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Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask2_organization

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bert
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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: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_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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- # Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask1_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: 0.6667
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- - Qwk: 0.6433
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- - Mse: 0.6667
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- - Rmse: 0.8165
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  ## Model description
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@@ -47,765 +47,263 @@ 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 | 0.0213 | 2 | 4.6011 | -0.0130 | 4.6011 | 2.1450 |
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- | No log | 0.0426 | 4 | 3.2824 | 0.0520 | 3.2824 | 1.8117 |
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- | No log | 0.0638 | 6 | 1.9661 | 0.0682 | 1.9661 | 1.4022 |
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- | No log | 0.0851 | 8 | 1.1807 | 0.2046 | 1.1807 | 1.0866 |
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- | No log | 0.1064 | 10 | 1.0563 | 0.2225 | 1.0563 | 1.0278 |
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- | No log | 0.1277 | 12 | 1.1146 | 0.0835 | 1.1146 | 1.0558 |
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- | No log | 0.1489 | 14 | 1.2072 | 0.0056 | 1.2072 | 1.0987 |
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- | No log | 0.1702 | 16 | 1.1678 | -0.0009 | 1.1678 | 1.0807 |
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- | No log | 0.1915 | 18 | 1.1321 | 0.0667 | 1.1321 | 1.0640 |
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- | No log | 0.2128 | 20 | 1.1198 | 0.0607 | 1.1198 | 1.0582 |
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- | No log | 0.2340 | 22 | 1.1916 | 0.0556 | 1.1916 | 1.0916 |
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- | No log | 0.2553 | 24 | 1.1040 | 0.1147 | 1.1040 | 1.0507 |
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- | No log | 0.2766 | 26 | 1.0016 | 0.2488 | 1.0016 | 1.0008 |
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- | No log | 0.2979 | 28 | 0.8825 | 0.3530 | 0.8825 | 0.9394 |
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- | No log | 0.3191 | 30 | 0.8457 | 0.4147 | 0.8457 | 0.9196 |
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- | No log | 0.3404 | 32 | 0.8724 | 0.4057 | 0.8724 | 0.9340 |
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- | No log | 0.3617 | 34 | 1.0030 | 0.2388 | 1.0030 | 1.0015 |
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- | No log | 0.3830 | 36 | 0.8841 | 0.3522 | 0.8841 | 0.9402 |
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- | No log | 0.4043 | 38 | 0.7590 | 0.4789 | 0.7590 | 0.8712 |
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- | No log | 0.4255 | 40 | 0.8675 | 0.4957 | 0.8675 | 0.9314 |
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- | No log | 0.4468 | 42 | 0.9265 | 0.4242 | 0.9265 | 0.9626 |
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- | No log | 0.4681 | 44 | 0.7118 | 0.5061 | 0.7118 | 0.8437 |
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- | No log | 0.4894 | 46 | 0.7009 | 0.5067 | 0.7009 | 0.8372 |
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- | No log | 0.5106 | 48 | 0.6875 | 0.4965 | 0.6875 | 0.8292 |
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- | No log | 0.5319 | 50 | 0.6812 | 0.5605 | 0.6812 | 0.8254 |
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- | No log | 0.5532 | 52 | 0.8107 | 0.5208 | 0.8107 | 0.9004 |
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- | No log | 0.5745 | 54 | 0.8557 | 0.4925 | 0.8557 | 0.9250 |
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- | No log | 0.5957 | 56 | 0.7238 | 0.5508 | 0.7238 | 0.8508 |
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- | No log | 0.6170 | 58 | 0.6723 | 0.4795 | 0.6723 | 0.8200 |
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- | No log | 0.6383 | 60 | 0.7394 | 0.4332 | 0.7394 | 0.8599 |
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- | No log | 0.6596 | 62 | 0.7833 | 0.4235 | 0.7833 | 0.8850 |
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- | No log | 0.6809 | 64 | 0.7862 | 0.4228 | 0.7862 | 0.8867 |
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- | No log | 0.7021 | 66 | 0.7369 | 0.4406 | 0.7369 | 0.8584 |
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- | No log | 0.7234 | 68 | 0.7004 | 0.4956 | 0.7004 | 0.8369 |
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- | No log | 0.7447 | 70 | 0.7542 | 0.5203 | 0.7542 | 0.8684 |
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- | No log | 0.7660 | 72 | 0.8572 | 0.4119 | 0.8572 | 0.9259 |
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- | No log | 0.7872 | 74 | 0.8165 | 0.4601 | 0.8165 | 0.9036 |
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- | No log | 0.8085 | 76 | 0.6880 | 0.5688 | 0.6880 | 0.8294 |
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- | No log | 0.8298 | 78 | 0.6504 | 0.5366 | 0.6504 | 0.8065 |
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- | No log | 0.8511 | 80 | 0.7247 | 0.5608 | 0.7247 | 0.8513 |
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- | No log | 0.8723 | 82 | 0.6793 | 0.4669 | 0.6793 | 0.8242 |
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- | No log | 0.8936 | 84 | 0.6255 | 0.5252 | 0.6255 | 0.7909 |
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- | No log | 0.9149 | 86 | 0.5903 | 0.6213 | 0.5903 | 0.7683 |
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- | No log | 0.9362 | 88 | 0.6328 | 0.6326 | 0.6328 | 0.7955 |
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- | No log | 0.9574 | 90 | 0.6551 | 0.6542 | 0.6551 | 0.8094 |
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- | No log | 0.9787 | 92 | 0.6216 | 0.6520 | 0.6216 | 0.7884 |
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- | No log | 1.0 | 94 | 0.6305 | 0.6538 | 0.6305 | 0.7940 |
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- | No log | 1.0213 | 96 | 0.6252 | 0.6506 | 0.6252 | 0.7907 |
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- | No log | 1.0426 | 98 | 0.6234 | 0.6526 | 0.6234 | 0.7896 |
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- | No log | 1.0638 | 100 | 0.6365 | 0.6593 | 0.6365 | 0.7978 |
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- | No log | 1.0851 | 102 | 0.6154 | 0.6523 | 0.6154 | 0.7845 |
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- | No log | 1.1064 | 104 | 0.6781 | 0.6198 | 0.6781 | 0.8234 |
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- | No log | 1.1277 | 106 | 0.7841 | 0.5835 | 0.7841 | 0.8855 |
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- | No log | 1.1489 | 108 | 0.7073 | 0.5829 | 0.7073 | 0.8410 |
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- | No log | 1.1702 | 110 | 0.5974 | 0.5938 | 0.5974 | 0.7729 |
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- | No log | 1.1915 | 112 | 0.6726 | 0.5203 | 0.6726 | 0.8201 |
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- | No log | 1.2128 | 114 | 0.8052 | 0.4815 | 0.8052 | 0.8974 |
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- | No log | 1.2340 | 116 | 0.7820 | 0.4891 | 0.7820 | 0.8843 |
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- | No log | 1.2553 | 118 | 0.6790 | 0.5238 | 0.6790 | 0.8240 |
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- | No log | 1.2766 | 120 | 0.6088 | 0.5456 | 0.6088 | 0.7803 |
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- | No log | 1.2979 | 122 | 0.6219 | 0.6092 | 0.6219 | 0.7886 |
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- | No log | 1.3191 | 124 | 0.6342 | 0.6209 | 0.6342 | 0.7964 |
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- | No log | 1.3404 | 126 | 0.6241 | 0.6121 | 0.6241 | 0.7900 |
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- | No log | 1.3617 | 128 | 0.5806 | 0.6191 | 0.5806 | 0.7620 |
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- | No log | 1.3830 | 130 | 0.6536 | 0.6210 | 0.6536 | 0.8085 |
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- | No log | 1.4043 | 132 | 0.9555 | 0.4589 | 0.9555 | 0.9775 |
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- | No log | 1.4255 | 134 | 1.0672 | 0.3720 | 1.0672 | 1.0331 |
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- | No log | 1.4468 | 136 | 1.0365 | 0.3435 | 1.0365 | 1.0181 |
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- | No log | 1.4681 | 138 | 0.8993 | 0.3783 | 0.8993 | 0.9483 |
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- | No log | 1.4894 | 140 | 0.8859 | 0.3229 | 0.8859 | 0.9412 |
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- | No log | 1.5106 | 142 | 0.8286 | 0.3855 | 0.8286 | 0.9103 |
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- | No log | 1.5319 | 144 | 0.7998 | 0.4451 | 0.7998 | 0.8943 |
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- | No log | 1.5532 | 146 | 0.7844 | 0.5464 | 0.7844 | 0.8857 |
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- | No log | 1.5745 | 148 | 0.7683 | 0.5713 | 0.7683 | 0.8765 |
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- | No log | 1.5957 | 150 | 0.6882 | 0.6257 | 0.6882 | 0.8296 |
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- | No log | 1.6170 | 152 | 0.6353 | 0.6206 | 0.6353 | 0.7971 |
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- | No log | 1.6383 | 154 | 0.6606 | 0.6005 | 0.6606 | 0.8128 |
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- | No log | 1.6596 | 156 | 0.6695 | 0.5965 | 0.6695 | 0.8182 |
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- | No log | 1.6809 | 158 | 0.6806 | 0.5771 | 0.6806 | 0.8250 |
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- | No log | 1.7021 | 160 | 0.6306 | 0.5992 | 0.6306 | 0.7941 |
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- | No log | 1.7234 | 162 | 0.6279 | 0.6086 | 0.6279 | 0.7924 |
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- | No log | 1.7447 | 164 | 0.7012 | 0.6250 | 0.7012 | 0.8374 |
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- | No log | 1.7660 | 166 | 0.6733 | 0.6287 | 0.6733 | 0.8206 |
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- | No log | 1.7872 | 168 | 0.6549 | 0.6283 | 0.6549 | 0.8093 |
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- | No log | 1.8085 | 170 | 0.6098 | 0.6182 | 0.6098 | 0.7809 |
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- | No log | 1.8298 | 172 | 0.6014 | 0.5985 | 0.6014 | 0.7755 |
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- | No log | 1.8511 | 174 | 0.6239 | 0.6320 | 0.6239 | 0.7899 |
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- | No log | 1.8723 | 176 | 0.6345 | 0.6214 | 0.6345 | 0.7965 |
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- | No log | 1.8936 | 178 | 0.6405 | 0.6285 | 0.6405 | 0.8003 |
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- | No log | 1.9149 | 180 | 0.6404 | 0.6150 | 0.6404 | 0.8002 |
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- | No log | 1.9362 | 182 | 0.6442 | 0.6254 | 0.6442 | 0.8026 |
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- | No log | 1.9574 | 184 | 0.7950 | 0.5755 | 0.7950 | 0.8916 |
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- | No log | 1.9787 | 186 | 1.1361 | 0.3956 | 1.1361 | 1.0659 |
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- | No log | 2.0 | 188 | 1.2258 | 0.3503 | 1.2258 | 1.1071 |
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- | No log | 2.0213 | 190 | 1.0458 | 0.3980 | 1.0458 | 1.0227 |
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- | No log | 2.0426 | 192 | 0.8446 | 0.4282 | 0.8446 | 0.9190 |
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- | No log | 2.0638 | 194 | 0.6947 | 0.5981 | 0.6947 | 0.8335 |
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- | No log | 2.0851 | 196 | 0.6372 | 0.6028 | 0.6372 | 0.7982 |
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- | No log | 2.1064 | 198 | 0.6280 | 0.6104 | 0.6280 | 0.7925 |
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- | No log | 2.1277 | 200 | 0.6310 | 0.6250 | 0.6310 | 0.7943 |
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- | No log | 2.1489 | 202 | 0.6294 | 0.6222 | 0.6294 | 0.7934 |
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- | No log | 2.1702 | 204 | 0.7036 | 0.6227 | 0.7036 | 0.8388 |
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- | No log | 2.1915 | 206 | 0.7784 | 0.6216 | 0.7784 | 0.8823 |
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- | No log | 2.2128 | 208 | 0.7300 | 0.6043 | 0.7300 | 0.8544 |
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- | No log | 2.2340 | 210 | 0.6556 | 0.6237 | 0.6556 | 0.8097 |
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- | No log | 2.2553 | 212 | 0.6144 | 0.6221 | 0.6144 | 0.7838 |
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- | No log | 2.2766 | 214 | 0.6504 | 0.5894 | 0.6504 | 0.8065 |
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- | No log | 2.2979 | 216 | 0.6702 | 0.5827 | 0.6702 | 0.8187 |
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- | No log | 2.3191 | 218 | 0.6751 | 0.5840 | 0.6751 | 0.8216 |
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- | No log | 2.3404 | 220 | 0.6633 | 0.6093 | 0.6633 | 0.8144 |
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- | No log | 2.3617 | 222 | 0.6619 | 0.6176 | 0.6619 | 0.8136 |
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- | No log | 2.3830 | 224 | 0.6634 | 0.6279 | 0.6634 | 0.8145 |
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- | No log | 2.4043 | 226 | 0.6707 | 0.6450 | 0.6707 | 0.8190 |
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- | No log | 2.4255 | 228 | 0.6716 | 0.6385 | 0.6716 | 0.8195 |
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- | No log | 2.4468 | 230 | 0.6763 | 0.6391 | 0.6763 | 0.8224 |
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- | No log | 2.4681 | 232 | 0.6782 | 0.6233 | 0.6782 | 0.8235 |
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- | No log | 2.4894 | 234 | 0.6511 | 0.6325 | 0.6511 | 0.8069 |
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- | No log | 2.5106 | 236 | 0.6557 | 0.6074 | 0.6557 | 0.8097 |
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- | No log | 2.5319 | 238 | 0.6393 | 0.6103 | 0.6393 | 0.7995 |
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- | No log | 2.5532 | 240 | 0.6304 | 0.6221 | 0.6304 | 0.7940 |
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- | No log | 2.5745 | 242 | 0.6606 | 0.6053 | 0.6606 | 0.8128 |
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- | No log | 2.5957 | 244 | 0.6770 | 0.6027 | 0.6770 | 0.8228 |
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- | No log | 2.6170 | 246 | 0.6948 | 0.5902 | 0.6948 | 0.8336 |
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- | No log | 2.6383 | 248 | 0.7188 | 0.5365 | 0.7188 | 0.8478 |
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- | No log | 2.6596 | 250 | 0.7179 | 0.5297 | 0.7179 | 0.8473 |
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- | No log | 2.6809 | 252 | 0.7077 | 0.5114 | 0.7077 | 0.8413 |
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- | No log | 2.7021 | 254 | 0.7202 | 0.4760 | 0.7202 | 0.8486 |
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- | No log | 2.7234 | 256 | 0.7157 | 0.5218 | 0.7157 | 0.8460 |
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- | No log | 2.7447 | 258 | 0.7250 | 0.4985 | 0.7250 | 0.8515 |
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- | No log | 2.7660 | 260 | 0.7414 | 0.4672 | 0.7414 | 0.8611 |
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- | No log | 2.7872 | 262 | 0.7281 | 0.5246 | 0.7281 | 0.8533 |
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- | No log | 2.8085 | 264 | 0.6869 | 0.5770 | 0.6869 | 0.8288 |
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- | No log | 2.8298 | 266 | 0.6551 | 0.6273 | 0.6551 | 0.8094 |
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- | No log | 2.8511 | 268 | 0.6521 | 0.5898 | 0.6521 | 0.8076 |
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- | No log | 2.8723 | 270 | 0.6419 | 0.6048 | 0.6419 | 0.8012 |
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- | No log | 2.8936 | 272 | 0.6892 | 0.6135 | 0.6892 | 0.8302 |
188
- | No log | 2.9149 | 274 | 0.7560 | 0.6146 | 0.7560 | 0.8695 |
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- | No log | 2.9362 | 276 | 0.8069 | 0.5950 | 0.8069 | 0.8983 |
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- | No log | 2.9574 | 278 | 0.7911 | 0.5914 | 0.7911 | 0.8894 |
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- | No log | 2.9787 | 280 | 0.7332 | 0.5966 | 0.7332 | 0.8563 |
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- | No log | 3.0 | 282 | 0.6691 | 0.6253 | 0.6691 | 0.8180 |
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- | No log | 3.0213 | 284 | 0.6626 | 0.6169 | 0.6626 | 0.8140 |
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- | No log | 3.0426 | 286 | 0.6698 | 0.6126 | 0.6698 | 0.8184 |
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- | No log | 3.0638 | 288 | 0.6970 | 0.6105 | 0.6970 | 0.8349 |
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- | No log | 3.0851 | 290 | 0.6985 | 0.6107 | 0.6985 | 0.8358 |
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- | No log | 3.1064 | 292 | 0.6962 | 0.6015 | 0.6962 | 0.8344 |
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- | No log | 3.1277 | 294 | 0.6835 | 0.6237 | 0.6835 | 0.8267 |
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- | No log | 3.1489 | 296 | 0.6679 | 0.6386 | 0.6679 | 0.8172 |
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- | No log | 3.1702 | 298 | 0.6975 | 0.6138 | 0.6975 | 0.8351 |
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- | No log | 3.1915 | 300 | 0.7007 | 0.6205 | 0.7007 | 0.8371 |
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- | No log | 3.2128 | 302 | 0.6743 | 0.6477 | 0.6743 | 0.8211 |
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- | No log | 3.2340 | 304 | 0.6641 | 0.6378 | 0.6641 | 0.8149 |
204
- | No log | 3.2553 | 306 | 0.6517 | 0.6315 | 0.6517 | 0.8073 |
205
- | No log | 3.2766 | 308 | 0.6556 | 0.6098 | 0.6556 | 0.8097 |
206
- | No log | 3.2979 | 310 | 0.6434 | 0.5795 | 0.6434 | 0.8021 |
207
- | No log | 3.3191 | 312 | 0.6396 | 0.5893 | 0.6396 | 0.7998 |
208
- | No log | 3.3404 | 314 | 0.6305 | 0.5958 | 0.6305 | 0.7940 |
209
- | No log | 3.3617 | 316 | 0.6971 | 0.5878 | 0.6971 | 0.8349 |
210
- | No log | 3.3830 | 318 | 0.7896 | 0.5721 | 0.7896 | 0.8886 |
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- | No log | 3.4043 | 320 | 0.8329 | 0.5486 | 0.8329 | 0.9126 |
212
- | No log | 3.4255 | 322 | 0.7943 | 0.5962 | 0.7943 | 0.8913 |
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- | No log | 3.4468 | 324 | 0.7452 | 0.6553 | 0.7452 | 0.8633 |
214
- | No log | 3.4681 | 326 | 0.7798 | 0.6321 | 0.7798 | 0.8831 |
215
- | No log | 3.4894 | 328 | 0.8802 | 0.5897 | 0.8802 | 0.9382 |
216
- | No log | 3.5106 | 330 | 0.8360 | 0.6082 | 0.8360 | 0.9144 |
217
- | No log | 3.5319 | 332 | 0.7359 | 0.6427 | 0.7359 | 0.8579 |
218
- | No log | 3.5532 | 334 | 0.8466 | 0.6078 | 0.8466 | 0.9201 |
219
- | No log | 3.5745 | 336 | 0.9724 | 0.5460 | 0.9724 | 0.9861 |
220
- | No log | 3.5957 | 338 | 0.9895 | 0.5211 | 0.9895 | 0.9947 |
221
- | No log | 3.6170 | 340 | 0.8477 | 0.5491 | 0.8477 | 0.9207 |
222
- | No log | 3.6383 | 342 | 0.7006 | 0.5950 | 0.7006 | 0.8370 |
223
- | No log | 3.6596 | 344 | 0.6216 | 0.6164 | 0.6216 | 0.7884 |
224
- | No log | 3.6809 | 346 | 0.6513 | 0.5956 | 0.6513 | 0.8070 |
225
- | No log | 3.7021 | 348 | 0.6241 | 0.6333 | 0.6241 | 0.7900 |
226
- | No log | 3.7234 | 350 | 0.5882 | 0.6197 | 0.5882 | 0.7669 |
227
- | No log | 3.7447 | 352 | 0.5759 | 0.6140 | 0.5759 | 0.7589 |
228
- | No log | 3.7660 | 354 | 0.5696 | 0.6710 | 0.5696 | 0.7547 |
229
- | No log | 3.7872 | 356 | 0.5612 | 0.6900 | 0.5612 | 0.7491 |
230
- | No log | 3.8085 | 358 | 0.5667 | 0.6774 | 0.5667 | 0.7528 |
231
- | No log | 3.8298 | 360 | 0.5749 | 0.6742 | 0.5749 | 0.7582 |
232
- | No log | 3.8511 | 362 | 0.5775 | 0.6732 | 0.5775 | 0.7599 |
233
- | No log | 3.8723 | 364 | 0.6209 | 0.6341 | 0.6209 | 0.7880 |
234
- | No log | 3.8936 | 366 | 0.6004 | 0.6481 | 0.6004 | 0.7748 |
235
- | No log | 3.9149 | 368 | 0.5670 | 0.6645 | 0.5670 | 0.7530 |
236
- | No log | 3.9362 | 370 | 0.6095 | 0.6327 | 0.6095 | 0.7807 |
237
- | No log | 3.9574 | 372 | 0.6158 | 0.6023 | 0.6158 | 0.7847 |
238
- | No log | 3.9787 | 374 | 0.6071 | 0.6210 | 0.6071 | 0.7792 |
239
- | No log | 4.0 | 376 | 0.6238 | 0.6593 | 0.6238 | 0.7898 |
240
- | No log | 4.0213 | 378 | 0.6253 | 0.6731 | 0.6253 | 0.7908 |
241
- | No log | 4.0426 | 380 | 0.6482 | 0.6699 | 0.6482 | 0.8051 |
242
- | No log | 4.0638 | 382 | 0.6851 | 0.6560 | 0.6851 | 0.8277 |
243
- | No log | 4.0851 | 384 | 0.7548 | 0.6403 | 0.7548 | 0.8688 |
244
- | No log | 4.1064 | 386 | 0.7472 | 0.6452 | 0.7472 | 0.8644 |
245
- | No log | 4.1277 | 388 | 0.7126 | 0.6517 | 0.7126 | 0.8441 |
246
- | No log | 4.1489 | 390 | 0.6584 | 0.6605 | 0.6584 | 0.8114 |
247
- | No log | 4.1702 | 392 | 0.7015 | 0.6505 | 0.7015 | 0.8376 |
248
- | No log | 4.1915 | 394 | 0.7277 | 0.5443 | 0.7277 | 0.8531 |
249
- | No log | 4.2128 | 396 | 0.6563 | 0.5817 | 0.6563 | 0.8101 |
250
- | No log | 4.2340 | 398 | 0.6444 | 0.5936 | 0.6444 | 0.8027 |
251
- | No log | 4.2553 | 400 | 0.6993 | 0.5648 | 0.6993 | 0.8362 |
252
- | No log | 4.2766 | 402 | 0.7035 | 0.5649 | 0.7035 | 0.8387 |
253
- | No log | 4.2979 | 404 | 0.6504 | 0.6039 | 0.6504 | 0.8065 |
254
- | No log | 4.3191 | 406 | 0.6041 | 0.6437 | 0.6041 | 0.7772 |
255
- | No log | 4.3404 | 408 | 0.5917 | 0.6467 | 0.5917 | 0.7692 |
256
- | No log | 4.3617 | 410 | 0.5942 | 0.6496 | 0.5942 | 0.7709 |
257
- | No log | 4.3830 | 412 | 0.6032 | 0.6588 | 0.6032 | 0.7767 |
258
- | No log | 4.4043 | 414 | 0.6288 | 0.6544 | 0.6288 | 0.7930 |
259
- | No log | 4.4255 | 416 | 0.6589 | 0.6620 | 0.6589 | 0.8117 |
260
- | No log | 4.4468 | 418 | 0.6874 | 0.6754 | 0.6874 | 0.8291 |
261
- | No log | 4.4681 | 420 | 0.7078 | 0.6630 | 0.7078 | 0.8413 |
262
- | No log | 4.4894 | 422 | 0.7347 | 0.6532 | 0.7347 | 0.8571 |
263
- | No log | 4.5106 | 424 | 0.7758 | 0.6466 | 0.7758 | 0.8808 |
264
- | No log | 4.5319 | 426 | 0.7982 | 0.6247 | 0.7982 | 0.8934 |
265
- | No log | 4.5532 | 428 | 0.7033 | 0.6640 | 0.7033 | 0.8386 |
266
- | No log | 4.5745 | 430 | 0.6453 | 0.6975 | 0.6453 | 0.8033 |
267
- | No log | 4.5957 | 432 | 0.6338 | 0.6879 | 0.6338 | 0.7961 |
268
- | No log | 4.6170 | 434 | 0.6126 | 0.6433 | 0.6126 | 0.7827 |
269
- | No log | 4.6383 | 436 | 0.6257 | 0.6215 | 0.6257 | 0.7910 |
270
- | No log | 4.6596 | 438 | 0.6470 | 0.5778 | 0.6470 | 0.8044 |
271
- | No log | 4.6809 | 440 | 0.6675 | 0.5998 | 0.6675 | 0.8170 |
272
- | No log | 4.7021 | 442 | 0.6899 | 0.6040 | 0.6899 | 0.8306 |
273
- | No log | 4.7234 | 444 | 0.6811 | 0.6006 | 0.6811 | 0.8253 |
274
- | No log | 4.7447 | 446 | 0.6641 | 0.6373 | 0.6641 | 0.8149 |
275
- | No log | 4.7660 | 448 | 0.6858 | 0.6655 | 0.6858 | 0.8281 |
276
- | No log | 4.7872 | 450 | 0.7848 | 0.6417 | 0.7848 | 0.8859 |
277
- | No log | 4.8085 | 452 | 0.8174 | 0.6618 | 0.8174 | 0.9041 |
278
- | No log | 4.8298 | 454 | 0.7901 | 0.6370 | 0.7901 | 0.8889 |
279
- | No log | 4.8511 | 456 | 0.8145 | 0.6291 | 0.8145 | 0.9025 |
280
- | No log | 4.8723 | 458 | 0.9282 | 0.5547 | 0.9282 | 0.9634 |
281
- | No log | 4.8936 | 460 | 0.8652 | 0.5602 | 0.8652 | 0.9302 |
282
- | No log | 4.9149 | 462 | 0.7365 | 0.6256 | 0.7365 | 0.8582 |
283
- | No log | 4.9362 | 464 | 0.7289 | 0.6270 | 0.7289 | 0.8537 |
284
- | No log | 4.9574 | 466 | 0.7346 | 0.6143 | 0.7346 | 0.8571 |
285
- | No log | 4.9787 | 468 | 0.6780 | 0.5939 | 0.6780 | 0.8234 |
286
- | No log | 5.0 | 470 | 0.6883 | 0.6095 | 0.6883 | 0.8297 |
287
- | No log | 5.0213 | 472 | 0.7020 | 0.5787 | 0.7020 | 0.8379 |
288
- | No log | 5.0426 | 474 | 0.7163 | 0.5918 | 0.7163 | 0.8463 |
289
- | No log | 5.0638 | 476 | 0.7140 | 0.6212 | 0.7140 | 0.8450 |
290
- | No log | 5.0851 | 478 | 0.6904 | 0.6557 | 0.6904 | 0.8309 |
291
- | No log | 5.1064 | 480 | 0.6475 | 0.6573 | 0.6475 | 0.8047 |
292
- | No log | 5.1277 | 482 | 0.6344 | 0.6511 | 0.6344 | 0.7965 |
293
- | No log | 5.1489 | 484 | 0.6333 | 0.6425 | 0.6333 | 0.7958 |
294
- | No log | 5.1702 | 486 | 0.6550 | 0.6647 | 0.6550 | 0.8093 |
295
- | No log | 5.1915 | 488 | 0.7040 | 0.6554 | 0.7040 | 0.8390 |
296
- | No log | 5.2128 | 490 | 0.7327 | 0.6312 | 0.7327 | 0.8560 |
297
- | No log | 5.2340 | 492 | 0.7168 | 0.6331 | 0.7168 | 0.8466 |
298
- | No log | 5.2553 | 494 | 0.6880 | 0.6400 | 0.6880 | 0.8295 |
299
- | No log | 5.2766 | 496 | 0.6859 | 0.6206 | 0.6859 | 0.8282 |
300
- | No log | 5.2979 | 498 | 0.7342 | 0.5985 | 0.7342 | 0.8569 |
301
- | 0.5882 | 5.3191 | 500 | 0.7525 | 0.5955 | 0.7525 | 0.8675 |
302
- | 0.5882 | 5.3404 | 502 | 0.7574 | 0.6107 | 0.7574 | 0.8703 |
303
- | 0.5882 | 5.3617 | 504 | 0.7600 | 0.6038 | 0.7600 | 0.8718 |
304
- | 0.5882 | 5.3830 | 506 | 0.7874 | 0.6226 | 0.7874 | 0.8873 |
305
- | 0.5882 | 5.4043 | 508 | 0.8044 | 0.6136 | 0.8044 | 0.8969 |
306
- | 0.5882 | 5.4255 | 510 | 0.7406 | 0.6350 | 0.7406 | 0.8606 |
307
- | 0.5882 | 5.4468 | 512 | 0.6985 | 0.6379 | 0.6985 | 0.8358 |
308
- | 0.5882 | 5.4681 | 514 | 0.6793 | 0.6511 | 0.6793 | 0.8242 |
309
- | 0.5882 | 5.4894 | 516 | 0.6554 | 0.6402 | 0.6554 | 0.8096 |
310
- | 0.5882 | 5.5106 | 518 | 0.6603 | 0.6091 | 0.6603 | 0.8126 |
311
- | 0.5882 | 5.5319 | 520 | 0.7317 | 0.5657 | 0.7317 | 0.8554 |
312
- | 0.5882 | 5.5532 | 522 | 0.7401 | 0.5562 | 0.7401 | 0.8603 |
313
- | 0.5882 | 5.5745 | 524 | 0.6696 | 0.6008 | 0.6696 | 0.8183 |
314
- | 0.5882 | 5.5957 | 526 | 0.6124 | 0.6109 | 0.6124 | 0.7826 |
315
- | 0.5882 | 5.6170 | 528 | 0.6421 | 0.6275 | 0.6421 | 0.8013 |
316
- | 0.5882 | 5.6383 | 530 | 0.6715 | 0.6012 | 0.6715 | 0.8195 |
317
- | 0.5882 | 5.6596 | 532 | 0.6531 | 0.6194 | 0.6531 | 0.8081 |
318
- | 0.5882 | 5.6809 | 534 | 0.6760 | 0.6217 | 0.6760 | 0.8222 |
319
- | 0.5882 | 5.7021 | 536 | 0.6910 | 0.6318 | 0.6910 | 0.8312 |
320
- | 0.5882 | 5.7234 | 538 | 0.7000 | 0.6497 | 0.7000 | 0.8367 |
321
- | 0.5882 | 5.7447 | 540 | 0.7275 | 0.6390 | 0.7275 | 0.8529 |
322
- | 0.5882 | 5.7660 | 542 | 0.7572 | 0.6342 | 0.7572 | 0.8702 |
323
- | 0.5882 | 5.7872 | 544 | 0.7809 | 0.6511 | 0.7809 | 0.8837 |
324
- | 0.5882 | 5.8085 | 546 | 0.7246 | 0.6715 | 0.7246 | 0.8513 |
325
- | 0.5882 | 5.8298 | 548 | 0.6685 | 0.6735 | 0.6685 | 0.8176 |
326
- | 0.5882 | 5.8511 | 550 | 0.6680 | 0.6684 | 0.6680 | 0.8173 |
327
- | 0.5882 | 5.8723 | 552 | 0.6343 | 0.6720 | 0.6343 | 0.7964 |
328
- | 0.5882 | 5.8936 | 554 | 0.6347 | 0.6975 | 0.6347 | 0.7967 |
329
- | 0.5882 | 5.9149 | 556 | 0.6887 | 0.6800 | 0.6887 | 0.8299 |
330
- | 0.5882 | 5.9362 | 558 | 0.6548 | 0.6938 | 0.6548 | 0.8092 |
331
- | 0.5882 | 5.9574 | 560 | 0.6273 | 0.6984 | 0.6273 | 0.7921 |
332
- | 0.5882 | 5.9787 | 562 | 0.6156 | 0.6832 | 0.6156 | 0.7846 |
333
- | 0.5882 | 6.0 | 564 | 0.6039 | 0.6693 | 0.6039 | 0.7771 |
334
- | 0.5882 | 6.0213 | 566 | 0.6129 | 0.6720 | 0.6129 | 0.7829 |
335
- | 0.5882 | 6.0426 | 568 | 0.6878 | 0.6310 | 0.6878 | 0.8293 |
336
- | 0.5882 | 6.0638 | 570 | 0.7679 | 0.6236 | 0.7679 | 0.8763 |
337
- | 0.5882 | 6.0851 | 572 | 0.7397 | 0.6237 | 0.7397 | 0.8601 |
338
- | 0.5882 | 6.1064 | 574 | 0.6608 | 0.6380 | 0.6608 | 0.8129 |
339
- | 0.5882 | 6.1277 | 576 | 0.6414 | 0.6640 | 0.6414 | 0.8009 |
340
- | 0.5882 | 6.1489 | 578 | 0.6480 | 0.6080 | 0.6480 | 0.8050 |
341
- | 0.5882 | 6.1702 | 580 | 0.6583 | 0.6123 | 0.6583 | 0.8113 |
342
- | 0.5882 | 6.1915 | 582 | 0.6697 | 0.5792 | 0.6697 | 0.8183 |
343
- | 0.5882 | 6.2128 | 584 | 0.6917 | 0.6040 | 0.6917 | 0.8317 |
344
- | 0.5882 | 6.2340 | 586 | 0.6981 | 0.6272 | 0.6981 | 0.8355 |
345
- | 0.5882 | 6.2553 | 588 | 0.6934 | 0.6430 | 0.6934 | 0.8327 |
346
- | 0.5882 | 6.2766 | 590 | 0.6928 | 0.6473 | 0.6928 | 0.8323 |
347
- | 0.5882 | 6.2979 | 592 | 0.7078 | 0.6548 | 0.7078 | 0.8413 |
348
- | 0.5882 | 6.3191 | 594 | 0.7550 | 0.6486 | 0.7550 | 0.8689 |
349
- | 0.5882 | 6.3404 | 596 | 0.7526 | 0.6450 | 0.7526 | 0.8675 |
350
- | 0.5882 | 6.3617 | 598 | 0.7334 | 0.6503 | 0.7334 | 0.8564 |
351
- | 0.5882 | 6.3830 | 600 | 0.7070 | 0.6349 | 0.7070 | 0.8408 |
352
- | 0.5882 | 6.4043 | 602 | 0.6826 | 0.5850 | 0.6826 | 0.8262 |
353
- | 0.5882 | 6.4255 | 604 | 0.6849 | 0.5767 | 0.6849 | 0.8276 |
354
- | 0.5882 | 6.4468 | 606 | 0.6653 | 0.5882 | 0.6653 | 0.8157 |
355
- | 0.5882 | 6.4681 | 608 | 0.6925 | 0.6213 | 0.6925 | 0.8322 |
356
- | 0.5882 | 6.4894 | 610 | 0.6967 | 0.6034 | 0.6967 | 0.8347 |
357
- | 0.5882 | 6.5106 | 612 | 0.7233 | 0.6031 | 0.7233 | 0.8505 |
358
- | 0.5882 | 6.5319 | 614 | 0.7278 | 0.6031 | 0.7278 | 0.8531 |
359
- | 0.5882 | 6.5532 | 616 | 0.7358 | 0.6048 | 0.7358 | 0.8578 |
360
- | 0.5882 | 6.5745 | 618 | 0.7453 | 0.6207 | 0.7453 | 0.8633 |
361
- | 0.5882 | 6.5957 | 620 | 0.7767 | 0.6296 | 0.7767 | 0.8813 |
362
- | 0.5882 | 6.6170 | 622 | 0.7896 | 0.6385 | 0.7896 | 0.8886 |
363
- | 0.5882 | 6.6383 | 624 | 0.8024 | 0.6352 | 0.8024 | 0.8958 |
364
- | 0.5882 | 6.6596 | 626 | 0.7637 | 0.6396 | 0.7637 | 0.8739 |
365
- | 0.5882 | 6.6809 | 628 | 0.7250 | 0.6292 | 0.7250 | 0.8514 |
366
- | 0.5882 | 6.7021 | 630 | 0.7232 | 0.5939 | 0.7232 | 0.8504 |
367
- | 0.5882 | 6.7234 | 632 | 0.7058 | 0.6072 | 0.7058 | 0.8401 |
368
- | 0.5882 | 6.7447 | 634 | 0.6916 | 0.6352 | 0.6916 | 0.8316 |
369
- | 0.5882 | 6.7660 | 636 | 0.6881 | 0.6492 | 0.6881 | 0.8295 |
370
- | 0.5882 | 6.7872 | 638 | 0.7545 | 0.6324 | 0.7545 | 0.8686 |
371
- | 0.5882 | 6.8085 | 640 | 0.8060 | 0.6157 | 0.8060 | 0.8978 |
372
- | 0.5882 | 6.8298 | 642 | 0.7363 | 0.6466 | 0.7363 | 0.8581 |
373
- | 0.5882 | 6.8511 | 644 | 0.6779 | 0.6474 | 0.6779 | 0.8233 |
374
- | 0.5882 | 6.8723 | 646 | 0.6622 | 0.6474 | 0.6622 | 0.8138 |
375
- | 0.5882 | 6.8936 | 648 | 0.6494 | 0.6429 | 0.6494 | 0.8059 |
376
- | 0.5882 | 6.9149 | 650 | 0.6368 | 0.6133 | 0.6368 | 0.7980 |
377
- | 0.5882 | 6.9362 | 652 | 0.7086 | 0.6000 | 0.7086 | 0.8418 |
378
- | 0.5882 | 6.9574 | 654 | 0.7064 | 0.5862 | 0.7064 | 0.8405 |
379
- | 0.5882 | 6.9787 | 656 | 0.6361 | 0.5815 | 0.6361 | 0.7975 |
380
- | 0.5882 | 7.0 | 658 | 0.6296 | 0.6256 | 0.6296 | 0.7935 |
381
- | 0.5882 | 7.0213 | 660 | 0.6449 | 0.6484 | 0.6449 | 0.8031 |
382
- | 0.5882 | 7.0426 | 662 | 0.6450 | 0.6855 | 0.6450 | 0.8031 |
383
- | 0.5882 | 7.0638 | 664 | 0.6610 | 0.6767 | 0.6610 | 0.8130 |
384
- | 0.5882 | 7.0851 | 666 | 0.6932 | 0.6902 | 0.6932 | 0.8326 |
385
- | 0.5882 | 7.1064 | 668 | 0.7094 | 0.6720 | 0.7094 | 0.8423 |
386
- | 0.5882 | 7.1277 | 670 | 0.7132 | 0.6615 | 0.7132 | 0.8445 |
387
- | 0.5882 | 7.1489 | 672 | 0.7391 | 0.6624 | 0.7391 | 0.8597 |
388
- | 0.5882 | 7.1702 | 674 | 0.7891 | 0.5748 | 0.7891 | 0.8883 |
389
- | 0.5882 | 7.1915 | 676 | 0.7696 | 0.5673 | 0.7696 | 0.8773 |
390
- | 0.5882 | 7.2128 | 678 | 0.7029 | 0.6244 | 0.7029 | 0.8384 |
391
- | 0.5882 | 7.2340 | 680 | 0.6711 | 0.6426 | 0.6711 | 0.8192 |
392
- | 0.5882 | 7.2553 | 682 | 0.6786 | 0.6275 | 0.6786 | 0.8238 |
393
- | 0.5882 | 7.2766 | 684 | 0.6657 | 0.6266 | 0.6657 | 0.8159 |
394
- | 0.5882 | 7.2979 | 686 | 0.6712 | 0.6145 | 0.6712 | 0.8192 |
395
- | 0.5882 | 7.3191 | 688 | 0.6621 | 0.6029 | 0.6621 | 0.8137 |
396
- | 0.5882 | 7.3404 | 690 | 0.6381 | 0.6124 | 0.6381 | 0.7988 |
397
- | 0.5882 | 7.3617 | 692 | 0.6215 | 0.6182 | 0.6215 | 0.7884 |
398
- | 0.5882 | 7.3830 | 694 | 0.6251 | 0.6317 | 0.6251 | 0.7906 |
399
- | 0.5882 | 7.4043 | 696 | 0.6385 | 0.6427 | 0.6385 | 0.7990 |
400
- | 0.5882 | 7.4255 | 698 | 0.6352 | 0.6389 | 0.6352 | 0.7970 |
401
- | 0.5882 | 7.4468 | 700 | 0.6557 | 0.6613 | 0.6557 | 0.8098 |
402
- | 0.5882 | 7.4681 | 702 | 0.6615 | 0.6642 | 0.6615 | 0.8133 |
403
- | 0.5882 | 7.4894 | 704 | 0.7353 | 0.6211 | 0.7353 | 0.8575 |
404
- | 0.5882 | 7.5106 | 706 | 0.7397 | 0.6287 | 0.7397 | 0.8600 |
405
- | 0.5882 | 7.5319 | 708 | 0.7042 | 0.6549 | 0.7042 | 0.8392 |
406
- | 0.5882 | 7.5532 | 710 | 0.7286 | 0.6751 | 0.7286 | 0.8536 |
407
- | 0.5882 | 7.5745 | 712 | 0.8023 | 0.6495 | 0.8023 | 0.8957 |
408
- | 0.5882 | 7.5957 | 714 | 0.7639 | 0.6766 | 0.7639 | 0.8740 |
409
- | 0.5882 | 7.6170 | 716 | 0.7320 | 0.6472 | 0.7320 | 0.8556 |
410
- | 0.5882 | 7.6383 | 718 | 0.8053 | 0.5645 | 0.8053 | 0.8974 |
411
- | 0.5882 | 7.6596 | 720 | 0.8398 | 0.5601 | 0.8398 | 0.9164 |
412
- | 0.5882 | 7.6809 | 722 | 0.7635 | 0.5911 | 0.7635 | 0.8738 |
413
- | 0.5882 | 7.7021 | 724 | 0.7394 | 0.6039 | 0.7394 | 0.8599 |
414
- | 0.5882 | 7.7234 | 726 | 0.6849 | 0.6492 | 0.6849 | 0.8276 |
415
- | 0.5882 | 7.7447 | 728 | 0.6689 | 0.6739 | 0.6689 | 0.8178 |
416
- | 0.5882 | 7.7660 | 730 | 0.6764 | 0.6725 | 0.6764 | 0.8224 |
417
- | 0.5882 | 7.7872 | 732 | 0.6560 | 0.6818 | 0.6560 | 0.8099 |
418
- | 0.5882 | 7.8085 | 734 | 0.6328 | 0.6527 | 0.6328 | 0.7955 |
419
- | 0.5882 | 7.8298 | 736 | 0.6552 | 0.6323 | 0.6552 | 0.8094 |
420
- | 0.5882 | 7.8511 | 738 | 0.7043 | 0.6346 | 0.7043 | 0.8392 |
421
- | 0.5882 | 7.8723 | 740 | 0.7077 | 0.6472 | 0.7077 | 0.8413 |
422
- | 0.5882 | 7.8936 | 742 | 0.6690 | 0.6692 | 0.6690 | 0.8179 |
423
- | 0.5882 | 7.9149 | 744 | 0.6724 | 0.6736 | 0.6724 | 0.8200 |
424
- | 0.5882 | 7.9362 | 746 | 0.6626 | 0.6580 | 0.6626 | 0.8140 |
425
- | 0.5882 | 7.9574 | 748 | 0.6579 | 0.6527 | 0.6579 | 0.8111 |
426
- | 0.5882 | 7.9787 | 750 | 0.6411 | 0.6517 | 0.6411 | 0.8007 |
427
- | 0.5882 | 8.0 | 752 | 0.6339 | 0.6512 | 0.6339 | 0.7962 |
428
- | 0.5882 | 8.0213 | 754 | 0.6477 | 0.6367 | 0.6477 | 0.8048 |
429
- | 0.5882 | 8.0426 | 756 | 0.6513 | 0.6340 | 0.6513 | 0.8070 |
430
- | 0.5882 | 8.0638 | 758 | 0.6481 | 0.6417 | 0.6481 | 0.8051 |
431
- | 0.5882 | 8.0851 | 760 | 0.6840 | 0.6517 | 0.6840 | 0.8271 |
432
- | 0.5882 | 8.1064 | 762 | 0.7264 | 0.6658 | 0.7264 | 0.8523 |
433
- | 0.5882 | 8.1277 | 764 | 0.7793 | 0.6366 | 0.7793 | 0.8828 |
434
- | 0.5882 | 8.1489 | 766 | 0.7833 | 0.6286 | 0.7833 | 0.8850 |
435
- | 0.5882 | 8.1702 | 768 | 0.7399 | 0.6285 | 0.7399 | 0.8602 |
436
- | 0.5882 | 8.1915 | 770 | 0.7008 | 0.6085 | 0.7008 | 0.8371 |
437
- | 0.5882 | 8.2128 | 772 | 0.6894 | 0.6246 | 0.6894 | 0.8303 |
438
- | 0.5882 | 8.2340 | 774 | 0.6835 | 0.6367 | 0.6835 | 0.8267 |
439
- | 0.5882 | 8.2553 | 776 | 0.6858 | 0.6165 | 0.6858 | 0.8281 |
440
- | 0.5882 | 8.2766 | 778 | 0.6930 | 0.6029 | 0.6930 | 0.8324 |
441
- | 0.5882 | 8.2979 | 780 | 0.7067 | 0.6295 | 0.7067 | 0.8407 |
442
- | 0.5882 | 8.3191 | 782 | 0.6861 | 0.6290 | 0.6861 | 0.8283 |
443
- | 0.5882 | 8.3404 | 784 | 0.6875 | 0.6977 | 0.6875 | 0.8292 |
444
- | 0.5882 | 8.3617 | 786 | 0.6682 | 0.7040 | 0.6682 | 0.8175 |
445
- | 0.5882 | 8.3830 | 788 | 0.6579 | 0.6750 | 0.6579 | 0.8111 |
446
- | 0.5882 | 8.4043 | 790 | 0.6766 | 0.6404 | 0.6766 | 0.8226 |
447
- | 0.5882 | 8.4255 | 792 | 0.6473 | 0.6415 | 0.6473 | 0.8045 |
448
- | 0.5882 | 8.4468 | 794 | 0.6345 | 0.6294 | 0.6345 | 0.7965 |
449
- | 0.5882 | 8.4681 | 796 | 0.6401 | 0.6413 | 0.6401 | 0.8000 |
450
- | 0.5882 | 8.4894 | 798 | 0.6429 | 0.6255 | 0.6429 | 0.8018 |
451
- | 0.5882 | 8.5106 | 800 | 0.6175 | 0.6440 | 0.6175 | 0.7858 |
452
- | 0.5882 | 8.5319 | 802 | 0.6098 | 0.6334 | 0.6098 | 0.7809 |
453
- | 0.5882 | 8.5532 | 804 | 0.6220 | 0.6398 | 0.6220 | 0.7886 |
454
- | 0.5882 | 8.5745 | 806 | 0.6661 | 0.6218 | 0.6661 | 0.8161 |
455
- | 0.5882 | 8.5957 | 808 | 0.6871 | 0.6179 | 0.6871 | 0.8289 |
456
- | 0.5882 | 8.6170 | 810 | 0.6599 | 0.6306 | 0.6599 | 0.8124 |
457
- | 0.5882 | 8.6383 | 812 | 0.6867 | 0.6616 | 0.6867 | 0.8287 |
458
- | 0.5882 | 8.6596 | 814 | 0.7102 | 0.6411 | 0.7102 | 0.8428 |
459
- | 0.5882 | 8.6809 | 816 | 0.7333 | 0.6392 | 0.7333 | 0.8563 |
460
- | 0.5882 | 8.7021 | 818 | 0.7249 | 0.6509 | 0.7249 | 0.8514 |
461
- | 0.5882 | 8.7234 | 820 | 0.7110 | 0.6810 | 0.7110 | 0.8432 |
462
- | 0.5882 | 8.7447 | 822 | 0.6967 | 0.6688 | 0.6967 | 0.8347 |
463
- | 0.5882 | 8.7660 | 824 | 0.6851 | 0.6514 | 0.6851 | 0.8277 |
464
- | 0.5882 | 8.7872 | 826 | 0.7052 | 0.5975 | 0.7052 | 0.8397 |
465
- | 0.5882 | 8.8085 | 828 | 0.6861 | 0.6046 | 0.6861 | 0.8283 |
466
- | 0.5882 | 8.8298 | 830 | 0.6907 | 0.5750 | 0.6907 | 0.8311 |
467
- | 0.5882 | 8.8511 | 832 | 0.7000 | 0.5739 | 0.7000 | 0.8366 |
468
- | 0.5882 | 8.8723 | 834 | 0.6925 | 0.5686 | 0.6925 | 0.8322 |
469
- | 0.5882 | 8.8936 | 836 | 0.7083 | 0.6007 | 0.7083 | 0.8416 |
470
- | 0.5882 | 8.9149 | 838 | 0.7330 | 0.6162 | 0.7330 | 0.8561 |
471
- | 0.5882 | 8.9362 | 840 | 0.7474 | 0.6478 | 0.7474 | 0.8645 |
472
- | 0.5882 | 8.9574 | 842 | 0.7482 | 0.6363 | 0.7482 | 0.8650 |
473
- | 0.5882 | 8.9787 | 844 | 0.7269 | 0.6486 | 0.7269 | 0.8526 |
474
- | 0.5882 | 9.0 | 846 | 0.7194 | 0.6510 | 0.7194 | 0.8482 |
475
- | 0.5882 | 9.0213 | 848 | 0.7176 | 0.6553 | 0.7176 | 0.8471 |
476
- | 0.5882 | 9.0426 | 850 | 0.6885 | 0.6570 | 0.6885 | 0.8298 |
477
- | 0.5882 | 9.0638 | 852 | 0.6820 | 0.6498 | 0.6820 | 0.8258 |
478
- | 0.5882 | 9.0851 | 854 | 0.6853 | 0.6469 | 0.6853 | 0.8278 |
479
- | 0.5882 | 9.1064 | 856 | 0.6614 | 0.6359 | 0.6614 | 0.8133 |
480
- | 0.5882 | 9.1277 | 858 | 0.6684 | 0.6377 | 0.6684 | 0.8176 |
481
- | 0.5882 | 9.1489 | 860 | 0.6971 | 0.6396 | 0.6971 | 0.8349 |
482
- | 0.5882 | 9.1702 | 862 | 0.7360 | 0.6408 | 0.7360 | 0.8579 |
483
- | 0.5882 | 9.1915 | 864 | 0.7568 | 0.6380 | 0.7568 | 0.8699 |
484
- | 0.5882 | 9.2128 | 866 | 0.7313 | 0.6471 | 0.7313 | 0.8551 |
485
- | 0.5882 | 9.2340 | 868 | 0.7096 | 0.6577 | 0.7096 | 0.8424 |
486
- | 0.5882 | 9.2553 | 870 | 0.6955 | 0.6509 | 0.6955 | 0.8340 |
487
- | 0.5882 | 9.2766 | 872 | 0.7041 | 0.6425 | 0.7041 | 0.8391 |
488
- | 0.5882 | 9.2979 | 874 | 0.7058 | 0.6704 | 0.7058 | 0.8401 |
489
- | 0.5882 | 9.3191 | 876 | 0.7010 | 0.6667 | 0.7010 | 0.8373 |
490
- | 0.5882 | 9.3404 | 878 | 0.6772 | 0.6647 | 0.6772 | 0.8229 |
491
- | 0.5882 | 9.3617 | 880 | 0.6547 | 0.6500 | 0.6547 | 0.8092 |
492
- | 0.5882 | 9.3830 | 882 | 0.6378 | 0.6558 | 0.6378 | 0.7986 |
493
- | 0.5882 | 9.4043 | 884 | 0.6141 | 0.6600 | 0.6141 | 0.7837 |
494
- | 0.5882 | 9.4255 | 886 | 0.6247 | 0.6574 | 0.6247 | 0.7904 |
495
- | 0.5882 | 9.4468 | 888 | 0.6797 | 0.6675 | 0.6797 | 0.8244 |
496
- | 0.5882 | 9.4681 | 890 | 0.6677 | 0.6764 | 0.6677 | 0.8171 |
497
- | 0.5882 | 9.4894 | 892 | 0.6322 | 0.6774 | 0.6322 | 0.7951 |
498
- | 0.5882 | 9.5106 | 894 | 0.6873 | 0.6378 | 0.6873 | 0.8290 |
499
- | 0.5882 | 9.5319 | 896 | 0.7328 | 0.6058 | 0.7328 | 0.8560 |
500
- | 0.5882 | 9.5532 | 898 | 0.6861 | 0.6388 | 0.6861 | 0.8283 |
501
- | 0.5882 | 9.5745 | 900 | 0.6157 | 0.6532 | 0.6157 | 0.7846 |
502
- | 0.5882 | 9.5957 | 902 | 0.5908 | 0.6624 | 0.5908 | 0.7687 |
503
- | 0.5882 | 9.6170 | 904 | 0.5943 | 0.6587 | 0.5943 | 0.7709 |
504
- | 0.5882 | 9.6383 | 906 | 0.6159 | 0.6568 | 0.6159 | 0.7848 |
505
- | 0.5882 | 9.6596 | 908 | 0.6329 | 0.6668 | 0.6329 | 0.7956 |
506
- | 0.5882 | 9.6809 | 910 | 0.6403 | 0.6766 | 0.6403 | 0.8002 |
507
- | 0.5882 | 9.7021 | 912 | 0.6721 | 0.6909 | 0.6721 | 0.8198 |
508
- | 0.5882 | 9.7234 | 914 | 0.7161 | 0.6984 | 0.7161 | 0.8462 |
509
- | 0.5882 | 9.7447 | 916 | 0.7229 | 0.6863 | 0.7229 | 0.8502 |
510
- | 0.5882 | 9.7660 | 918 | 0.7115 | 0.6946 | 0.7115 | 0.8435 |
511
- | 0.5882 | 9.7872 | 920 | 0.6767 | 0.6882 | 0.6767 | 0.8226 |
512
- | 0.5882 | 9.8085 | 922 | 0.6726 | 0.6359 | 0.6726 | 0.8201 |
513
- | 0.5882 | 9.8298 | 924 | 0.6655 | 0.6500 | 0.6655 | 0.8158 |
514
- | 0.5882 | 9.8511 | 926 | 0.6378 | 0.6296 | 0.6378 | 0.7986 |
515
- | 0.5882 | 9.8723 | 928 | 0.6300 | 0.6383 | 0.6300 | 0.7937 |
516
- | 0.5882 | 9.8936 | 930 | 0.6379 | 0.6694 | 0.6379 | 0.7987 |
517
- | 0.5882 | 9.9149 | 932 | 0.6596 | 0.6717 | 0.6596 | 0.8121 |
518
- | 0.5882 | 9.9362 | 934 | 0.7277 | 0.6216 | 0.7277 | 0.8530 |
519
- | 0.5882 | 9.9574 | 936 | 0.7511 | 0.6153 | 0.7511 | 0.8667 |
520
- | 0.5882 | 9.9787 | 938 | 0.6903 | 0.6693 | 0.6903 | 0.8308 |
521
- | 0.5882 | 10.0 | 940 | 0.6927 | 0.6597 | 0.6927 | 0.8323 |
522
- | 0.5882 | 10.0213 | 942 | 0.6875 | 0.6539 | 0.6875 | 0.8292 |
523
- | 0.5882 | 10.0426 | 944 | 0.6608 | 0.6386 | 0.6608 | 0.8129 |
524
- | 0.5882 | 10.0638 | 946 | 0.6833 | 0.5728 | 0.6833 | 0.8266 |
525
- | 0.5882 | 10.0851 | 948 | 0.7238 | 0.5624 | 0.7238 | 0.8508 |
526
- | 0.5882 | 10.1064 | 950 | 0.7374 | 0.5723 | 0.7374 | 0.8587 |
527
- | 0.5882 | 10.1277 | 952 | 0.7279 | 0.5906 | 0.7279 | 0.8532 |
528
- | 0.5882 | 10.1489 | 954 | 0.7374 | 0.6221 | 0.7374 | 0.8587 |
529
- | 0.5882 | 10.1702 | 956 | 0.8078 | 0.6318 | 0.8078 | 0.8988 |
530
- | 0.5882 | 10.1915 | 958 | 0.8868 | 0.6344 | 0.8868 | 0.9417 |
531
- | 0.5882 | 10.2128 | 960 | 0.8374 | 0.6447 | 0.8374 | 0.9151 |
532
- | 0.5882 | 10.2340 | 962 | 0.7437 | 0.6546 | 0.7437 | 0.8624 |
533
- | 0.5882 | 10.2553 | 964 | 0.7738 | 0.6073 | 0.7738 | 0.8797 |
534
- | 0.5882 | 10.2766 | 966 | 0.8816 | 0.5899 | 0.8816 | 0.9390 |
535
- | 0.5882 | 10.2979 | 968 | 0.8833 | 0.5688 | 0.8833 | 0.9398 |
536
- | 0.5882 | 10.3191 | 970 | 0.7775 | 0.5833 | 0.7775 | 0.8817 |
537
- | 0.5882 | 10.3404 | 972 | 0.6594 | 0.6017 | 0.6594 | 0.8120 |
538
- | 0.5882 | 10.3617 | 974 | 0.6333 | 0.6536 | 0.6333 | 0.7958 |
539
- | 0.5882 | 10.3830 | 976 | 0.6848 | 0.6537 | 0.6848 | 0.8275 |
540
- | 0.5882 | 10.4043 | 978 | 0.6750 | 0.6558 | 0.6750 | 0.8216 |
541
- | 0.5882 | 10.4255 | 980 | 0.6259 | 0.6490 | 0.6259 | 0.7911 |
542
- | 0.5882 | 10.4468 | 982 | 0.6401 | 0.6409 | 0.6401 | 0.8000 |
543
- | 0.5882 | 10.4681 | 984 | 0.6865 | 0.6128 | 0.6865 | 0.8285 |
544
- | 0.5882 | 10.4894 | 986 | 0.6872 | 0.6122 | 0.6872 | 0.8290 |
545
- | 0.5882 | 10.5106 | 988 | 0.6810 | 0.6608 | 0.6810 | 0.8252 |
546
- | 0.5882 | 10.5319 | 990 | 0.6713 | 0.6729 | 0.6713 | 0.8194 |
547
- | 0.5882 | 10.5532 | 992 | 0.6805 | 0.6566 | 0.6805 | 0.8249 |
548
- | 0.5882 | 10.5745 | 994 | 0.6481 | 0.6379 | 0.6481 | 0.8051 |
549
- | 0.5882 | 10.5957 | 996 | 0.6345 | 0.6516 | 0.6345 | 0.7966 |
550
- | 0.5882 | 10.6170 | 998 | 0.6673 | 0.6249 | 0.6673 | 0.8169 |
551
- | 0.1837 | 10.6383 | 1000 | 0.7057 | 0.5803 | 0.7057 | 0.8401 |
552
- | 0.1837 | 10.6596 | 1002 | 0.7251 | 0.5938 | 0.7251 | 0.8515 |
553
- | 0.1837 | 10.6809 | 1004 | 0.7073 | 0.6162 | 0.7073 | 0.8410 |
554
- | 0.1837 | 10.7021 | 1006 | 0.6885 | 0.6348 | 0.6885 | 0.8298 |
555
- | 0.1837 | 10.7234 | 1008 | 0.6709 | 0.6451 | 0.6709 | 0.8191 |
556
- | 0.1837 | 10.7447 | 1010 | 0.6802 | 0.6607 | 0.6802 | 0.8247 |
557
- | 0.1837 | 10.7660 | 1012 | 0.6790 | 0.6528 | 0.6790 | 0.8240 |
558
- | 0.1837 | 10.7872 | 1014 | 0.6783 | 0.6366 | 0.6783 | 0.8236 |
559
- | 0.1837 | 10.8085 | 1016 | 0.6608 | 0.6379 | 0.6608 | 0.8129 |
560
- | 0.1837 | 10.8298 | 1018 | 0.6266 | 0.6395 | 0.6266 | 0.7916 |
561
- | 0.1837 | 10.8511 | 1020 | 0.6168 | 0.6608 | 0.6168 | 0.7854 |
562
- | 0.1837 | 10.8723 | 1022 | 0.6291 | 0.6697 | 0.6291 | 0.7931 |
563
- | 0.1837 | 10.8936 | 1024 | 0.6431 | 0.6660 | 0.6431 | 0.8020 |
564
- | 0.1837 | 10.9149 | 1026 | 0.6495 | 0.6351 | 0.6495 | 0.8059 |
565
- | 0.1837 | 10.9362 | 1028 | 0.6678 | 0.6320 | 0.6678 | 0.8172 |
566
- | 0.1837 | 10.9574 | 1030 | 0.6858 | 0.6206 | 0.6858 | 0.8281 |
567
- | 0.1837 | 10.9787 | 1032 | 0.6579 | 0.6427 | 0.6579 | 0.8111 |
568
- | 0.1837 | 11.0 | 1034 | 0.6523 | 0.6783 | 0.6523 | 0.8077 |
569
- | 0.1837 | 11.0213 | 1036 | 0.7151 | 0.6499 | 0.7151 | 0.8457 |
570
- | 0.1837 | 11.0426 | 1038 | 0.7186 | 0.6569 | 0.7186 | 0.8477 |
571
- | 0.1837 | 11.0638 | 1040 | 0.6765 | 0.6706 | 0.6765 | 0.8225 |
572
- | 0.1837 | 11.0851 | 1042 | 0.6654 | 0.6488 | 0.6654 | 0.8157 |
573
- | 0.1837 | 11.1064 | 1044 | 0.6955 | 0.6581 | 0.6955 | 0.8340 |
574
- | 0.1837 | 11.1277 | 1046 | 0.6888 | 0.6515 | 0.6888 | 0.8299 |
575
- | 0.1837 | 11.1489 | 1048 | 0.6518 | 0.6537 | 0.6518 | 0.8073 |
576
- | 0.1837 | 11.1702 | 1050 | 0.6398 | 0.6827 | 0.6398 | 0.7999 |
577
- | 0.1837 | 11.1915 | 1052 | 0.6388 | 0.6735 | 0.6388 | 0.7992 |
578
- | 0.1837 | 11.2128 | 1054 | 0.6429 | 0.6808 | 0.6429 | 0.8018 |
579
- | 0.1837 | 11.2340 | 1056 | 0.6535 | 0.6728 | 0.6535 | 0.8084 |
580
- | 0.1837 | 11.2553 | 1058 | 0.6719 | 0.6518 | 0.6719 | 0.8197 |
581
- | 0.1837 | 11.2766 | 1060 | 0.7254 | 0.6180 | 0.7254 | 0.8517 |
582
- | 0.1837 | 11.2979 | 1062 | 0.7469 | 0.6099 | 0.7469 | 0.8642 |
583
- | 0.1837 | 11.3191 | 1064 | 0.6925 | 0.6085 | 0.6925 | 0.8322 |
584
- | 0.1837 | 11.3404 | 1066 | 0.6540 | 0.6342 | 0.6540 | 0.8087 |
585
- | 0.1837 | 11.3617 | 1068 | 0.6975 | 0.6021 | 0.6975 | 0.8351 |
586
- | 0.1837 | 11.3830 | 1070 | 0.7537 | 0.6074 | 0.7537 | 0.8682 |
587
- | 0.1837 | 11.4043 | 1072 | 0.7458 | 0.6012 | 0.7458 | 0.8636 |
588
- | 0.1837 | 11.4255 | 1074 | 0.6918 | 0.6344 | 0.6918 | 0.8317 |
589
- | 0.1837 | 11.4468 | 1076 | 0.7003 | 0.6458 | 0.7003 | 0.8368 |
590
- | 0.1837 | 11.4681 | 1078 | 0.7559 | 0.6171 | 0.7559 | 0.8694 |
591
- | 0.1837 | 11.4894 | 1080 | 0.7755 | 0.5954 | 0.7755 | 0.8806 |
592
- | 0.1837 | 11.5106 | 1082 | 0.7651 | 0.6043 | 0.7651 | 0.8747 |
593
- | 0.1837 | 11.5319 | 1084 | 0.7406 | 0.6401 | 0.7406 | 0.8606 |
594
- | 0.1837 | 11.5532 | 1086 | 0.7655 | 0.6496 | 0.7655 | 0.8749 |
595
- | 0.1837 | 11.5745 | 1088 | 0.7793 | 0.6665 | 0.7793 | 0.8828 |
596
- | 0.1837 | 11.5957 | 1090 | 0.7550 | 0.6601 | 0.7550 | 0.8689 |
597
- | 0.1837 | 11.6170 | 1092 | 0.6958 | 0.6414 | 0.6958 | 0.8342 |
598
- | 0.1837 | 11.6383 | 1094 | 0.6760 | 0.6454 | 0.6760 | 0.8222 |
599
- | 0.1837 | 11.6596 | 1096 | 0.7519 | 0.6141 | 0.7519 | 0.8671 |
600
- | 0.1837 | 11.6809 | 1098 | 0.8191 | 0.5726 | 0.8191 | 0.9051 |
601
- | 0.1837 | 11.7021 | 1100 | 0.7892 | 0.5819 | 0.7892 | 0.8884 |
602
- | 0.1837 | 11.7234 | 1102 | 0.6916 | 0.6445 | 0.6916 | 0.8316 |
603
- | 0.1837 | 11.7447 | 1104 | 0.6327 | 0.6684 | 0.6327 | 0.7954 |
604
- | 0.1837 | 11.7660 | 1106 | 0.6751 | 0.6421 | 0.6751 | 0.8217 |
605
- | 0.1837 | 11.7872 | 1108 | 0.7096 | 0.6277 | 0.7096 | 0.8424 |
606
- | 0.1837 | 11.8085 | 1110 | 0.6655 | 0.6481 | 0.6655 | 0.8158 |
607
- | 0.1837 | 11.8298 | 1112 | 0.6154 | 0.6694 | 0.6154 | 0.7845 |
608
- | 0.1837 | 11.8511 | 1114 | 0.6259 | 0.6466 | 0.6259 | 0.7911 |
609
- | 0.1837 | 11.8723 | 1116 | 0.6661 | 0.6358 | 0.6661 | 0.8162 |
610
- | 0.1837 | 11.8936 | 1118 | 0.6789 | 0.6309 | 0.6789 | 0.8240 |
611
- | 0.1837 | 11.9149 | 1120 | 0.6727 | 0.6402 | 0.6727 | 0.8202 |
612
- | 0.1837 | 11.9362 | 1122 | 0.6601 | 0.6492 | 0.6601 | 0.8125 |
613
- | 0.1837 | 11.9574 | 1124 | 0.6772 | 0.6574 | 0.6772 | 0.8229 |
614
- | 0.1837 | 11.9787 | 1126 | 0.6975 | 0.6272 | 0.6975 | 0.8352 |
615
- | 0.1837 | 12.0 | 1128 | 0.7223 | 0.5899 | 0.7223 | 0.8499 |
616
- | 0.1837 | 12.0213 | 1130 | 0.7370 | 0.5967 | 0.7370 | 0.8585 |
617
- | 0.1837 | 12.0426 | 1132 | 0.7037 | 0.6103 | 0.7037 | 0.8388 |
618
- | 0.1837 | 12.0638 | 1134 | 0.6996 | 0.6394 | 0.6996 | 0.8364 |
619
- | 0.1837 | 12.0851 | 1136 | 0.6904 | 0.6685 | 0.6904 | 0.8309 |
620
- | 0.1837 | 12.1064 | 1138 | 0.6913 | 0.6595 | 0.6913 | 0.8315 |
621
- | 0.1837 | 12.1277 | 1140 | 0.6892 | 0.6794 | 0.6892 | 0.8302 |
622
- | 0.1837 | 12.1489 | 1142 | 0.6838 | 0.6737 | 0.6838 | 0.8269 |
623
- | 0.1837 | 12.1702 | 1144 | 0.6968 | 0.6593 | 0.6968 | 0.8347 |
624
- | 0.1837 | 12.1915 | 1146 | 0.6872 | 0.6587 | 0.6872 | 0.8289 |
625
- | 0.1837 | 12.2128 | 1148 | 0.6708 | 0.6499 | 0.6708 | 0.8190 |
626
- | 0.1837 | 12.2340 | 1150 | 0.6497 | 0.6495 | 0.6497 | 0.8060 |
627
- | 0.1837 | 12.2553 | 1152 | 0.6293 | 0.6623 | 0.6293 | 0.7933 |
628
- | 0.1837 | 12.2766 | 1154 | 0.6382 | 0.6414 | 0.6382 | 0.7989 |
629
- | 0.1837 | 12.2979 | 1156 | 0.6454 | 0.6339 | 0.6454 | 0.8034 |
630
- | 0.1837 | 12.3191 | 1158 | 0.6340 | 0.6447 | 0.6340 | 0.7962 |
631
- | 0.1837 | 12.3404 | 1160 | 0.6473 | 0.6572 | 0.6473 | 0.8046 |
632
- | 0.1837 | 12.3617 | 1162 | 0.6776 | 0.6320 | 0.6776 | 0.8232 |
633
- | 0.1837 | 12.3830 | 1164 | 0.7092 | 0.6112 | 0.7092 | 0.8422 |
634
- | 0.1837 | 12.4043 | 1166 | 0.7202 | 0.6150 | 0.7202 | 0.8487 |
635
- | 0.1837 | 12.4255 | 1168 | 0.7049 | 0.6583 | 0.7049 | 0.8396 |
636
- | 0.1837 | 12.4468 | 1170 | 0.6660 | 0.6683 | 0.6660 | 0.8161 |
637
- | 0.1837 | 12.4681 | 1172 | 0.6463 | 0.6873 | 0.6463 | 0.8039 |
638
- | 0.1837 | 12.4894 | 1174 | 0.6373 | 0.6779 | 0.6373 | 0.7983 |
639
- | 0.1837 | 12.5106 | 1176 | 0.6213 | 0.6779 | 0.6213 | 0.7882 |
640
- | 0.1837 | 12.5319 | 1178 | 0.6048 | 0.6844 | 0.6048 | 0.7777 |
641
- | 0.1837 | 12.5532 | 1180 | 0.6250 | 0.6479 | 0.6250 | 0.7906 |
642
- | 0.1837 | 12.5745 | 1182 | 0.6549 | 0.6297 | 0.6549 | 0.8092 |
643
- | 0.1837 | 12.5957 | 1184 | 0.6571 | 0.6402 | 0.6571 | 0.8106 |
644
- | 0.1837 | 12.6170 | 1186 | 0.6599 | 0.6251 | 0.6599 | 0.8124 |
645
- | 0.1837 | 12.6383 | 1188 | 0.6268 | 0.6566 | 0.6268 | 0.7917 |
646
- | 0.1837 | 12.6596 | 1190 | 0.6278 | 0.6991 | 0.6278 | 0.7923 |
647
- | 0.1837 | 12.6809 | 1192 | 0.6390 | 0.6825 | 0.6390 | 0.7994 |
648
- | 0.1837 | 12.7021 | 1194 | 0.6246 | 0.6978 | 0.6246 | 0.7903 |
649
- | 0.1837 | 12.7234 | 1196 | 0.6295 | 0.6681 | 0.6295 | 0.7934 |
650
- | 0.1837 | 12.7447 | 1198 | 0.6577 | 0.6410 | 0.6577 | 0.8110 |
651
- | 0.1837 | 12.7660 | 1200 | 0.6478 | 0.6531 | 0.6478 | 0.8049 |
652
- | 0.1837 | 12.7872 | 1202 | 0.6320 | 0.6529 | 0.6320 | 0.7950 |
653
- | 0.1837 | 12.8085 | 1204 | 0.6359 | 0.6663 | 0.6359 | 0.7974 |
654
- | 0.1837 | 12.8298 | 1206 | 0.6508 | 0.6712 | 0.6508 | 0.8067 |
655
- | 0.1837 | 12.8511 | 1208 | 0.6775 | 0.6649 | 0.6775 | 0.8231 |
656
- | 0.1837 | 12.8723 | 1210 | 0.7069 | 0.6625 | 0.7069 | 0.8408 |
657
- | 0.1837 | 12.8936 | 1212 | 0.7146 | 0.6578 | 0.7146 | 0.8454 |
658
- | 0.1837 | 12.9149 | 1214 | 0.7097 | 0.6680 | 0.7097 | 0.8424 |
659
- | 0.1837 | 12.9362 | 1216 | 0.7120 | 0.6507 | 0.7120 | 0.8438 |
660
- | 0.1837 | 12.9574 | 1218 | 0.7134 | 0.6330 | 0.7134 | 0.8446 |
661
- | 0.1837 | 12.9787 | 1220 | 0.6913 | 0.6528 | 0.6913 | 0.8314 |
662
- | 0.1837 | 13.0 | 1222 | 0.6791 | 0.6509 | 0.6791 | 0.8241 |
663
- | 0.1837 | 13.0213 | 1224 | 0.6737 | 0.6434 | 0.6737 | 0.8208 |
664
- | 0.1837 | 13.0426 | 1226 | 0.6670 | 0.6097 | 0.6670 | 0.8167 |
665
- | 0.1837 | 13.0638 | 1228 | 0.6531 | 0.6240 | 0.6531 | 0.8081 |
666
- | 0.1837 | 13.0851 | 1230 | 0.6547 | 0.6157 | 0.6547 | 0.8092 |
667
- | 0.1837 | 13.1064 | 1232 | 0.6583 | 0.6157 | 0.6583 | 0.8114 |
668
- | 0.1837 | 13.1277 | 1234 | 0.6675 | 0.6463 | 0.6675 | 0.8170 |
669
- | 0.1837 | 13.1489 | 1236 | 0.7005 | 0.6367 | 0.7005 | 0.8369 |
670
- | 0.1837 | 13.1702 | 1238 | 0.7331 | 0.6385 | 0.7331 | 0.8562 |
671
- | 0.1837 | 13.1915 | 1240 | 0.7551 | 0.5916 | 0.7551 | 0.8690 |
672
- | 0.1837 | 13.2128 | 1242 | 0.8138 | 0.5833 | 0.8138 | 0.9021 |
673
- | 0.1837 | 13.2340 | 1244 | 0.8402 | 0.5679 | 0.8402 | 0.9166 |
674
- | 0.1837 | 13.2553 | 1246 | 0.7755 | 0.5654 | 0.7755 | 0.8807 |
675
- | 0.1837 | 13.2766 | 1248 | 0.6813 | 0.6214 | 0.6813 | 0.8254 |
676
- | 0.1837 | 13.2979 | 1250 | 0.6540 | 0.6399 | 0.6540 | 0.8087 |
677
- | 0.1837 | 13.3191 | 1252 | 0.6568 | 0.6331 | 0.6568 | 0.8104 |
678
- | 0.1837 | 13.3404 | 1254 | 0.6629 | 0.6310 | 0.6629 | 0.8142 |
679
- | 0.1837 | 13.3617 | 1256 | 0.6741 | 0.6288 | 0.6741 | 0.8210 |
680
- | 0.1837 | 13.3830 | 1258 | 0.6831 | 0.6244 | 0.6831 | 0.8265 |
681
- | 0.1837 | 13.4043 | 1260 | 0.6968 | 0.6057 | 0.6968 | 0.8347 |
682
- | 0.1837 | 13.4255 | 1262 | 0.7206 | 0.6017 | 0.7206 | 0.8489 |
683
- | 0.1837 | 13.4468 | 1264 | 0.7165 | 0.5982 | 0.7165 | 0.8465 |
684
- | 0.1837 | 13.4681 | 1266 | 0.6826 | 0.6319 | 0.6826 | 0.8262 |
685
- | 0.1837 | 13.4894 | 1268 | 0.6360 | 0.6677 | 0.6360 | 0.7975 |
686
- | 0.1837 | 13.5106 | 1270 | 0.6427 | 0.6461 | 0.6427 | 0.8017 |
687
- | 0.1837 | 13.5319 | 1272 | 0.6591 | 0.6343 | 0.6591 | 0.8118 |
688
- | 0.1837 | 13.5532 | 1274 | 0.6451 | 0.6588 | 0.6451 | 0.8032 |
689
- | 0.1837 | 13.5745 | 1276 | 0.6412 | 0.6726 | 0.6412 | 0.8007 |
690
- | 0.1837 | 13.5957 | 1278 | 0.6447 | 0.6725 | 0.6447 | 0.8030 |
691
- | 0.1837 | 13.6170 | 1280 | 0.6672 | 0.6708 | 0.6672 | 0.8168 |
692
- | 0.1837 | 13.6383 | 1282 | 0.6795 | 0.6714 | 0.6795 | 0.8243 |
693
- | 0.1837 | 13.6596 | 1284 | 0.6831 | 0.6686 | 0.6831 | 0.8265 |
694
- | 0.1837 | 13.6809 | 1286 | 0.7022 | 0.6740 | 0.7022 | 0.8380 |
695
- | 0.1837 | 13.7021 | 1288 | 0.7028 | 0.6817 | 0.7028 | 0.8384 |
696
- | 0.1837 | 13.7234 | 1290 | 0.6800 | 0.6622 | 0.6800 | 0.8246 |
697
- | 0.1837 | 13.7447 | 1292 | 0.6763 | 0.6622 | 0.6763 | 0.8224 |
698
- | 0.1837 | 13.7660 | 1294 | 0.6712 | 0.6580 | 0.6712 | 0.8192 |
699
- | 0.1837 | 13.7872 | 1296 | 0.6912 | 0.6544 | 0.6912 | 0.8314 |
700
- | 0.1837 | 13.8085 | 1298 | 0.7070 | 0.6696 | 0.7070 | 0.8409 |
701
- | 0.1837 | 13.8298 | 1300 | 0.6984 | 0.6519 | 0.6984 | 0.8357 |
702
- | 0.1837 | 13.8511 | 1302 | 0.6828 | 0.6496 | 0.6828 | 0.8263 |
703
- | 0.1837 | 13.8723 | 1304 | 0.6700 | 0.6481 | 0.6700 | 0.8185 |
704
- | 0.1837 | 13.8936 | 1306 | 0.6677 | 0.6514 | 0.6677 | 0.8172 |
705
- | 0.1837 | 13.9149 | 1308 | 0.6720 | 0.6659 | 0.6720 | 0.8197 |
706
- | 0.1837 | 13.9362 | 1310 | 0.6741 | 0.6508 | 0.6741 | 0.8211 |
707
- | 0.1837 | 13.9574 | 1312 | 0.6589 | 0.6558 | 0.6589 | 0.8117 |
708
- | 0.1837 | 13.9787 | 1314 | 0.6506 | 0.6531 | 0.6506 | 0.8066 |
709
- | 0.1837 | 14.0 | 1316 | 0.6567 | 0.6604 | 0.6567 | 0.8104 |
710
- | 0.1837 | 14.0213 | 1318 | 0.6390 | 0.6518 | 0.6390 | 0.7994 |
711
- | 0.1837 | 14.0426 | 1320 | 0.6322 | 0.6594 | 0.6322 | 0.7951 |
712
- | 0.1837 | 14.0638 | 1322 | 0.6513 | 0.6550 | 0.6513 | 0.8070 |
713
- | 0.1837 | 14.0851 | 1324 | 0.6937 | 0.6225 | 0.6937 | 0.8329 |
714
- | 0.1837 | 14.1064 | 1326 | 0.6840 | 0.6557 | 0.6840 | 0.8270 |
715
- | 0.1837 | 14.1277 | 1328 | 0.6760 | 0.6818 | 0.6760 | 0.8222 |
716
- | 0.1837 | 14.1489 | 1330 | 0.6764 | 0.6749 | 0.6764 | 0.8224 |
717
- | 0.1837 | 14.1702 | 1332 | 0.6572 | 0.6739 | 0.6572 | 0.8107 |
718
- | 0.1837 | 14.1915 | 1334 | 0.6427 | 0.6624 | 0.6427 | 0.8017 |
719
- | 0.1837 | 14.2128 | 1336 | 0.6382 | 0.6433 | 0.6382 | 0.7989 |
720
- | 0.1837 | 14.2340 | 1338 | 0.6520 | 0.6153 | 0.6520 | 0.8075 |
721
- | 0.1837 | 14.2553 | 1340 | 0.6916 | 0.6006 | 0.6916 | 0.8316 |
722
- | 0.1837 | 14.2766 | 1342 | 0.7088 | 0.5982 | 0.7088 | 0.8419 |
723
- | 0.1837 | 14.2979 | 1344 | 0.7106 | 0.6014 | 0.7106 | 0.8430 |
724
- | 0.1837 | 14.3191 | 1346 | 0.6994 | 0.6315 | 0.6994 | 0.8363 |
725
- | 0.1837 | 14.3404 | 1348 | 0.6897 | 0.6610 | 0.6897 | 0.8305 |
726
- | 0.1837 | 14.3617 | 1350 | 0.6864 | 0.6651 | 0.6864 | 0.8285 |
727
- | 0.1837 | 14.3830 | 1352 | 0.6612 | 0.6711 | 0.6612 | 0.8131 |
728
- | 0.1837 | 14.4043 | 1354 | 0.6364 | 0.6663 | 0.6364 | 0.7978 |
729
- | 0.1837 | 14.4255 | 1356 | 0.6159 | 0.6654 | 0.6159 | 0.7848 |
730
- | 0.1837 | 14.4468 | 1358 | 0.6064 | 0.6528 | 0.6064 | 0.7787 |
731
- | 0.1837 | 14.4681 | 1360 | 0.6139 | 0.6582 | 0.6139 | 0.7835 |
732
- | 0.1837 | 14.4894 | 1362 | 0.6392 | 0.6419 | 0.6392 | 0.7995 |
733
- | 0.1837 | 14.5106 | 1364 | 0.6493 | 0.6446 | 0.6493 | 0.8058 |
734
- | 0.1837 | 14.5319 | 1366 | 0.6440 | 0.6672 | 0.6440 | 0.8025 |
735
- | 0.1837 | 14.5532 | 1368 | 0.6583 | 0.6785 | 0.6583 | 0.8113 |
736
- | 0.1837 | 14.5745 | 1370 | 0.7083 | 0.6974 | 0.7083 | 0.8416 |
737
- | 0.1837 | 14.5957 | 1372 | 0.8024 | 0.6969 | 0.8024 | 0.8958 |
738
- | 0.1837 | 14.6170 | 1374 | 0.8178 | 0.6987 | 0.8178 | 0.9043 |
739
- | 0.1837 | 14.6383 | 1376 | 0.7832 | 0.6784 | 0.7832 | 0.8850 |
740
- | 0.1837 | 14.6596 | 1378 | 0.8023 | 0.6353 | 0.8023 | 0.8957 |
741
- | 0.1837 | 14.6809 | 1380 | 0.8472 | 0.6204 | 0.8472 | 0.9204 |
742
- | 0.1837 | 14.7021 | 1382 | 0.8135 | 0.6053 | 0.8135 | 0.9020 |
743
- | 0.1837 | 14.7234 | 1384 | 0.7208 | 0.6368 | 0.7208 | 0.8490 |
744
- | 0.1837 | 14.7447 | 1386 | 0.6970 | 0.6491 | 0.6970 | 0.8349 |
745
- | 0.1837 | 14.7660 | 1388 | 0.6927 | 0.6587 | 0.6927 | 0.8323 |
746
- | 0.1837 | 14.7872 | 1390 | 0.6712 | 0.6296 | 0.6712 | 0.8193 |
747
- | 0.1837 | 14.8085 | 1392 | 0.6565 | 0.6247 | 0.6565 | 0.8102 |
748
- | 0.1837 | 14.8298 | 1394 | 0.6733 | 0.6186 | 0.6733 | 0.8206 |
749
- | 0.1837 | 14.8511 | 1396 | 0.7221 | 0.6047 | 0.7221 | 0.8497 |
750
- | 0.1837 | 14.8723 | 1398 | 0.7127 | 0.6047 | 0.7127 | 0.8442 |
751
- | 0.1837 | 14.8936 | 1400 | 0.6897 | 0.5897 | 0.6897 | 0.8305 |
752
- | 0.1837 | 14.9149 | 1402 | 0.6485 | 0.6180 | 0.6485 | 0.8053 |
753
- | 0.1837 | 14.9362 | 1404 | 0.6375 | 0.6122 | 0.6375 | 0.7984 |
754
- | 0.1837 | 14.9574 | 1406 | 0.6462 | 0.6333 | 0.6462 | 0.8038 |
755
- | 0.1837 | 14.9787 | 1408 | 0.6457 | 0.6411 | 0.6457 | 0.8036 |
756
- | 0.1837 | 15.0 | 1410 | 0.6623 | 0.6381 | 0.6623 | 0.8138 |
757
- | 0.1837 | 15.0213 | 1412 | 0.6874 | 0.6380 | 0.6874 | 0.8291 |
758
- | 0.1837 | 15.0426 | 1414 | 0.6931 | 0.6533 | 0.6931 | 0.8325 |
759
- | 0.1837 | 15.0638 | 1416 | 0.6932 | 0.6691 | 0.6932 | 0.8326 |
760
- | 0.1837 | 15.0851 | 1418 | 0.6971 | 0.6536 | 0.6971 | 0.8349 |
761
- | 0.1837 | 15.1064 | 1420 | 0.7048 | 0.6556 | 0.7048 | 0.8395 |
762
- | 0.1837 | 15.1277 | 1422 | 0.7022 | 0.6568 | 0.7022 | 0.8380 |
763
- | 0.1837 | 15.1489 | 1424 | 0.6751 | 0.6488 | 0.6751 | 0.8216 |
764
- | 0.1837 | 15.1702 | 1426 | 0.6473 | 0.6690 | 0.6473 | 0.8046 |
765
- | 0.1837 | 15.1915 | 1428 | 0.6357 | 0.6658 | 0.6357 | 0.7973 |
766
- | 0.1837 | 15.2128 | 1430 | 0.6220 | 0.6486 | 0.6220 | 0.7887 |
767
- | 0.1837 | 15.2340 | 1432 | 0.6147 | 0.6471 | 0.6147 | 0.7840 |
768
- | 0.1837 | 15.2553 | 1434 | 0.6180 | 0.6653 | 0.6180 | 0.7861 |
769
- | 0.1837 | 15.2766 | 1436 | 0.6589 | 0.6529 | 0.6589 | 0.8117 |
770
- | 0.1837 | 15.2979 | 1438 | 0.6826 | 0.6697 | 0.6826 | 0.8262 |
771
- | 0.1837 | 15.3191 | 1440 | 0.6715 | 0.6614 | 0.6715 | 0.8195 |
772
- | 0.1837 | 15.3404 | 1442 | 0.6457 | 0.6616 | 0.6457 | 0.8035 |
773
- | 0.1837 | 15.3617 | 1444 | 0.6310 | 0.6589 | 0.6310 | 0.7943 |
774
- | 0.1837 | 15.3830 | 1446 | 0.6287 | 0.6560 | 0.6287 | 0.7929 |
775
- | 0.1837 | 15.4043 | 1448 | 0.6352 | 0.6564 | 0.6352 | 0.7970 |
776
- | 0.1837 | 15.4255 | 1450 | 0.6599 | 0.6638 | 0.6599 | 0.8124 |
777
- | 0.1837 | 15.4468 | 1452 | 0.6834 | 0.6686 | 0.6834 | 0.8267 |
778
- | 0.1837 | 15.4681 | 1454 | 0.7097 | 0.6487 | 0.7097 | 0.8424 |
779
- | 0.1837 | 15.4894 | 1456 | 0.7188 | 0.6481 | 0.7188 | 0.8478 |
780
- | 0.1837 | 15.5106 | 1458 | 0.7073 | 0.6400 | 0.7073 | 0.8410 |
781
- | 0.1837 | 15.5319 | 1460 | 0.6967 | 0.6317 | 0.6967 | 0.8347 |
782
- | 0.1837 | 15.5532 | 1462 | 0.6832 | 0.6362 | 0.6832 | 0.8266 |
783
- | 0.1837 | 15.5745 | 1464 | 0.6740 | 0.6384 | 0.6740 | 0.8210 |
784
- | 0.1837 | 15.5957 | 1466 | 0.6758 | 0.6436 | 0.6758 | 0.8221 |
785
- | 0.1837 | 15.6170 | 1468 | 0.6909 | 0.6392 | 0.6909 | 0.8312 |
786
- | 0.1837 | 15.6383 | 1470 | 0.7098 | 0.6400 | 0.7098 | 0.8425 |
787
- | 0.1837 | 15.6596 | 1472 | 0.7239 | 0.6452 | 0.7239 | 0.8508 |
788
- | 0.1837 | 15.6809 | 1474 | 0.7328 | 0.6553 | 0.7328 | 0.8560 |
789
- | 0.1837 | 15.7021 | 1476 | 0.7241 | 0.6490 | 0.7241 | 0.8510 |
790
- | 0.1837 | 15.7234 | 1478 | 0.7076 | 0.6467 | 0.7076 | 0.8412 |
791
- | 0.1837 | 15.7447 | 1480 | 0.7040 | 0.6329 | 0.7040 | 0.8391 |
792
- | 0.1837 | 15.7660 | 1482 | 0.7270 | 0.6088 | 0.7270 | 0.8527 |
793
- | 0.1837 | 15.7872 | 1484 | 0.7229 | 0.6068 | 0.7229 | 0.8502 |
794
- | 0.1837 | 15.8085 | 1486 | 0.7057 | 0.6059 | 0.7057 | 0.8401 |
795
- | 0.1837 | 15.8298 | 1488 | 0.6994 | 0.6286 | 0.6994 | 0.8363 |
796
- | 0.1837 | 15.8511 | 1490 | 0.7189 | 0.6299 | 0.7189 | 0.8479 |
797
- | 0.1837 | 15.8723 | 1492 | 0.7358 | 0.6385 | 0.7358 | 0.8578 |
798
- | 0.1837 | 15.8936 | 1494 | 0.7405 | 0.6334 | 0.7405 | 0.8605 |
799
- | 0.1837 | 15.9149 | 1496 | 0.7200 | 0.6531 | 0.7200 | 0.8485 |
800
- | 0.1837 | 15.9362 | 1498 | 0.7072 | 0.6636 | 0.7072 | 0.8410 |
801
- | 0.0986 | 15.9574 | 1500 | 0.6799 | 0.6439 | 0.6799 | 0.8246 |
802
- | 0.0986 | 15.9787 | 1502 | 0.6532 | 0.6367 | 0.6532 | 0.8082 |
803
- | 0.0986 | 16.0 | 1504 | 0.6411 | 0.6618 | 0.6411 | 0.8007 |
804
- | 0.0986 | 16.0213 | 1506 | 0.6672 | 0.6363 | 0.6672 | 0.8168 |
805
- | 0.0986 | 16.0426 | 1508 | 0.7204 | 0.6293 | 0.7204 | 0.8488 |
806
- | 0.0986 | 16.0638 | 1510 | 0.7423 | 0.6324 | 0.7423 | 0.8616 |
807
- | 0.0986 | 16.0851 | 1512 | 0.7223 | 0.6372 | 0.7223 | 0.8499 |
808
- | 0.0986 | 16.1064 | 1514 | 0.6667 | 0.6433 | 0.6667 | 0.8165 |
809
 
810
 
811
  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask2_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
+ # Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask2_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: 0.5944
19
+ - Qwk: 0.6687
20
+ - Mse: 0.5944
21
+ - Rmse: 0.7710
22
 
23
  ## Model description
24
 
 
47
 
48
  ### Training results
49
 
50
+ | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
+ |:-------------:|:------:|:----:|:---------------:|:------:|:------:|:------:|
52
+ | No log | 0.0213 | 2 | 2.9795 | 0.0430 | 2.9795 | 1.7261 |
53
+ | No log | 0.0426 | 4 | 1.4708 | 0.2522 | 1.4708 | 1.2128 |
54
+ | No log | 0.0638 | 6 | 1.0064 | 0.2618 | 1.0064 | 1.0032 |
55
+ | No log | 0.0851 | 8 | 1.2904 | 0.1202 | 1.2904 | 1.1360 |
56
+ | No log | 0.1064 | 10 | 1.2330 | 0.0637 | 1.2330 | 1.1104 |
57
+ | No log | 0.1277 | 12 | 1.5751 | 0.1702 | 1.5751 | 1.2550 |
58
+ | No log | 0.1489 | 14 | 1.1905 | 0.2331 | 1.1905 | 1.0911 |
59
+ | No log | 0.1702 | 16 | 0.9164 | 0.3593 | 0.9164 | 0.9573 |
60
+ | No log | 0.1915 | 18 | 0.9250 | 0.3366 | 0.9250 | 0.9618 |
61
+ | No log | 0.2128 | 20 | 0.9043 | 0.3628 | 0.9043 | 0.9509 |
62
+ | No log | 0.2340 | 22 | 0.9070 | 0.3449 | 0.9070 | 0.9524 |
63
+ | No log | 0.2553 | 24 | 0.8852 | 0.3664 | 0.8852 | 0.9408 |
64
+ | No log | 0.2766 | 26 | 0.9674 | 0.3085 | 0.9674 | 0.9835 |
65
+ | No log | 0.2979 | 28 | 0.8407 | 0.4256 | 0.8407 | 0.9169 |
66
+ | No log | 0.3191 | 30 | 0.8122 | 0.4854 | 0.8122 | 0.9012 |
67
+ | No log | 0.3404 | 32 | 0.7604 | 0.4958 | 0.7604 | 0.8720 |
68
+ | No log | 0.3617 | 34 | 0.9329 | 0.4156 | 0.9329 | 0.9658 |
69
+ | No log | 0.3830 | 36 | 1.2650 | 0.3276 | 1.2650 | 1.1247 |
70
+ | No log | 0.4043 | 38 | 1.1839 | 0.3290 | 1.1839 | 1.0881 |
71
+ | No log | 0.4255 | 40 | 0.8910 | 0.3968 | 0.8910 | 0.9439 |
72
+ | No log | 0.4468 | 42 | 0.7932 | 0.4888 | 0.7932 | 0.8906 |
73
+ | No log | 0.4681 | 44 | 0.8132 | 0.4130 | 0.8132 | 0.9018 |
74
+ | No log | 0.4894 | 46 | 0.8004 | 0.4072 | 0.8004 | 0.8947 |
75
+ | No log | 0.5106 | 48 | 0.7953 | 0.4318 | 0.7953 | 0.8918 |
76
+ | No log | 0.5319 | 50 | 0.7835 | 0.4540 | 0.7835 | 0.8852 |
77
+ | No log | 0.5532 | 52 | 0.7898 | 0.5115 | 0.7898 | 0.8887 |
78
+ | No log | 0.5745 | 54 | 0.7927 | 0.5722 | 0.7927 | 0.8904 |
79
+ | No log | 0.5957 | 56 | 0.8246 | 0.5874 | 0.8246 | 0.9081 |
80
+ | No log | 0.6170 | 58 | 0.7815 | 0.6092 | 0.7815 | 0.8840 |
81
+ | No log | 0.6383 | 60 | 0.7768 | 0.5905 | 0.7768 | 0.8814 |
82
+ | No log | 0.6596 | 62 | 0.8028 | 0.5827 | 0.8028 | 0.8960 |
83
+ | No log | 0.6809 | 64 | 0.7882 | 0.5883 | 0.7882 | 0.8878 |
84
+ | No log | 0.7021 | 66 | 0.7194 | 0.5740 | 0.7194 | 0.8481 |
85
+ | No log | 0.7234 | 68 | 0.6851 | 0.6425 | 0.6851 | 0.8277 |
86
+ | No log | 0.7447 | 70 | 0.6723 | 0.6335 | 0.6723 | 0.8200 |
87
+ | No log | 0.7660 | 72 | 0.7085 | 0.6214 | 0.7085 | 0.8417 |
88
+ | No log | 0.7872 | 74 | 0.7907 | 0.5905 | 0.7907 | 0.8892 |
89
+ | No log | 0.8085 | 76 | 0.9169 | 0.5446 | 0.9169 | 0.9576 |
90
+ | No log | 0.8298 | 78 | 1.1575 | 0.4144 | 1.1575 | 1.0759 |
91
+ | No log | 0.8511 | 80 | 1.3266 | 0.3259 | 1.3266 | 1.1518 |
92
+ | No log | 0.8723 | 82 | 1.2883 | 0.4161 | 1.2883 | 1.1351 |
93
+ | No log | 0.8936 | 84 | 0.8524 | 0.6100 | 0.8524 | 0.9233 |
94
+ | No log | 0.9149 | 86 | 0.6729 | 0.6021 | 0.6729 | 0.8203 |
95
+ | No log | 0.9362 | 88 | 0.7719 | 0.5333 | 0.7719 | 0.8786 |
96
+ | No log | 0.9574 | 90 | 0.6814 | 0.5844 | 0.6814 | 0.8254 |
97
+ | No log | 0.9787 | 92 | 0.7899 | 0.5289 | 0.7899 | 0.8887 |
98
+ | No log | 1.0 | 94 | 0.9546 | 0.5193 | 0.9546 | 0.9770 |
99
+ | No log | 1.0213 | 96 | 0.8140 | 0.5663 | 0.8140 | 0.9022 |
100
+ | No log | 1.0426 | 98 | 0.6093 | 0.5942 | 0.6093 | 0.7806 |
101
+ | No log | 1.0638 | 100 | 0.7174 | 0.5856 | 0.7174 | 0.8470 |
102
+ | No log | 1.0851 | 102 | 0.7791 | 0.5663 | 0.7791 | 0.8827 |
103
+ | No log | 1.1064 | 104 | 0.6486 | 0.6128 | 0.6486 | 0.8053 |
104
+ | No log | 1.1277 | 106 | 0.6603 | 0.6388 | 0.6603 | 0.8126 |
105
+ | No log | 1.1489 | 108 | 0.8010 | 0.5604 | 0.8010 | 0.8950 |
106
+ | No log | 1.1702 | 110 | 0.7512 | 0.5718 | 0.7512 | 0.8667 |
107
+ | No log | 1.1915 | 112 | 0.6331 | 0.5998 | 0.6331 | 0.7957 |
108
+ | No log | 1.2128 | 114 | 0.6389 | 0.5847 | 0.6389 | 0.7993 |
109
+ | No log | 1.2340 | 116 | 0.6505 | 0.5757 | 0.6505 | 0.8066 |
110
+ | No log | 1.2553 | 118 | 0.6267 | 0.5984 | 0.6267 | 0.7916 |
111
+ | No log | 1.2766 | 120 | 0.6744 | 0.6024 | 0.6744 | 0.8212 |
112
+ | No log | 1.2979 | 122 | 0.7847 | 0.4918 | 0.7847 | 0.8858 |
113
+ | No log | 1.3191 | 124 | 0.9194 | 0.4738 | 0.9194 | 0.9589 |
114
+ | No log | 1.3404 | 126 | 0.8439 | 0.4772 | 0.8439 | 0.9186 |
115
+ | No log | 1.3617 | 128 | 0.6659 | 0.5993 | 0.6659 | 0.8160 |
116
+ | No log | 1.3830 | 130 | 0.6322 | 0.6355 | 0.6322 | 0.7951 |
117
+ | No log | 1.4043 | 132 | 0.6250 | 0.6399 | 0.6250 | 0.7906 |
118
+ | No log | 1.4255 | 134 | 0.6122 | 0.6662 | 0.6122 | 0.7824 |
119
+ | No log | 1.4468 | 136 | 0.6426 | 0.6675 | 0.6426 | 0.8016 |
120
+ | No log | 1.4681 | 138 | 0.6597 | 0.6588 | 0.6597 | 0.8122 |
121
+ | No log | 1.4894 | 140 | 0.6621 | 0.6217 | 0.6621 | 0.8137 |
122
+ | No log | 1.5106 | 142 | 0.6481 | 0.6325 | 0.6481 | 0.8051 |
123
+ | No log | 1.5319 | 144 | 0.5860 | 0.6642 | 0.5860 | 0.7655 |
124
+ | No log | 1.5532 | 146 | 0.5880 | 0.6660 | 0.5880 | 0.7668 |
125
+ | No log | 1.5745 | 148 | 0.6085 | 0.6572 | 0.6085 | 0.7800 |
126
+ | No log | 1.5957 | 150 | 0.7136 | 0.6585 | 0.7136 | 0.8448 |
127
+ | No log | 1.6170 | 152 | 0.9794 | 0.5218 | 0.9794 | 0.9896 |
128
+ | No log | 1.6383 | 154 | 1.1605 | 0.4894 | 1.1605 | 1.0773 |
129
+ | No log | 1.6596 | 156 | 0.9892 | 0.5423 | 0.9892 | 0.9946 |
130
+ | No log | 1.6809 | 158 | 0.7404 | 0.6536 | 0.7404 | 0.8605 |
131
+ | No log | 1.7021 | 160 | 0.6037 | 0.7030 | 0.6037 | 0.7770 |
132
+ | No log | 1.7234 | 162 | 0.5954 | 0.6706 | 0.5954 | 0.7716 |
133
+ | No log | 1.7447 | 164 | 0.6004 | 0.6773 | 0.6004 | 0.7748 |
134
+ | No log | 1.7660 | 166 | 0.6691 | 0.6691 | 0.6691 | 0.8180 |
135
+ | No log | 1.7872 | 168 | 0.6828 | 0.6714 | 0.6828 | 0.8263 |
136
+ | No log | 1.8085 | 170 | 0.6503 | 0.6577 | 0.6503 | 0.8064 |
137
+ | No log | 1.8298 | 172 | 0.5978 | 0.6594 | 0.5978 | 0.7731 |
138
+ | No log | 1.8511 | 174 | 0.5696 | 0.6797 | 0.5696 | 0.7547 |
139
+ | No log | 1.8723 | 176 | 0.6067 | 0.6412 | 0.6067 | 0.7789 |
140
+ | No log | 1.8936 | 178 | 0.8842 | 0.5464 | 0.8842 | 0.9403 |
141
+ | No log | 1.9149 | 180 | 1.2835 | 0.4245 | 1.2835 | 1.1329 |
142
+ | No log | 1.9362 | 182 | 1.2030 | 0.4692 | 1.2030 | 1.0968 |
143
+ | No log | 1.9574 | 184 | 0.7730 | 0.5898 | 0.7730 | 0.8792 |
144
+ | No log | 1.9787 | 186 | 0.7789 | 0.5316 | 0.7789 | 0.8826 |
145
+ | No log | 2.0 | 188 | 0.7883 | 0.5404 | 0.7883 | 0.8879 |
146
+ | No log | 2.0213 | 190 | 0.6419 | 0.6292 | 0.6419 | 0.8012 |
147
+ | No log | 2.0426 | 192 | 0.8288 | 0.5825 | 0.8288 | 0.9104 |
148
+ | No log | 2.0638 | 194 | 0.8930 | 0.5628 | 0.8930 | 0.9450 |
149
+ | No log | 2.0851 | 196 | 0.7060 | 0.6324 | 0.7060 | 0.8402 |
150
+ | No log | 2.1064 | 198 | 0.5885 | 0.7172 | 0.5885 | 0.7672 |
151
+ | No log | 2.1277 | 200 | 0.5811 | 0.6853 | 0.5811 | 0.7623 |
152
+ | No log | 2.1489 | 202 | 0.5833 | 0.6538 | 0.5833 | 0.7638 |
153
+ | No log | 2.1702 | 204 | 0.5530 | 0.6438 | 0.5530 | 0.7436 |
154
+ | No log | 2.1915 | 206 | 0.5884 | 0.6686 | 0.5884 | 0.7671 |
155
+ | No log | 2.2128 | 208 | 0.8139 | 0.5603 | 0.8139 | 0.9021 |
156
+ | No log | 2.2340 | 210 | 1.1550 | 0.4702 | 1.1550 | 1.0747 |
157
+ | No log | 2.2553 | 212 | 1.1025 | 0.4974 | 1.1025 | 1.0500 |
158
+ | No log | 2.2766 | 214 | 0.8676 | 0.5769 | 0.8676 | 0.9314 |
159
+ | No log | 2.2979 | 216 | 0.7146 | 0.6269 | 0.7146 | 0.8454 |
160
+ | No log | 2.3191 | 218 | 0.6834 | 0.6275 | 0.6834 | 0.8267 |
161
+ | No log | 2.3404 | 220 | 0.6561 | 0.6507 | 0.6561 | 0.8100 |
162
+ | No log | 2.3617 | 222 | 0.6387 | 0.6452 | 0.6387 | 0.7992 |
163
+ | No log | 2.3830 | 224 | 0.6286 | 0.6156 | 0.6286 | 0.7928 |
164
+ | No log | 2.4043 | 226 | 0.6418 | 0.5817 | 0.6418 | 0.8011 |
165
+ | No log | 2.4255 | 228 | 0.6450 | 0.6097 | 0.6450 | 0.8031 |
166
+ | No log | 2.4468 | 230 | 0.6501 | 0.5834 | 0.6501 | 0.8063 |
167
+ | No log | 2.4681 | 232 | 0.5985 | 0.6423 | 0.5985 | 0.7736 |
168
+ | No log | 2.4894 | 234 | 0.6036 | 0.6629 | 0.6036 | 0.7769 |
169
+ | No log | 2.5106 | 236 | 0.5139 | 0.6670 | 0.5139 | 0.7169 |
170
+ | No log | 2.5319 | 238 | 0.5408 | 0.6767 | 0.5408 | 0.7354 |
171
+ | No log | 2.5532 | 240 | 0.5353 | 0.6456 | 0.5353 | 0.7316 |
172
+ | No log | 2.5745 | 242 | 0.5542 | 0.6457 | 0.5542 | 0.7444 |
173
+ | No log | 2.5957 | 244 | 0.9278 | 0.5618 | 0.9278 | 0.9632 |
174
+ | No log | 2.6170 | 246 | 1.3161 | 0.4325 | 1.3161 | 1.1472 |
175
+ | No log | 2.6383 | 248 | 1.2822 | 0.4691 | 1.2822 | 1.1323 |
176
+ | No log | 2.6596 | 250 | 0.8725 | 0.5714 | 0.8725 | 0.9341 |
177
+ | No log | 2.6809 | 252 | 0.5267 | 0.6903 | 0.5267 | 0.7257 |
178
+ | No log | 2.7021 | 254 | 0.6968 | 0.6389 | 0.6968 | 0.8348 |
179
+ | No log | 2.7234 | 256 | 0.8919 | 0.5452 | 0.8919 | 0.9444 |
180
+ | No log | 2.7447 | 258 | 0.7998 | 0.5484 | 0.7998 | 0.8943 |
181
+ | No log | 2.7660 | 260 | 0.6040 | 0.6506 | 0.6040 | 0.7772 |
182
+ | No log | 2.7872 | 262 | 0.5420 | 0.6471 | 0.5420 | 0.7362 |
183
+ | No log | 2.8085 | 264 | 0.8467 | 0.5569 | 0.8467 | 0.9202 |
184
+ | No log | 2.8298 | 266 | 1.1593 | 0.4704 | 1.1593 | 1.0767 |
185
+ | No log | 2.8511 | 268 | 1.1460 | 0.4630 | 1.1460 | 1.0705 |
186
+ | No log | 2.8723 | 270 | 0.9057 | 0.5600 | 0.9057 | 0.9517 |
187
+ | No log | 2.8936 | 272 | 0.6712 | 0.5678 | 0.6712 | 0.8193 |
188
+ | No log | 2.9149 | 274 | 0.6617 | 0.5032 | 0.6617 | 0.8135 |
189
+ | No log | 2.9362 | 276 | 0.7325 | 0.5007 | 0.7325 | 0.8559 |
190
+ | No log | 2.9574 | 278 | 0.7542 | 0.4746 | 0.7542 | 0.8684 |
191
+ | No log | 2.9787 | 280 | 0.6737 | 0.5665 | 0.6737 | 0.8208 |
192
+ | No log | 3.0 | 282 | 0.6070 | 0.6110 | 0.6070 | 0.7791 |
193
+ | No log | 3.0213 | 284 | 0.5623 | 0.6465 | 0.5623 | 0.7499 |
194
+ | No log | 3.0426 | 286 | 0.5542 | 0.6766 | 0.5542 | 0.7445 |
195
+ | No log | 3.0638 | 288 | 0.5836 | 0.7004 | 0.5836 | 0.7639 |
196
+ | No log | 3.0851 | 290 | 0.6133 | 0.7125 | 0.6133 | 0.7831 |
197
+ | No log | 3.1064 | 292 | 0.5968 | 0.7134 | 0.5968 | 0.7725 |
198
+ | No log | 3.1277 | 294 | 0.6292 | 0.7011 | 0.6292 | 0.7932 |
199
+ | No log | 3.1489 | 296 | 0.7177 | 0.6880 | 0.7177 | 0.8471 |
200
+ | No log | 3.1702 | 298 | 0.6694 | 0.6973 | 0.6694 | 0.8182 |
201
+ | No log | 3.1915 | 300 | 0.5992 | 0.6910 | 0.5992 | 0.7741 |
202
+ | No log | 3.2128 | 302 | 0.6497 | 0.6648 | 0.6497 | 0.8060 |
203
+ | No log | 3.2340 | 304 | 0.9107 | 0.5353 | 0.9107 | 0.9543 |
204
+ | No log | 3.2553 | 306 | 1.0925 | 0.4318 | 1.0925 | 1.0452 |
205
+ | No log | 3.2766 | 308 | 1.0429 | 0.4003 | 1.0429 | 1.0212 |
206
+ | No log | 3.2979 | 310 | 0.8412 | 0.4095 | 0.8412 | 0.9172 |
207
+ | No log | 3.3191 | 312 | 0.6646 | 0.5059 | 0.6646 | 0.8152 |
208
+ | No log | 3.3404 | 314 | 0.6233 | 0.5205 | 0.6233 | 0.7895 |
209
+ | No log | 3.3617 | 316 | 0.6060 | 0.5900 | 0.6060 | 0.7784 |
210
+ | No log | 3.3830 | 318 | 0.6024 | 0.6104 | 0.6024 | 0.7762 |
211
+ | No log | 3.4043 | 320 | 0.5967 | 0.6653 | 0.5967 | 0.7725 |
212
+ | No log | 3.4255 | 322 | 0.6930 | 0.6530 | 0.6930 | 0.8325 |
213
+ | No log | 3.4468 | 324 | 0.8456 | 0.6280 | 0.8456 | 0.9196 |
214
+ | No log | 3.4681 | 326 | 0.9347 | 0.6103 | 0.9347 | 0.9668 |
215
+ | No log | 3.4894 | 328 | 0.8202 | 0.6594 | 0.8202 | 0.9057 |
216
+ | No log | 3.5106 | 330 | 0.6678 | 0.7150 | 0.6678 | 0.8172 |
217
+ | No log | 3.5319 | 332 | 0.6610 | 0.7139 | 0.6610 | 0.8130 |
218
+ | No log | 3.5532 | 334 | 0.6443 | 0.7113 | 0.6443 | 0.8027 |
219
+ | No log | 3.5745 | 336 | 0.5915 | 0.7133 | 0.5915 | 0.7691 |
220
+ | No log | 3.5957 | 338 | 0.6299 | 0.6809 | 0.6299 | 0.7937 |
221
+ | No log | 3.6170 | 340 | 0.8117 | 0.5781 | 0.8117 | 0.9010 |
222
+ | No log | 3.6383 | 342 | 1.0869 | 0.5108 | 1.0869 | 1.0426 |
223
+ | No log | 3.6596 | 344 | 1.1670 | 0.4624 | 1.1670 | 1.0803 |
224
+ | No log | 3.6809 | 346 | 1.1315 | 0.4334 | 1.1315 | 1.0637 |
225
+ | No log | 3.7021 | 348 | 0.9681 | 0.3557 | 0.9681 | 0.9839 |
226
+ | No log | 3.7234 | 350 | 0.8355 | 0.3726 | 0.8355 | 0.9141 |
227
+ | No log | 3.7447 | 352 | 0.7805 | 0.4425 | 0.7805 | 0.8835 |
228
+ | No log | 3.7660 | 354 | 0.7453 | 0.5191 | 0.7453 | 0.8633 |
229
+ | No log | 3.7872 | 356 | 0.6977 | 0.5372 | 0.6977 | 0.8353 |
230
+ | No log | 3.8085 | 358 | 0.6570 | 0.5306 | 0.6570 | 0.8105 |
231
+ | No log | 3.8298 | 360 | 0.6821 | 0.5453 | 0.6821 | 0.8259 |
232
+ | No log | 3.8511 | 362 | 0.7734 | 0.5928 | 0.7734 | 0.8794 |
233
+ | No log | 3.8723 | 364 | 0.8651 | 0.5940 | 0.8651 | 0.9301 |
234
+ | No log | 3.8936 | 366 | 0.8502 | 0.5908 | 0.8502 | 0.9221 |
235
+ | No log | 3.9149 | 368 | 0.7957 | 0.6071 | 0.7957 | 0.8920 |
236
+ | No log | 3.9362 | 370 | 0.6293 | 0.6741 | 0.6293 | 0.7933 |
237
+ | No log | 3.9574 | 372 | 0.5445 | 0.7025 | 0.5445 | 0.7379 |
238
+ | No log | 3.9787 | 374 | 0.5380 | 0.7025 | 0.5380 | 0.7335 |
239
+ | No log | 4.0 | 376 | 0.5410 | 0.7094 | 0.5410 | 0.7355 |
240
+ | No log | 4.0213 | 378 | 0.5642 | 0.6702 | 0.5642 | 0.7511 |
241
+ | No log | 4.0426 | 380 | 0.5881 | 0.6287 | 0.5881 | 0.7669 |
242
+ | No log | 4.0638 | 382 | 0.6616 | 0.5875 | 0.6616 | 0.8134 |
243
+ | No log | 4.0851 | 384 | 0.6835 | 0.5993 | 0.6835 | 0.8267 |
244
+ | No log | 4.1064 | 386 | 0.6574 | 0.6350 | 0.6574 | 0.8108 |
245
+ | No log | 4.1277 | 388 | 0.5790 | 0.6859 | 0.5790 | 0.7609 |
246
+ | No log | 4.1489 | 390 | 0.5634 | 0.7182 | 0.5634 | 0.7506 |
247
+ | No log | 4.1702 | 392 | 0.6070 | 0.7065 | 0.6070 | 0.7791 |
248
+ | No log | 4.1915 | 394 | 0.6264 | 0.6784 | 0.6264 | 0.7915 |
249
+ | No log | 4.2128 | 396 | 0.7449 | 0.6500 | 0.7449 | 0.8630 |
250
+ | No log | 4.2340 | 398 | 0.7664 | 0.6479 | 0.7664 | 0.8755 |
251
+ | No log | 4.2553 | 400 | 0.6247 | 0.6952 | 0.6247 | 0.7904 |
252
+ | No log | 4.2766 | 402 | 0.5720 | 0.7190 | 0.5720 | 0.7563 |
253
+ | No log | 4.2979 | 404 | 0.6046 | 0.7120 | 0.6046 | 0.7776 |
254
+ | No log | 4.3191 | 406 | 0.6890 | 0.6531 | 0.6890 | 0.8301 |
255
+ | No log | 4.3404 | 408 | 0.7081 | 0.6258 | 0.7081 | 0.8415 |
256
+ | No log | 4.3617 | 410 | 0.7887 | 0.6071 | 0.7887 | 0.8881 |
257
+ | No log | 4.3830 | 412 | 0.7614 | 0.6029 | 0.7614 | 0.8726 |
258
+ | No log | 4.4043 | 414 | 0.5887 | 0.6544 | 0.5887 | 0.7672 |
259
+ | No log | 4.4255 | 416 | 0.5534 | 0.6704 | 0.5534 | 0.7439 |
260
+ | No log | 4.4468 | 418 | 0.5740 | 0.6582 | 0.5740 | 0.7576 |
261
+ | No log | 4.4681 | 420 | 0.5688 | 0.6769 | 0.5688 | 0.7542 |
262
+ | No log | 4.4894 | 422 | 0.7319 | 0.6316 | 0.7319 | 0.8555 |
263
+ | No log | 4.5106 | 424 | 0.8256 | 0.6290 | 0.8256 | 0.9086 |
264
+ | No log | 4.5319 | 426 | 0.8411 | 0.6352 | 0.8411 | 0.9171 |
265
+ | No log | 4.5532 | 428 | 0.7590 | 0.6421 | 0.7590 | 0.8712 |
266
+ | No log | 4.5745 | 430 | 0.7167 | 0.6771 | 0.7167 | 0.8466 |
267
+ | No log | 4.5957 | 432 | 0.6752 | 0.6589 | 0.6752 | 0.8217 |
268
+ | No log | 4.6170 | 434 | 0.6656 | 0.7030 | 0.6656 | 0.8159 |
269
+ | No log | 4.6383 | 436 | 0.6326 | 0.7083 | 0.6326 | 0.7954 |
270
+ | No log | 4.6596 | 438 | 0.6287 | 0.6792 | 0.6287 | 0.7929 |
271
+ | No log | 4.6809 | 440 | 0.5928 | 0.6710 | 0.5928 | 0.7699 |
272
+ | No log | 4.7021 | 442 | 0.5707 | 0.6713 | 0.5707 | 0.7554 |
273
+ | No log | 4.7234 | 444 | 0.5786 | 0.6789 | 0.5786 | 0.7607 |
274
+ | No log | 4.7447 | 446 | 0.6081 | 0.6747 | 0.6081 | 0.7798 |
275
+ | No log | 4.7660 | 448 | 0.6419 | 0.6769 | 0.6419 | 0.8012 |
276
+ | No log | 4.7872 | 450 | 0.7496 | 0.6119 | 0.7496 | 0.8658 |
277
+ | No log | 4.8085 | 452 | 0.7215 | 0.6359 | 0.7215 | 0.8494 |
278
+ | No log | 4.8298 | 454 | 0.6190 | 0.6934 | 0.6190 | 0.7868 |
279
+ | No log | 4.8511 | 456 | 0.5394 | 0.6777 | 0.5394 | 0.7345 |
280
+ | No log | 4.8723 | 458 | 0.6038 | 0.6589 | 0.6038 | 0.7770 |
281
+ | No log | 4.8936 | 460 | 0.6352 | 0.6352 | 0.6352 | 0.7970 |
282
+ | No log | 4.9149 | 462 | 0.5894 | 0.6615 | 0.5894 | 0.7677 |
283
+ | No log | 4.9362 | 464 | 0.5531 | 0.6921 | 0.5531 | 0.7437 |
284
+ | No log | 4.9574 | 466 | 0.6797 | 0.6574 | 0.6797 | 0.8244 |
285
+ | No log | 4.9787 | 468 | 0.8562 | 0.5981 | 0.8562 | 0.9253 |
286
+ | No log | 5.0 | 470 | 0.9287 | 0.5849 | 0.9287 | 0.9637 |
287
+ | No log | 5.0213 | 472 | 0.8604 | 0.6067 | 0.8604 | 0.9276 |
288
+ | No log | 5.0426 | 474 | 0.6654 | 0.6790 | 0.6654 | 0.8157 |
289
+ | No log | 5.0638 | 476 | 0.5868 | 0.6839 | 0.5868 | 0.7660 |
290
+ | No log | 5.0851 | 478 | 0.5594 | 0.6701 | 0.5594 | 0.7480 |
291
+ | No log | 5.1064 | 480 | 0.5695 | 0.6213 | 0.5695 | 0.7546 |
292
+ | No log | 5.1277 | 482 | 0.5667 | 0.6463 | 0.5667 | 0.7528 |
293
+ | No log | 5.1489 | 484 | 0.5769 | 0.6640 | 0.5769 | 0.7595 |
294
+ | No log | 5.1702 | 486 | 0.6746 | 0.6307 | 0.6746 | 0.8214 |
295
+ | No log | 5.1915 | 488 | 0.8034 | 0.5952 | 0.8034 | 0.8963 |
296
+ | No log | 5.2128 | 490 | 0.7357 | 0.6277 | 0.7357 | 0.8577 |
297
+ | No log | 5.2340 | 492 | 0.6018 | 0.6784 | 0.6018 | 0.7758 |
298
+ | No log | 5.2553 | 494 | 0.6016 | 0.6803 | 0.6016 | 0.7756 |
299
+ | No log | 5.2766 | 496 | 0.6520 | 0.6395 | 0.6520 | 0.8075 |
300
+ | No log | 5.2979 | 498 | 0.5782 | 0.6995 | 0.5782 | 0.7604 |
301
+ | 0.609 | 5.3191 | 500 | 0.6230 | 0.6706 | 0.6230 | 0.7893 |
302
+ | 0.609 | 5.3404 | 502 | 0.8195 | 0.5868 | 0.8195 | 0.9053 |
303
+ | 0.609 | 5.3617 | 504 | 0.8613 | 0.5847 | 0.8613 | 0.9281 |
304
+ | 0.609 | 5.3830 | 506 | 0.7107 | 0.6360 | 0.7107 | 0.8431 |
305
+ | 0.609 | 5.4043 | 508 | 0.6229 | 0.6491 | 0.6229 | 0.7892 |
306
+ | 0.609 | 5.4255 | 510 | 0.5944 | 0.6687 | 0.5944 | 0.7710 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
307
 
308
 
309
  ### Framework versions