228 | 0.5530 | 0.8228 | 0.9071 |
248
- | No log | 11.5882 | 394 | 0.9010 | 0.5558 | 0.9010 | 0.9492 |
249
- | No log | 11.6471 | 396 | 1.0061 | 0.4927 | 1.0061 | 1.0030 |
250
- | No log | 11.7059 | 398 | 0.9851 | 0.4921 | 0.9851 | 0.9925 |
251
- | No log | 11.7647 | 400 | 0.9548 | 0.4742 | 0.9548 | 0.9771 |
252
- | No log | 11.8235 | 402 | 0.8631 | 0.4820 | 0.8631 | 0.9290 |
253
- | No log | 11.8824 | 404 | 0.8331 | 0.4979 | 0.8331 | 0.9127 |
254
- | No log | 11.9412 | 406 | 0.8442 | 0.4611 | 0.8442 | 0.9188 |
255
- | No log | 12.0 | 408 | 0.9193 | 0.4911 | 0.9193 | 0.9588 |
256
- | No log | 12.0588 | 410 | 0.9717 | 0.4989 | 0.9717 | 0.9858 |
257
- | No log | 12.1176 | 412 | 0.9289 | 0.5408 | 0.9289 | 0.9638 |
258
- | No log | 12.1765 | 414 | 0.7957 | 0.5979 | 0.7957 | 0.8920 |
259
- | No log | 12.2353 | 416 | 0.7618 | 0.6109 | 0.7618 | 0.8728 |
260
- | No log | 12.2941 | 418 | 0.7863 | 0.6131 | 0.7863 | 0.8868 |
261
- | No log | 12.3529 | 420 | 0.8430 | 0.5738 | 0.8430 | 0.9182 |
262
- | No log | 12.4118 | 422 | 0.8415 | 0.5738 | 0.8415 | 0.9173 |
263
- | No log | 12.4706 | 424 | 0.8278 | 0.5869 | 0.8278 | 0.9099 |
264
- | No log | 12.5294 | 426 | 0.8158 | 0.5983 | 0.8158 | 0.9032 |
265
- | No log | 12.5882 | 428 | 0.8148 | 0.5550 | 0.8148 | 0.9027 |
266
- | No log | 12.6471 | 430 | 0.8363 | 0.5674 | 0.8363 | 0.9145 |
267
- | No log | 12.7059 | 432 | 0.8917 | 0.5661 | 0.8917 | 0.9443 |
268
- | No log | 12.7647 | 434 | 0.9555 | 0.5801 | 0.9555 | 0.9775 |
269
- | No log | 12.8235 | 436 | 0.9174 | 0.5637 | 0.9174 | 0.9578 |
270
- | No log | 12.8824 | 438 | 0.8757 | 0.5637 | 0.8757 | 0.9358 |
271
- | No log | 12.9412 | 440 | 0.8956 | 0.5509 | 0.8956 | 0.9464 |
272
- | No log | 13.0 | 442 | 0.9253 | 0.5509 | 0.9253 | 0.9619 |
273
- | No log | 13.0588 | 444 | 1.0133 | 0.5002 | 1.0133 | 1.0066 |
274
- | No log | 13.1176 | 446 | 1.0696 | 0.4894 | 1.0696 | 1.0342 |
275
- | No log | 13.1765 | 448 | 1.0745 | 0.5002 | 1.0745 | 1.0366 |
276
- | No log | 13.2353 | 450 | 1.0689 | 0.4921 | 1.0689 | 1.0339 |
277
- | No log | 13.2941 | 452 | 1.0145 | 0.5509 | 1.0145 | 1.0072 |
278
- | No log | 13.3529 | 454 | 0.9539 | 0.5509 | 0.9539 | 0.9767 |
279
- | No log | 13.4118 | 456 | 0.8530 | 0.5359 | 0.8530 | 0.9236 |
280
- | No log | 13.4706 | 458 | 0.8397 | 0.5519 | 0.8397 | 0.9163 |
281
- | No log | 13.5294 | 460 | 0.8329 | 0.4832 | 0.8329 | 0.9126 |
282
- | No log | 13.5882 | 462 | 0.8536 | 0.5124 | 0.8536 | 0.9239 |
283
- | No log | 13.6471 | 464 | 0.9047 | 0.5575 | 0.9047 | 0.9511 |
284
- | No log | 13.7059 | 466 | 1.0288 | 0.4482 | 1.0288 | 1.0143 |
285
- | No log | 13.7647 | 468 | 1.0931 | 0.4604 | 1.0931 | 1.0455 |
286
- | No log | 13.8235 | 470 | 1.0227 | 0.5393 | 1.0227 | 1.0113 |
287
- | No log | 13.8824 | 472 | 0.9183 | 0.5352 | 0.9183 | 0.9583 |
288
- | No log | 13.9412 | 474 | 0.8399 | 0.5680 | 0.8399 | 0.9165 |
289
- | No log | 14.0 | 476 | 0.8296 | 0.5704 | 0.8296 | 0.9108 |
290
- | No log | 14.0588 | 478 | 0.8459 | 0.5706 | 0.8459 | 0.9197 |
291
- | No log | 14.1176 | 480 | 0.9344 | 0.5040 | 0.9344 | 0.9667 |
292
- | No log | 14.1765 | 482 | 1.0940 | 0.4583 | 1.0940 | 1.0460 |
293
- | No log | 14.2353 | 484 | 1.1797 | 0.3791 | 1.1797 | 1.0861 |
294
- | No log | 14.2941 | 486 | 1.1145 | 0.4075 | 1.1145 | 1.0557 |
295
- | No log | 14.3529 | 488 | 0.9840 | 0.4647 | 0.9840 | 0.9919 |
296
- | No log | 14.4118 | 490 | 0.9040 | 0.4425 | 0.9040 | 0.9508 |
297
- | No log | 14.4706 | 492 | 0.8835 | 0.5136 | 0.8835 | 0.9399 |
298
- | No log | 14.5294 | 494 | 0.9373 | 0.4962 | 0.9373 | 0.9681 |
299
- | No log | 14.5882 | 496 | 1.0882 | 0.5177 | 1.0882 | 1.0432 |
300
- | No log | 14.6471 | 498 | 1.1370 | 0.5489 | 1.1370 | 1.0663 |
301
- | 0.3316 | 14.7059 | 500 | 1.0293 | 0.5115 | 1.0293 | 1.0145 |
302
- | 0.3316 | 14.7647 | 502 | 0.9039 | 0.4883 | 0.9039 | 0.9507 |
303
- | 0.3316 | 14.8235 | 504 | 0.8290 | 0.4724 | 0.8290 | 0.9105 |
304
- | 0.3316 | 14.8824 | 506 | 0.8272 | 0.4724 | 0.8272 | 0.9095 |
305
- | 0.3316 | 14.9412 | 508 | 0.8598 | 0.4429 | 0.8598 | 0.9272 |
306
- | 0.3316 | 15.0 | 510 | 0.9363 | 0.4857 | 0.9363 | 0.9676 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
307
 
308
 
309
  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k7_task2_organization
8
  results: []
9
  ---
10
 
11
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
12
  should probably proofread and complete it, then remove this comment. -->
13
 
14
+ # ArabicNewSplits7_OSS_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k7_task2_organization
15
 
16
  This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
17
  It achieves the following results on the evaluation set:
18
+ - Loss: 0.9527
19
+ - Qwk: 0.5080
20
+ - Mse: 0.9527
21
+ - Rmse: 0.9760
22
 
23
  ## Model description
24
 
 
47
 
48
  ### Training results
49
 
50
+ | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
+ |:-------------:|:-----:|:----:|:---------------:|:-------:|:------:|:------:|
52
+ | No log | 0.05 | 2 | 4.6899 | 0.0010 | 4.6899 | 2.1656 |
53
+ | No log | 0.1 | 4 | 3.1218 | -0.0314 | 3.1218 | 1.7669 |
54
+ | No log | 0.15 | 6 | 1.7114 | 0.0504 | 1.7114 | 1.3082 |
55
+ | No log | 0.2 | 8 | 1.3313 | 0.0723 | 1.3313 | 1.1538 |
56
+ | No log | 0.25 | 10 | 1.2326 | 0.0722 | 1.2326 | 1.1102 |
57
+ | No log | 0.3 | 12 | 1.2336 | 0.0948 | 1.2336 | 1.1107 |
58
+ | No log | 0.35 | 14 | 1.2814 | 0.0666 | 1.2814 | 1.1320 |
59
+ | No log | 0.4 | 16 | 1.3048 | 0.0796 | 1.3048 | 1.1423 |
60
+ | No log | 0.45 | 18 | 1.1807 | 0.2244 | 1.1807 | 1.0866 |
61
+ | No log | 0.5 | 20 | 1.2653 | 0.2927 | 1.2653 | 1.1248 |
62
+ | No log | 0.55 | 22 | 1.3141 | 0.1649 | 1.3141 | 1.1464 |
63
+ | No log | 0.6 | 24 | 1.2787 | 0.1767 | 1.2787 | 1.1308 |
64
+ | No log | 0.65 | 26 | 1.2291 | 0.1628 | 1.2291 | 1.1087 |
65
+ | No log | 0.7 | 28 | 1.1148 | 0.2835 | 1.1148 | 1.0558 |
66
+ | No log | 0.75 | 30 | 0.9567 | 0.4008 | 0.9567 | 0.9781 |
67
+ | No log | 0.8 | 32 | 1.0973 | 0.3056 | 1.0973 | 1.0475 |
68
+ | No log | 0.85 | 34 | 1.3140 | 0.1395 | 1.3140 | 1.1463 |
69
+ | No log | 0.9 | 36 | 1.2695 | 0.1655 | 1.2695 | 1.1267 |
70
+ | No log | 0.95 | 38 | 0.9983 | 0.4017 | 0.9983 | 0.9992 |
71
+ | No log | 1.0 | 40 | 0.9249 | 0.5357 | 0.9249 | 0.9617 |
72
+ | No log | 1.05 | 42 | 0.9161 | 0.4260 | 0.9161 | 0.9572 |
73
+ | No log | 1.1 | 44 | 0.8933 | 0.4036 | 0.8933 | 0.9452 |
74
+ | No log | 1.15 | 46 | 0.8915 | 0.3021 | 0.8915 | 0.9442 |
75
+ | No log | 1.2 | 48 | 0.9048 | 0.4016 | 0.9048 | 0.9512 |
76
+ | No log | 1.25 | 50 | 0.9402 | 0.4690 | 0.9402 | 0.9696 |
77
+ | No log | 1.3 | 52 | 0.9284 | 0.5268 | 0.9284 | 0.9635 |
78
+ | No log | 1.35 | 54 | 0.8487 | 0.5735 | 0.8487 | 0.9213 |
79
+ | No log | 1.4 | 56 | 0.8167 | 0.5797 | 0.8167 | 0.9037 |
80
+ | No log | 1.45 | 58 | 0.7885 | 0.5596 | 0.7885 | 0.8880 |
81
+ | No log | 1.5 | 60 | 0.7681 | 0.5411 | 0.7681 | 0.8764 |
82
+ | No log | 1.55 | 62 | 0.7583 | 0.5686 | 0.7583 | 0.8708 |
83
+ | No log | 1.6 | 64 | 0.7691 | 0.5660 | 0.7691 | 0.8770 |
84
+ | No log | 1.65 | 66 | 0.8064 | 0.5385 | 0.8064 | 0.8980 |
85
+ | No log | 1.7 | 68 | 0.8152 | 0.5186 | 0.8152 | 0.9029 |
86
+ | No log | 1.75 | 70 | 0.8279 | 0.5041 | 0.8279 | 0.9099 |
87
+ | No log | 1.8 | 72 | 0.8585 | 0.4590 | 0.8585 | 0.9266 |
88
+ | No log | 1.85 | 74 | 0.9350 | 0.4393 | 0.9350 | 0.9670 |
89
+ | No log | 1.9 | 76 | 1.0803 | 0.4921 | 1.0803 | 1.0394 |
90
+ | No log | 1.95 | 78 | 1.1449 | 0.4604 | 1.1449 | 1.0700 |
91
+ | No log | 2.0 | 80 | 1.0612 | 0.4583 | 1.0612 | 1.0302 |
92
+ | No log | 2.05 | 82 | 0.8988 | 0.5216 | 0.8988 | 0.9480 |
93
+ | No log | 2.1 | 84 | 0.8104 | 0.6032 | 0.8104 | 0.9002 |
94
+ | No log | 2.15 | 86 | 0.7894 | 0.5672 | 0.7894 | 0.8885 |
95
+ | No log | 2.2 | 88 | 0.8003 | 0.6073 | 0.8003 | 0.8946 |
96
+ | No log | 2.25 | 90 | 0.8882 | 0.5410 | 0.8882 | 0.9424 |
97
+ | No log | 2.3 | 92 | 0.9667 | 0.4931 | 0.9667 | 0.9832 |
98
+ | No log | 2.35 | 94 | 0.8727 | 0.5667 | 0.8727 | 0.9342 |
99
+ | No log | 2.4 | 96 | 0.8109 | 0.6252 | 0.8109 | 0.9005 |
100
+ | No log | 2.45 | 98 | 0.7880 | 0.6330 | 0.7880 | 0.8877 |
101
+ | No log | 2.5 | 100 | 0.7882 | 0.6679 | 0.7882 | 0.8878 |
102
+ | No log | 2.55 | 102 | 0.7401 | 0.6633 | 0.7401 | 0.8603 |
103
+ | No log | 2.6 | 104 | 0.7067 | 0.5741 | 0.7067 | 0.8407 |
104
+ | No log | 2.65 | 106 | 0.7079 | 0.6072 | 0.7079 | 0.8413 |
105
+ | No log | 2.7 | 108 | 0.7883 | 0.5365 | 0.7883 | 0.8879 |
106
+ | No log | 2.75 | 110 | 0.8946 | 0.6266 | 0.8946 | 0.9458 |
107
+ | No log | 2.8 | 112 | 1.0434 | 0.5851 | 1.0434 | 1.0215 |
108
+ | No log | 2.85 | 114 | 1.1350 | 0.4866 | 1.1350 | 1.0654 |
109
+ | No log | 2.9 | 116 | 1.3445 | 0.4602 | 1.3445 | 1.1595 |
110
+ | No log | 2.95 | 118 | 1.1838 | 0.4554 | 1.1838 | 1.0880 |
111
+ | No log | 3.0 | 120 | 0.9556 | 0.5688 | 0.9556 | 0.9776 |
112
+ | No log | 3.05 | 122 | 0.8474 | 0.5880 | 0.8474 | 0.9205 |
113
+ | No log | 3.1 | 124 | 0.8719 | 0.56 | 0.8719 | 0.9338 |
114
+ | No log | 3.15 | 126 | 1.0348 | 0.4482 | 1.0348 | 1.0173 |
115
+ | No log | 3.2 | 128 | 1.0711 | 0.4598 | 1.0711 | 1.0349 |
116
+ | No log | 3.25 | 130 | 0.9945 | 0.5798 | 0.9945 | 0.9972 |
117
+ | No log | 3.3 | 132 | 0.8865 | 0.5683 | 0.8865 | 0.9416 |
118
+ | No log | 3.35 | 134 | 0.8010 | 0.6175 | 0.8010 | 0.8950 |
119
+ | No log | 3.4 | 136 | 0.7574 | 0.6209 | 0.7574 | 0.8703 |
120
+ | No log | 3.45 | 138 | 0.7444 | 0.5991 | 0.7444 | 0.8628 |
121
+ | No log | 3.5 | 140 | 0.8099 | 0.5696 | 0.8099 | 0.8999 |
122
+ | No log | 3.55 | 142 | 0.9621 | 0.5627 | 0.9621 | 0.9809 |
123
+ | No log | 3.6 | 144 | 1.0065 | 0.5246 | 1.0065 | 1.0033 |
124
+ | No log | 3.65 | 146 | 0.9952 | 0.5425 | 0.9952 | 0.9976 |
125
+ | No log | 3.7 | 148 | 1.0173 | 0.5406 | 1.0173 | 1.0086 |
126
+ | No log | 3.75 | 150 | 1.1769 | 0.4544 | 1.1769 | 1.0848 |
127
+ | No log | 3.8 | 152 | 1.2058 | 0.4699 | 1.2058 | 1.0981 |
128
+ | No log | 3.85 | 154 | 1.0289 | 0.5366 | 1.0289 | 1.0143 |
129
+ | No log | 3.9 | 156 | 0.8045 | 0.56 | 0.8045 | 0.8969 |
130
+ | No log | 3.95 | 158 | 0.7243 | 0.6223 | 0.7243 | 0.8510 |
131
+ | No log | 4.0 | 160 | 0.7596 | 0.6091 | 0.7596 | 0.8715 |
132
+ | No log | 4.05 | 162 | 0.9584 | 0.5392 | 0.9584 | 0.9790 |
133
+ | No log | 4.1 | 164 | 1.2253 | 0.5241 | 1.2253 | 1.1069 |
134
+ | No log | 4.15 | 166 | 1.4312 | 0.4345 | 1.4312 | 1.1963 |
135
+ | No log | 4.2 | 168 | 1.5024 | 0.3358 | 1.5024 | 1.2257 |
136
+ | No log | 4.25 | 170 | 1.3011 | 0.4102 | 1.3011 | 1.1406 |
137
+ | No log | 4.3 | 172 | 1.1974 | 0.4433 | 1.1974 | 1.0942 |
138
+ | No log | 4.35 | 174 | 1.2156 | 0.4695 | 1.2156 | 1.1025 |
139
+ | No log | 4.4 | 176 | 1.3243 | 0.4395 | 1.3243 | 1.1508 |
140
+ | No log | 4.45 | 178 | 1.1589 | 0.5003 | 1.1589 | 1.0765 |
141
+ | No log | 4.5 | 180 | 0.9056 | 0.5827 | 0.9056 | 0.9516 |
142
+ | No log | 4.55 | 182 | 0.8753 | 0.5769 | 0.8753 | 0.9356 |
143
+ | No log | 4.6 | 184 | 0.9875 | 0.4803 | 0.9875 | 0.9937 |
144
+ | No log | 4.65 | 186 | 1.2426 | 0.4012 | 1.2426 | 1.1147 |
145
+ | No log | 4.7 | 188 | 1.3303 | 0.4116 | 1.3303 | 1.1534 |
146
+ | No log | 4.75 | 190 | 1.1523 | 0.4571 | 1.1522 | 1.0734 |
147
+ | No log | 4.8 | 192 | 0.9871 | 0.4463 | 0.9871 | 0.9935 |
148
+ | No log | 4.85 | 194 | 0.9558 | 0.5102 | 0.9558 | 0.9776 |
149
+ | No log | 4.9 | 196 | 0.9425 | 0.5878 | 0.9425 | 0.9708 |
150
+ | No log | 4.95 | 198 | 0.9417 | 0.5754 | 0.9417 | 0.9704 |
151
+ | No log | 5.0 | 200 | 0.8563 | 0.5614 | 0.8563 | 0.9254 |
152
+ | No log | 5.05 | 202 | 0.8121 | 0.5580 | 0.8121 | 0.9012 |
153
+ | No log | 5.1 | 204 | 0.8189 | 0.6526 | 0.8189 | 0.9049 |
154
+ | No log | 5.15 | 206 | 0.8874 | 0.5404 | 0.8874 | 0.9420 |
155
+ | No log | 5.2 | 208 | 0.9852 | 0.5122 | 0.9852 | 0.9926 |
156
+ | No log | 5.25 | 210 | 1.0824 | 0.4990 | 1.0824 | 1.0404 |
157
+ | No log | 5.3 | 212 | 1.0097 | 0.4476 | 1.0097 | 1.0048 |
158
+ | No log | 5.35 | 214 | 0.8619 | 0.5073 | 0.8619 | 0.9284 |
159
+ | No log | 5.4 | 216 | 0.7880 | 0.5155 | 0.7880 | 0.8877 |
160
+ | No log | 5.45 | 218 | 0.7883 | 0.5283 | 0.7883 | 0.8879 |
161
+ | No log | 5.5 | 220 | 0.8108 | 0.5676 | 0.8108 | 0.9004 |
162
+ | No log | 5.55 | 222 | 0.9178 | 0.4576 | 0.9178 | 0.9580 |
163
+ | No log | 5.6 | 224 | 1.1086 | 0.4710 | 1.1086 | 1.0529 |
164
+ | No log | 5.65 | 226 | 1.1488 | 0.4600 | 1.1488 | 1.0718 |
165
+ | No log | 5.7 | 228 | 0.9966 | 0.5414 | 0.9966 | 0.9983 |
166
+ | No log | 5.75 | 230 | 0.9751 | 0.5134 | 0.9751 | 0.9875 |
167
+ | No log | 5.8 | 232 | 1.0129 | 0.5050 | 1.0129 | 1.0065 |
168
+ | No log | 5.85 | 234 | 1.1081 | 0.4103 | 1.1081 | 1.0527 |
169
+ | No log | 5.9 | 236 | 1.0336 | 0.5308 | 1.0336 | 1.0167 |
170
+ | No log | 5.95 | 238 | 0.9293 | 0.5358 | 0.9293 | 0.9640 |
171
+ | No log | 6.0 | 240 | 0.9093 | 0.5878 | 0.9093 | 0.9536 |
172
+ | No log | 6.05 | 242 | 0.9790 | 0.5002 | 0.9790 | 0.9894 |
173
+ | No log | 6.1 | 244 | 1.0067 | 0.5672 | 1.0067 | 1.0033 |
174
+ | No log | 6.15 | 246 | 0.9382 | 0.5509 | 0.9382 | 0.9686 |
175
+ | No log | 6.2 | 248 | 0.8054 | 0.5905 | 0.8054 | 0.8974 |
176
+ | No log | 6.25 | 250 | 0.7334 | 0.5351 | 0.7334 | 0.8564 |
177
+ | No log | 6.3 | 252 | 0.7358 | 0.6203 | 0.7358 | 0.8578 |
178
+ | No log | 6.35 | 254 | 0.8261 | 0.6154 | 0.8261 | 0.9089 |
179
+ | No log | 6.4 | 256 | 0.9965 | 0.5237 | 0.9965 | 0.9983 |
180
+ | No log | 6.45 | 258 | 1.0189 | 0.5237 | 1.0189 | 1.0094 |
181
+ | No log | 6.5 | 260 | 0.9097 | 0.5297 | 0.9097 | 0.9538 |
182
+ | No log | 6.55 | 262 | 0.8128 | 0.5882 | 0.8128 | 0.9015 |
183
+ | No log | 6.6 | 264 | 0.7309 | 0.5345 | 0.7309 | 0.8549 |
184
+ | No log | 6.65 | 266 | 0.7146 | 0.5532 | 0.7146 | 0.8453 |
185
+ | No log | 6.7 | 268 | 0.7130 | 0.5532 | 0.7130 | 0.8444 |
186
+ | No log | 6.75 | 270 | 0.7297 | 0.5250 | 0.7297 | 0.8542 |
187
+ | No log | 6.8 | 272 | 0.8705 | 0.5384 | 0.8705 | 0.9330 |
188
+ | No log | 6.85 | 274 | 1.0810 | 0.5296 | 1.0810 | 1.0397 |
189
+ | No log | 6.9 | 276 | 1.1490 | 0.4919 | 1.1490 | 1.0719 |
190
+ | No log | 6.95 | 278 | 1.0843 | 0.4992 | 1.0843 | 1.0413 |
191
+ | No log | 7.0 | 280 | 0.9374 | 0.5342 | 0.9374 | 0.9682 |
192
+ | No log | 7.05 | 282 | 0.7950 | 0.5354 | 0.7950 | 0.8916 |
193
+ | No log | 7.1 | 284 | 0.7202 | 0.5270 | 0.7202 | 0.8487 |
194
+ | No log | 7.15 | 286 | 0.6944 | 0.5938 | 0.6944 | 0.8333 |
195
+ | No log | 7.2 | 288 | 0.7289 | 0.5636 | 0.7289 | 0.8537 |
196
+ | No log | 7.25 | 290 | 0.8041 | 0.5443 | 0.8041 | 0.8967 |
197
+ | No log | 7.3 | 292 | 0.8545 | 0.5183 | 0.8545 | 0.9244 |
198
+ | No log | 7.35 | 294 | 0.8509 | 0.5166 | 0.8509 | 0.9225 |
199
+ | No log | 7.4 | 296 | 0.7935 | 0.5663 | 0.7935 | 0.8908 |
200
+ | No log | 7.45 | 298 | 0.7946 | 0.5964 | 0.7946 | 0.8914 |
201
+ | No log | 7.5 | 300 | 0.8241 | 0.6068 | 0.8241 | 0.9078 |
202
+ | No log | 7.55 | 302 | 0.8457 | 0.6068 | 0.8457 | 0.9196 |
203
+ | No log | 7.6 | 304 | 0.8734 | 0.5847 | 0.8734 | 0.9345 |
204
+ | No log | 7.65 | 306 | 0.8298 | 0.5409 | 0.8298 | 0.9109 |
205
+ | No log | 7.7 | 308 | 0.8070 | 0.5517 | 0.8070 | 0.8983 |
206
+ | No log | 7.75 | 310 | 0.8218 | 0.5881 | 0.8218 | 0.9065 |
207
+ | No log | 7.8 | 312 | 0.8089 | 0.5346 | 0.8089 | 0.8994 |
208
+ | No log | 7.85 | 314 | 0.8449 | 0.5852 | 0.8449 | 0.9192 |
209
+ | No log | 7.9 | 316 | 0.9525 | 0.5528 | 0.9525 | 0.9760 |
210
+ | No log | 7.95 | 318 | 1.0945 | 0.4851 | 1.0945 | 1.0462 |
211
+ | No log | 8.0 | 320 | 1.0623 | 0.4861 | 1.0623 | 1.0307 |
212
+ | No log | 8.05 | 322 | 0.9383 | 0.4913 | 0.9383 | 0.9687 |
213
+ | No log | 8.1 | 324 | 0.8557 | 0.4886 | 0.8557 | 0.9250 |
214
+ | No log | 8.15 | 326 | 0.8753 | 0.4694 | 0.8753 | 0.9356 |
215
+ | No log | 8.2 | 328 | 0.9196 | 0.4886 | 0.9196 | 0.9590 |
216
+ | No log | 8.25 | 330 | 0.9068 | 0.4712 | 0.9068 | 0.9523 |
217
+ | No log | 8.3 | 332 | 0.8870 | 0.4507 | 0.8870 | 0.9418 |
218
+ | No log | 8.35 | 334 | 0.8756 | 0.4507 | 0.8756 | 0.9357 |
219
+ | No log | 8.4 | 336 | 0.8603 | 0.5182 | 0.8603 | 0.9275 |
220
+ | No log | 8.45 | 338 | 0.8844 | 0.5014 | 0.8844 | 0.9404 |
221
+ | No log | 8.5 | 340 | 0.8612 | 0.5714 | 0.8612 | 0.9280 |
222
+ | No log | 8.55 | 342 | 0.8237 | 0.5881 | 0.8237 | 0.9076 |
223
+ | No log | 8.6 | 344 | 0.7939 | 0.6028 | 0.7939 | 0.8910 |
224
+ | No log | 8.65 | 346 | 0.7898 | 0.5936 | 0.7898 | 0.8887 |
225
+ | No log | 8.7 | 348 | 0.8253 | 0.6166 | 0.8253 | 0.9085 |
226
+ | No log | 8.75 | 350 | 0.9029 | 0.5341 | 0.9029 | 0.9502 |
227
+ | No log | 8.8 | 352 | 0.8915 | 0.5511 | 0.8915 | 0.9442 |
228
+ | No log | 8.85 | 354 | 0.8295 | 0.5537 | 0.8295 | 0.9108 |
229
+ | No log | 8.9 | 356 | 0.7952 | 0.5636 | 0.7952 | 0.8917 |
230
+ | No log | 8.95 | 358 | 0.7794 | 0.5300 | 0.7794 | 0.8829 |
231
+ | No log | 9.0 | 360 | 0.7907 | 0.5968 | 0.7907 | 0.8892 |
232
+ | No log | 9.05 | 362 | 0.7997 | 0.5702 | 0.7997 | 0.8943 |
233
+ | No log | 9.1 | 364 | 0.8464 | 0.5827 | 0.8464 | 0.9200 |
234
+ | No log | 9.15 | 366 | 0.9225 | 0.5312 | 0.9225 | 0.9605 |
235
+ | No log | 9.2 | 368 | 0.9882 | 0.5134 | 0.9882 | 0.9941 |
236
+ | No log | 9.25 | 370 | 0.9861 | 0.5134 | 0.9861 | 0.9930 |
237
+ | No log | 9.3 | 372 | 0.8994 | 0.5094 | 0.8994 | 0.9483 |
238
+ | No log | 9.35 | 374 | 0.8496 | 0.5086 | 0.8496 | 0.9217 |
239
+ | No log | 9.4 | 376 | 0.8409 | 0.5135 | 0.8409 | 0.9170 |
240
+ | No log | 9.45 | 378 | 0.8772 | 0.5279 | 0.8772 | 0.9366 |
241
+ | No log | 9.5 | 380 | 1.0030 | 0.5053 | 1.0030 | 1.0015 |
242
+ | No log | 9.55 | 382 | 1.1276 | 0.4943 | 1.1276 | 1.0619 |
243
+ | No log | 9.6 | 384 | 1.1181 | 0.4943 | 1.1181 | 1.0574 |
244
+ | No log | 9.65 | 386 | 0.9900 | 0.5153 | 0.9900 | 0.9950 |
245
+ | No log | 9.7 | 388 | 0.8808 | 0.5560 | 0.8808 | 0.9385 |
246
+ | No log | 9.75 | 390 | 0.8358 | 0.5090 | 0.8358 | 0.9142 |
247
+ | No log | 9.8 | 392 | 0.8414 | 0.5675 | 0.8414 | 0.9173 |
248
+ | No log | 9.85 | 394 | 0.8740 | 0.5769 | 0.8740 | 0.9349 |
249
+ | No log | 9.9 | 396 | 0.8790 | 0.5769 | 0.8790 | 0.9376 |
250
+ | No log | 9.95 | 398 | 0.9481 | 0.5304 | 0.9481 | 0.9737 |
251
+ | No log | 10.0 | 400 | 0.9628 | 0.4913 | 0.9628 | 0.9812 |
252
+ | No log | 10.05 | 402 | 0.9339 | 0.5233 | 0.9339 | 0.9664 |
253
+ | No log | 10.1 | 404 | 0.8962 | 0.54 | 0.8962 | 0.9467 |
254
+ | No log | 10.15 | 406 | 0.9204 | 0.5297 | 0.9204 | 0.9594 |
255
+ | No log | 10.2 | 408 | 0.9852 | 0.5429 | 0.9852 | 0.9926 |
256
+ | No log | 10.25 | 410 | 1.0117 | 0.5429 | 1.0117 | 1.0058 |
257
+ | No log | 10.3 | 412 | 0.9297 | 0.5183 | 0.9297 | 0.9642 |
258
+ | No log | 10.35 | 414 | 0.8650 | 0.4754 | 0.8650 | 0.9301 |
259
+ | No log | 10.4 | 416 | 0.8733 | 0.5153 | 0.8733 | 0.9345 |
260
+ | No log | 10.45 | 418 | 0.9251 | 0.4972 | 0.9251 | 0.9618 |
261
+ | No log | 10.5 | 420 | 0.9804 | 0.5262 | 0.9804 | 0.9901 |
262
+ | No log | 10.55 | 422 | 0.9688 | 0.5280 | 0.9688 | 0.9843 |
263
+ | No log | 10.6 | 424 | 0.8988 | 0.4898 | 0.8988 | 0.9480 |
264
+ | No log | 10.65 | 426 | 0.8672 | 0.5677 | 0.8672 | 0.9312 |
265
+ | No log | 10.7 | 428 | 0.8643 | 0.5514 | 0.8643 | 0.9297 |
266
+ | No log | 10.75 | 430 | 0.8324 | 0.5540 | 0.8324 | 0.9124 |
267
+ | No log | 10.8 | 432 | 0.8650 | 0.5490 | 0.8650 | 0.9301 |
268
+ | No log | 10.85 | 434 | 0.9329 | 0.5638 | 0.9329 | 0.9659 |
269
+ | No log | 10.9 | 436 | 0.9487 | 0.5638 | 0.9487 | 0.9740 |
270
+ | No log | 10.95 | 438 | 0.9114 | 0.5287 | 0.9114 | 0.9547 |
271
+ | No log | 11.0 | 440 | 0.8575 | 0.5514 | 0.8575 | 0.9260 |
272
+ | No log | 11.05 | 442 | 0.8494 | 0.5339 | 0.8494 | 0.9217 |
273
+ | No log | 11.1 | 444 | 0.9106 | 0.4907 | 0.9106 | 0.9542 |
274
+ | No log | 11.15 | 446 | 0.9886 | 0.5224 | 0.9886 | 0.9943 |
275
+ | No log | 11.2 | 448 | 1.0237 | 0.5379 | 1.0237 | 1.0118 |
276
+ | No log | 11.25 | 450 | 0.9426 | 0.5224 | 0.9426 | 0.9709 |
277
+ | No log | 11.3 | 452 | 0.8439 | 0.4712 | 0.8439 | 0.9186 |
278
+ | No log | 11.35 | 454 | 0.7911 | 0.5124 | 0.7911 | 0.8894 |
279
+ | No log | 11.4 | 456 | 0.7674 | 0.5397 | 0.7674 | 0.8760 |
280
+ | No log | 11.45 | 458 | 0.8118 | 0.5283 | 0.8118 | 0.9010 |
281
+ | No log | 11.5 | 460 | 0.8630 | 0.4890 | 0.8630 | 0.9290 |
282
+ | No log | 11.55 | 462 | 0.8387 | 0.5058 | 0.8387 | 0.9158 |
283
+ | No log | 11.6 | 464 | 0.8037 | 0.5471 | 0.8037 | 0.8965 |
284
+ | No log | 11.65 | 466 | 0.8420 | 0.5264 | 0.8420 | 0.9176 |
285
+ | No log | 11.7 | 468 | 0.9287 | 0.5469 | 0.9287 | 0.9637 |
286
+ | No log | 11.75 | 470 | 1.0444 | 0.5190 | 1.0444 | 1.0219 |
287
+ | No log | 11.8 | 472 | 1.1005 | 0.4396 | 1.1005 | 1.0491 |
288
+ | No log | 11.85 | 474 | 1.1200 | 0.4216 | 1.1200 | 1.0583 |
289
+ | No log | 11.9 | 476 | 1.0795 | 0.3745 | 1.0795 | 1.0390 |
290
+ | No log | 11.95 | 478 | 0.9932 | 0.4295 | 0.9932 | 0.9966 |
291
+ | No log | 12.0 | 480 | 0.9635 | 0.5230 | 0.9635 | 0.9816 |
292
+ | No log | 12.05 | 482 | 0.9918 | 0.4490 | 0.9918 | 0.9959 |
293
+ | No log | 12.1 | 484 | 1.0714 | 0.3109 | 1.0714 | 1.0351 |
294
+ | No log | 12.15 | 486 | 1.1830 | 0.3701 | 1.1830 | 1.0876 |
295
+ | No log | 12.2 | 488 | 1.2202 | 0.3673 | 1.2202 | 1.1046 |
296
+ | No log | 12.25 | 490 | 1.1332 | 0.3937 | 1.1332 | 1.0645 |
297
+ | No log | 12.3 | 492 | 1.0142 | 0.5124 | 1.0142 | 1.0071 |
298
+ | No log | 12.35 | 494 | 0.9818 | 0.5403 | 0.9818 | 0.9908 |
299
+ | No log | 12.4 | 496 | 1.0128 | 0.5066 | 1.0128 | 1.0064 |
300
+ | No log | 12.45 | 498 | 1.1280 | 0.3873 | 1.1280 | 1.0621 |
301
+ | 0.3515 | 12.5 | 500 | 1.1937 | 0.3948 | 1.1937 | 1.0926 |
302
+ | 0.3515 | 12.55 | 502 | 1.1186 | 0.4007 | 1.1186 | 1.0577 |
303
+ | 0.3515 | 12.6 | 504 | 0.9596 | 0.5124 | 0.9596 | 0.9796 |
304
+ | 0.3515 | 12.65 | 506 | 0.8737 | 0.5594 | 0.8737 | 0.9347 |
305
+ | 0.3515 | 12.7 | 508 | 0.8332 | 0.5853 | 0.8332 | 0.9128 |
306
+ | 0.3515 | 12.75 | 510 | 0.8372 | 0.5694 | 0.8372 | 0.9150 |
307
+ | 0.3515 | 12.8 | 512 | 0.9055 | 0.5570 | 0.9055 | 0.9516 |
308
+ | 0.3515 | 12.85 | 514 | 0.9344 | 0.5347 | 0.9344 | 0.9667 |
309
+ | 0.3515 | 12.9 | 516 | 0.8911 | 0.5571 | 0.8911 | 0.9440 |
310
+ | 0.3515 | 12.95 | 518 | 0.8556 | 0.5614 | 0.8556 | 0.9250 |
311
+ | 0.3515 | 13.0 | 520 | 0.8868 | 0.5360 | 0.8868 | 0.9417 |
312
+ | 0.3515 | 13.05 | 522 | 0.9454 | 0.5015 | 0.9454 | 0.9723 |
313
+ | 0.3515 | 13.1 | 524 | 0.9518 | 0.4943 | 0.9518 | 0.9756 |
314
+ | 0.3515 | 13.15 | 526 | 0.8988 | 0.4894 | 0.8988 | 0.9481 |
315
+ | 0.3515 | 13.2 | 528 | 0.8431 | 0.5309 | 0.8431 | 0.9182 |
316
+ | 0.3515 | 13.25 | 530 | 0.8448 | 0.5438 | 0.8448 | 0.9191 |
317
+ | 0.3515 | 13.3 | 532 | 0.8978 | 0.5651 | 0.8978 | 0.9475 |
318
+ | 0.3515 | 13.35 | 534 | 1.0157 | 0.5030 | 1.0157 | 1.0078 |
319
+ | 0.3515 | 13.4 | 536 | 1.0957 | 0.4641 | 1.0957 | 1.0467 |
320
+ | 0.3515 | 13.45 | 538 | 1.0812 | 0.4787 | 1.0812 | 1.0398 |
321
+ | 0.3515 | 13.5 | 540 | 1.0067 | 0.4316 | 1.0067 | 1.0034 |
322
+ | 0.3515 | 13.55 | 542 | 0.9193 | 0.4126 | 0.9193 | 0.9588 |
323
+ | 0.3515 | 13.6 | 544 | 0.8677 | 0.4021 | 0.8677 | 0.9315 |
324
+ | 0.3515 | 13.65 | 546 | 0.8463 | 0.4686 | 0.8463 | 0.9199 |
325
+ | 0.3515 | 13.7 | 548 | 0.8580 | 0.4966 | 0.8580 | 0.9263 |
326
+ | 0.3515 | 13.75 | 550 | 0.8897 | 0.5180 | 0.8897 | 0.9433 |
327
+ | 0.3515 | 13.8 | 552 | 0.9177 | 0.5527 | 0.9177 | 0.9580 |
328
+ | 0.3515 | 13.85 | 554 | 0.9145 | 0.5286 | 0.9145 | 0.9563 |
329
+ | 0.3515 | 13.9 | 556 | 0.9334 | 0.5253 | 0.9334 | 0.9661 |
330
+ | 0.3515 | 13.95 | 558 | 0.9086 | 0.5276 | 0.9086 | 0.9532 |
331
+ | 0.3515 | 14.0 | 560 | 0.8722 | 0.6029 | 0.8722 | 0.9339 |
332
+ | 0.3515 | 14.05 | 562 | 0.8671 | 0.6029 | 0.8671 | 0.9312 |
333
+ | 0.3515 | 14.1 | 564 | 0.8541 | 0.5919 | 0.8541 | 0.9242 |
334
+ | 0.3515 | 14.15 | 566 | 0.9020 | 0.5996 | 0.9020 | 0.9497 |
335
+ | 0.3515 | 14.2 | 568 | 1.0020 | 0.5347 | 1.0020 | 1.0010 |
336
+ | 0.3515 | 14.25 | 570 | 1.0308 | 0.5255 | 1.0308 | 1.0153 |
337
+ | 0.3515 | 14.3 | 572 | 1.0037 | 0.5627 | 1.0037 | 1.0018 |
338
+ | 0.3515 | 14.35 | 574 | 0.9630 | 0.5614 | 0.9630 | 0.9813 |
339
+ | 0.3515 | 14.4 | 576 | 0.9382 | 0.4894 | 0.9382 | 0.9686 |
340
+ | 0.3515 | 14.45 | 578 | 0.9286 | 0.4700 | 0.9286 | 0.9636 |
341
+ | 0.3515 | 14.5 | 580 | 0.9412 | 0.4971 | 0.9412 | 0.9701 |
342
+ | 0.3515 | 14.55 | 582 | 0.9595 | 0.5002 | 0.9595 | 0.9796 |
343
+ | 0.3515 | 14.6 | 584 | 0.9463 | 0.5399 | 0.9463 | 0.9728 |
344
+ | 0.3515 | 14.65 | 586 | 0.8837 | 0.5462 | 0.8837 | 0.9401 |
345
+ | 0.3515 | 14.7 | 588 | 0.8583 | 0.4952 | 0.8583 | 0.9264 |
346
+ | 0.3515 | 14.75 | 590 | 0.8653 | 0.5077 | 0.8653 | 0.9302 |
347
+ | 0.3515 | 14.8 | 592 | 0.8392 | 0.5442 | 0.8392 | 0.9161 |
348
+ | 0.3515 | 14.85 | 594 | 0.8269 | 0.5339 | 0.8269 | 0.9094 |
349
+ | 0.3515 | 14.9 | 596 | 0.8342 | 0.5467 | 0.8342 | 0.9134 |
350
+ | 0.3515 | 14.95 | 598 | 0.8367 | 0.5094 | 0.8367 | 0.9147 |
351
+ | 0.3515 | 15.0 | 600 | 0.8400 | 0.5111 | 0.8400 | 0.9165 |
352
+ | 0.3515 | 15.05 | 602 | 0.8377 | 0.5111 | 0.8377 | 0.9152 |
353
+ | 0.3515 | 15.1 | 604 | 0.8411 | 0.4982 | 0.8411 | 0.9171 |
354
+ | 0.3515 | 15.15 | 606 | 0.8798 | 0.52 | 0.8798 | 0.9380 |
355
+ | 0.3515 | 15.2 | 608 | 0.8960 | 0.5883 | 0.8960 | 0.9466 |
356
+ | 0.3515 | 15.25 | 610 | 0.8647 | 0.5743 | 0.8647 | 0.9299 |
357
+ | 0.3515 | 15.3 | 612 | 0.8267 | 0.5624 | 0.8267 | 0.9092 |
358
+ | 0.3515 | 15.35 | 614 | 0.7806 | 0.5295 | 0.7806 | 0.8835 |
359
+ | 0.3515 | 15.4 | 616 | 0.7641 | 0.5315 | 0.7641 | 0.8741 |
360
+ | 0.3515 | 15.45 | 618 | 0.7501 | 0.5732 | 0.7501 | 0.8661 |
361
+ | 0.3515 | 15.5 | 620 | 0.7744 | 0.5574 | 0.7744 | 0.8800 |
362
+ | 0.3515 | 15.55 | 622 | 0.8474 | 0.5985 | 0.8474 | 0.9205 |
363
+ | 0.3515 | 15.6 | 624 | 0.9390 | 0.5745 | 0.9390 | 0.9690 |
364
+ | 0.3515 | 15.65 | 626 | 1.0383 | 0.5157 | 1.0383 | 1.0190 |
365
+ | 0.3515 | 15.7 | 628 | 1.0537 | 0.5312 | 1.0537 | 1.0265 |
366
+ | 0.3515 | 15.75 | 630 | 0.9785 | 0.5270 | 0.9785 | 0.9892 |
367
+ | 0.3515 | 15.8 | 632 | 0.8653 | 0.5515 | 0.8653 | 0.9302 |
368
+ | 0.3515 | 15.85 | 634 | 0.7935 | 0.5622 | 0.7935 | 0.8908 |
369
+ | 0.3515 | 15.9 | 636 | 0.7741 | 0.5622 | 0.7741 | 0.8798 |
370
+ | 0.3515 | 15.95 | 638 | 0.7825 | 0.5722 | 0.7825 | 0.8846 |
371
+ | 0.3515 | 16.0 | 640 | 0.8312 | 0.6091 | 0.8312 | 0.9117 |
372
+ | 0.3515 | 16.05 | 642 | 0.8553 | 0.6237 | 0.8553 | 0.9248 |
373
+ | 0.3515 | 16.1 | 644 | 0.9391 | 0.6195 | 0.9391 | 0.9691 |
374
+ | 0.3515 | 16.15 | 646 | 0.9287 | 0.5832 | 0.9287 | 0.9637 |
375
+ | 0.3515 | 16.2 | 648 | 0.8623 | 0.5977 | 0.8623 | 0.9286 |
376
+ | 0.3515 | 16.25 | 650 | 0.8376 | 0.5830 | 0.8376 | 0.9152 |
377
+ | 0.3515 | 16.3 | 652 | 0.7754 | 0.5798 | 0.7754 | 0.8805 |
378
+ | 0.3515 | 16.35 | 654 | 0.7589 | 0.5709 | 0.7589 | 0.8711 |
379
+ | 0.3515 | 16.4 | 656 | 0.7549 | 0.5851 | 0.7549 | 0.8688 |
380
+ | 0.3515 | 16.45 | 658 | 0.7766 | 0.5798 | 0.7766 | 0.8813 |
381
+ | 0.3515 | 16.5 | 660 | 0.8267 | 0.6196 | 0.8267 | 0.9092 |
382
+ | 0.3515 | 16.55 | 662 | 0.8412 | 0.6276 | 0.8412 | 0.9172 |
383
+ | 0.3515 | 16.6 | 664 | 0.8681 | 0.5803 | 0.8681 | 0.9317 |
384
+ | 0.3515 | 16.65 | 666 | 0.8280 | 0.6045 | 0.8280 | 0.9100 |
385
+ | 0.3515 | 16.7 | 668 | 0.8422 | 0.6012 | 0.8422 | 0.9177 |
386
+ | 0.3515 | 16.75 | 670 | 0.8573 | 0.5784 | 0.8573 | 0.9259 |
387
+ | 0.3515 | 16.8 | 672 | 0.8629 | 0.6013 | 0.8629 | 0.9289 |
388
+ | 0.3515 | 16.85 | 674 | 0.8583 | 0.5936 | 0.8583 | 0.9265 |
389
+ | 0.3515 | 16.9 | 676 | 0.8665 | 0.5063 | 0.8665 | 0.9309 |
390
+ | 0.3515 | 16.95 | 678 | 0.8602 | 0.5295 | 0.8602 | 0.9275 |
391
+ | 0.3515 | 17.0 | 680 | 0.8740 | 0.5347 | 0.8740 | 0.9349 |
392
+ | 0.3515 | 17.05 | 682 | 0.9145 | 0.5156 | 0.9145 | 0.9563 |
393
+ | 0.3515 | 17.1 | 684 | 0.9248 | 0.5156 | 0.9248 | 0.9617 |
394
+ | 0.3515 | 17.15 | 686 | 0.9408 | 0.5014 | 0.9408 | 0.9699 |
395
+ | 0.3515 | 17.2 | 688 | 0.9355 | 0.5029 | 0.9355 | 0.9672 |
396
+ | 0.3515 | 17.25 | 690 | 0.8972 | 0.4954 | 0.8972 | 0.9472 |
397
+ | 0.3515 | 17.3 | 692 | 0.9101 | 0.4954 | 0.9101 | 0.9540 |
398
+ | 0.3515 | 17.35 | 694 | 0.9928 | 0.4851 | 0.9928 | 0.9964 |
399
+ | 0.3515 | 17.4 | 696 | 1.0934 | 0.4186 | 1.0934 | 1.0456 |
400
+ | 0.3515 | 17.45 | 698 | 1.1392 | 0.3970 | 1.1392 | 1.0673 |
401
+ | 0.3515 | 17.5 | 700 | 1.0935 | 0.4043 | 1.0935 | 1.0457 |
402
+ | 0.3515 | 17.55 | 702 | 1.0023 | 0.4304 | 1.0023 | 1.0012 |
403
+ | 0.3515 | 17.6 | 704 | 0.9807 | 0.4304 | 0.9807 | 0.9903 |
404
+ | 0.3515 | 17.65 | 706 | 0.9635 | 0.4304 | 0.9635 | 0.9816 |
405
+ | 0.3515 | 17.7 | 708 | 0.9212 | 0.4924 | 0.9212 | 0.9598 |
406
+ | 0.3515 | 17.75 | 710 | 0.8727 | 0.4983 | 0.8727 | 0.9342 |
407
+ | 0.3515 | 17.8 | 712 | 0.8444 | 0.5789 | 0.8444 | 0.9189 |
408
+ | 0.3515 | 17.85 | 714 | 0.8698 | 0.5674 | 0.8698 | 0.9326 |
409
+ | 0.3515 | 17.9 | 716 | 0.9210 | 0.5352 | 0.9210 | 0.9597 |
410
+ | 0.3515 | 17.95 | 718 | 0.9025 | 0.5716 | 0.9025 | 0.9500 |
411
+ | 0.3515 | 18.0 | 720 | 0.8348 | 0.6066 | 0.8348 | 0.9137 |
412
+ | 0.3515 | 18.05 | 722 | 0.7895 | 0.5898 | 0.7895 | 0.8885 |
413
+ | 0.3515 | 18.1 | 724 | 0.7929 | 0.5898 | 0.7929 | 0.8905 |
414
+ | 0.3515 | 18.15 | 726 | 0.8092 | 0.5905 | 0.8092 | 0.8996 |
415
+ | 0.3515 | 18.2 | 728 | 0.8459 | 0.5857 | 0.8459 | 0.9197 |
416
+ | 0.3515 | 18.25 | 730 | 0.8585 | 0.5421 | 0.8585 | 0.9265 |
417
+ | 0.3515 | 18.3 | 732 | 0.8902 | 0.5086 | 0.8902 | 0.9435 |
418
+ | 0.3515 | 18.35 | 734 | 0.9126 | 0.4857 | 0.9126 | 0.9553 |
419
+ | 0.3515 | 18.4 | 736 | 0.8874 | 0.4672 | 0.8874 | 0.9420 |
420
+ | 0.3515 | 18.45 | 738 | 0.8967 | 0.4761 | 0.8967 | 0.9469 |
421
+ | 0.3515 | 18.5 | 740 | 0.9768 | 0.4828 | 0.9768 | 0.9883 |
422
+ | 0.3515 | 18.55 | 742 | 1.0992 | 0.4549 | 1.0992 | 1.0484 |
423
+ | 0.3515 | 18.6 | 744 | 1.1077 | 0.4464 | 1.1077 | 1.0525 |
424
+ | 0.3515 | 18.65 | 746 | 1.0014 | 0.4950 | 1.0014 | 1.0007 |
425
+ | 0.3515 | 18.7 | 748 | 0.8968 | 0.5058 | 0.8968 | 0.9470 |
426
+ | 0.3515 | 18.75 | 750 | 0.8461 | 0.5391 | 0.8461 | 0.9198 |
427
+ | 0.3515 | 18.8 | 752 | 0.8150 | 0.4676 | 0.8150 | 0.9028 |
428
+ | 0.3515 | 18.85 | 754 | 0.8190 | 0.5295 | 0.8190 | 0.9050 |
429
+ | 0.3515 | 18.9 | 756 | 0.8599 | 0.5625 | 0.8599 | 0.9273 |
430
+ | 0.3515 | 18.95 | 758 | 0.9000 | 0.5044 | 0.9000 | 0.9487 |
431
+ | 0.3515 | 19.0 | 760 | 0.8999 | 0.5224 | 0.8999 | 0.9486 |
432
+ | 0.3515 | 19.05 | 762 | 0.8918 | 0.5462 | 0.8918 | 0.9443 |
433
+ | 0.3515 | 19.1 | 764 | 0.8939 | 0.5638 | 0.8939 | 0.9455 |
434
+ | 0.3515 | 19.15 | 766 | 0.9005 | 0.5638 | 0.9005 | 0.9489 |
435
+ | 0.3515 | 19.2 | 768 | 0.8866 | 0.5638 | 0.8866 | 0.9416 |
436
+ | 0.3515 | 19.25 | 770 | 0.8604 | 0.5484 | 0.8604 | 0.9276 |
437
+ | 0.3515 | 19.3 | 772 | 0.8716 | 0.5662 | 0.8716 | 0.9336 |
438
+ | 0.3515 | 19.35 | 774 | 0.8731 | 0.5662 | 0.8731 | 0.9344 |
439
+ | 0.3515 | 19.4 | 776 | 0.8326 | 0.5911 | 0.8326 | 0.9125 |
440
+ | 0.3515 | 19.45 | 778 | 0.7939 | 0.5766 | 0.7939 | 0.8910 |
441
+ | 0.3515 | 19.5 | 780 | 0.7759 | 0.5759 | 0.7759 | 0.8808 |
442
+ | 0.3515 | 19.55 | 782 | 0.7719 | 0.5692 | 0.7719 | 0.8786 |
443
+ | 0.3515 | 19.6 | 784 | 0.7814 | 0.5637 | 0.7814 | 0.8840 |
444
+ | 0.3515 | 19.65 | 786 | 0.8101 | 0.5610 | 0.8101 | 0.9001 |
445
+ | 0.3515 | 19.7 | 788 | 0.8525 | 0.5601 | 0.8525 | 0.9233 |
446
+ | 0.3515 | 19.75 | 790 | 0.9055 | 0.5980 | 0.9055 | 0.9516 |
447
+ | 0.3515 | 19.8 | 792 | 0.9132 | 0.5987 | 0.9132 | 0.9556 |
448
+ | 0.3515 | 19.85 | 794 | 0.8501 | 0.5576 | 0.8501 | 0.9220 |
449
+ | 0.3515 | 19.9 | 796 | 0.7739 | 0.5637 | 0.7739 | 0.8797 |
450
+ | 0.3515 | 19.95 | 798 | 0.7404 | 0.5905 | 0.7404 | 0.8605 |
451
+ | 0.3515 | 20.0 | 800 | 0.7421 | 0.5476 | 0.7421 | 0.8614 |
452
+ | 0.3515 | 20.05 | 802 | 0.7450 | 0.5778 | 0.7450 | 0.8631 |
453
+ | 0.3515 | 20.1 | 804 | 0.7544 | 0.5548 | 0.7544 | 0.8685 |
454
+ | 0.3515 | 20.15 | 806 | 0.7830 | 0.5665 | 0.7830 | 0.8848 |
455
+ | 0.3515 | 20.2 | 808 | 0.8185 | 0.5514 | 0.8185 | 0.9047 |
456
+ | 0.3515 | 20.25 | 810 | 0.8834 | 0.5534 | 0.8834 | 0.9399 |
457
+ | 0.3515 | 20.3 | 812 | 0.9558 | 0.5568 | 0.9558 | 0.9776 |
458
+ | 0.3515 | 20.35 | 814 | 0.9602 | 0.5124 | 0.9602 | 0.9799 |
459
+ | 0.3515 | 20.4 | 816 | 0.8933 | 0.5287 | 0.8933 | 0.9452 |
460
+ | 0.3515 | 20.45 | 818 | 0.8328 | 0.5362 | 0.8328 | 0.9126 |
461
+ | 0.3515 | 20.5 | 820 | 0.8348 | 0.4912 | 0.8348 | 0.9137 |
462
+ | 0.3515 | 20.55 | 822 | 0.8778 | 0.4938 | 0.8778 | 0.9369 |
463
+ | 0.3515 | 20.6 | 824 | 0.9839 | 0.4943 | 0.9839 | 0.9919 |
464
+ | 0.3515 | 20.65 | 826 | 1.0848 | 0.4457 | 1.0848 | 1.0415 |
465
+ | 0.3515 | 20.7 | 828 | 1.1021 | 0.4457 | 1.1021 | 1.0498 |
466
+ | 0.3515 | 20.75 | 830 | 1.0430 | 0.4617 | 1.0430 | 1.0213 |
467
+ | 0.3515 | 20.8 | 832 | 0.9717 | 0.4828 | 0.9717 | 0.9857 |
468
+ | 0.3515 | 20.85 | 834 | 0.8845 | 0.5173 | 0.8845 | 0.9405 |
469
+ | 0.3515 | 20.9 | 836 | 0.8436 | 0.4986 | 0.8436 | 0.9185 |
470
+ | 0.3515 | 20.95 | 838 | 0.8352 | 0.4986 | 0.8352 | 0.9139 |
471
+ | 0.3515 | 21.0 | 840 | 0.8698 | 0.5173 | 0.8698 | 0.9327 |
472
+ | 0.3515 | 21.05 | 842 | 0.9367 | 0.5129 | 0.9367 | 0.9678 |
473
+ | 0.3515 | 21.1 | 844 | 0.9448 | 0.4817 | 0.9448 | 0.9720 |
474
+ | 0.3515 | 21.15 | 846 | 0.8980 | 0.4972 | 0.8980 | 0.9476 |
475
+ | 0.3515 | 21.2 | 848 | 0.8783 | 0.5395 | 0.8783 | 0.9372 |
476
+ | 0.3515 | 21.25 | 850 | 0.8477 | 0.5347 | 0.8477 | 0.9207 |
477
+ | 0.3515 | 21.3 | 852 | 0.8589 | 0.5227 | 0.8589 | 0.9268 |
478
+ | 0.3515 | 21.35 | 854 | 0.9163 | 0.5484 | 0.9163 | 0.9572 |
479
+ | 0.3515 | 21.4 | 856 | 0.9438 | 0.4625 | 0.9438 | 0.9715 |
480
+ | 0.3515 | 21.45 | 858 | 0.9561 | 0.4625 | 0.9561 | 0.9778 |
481
+ | 0.3515 | 21.5 | 860 | 0.9384 | 0.4943 | 0.9384 | 0.9687 |
482
+ | 0.3515 | 21.55 | 862 | 0.9504 | 0.4943 | 0.9504 | 0.9749 |
483
+ | 0.3515 | 21.6 | 864 | 0.9527 | 0.4943 | 0.9527 | 0.9761 |
484
+ | 0.3515 | 21.65 | 866 | 1.0060 | 0.4418 | 1.0060 | 1.0030 |
485
+ | 0.3515 | 21.7 | 868 | 1.0463 | 0.4497 | 1.0463 | 1.0229 |
486
+ | 0.3515 | 21.75 | 870 | 1.0605 | 0.4106 | 1.0605 | 1.0298 |
487
+ | 0.3515 | 21.8 | 872 | 1.0268 | 0.4617 | 1.0268 | 1.0133 |
488
+ | 0.3515 | 21.85 | 874 | 0.9652 | 0.4558 | 0.9652 | 0.9825 |
489
+ | 0.3515 | 21.9 | 876 | 0.9056 | 0.3926 | 0.9056 | 0.9516 |
490
+ | 0.3515 | 21.95 | 878 | 0.8729 | 0.4065 | 0.8729 | 0.9343 |
491
+ | 0.3515 | 22.0 | 880 | 0.8734 | 0.4065 | 0.8734 | 0.9345 |
492
+ | 0.3515 | 22.05 | 882 | 0.9037 | 0.4354 | 0.9037 | 0.9506 |
493
+ | 0.3515 | 22.1 | 884 | 0.9716 | 0.4508 | 0.9716 | 0.9857 |
494
+ | 0.3515 | 22.15 | 886 | 1.0319 | 0.4502 | 1.0319 | 1.0158 |
495
+ | 0.3515 | 22.2 | 888 | 1.0172 | 0.4502 | 1.0172 | 1.0086 |
496
+ | 0.3515 | 22.25 | 890 | 0.9545 | 0.4943 | 0.9545 | 0.9770 |
497
+ | 0.3515 | 22.3 | 892 | 0.8924 | 0.4881 | 0.8924 | 0.9446 |
498
+ | 0.3515 | 22.35 | 894 | 0.8221 | 0.5094 | 0.8221 | 0.9067 |
499
+ | 0.3515 | 22.4 | 896 | 0.7921 | 0.5680 | 0.7921 | 0.8900 |
500
+ | 0.3515 | 22.45 | 898 | 0.7879 | 0.5783 | 0.7879 | 0.8876 |
501
+ | 0.3515 | 22.5 | 900 | 0.8003 | 0.5346 | 0.8003 | 0.8946 |
502
+ | 0.3515 | 22.55 | 902 | 0.8388 | 0.4792 | 0.8388 | 0.9159 |
503
+ | 0.3515 | 22.6 | 904 | 0.8728 | 0.5086 | 0.8728 | 0.9342 |
504
+ | 0.3515 | 22.65 | 906 | 0.8593 | 0.5510 | 0.8593 | 0.9270 |
505
+ | 0.3515 | 22.7 | 908 | 0.8198 | 0.5153 | 0.8198 | 0.9054 |
506
+ | 0.3515 | 22.75 | 910 | 0.7918 | 0.5295 | 0.7918 | 0.8898 |
507
+ | 0.3515 | 22.8 | 912 | 0.7995 | 0.5094 | 0.7995 | 0.8941 |
508
+ | 0.3515 | 22.85 | 914 | 0.8198 | 0.5171 | 0.8198 | 0.9054 |
509
+ | 0.3515 | 22.9 | 916 | 0.8650 | 0.5271 | 0.8650 | 0.9301 |
510
+ | 0.3515 | 22.95 | 918 | 0.8729 | 0.5458 | 0.8729 | 0.9343 |
511
+ | 0.3515 | 23.0 | 920 | 0.8508 | 0.5690 | 0.8508 | 0.9224 |
512
+ | 0.3515 | 23.05 | 922 | 0.8246 | 0.5776 | 0.8246 | 0.9081 |
513
+ | 0.3515 | 23.1 | 924 | 0.8412 | 0.5776 | 0.8412 | 0.9171 |
514
+ | 0.3515 | 23.15 | 926 | 0.8904 | 0.5129 | 0.8904 | 0.9436 |
515
+ | 0.3515 | 23.2 | 928 | 0.9045 | 0.5224 | 0.9045 | 0.9510 |
516
+ | 0.3515 | 23.25 | 930 | 0.8880 | 0.5224 | 0.8880 | 0.9423 |
517
+ | 0.3515 | 23.3 | 932 | 0.8803 | 0.5224 | 0.8803 | 0.9382 |
518
+ | 0.3515 | 23.35 | 934 | 0.8763 | 0.5242 | 0.8763 | 0.9361 |
519
+ | 0.3515 | 23.4 | 936 | 0.8777 | 0.5058 | 0.8777 | 0.9368 |
520
+ | 0.3515 | 23.45 | 938 | 0.8688 | 0.4972 | 0.8688 | 0.9321 |
521
+ | 0.3515 | 23.5 | 940 | 0.8363 | 0.5030 | 0.8363 | 0.9145 |
522
+ | 0.3515 | 23.55 | 942 | 0.8171 | 0.5275 | 0.8171 | 0.9040 |
523
+ | 0.3515 | 23.6 | 944 | 0.8050 | 0.5171 | 0.8050 | 0.8972 |
524
+ | 0.3515 | 23.65 | 946 | 0.7993 | 0.5171 | 0.7993 | 0.8940 |
525
+ | 0.3515 | 23.7 | 948 | 0.8329 | 0.5625 | 0.8329 | 0.9126 |
526
+ | 0.3515 | 23.75 | 950 | 0.8433 | 0.5625 | 0.8433 | 0.9183 |
527
+ | 0.3515 | 23.8 | 952 | 0.8670 | 0.5086 | 0.8670 | 0.9311 |
528
+ | 0.3515 | 23.85 | 954 | 0.9048 | 0.5086 | 0.9048 | 0.9512 |
529
+ | 0.3515 | 23.9 | 956 | 0.9129 | 0.5086 | 0.9129 | 0.9555 |
530
+ | 0.3515 | 23.95 | 958 | 0.9114 | 0.5086 | 0.9114 | 0.9547 |
531
+ | 0.3515 | 24.0 | 960 | 0.8933 | 0.4898 | 0.8933 | 0.9451 |
532
+ | 0.3515 | 24.05 | 962 | 0.8816 | 0.4672 | 0.8816 | 0.9389 |
533
+ | 0.3515 | 24.1 | 964 | 0.8553 | 0.5227 | 0.8553 | 0.9248 |
534
+ | 0.3515 | 24.15 | 966 | 0.8579 | 0.4703 | 0.8579 | 0.9262 |
535
+ | 0.3515 | 24.2 | 968 | 0.8530 | 0.4898 | 0.8530 | 0.9236 |
536
+ | 0.3515 | 24.25 | 970 | 0.8404 | 0.5086 | 0.8404 | 0.9167 |
537
+ | 0.3515 | 24.3 | 972 | 0.8743 | 0.5086 | 0.8743 | 0.9351 |
538
+ | 0.3515 | 24.35 | 974 | 0.8950 | 0.5360 | 0.8950 | 0.9460 |
539
+ | 0.3515 | 24.4 | 976 | 0.9179 | 0.5403 | 0.9179 | 0.9581 |
540
+ | 0.3515 | 24.45 | 978 | 0.9090 | 0.5071 | 0.9090 | 0.9534 |
541
+ | 0.3515 | 24.5 | 980 | 0.8976 | 0.5086 | 0.8976 | 0.9474 |
542
+ | 0.3515 | 24.55 | 982 | 0.9036 | 0.4771 | 0.9036 | 0.9506 |
543
+ | 0.3515 | 24.6 | 984 | 0.8963 | 0.5000 | 0.8963 | 0.9467 |
544
+ | 0.3515 | 24.65 | 986 | 0.9122 | 0.4463 | 0.9122 | 0.9551 |
545
+ | 0.3515 | 24.7 | 988 | 0.9469 | 0.4539 | 0.9469 | 0.9731 |
546
+ | 0.3515 | 24.75 | 990 | 0.9807 | 0.4539 | 0.9807 | 0.9903 |
547
+ | 0.3515 | 24.8 | 992 | 0.9691 | 0.4539 | 0.9691 | 0.9844 |
548
+ | 0.3515 | 24.85 | 994 | 0.9448 | 0.4655 | 0.9448 | 0.9720 |
549
+ | 0.3515 | 24.9 | 996 | 0.8997 | 0.4458 | 0.8997 | 0.9485 |
550
+ | 0.3515 | 24.95 | 998 | 0.8525 | 0.5218 | 0.8525 | 0.9233 |
551
+ | 0.0662 | 25.0 | 1000 | 0.8317 | 0.5218 | 0.8317 | 0.9120 |
552
+ | 0.0662 | 25.05 | 1002 | 0.8394 | 0.5333 | 0.8394 | 0.9162 |
553
+ | 0.0662 | 25.1 | 1004 | 0.8869 | 0.5531 | 0.8869 | 0.9417 |
554
+ | 0.0662 | 25.15 | 1006 | 0.9568 | 0.5365 | 0.9568 | 0.9782 |
555
+ | 0.0662 | 25.2 | 1008 | 0.9459 | 0.5365 | 0.9459 | 0.9726 |
556
+ | 0.0662 | 25.25 | 1010 | 0.9051 | 0.5365 | 0.9051 | 0.9514 |
557
+ | 0.0662 | 25.3 | 1012 | 0.8879 | 0.5488 | 0.8879 | 0.9423 |
558
+ | 0.0662 | 25.35 | 1014 | 0.8758 | 0.5531 | 0.8758 | 0.9359 |
559
+ | 0.0662 | 25.4 | 1016 | 0.8482 | 0.56 | 0.8482 | 0.9210 |
560
+ | 0.0662 | 25.45 | 1018 | 0.8174 | 0.5625 | 0.8174 | 0.9041 |
561
+ | 0.0662 | 25.5 | 1020 | 0.8058 | 0.5675 | 0.8058 | 0.8977 |
562
+ | 0.0662 | 25.55 | 1022 | 0.8440 | 0.5466 | 0.8440 | 0.9187 |
563
+ | 0.0662 | 25.6 | 1024 | 0.8540 | 0.5466 | 0.8540 | 0.9241 |
564
+ | 0.0662 | 25.65 | 1026 | 0.8495 | 0.5490 | 0.8495 | 0.9217 |
565
+ | 0.0662 | 25.7 | 1028 | 0.8642 | 0.5443 | 0.8642 | 0.9296 |
566
+ | 0.0662 | 25.75 | 1030 | 0.8923 | 0.5487 | 0.8923 | 0.9446 |
567
+ | 0.0662 | 25.8 | 1032 | 0.8595 | 0.5326 | 0.8595 | 0.9271 |
568
+ | 0.0662 | 25.85 | 1034 | 0.8415 | 0.5490 | 0.8415 | 0.9173 |
569
+ | 0.0662 | 25.9 | 1036 | 0.8357 | 0.5490 | 0.8357 | 0.9141 |
570
+ | 0.0662 | 25.95 | 1038 | 0.8653 | 0.5326 | 0.8653 | 0.9302 |
571
+ | 0.0662 | 26.0 | 1040 | 0.9043 | 0.5173 | 0.9043 | 0.9510 |
572
+ | 0.0662 | 26.05 | 1042 | 0.9006 | 0.5173 | 0.9006 | 0.9490 |
573
+ | 0.0662 | 26.1 | 1044 | 0.8553 | 0.5326 | 0.8553 | 0.9248 |
574
+ | 0.0662 | 26.15 | 1046 | 0.8372 | 0.5704 | 0.8372 | 0.9150 |
575
+ | 0.0662 | 26.2 | 1048 | 0.8283 | 0.5824 | 0.8283 | 0.9101 |
576
+ | 0.0662 | 26.25 | 1050 | 0.8328 | 0.5704 | 0.8328 | 0.9126 |
577
+ | 0.0662 | 26.3 | 1052 | 0.8587 | 0.5190 | 0.8587 | 0.9266 |
578
+ | 0.0662 | 26.35 | 1054 | 0.9233 | 0.5190 | 0.9233 | 0.9609 |
579
+ | 0.0662 | 26.4 | 1056 | 0.9895 | 0.5080 | 0.9895 | 0.9948 |
580
+ | 0.0662 | 26.45 | 1058 | 1.0042 | 0.5080 | 1.0042 | 1.0021 |
581
+ | 0.0662 | 26.5 | 1060 | 0.9527 | 0.5080 | 0.9527 | 0.9760 |
582
 
583
 
584
  ### Framework versions