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Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask2_vocabulary

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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_TestTask2_relevance
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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_TestTask2_relevance
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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: 0.2573
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- - Qwk: 0.1978
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- - Mse: 0.2573
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- - Rmse: 0.5073
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  ## Model description
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@@ -47,513 +47,326 @@ 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 | 0.9843 | 0.0260 | 0.9843 | 0.9921 |
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- | No log | 0.0426 | 4 | 0.5523 | 0.0219 | 0.5523 | 0.7431 |
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- | No log | 0.0638 | 6 | 0.3074 | 0.1572 | 0.3074 | 0.5545 |
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- | No log | 0.0851 | 8 | 0.2952 | 0.0582 | 0.2952 | 0.5433 |
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- | No log | 0.1064 | 10 | 0.2369 | -0.0440 | 0.2369 | 0.4867 |
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- | No log | 0.1277 | 12 | 0.2404 | 0.0314 | 0.2404 | 0.4903 |
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- | No log | 0.1489 | 14 | 0.2182 | 0.0667 | 0.2182 | 0.4671 |
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- | No log | 0.1702 | 16 | 0.2183 | 0.0509 | 0.2183 | 0.4672 |
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- | No log | 0.1915 | 18 | 0.2260 | 0.0954 | 0.2260 | 0.4754 |
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- | No log | 0.2128 | 20 | 0.2528 | -0.0195 | 0.2528 | 0.5028 |
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- | No log | 0.2340 | 22 | 0.2739 | -0.0428 | 0.2739 | 0.5233 |
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- | No log | 0.2553 | 24 | 0.2638 | -0.0233 | 0.2638 | 0.5137 |
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- | No log | 0.2766 | 26 | 0.2343 | 0.0463 | 0.2343 | 0.4840 |
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- | No log | 0.2979 | 28 | 0.2161 | 0.0486 | 0.2161 | 0.4649 |
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- | No log | 0.3191 | 30 | 0.2179 | 0.1126 | 0.2179 | 0.4668 |
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- | No log | 0.3404 | 32 | 0.2737 | 0.1247 | 0.2737 | 0.5232 |
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- | No log | 0.3617 | 34 | 0.3309 | 0.0617 | 0.3309 | 0.5752 |
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- | No log | 0.3830 | 36 | 0.2936 | 0.0954 | 0.2936 | 0.5419 |
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- | No log | 0.4043 | 38 | 0.2267 | 0.2157 | 0.2267 | 0.4761 |
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- | No log | 0.4255 | 40 | 0.2074 | -0.0331 | 0.2074 | 0.4554 |
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- | No log | 0.4468 | 42 | 0.2843 | -0.0314 | 0.2843 | 0.5332 |
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- | No log | 0.4681 | 44 | 0.3170 | 0.0 | 0.3170 | 0.5630 |
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- | No log | 0.4894 | 46 | 0.2504 | -0.0106 | 0.2504 | 0.5004 |
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- | No log | 0.5106 | 48 | 0.2153 | 0.0726 | 0.2153 | 0.4640 |
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- | No log | 0.5319 | 50 | 0.2135 | 0.1878 | 0.2135 | 0.4621 |
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- | No log | 0.5532 | 52 | 0.2133 | 0.0 | 0.2133 | 0.4618 |
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- | No log | 0.5745 | 54 | 0.2736 | 0.0 | 0.2736 | 0.5230 |
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- | No log | 0.5957 | 56 | 0.2957 | 0.0 | 0.2957 | 0.5438 |
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- | No log | 0.6170 | 58 | 0.2414 | 0.0 | 0.2414 | 0.4914 |
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- | No log | 0.6383 | 60 | 0.2137 | 0.0 | 0.2137 | 0.4622 |
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- | No log | 0.6596 | 62 | 0.1989 | 0.0035 | 0.1989 | 0.4459 |
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- | No log | 0.6809 | 64 | 0.2043 | 0.1482 | 0.2043 | 0.4520 |
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- | No log | 0.7021 | 66 | 0.2014 | 0.0761 | 0.2014 | 0.4488 |
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- | No log | 0.7234 | 68 | 0.2019 | 0.0412 | 0.2019 | 0.4494 |
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- | No log | 0.7447 | 70 | 0.2319 | 0.0385 | 0.2319 | 0.4816 |
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- | No log | 0.7660 | 72 | 0.2700 | 0.0248 | 0.2700 | 0.5196 |
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- | No log | 0.7872 | 74 | 0.2394 | 0.0248 | 0.2394 | 0.4893 |
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- | No log | 0.8085 | 76 | 0.1941 | 0.0988 | 0.1941 | 0.4405 |
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- | No log | 0.8298 | 78 | 0.2106 | 0.2637 | 0.2106 | 0.4590 |
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- | No log | 0.8511 | 80 | 0.2316 | 0.1524 | 0.2316 | 0.4813 |
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- | No log | 0.8723 | 82 | 0.2284 | 0.2288 | 0.2284 | 0.4779 |
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- | No log | 0.8936 | 84 | 0.2326 | 0.1368 | 0.2326 | 0.4823 |
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- | No log | 0.9149 | 86 | 0.2363 | 0.1674 | 0.2363 | 0.4861 |
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- | No log | 0.9362 | 88 | 0.2282 | 0.1673 | 0.2282 | 0.4777 |
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- | No log | 0.9574 | 90 | 0.2237 | 0.0385 | 0.2237 | 0.4729 |
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- | No log | 0.9787 | 92 | 0.2815 | 0.0 | 0.2815 | 0.5305 |
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- | No log | 1.0 | 94 | 0.2905 | 0.0 | 0.2905 | 0.5390 |
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- | No log | 1.0213 | 96 | 0.2587 | 0.0 | 0.2587 | 0.5086 |
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- | No log | 1.0426 | 98 | 0.2167 | 0.0 | 0.2167 | 0.4655 |
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- | No log | 1.0638 | 100 | 0.2009 | 0.0754 | 0.2009 | 0.4482 |
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- | No log | 1.0851 | 102 | 0.2073 | 0.1772 | 0.2073 | 0.4553 |
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- | No log | 1.1064 | 104 | 0.1982 | 0.1342 | 0.1982 | 0.4452 |
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- | No log | 1.1277 | 106 | 0.2165 | 0.0248 | 0.2165 | 0.4653 |
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- | No log | 1.1489 | 108 | 0.2411 | 0.0 | 0.2411 | 0.4910 |
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- | No log | 1.1702 | 110 | 0.2208 | 0.0248 | 0.2208 | 0.4698 |
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- | No log | 1.1915 | 112 | 0.2010 | 0.1245 | 0.2010 | 0.4484 |
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- | No log | 1.2128 | 114 | 0.2157 | 0.2098 | 0.2157 | 0.4644 |
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- | No log | 1.2340 | 116 | 0.2342 | 0.2306 | 0.2342 | 0.4839 |
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- | No log | 1.2553 | 118 | 0.2257 | 0.1322 | 0.2257 | 0.4751 |
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- | No log | 1.2766 | 120 | 0.2282 | 0.2069 | 0.2282 | 0.4777 |
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- | No log | 1.2979 | 122 | 0.2370 | 0.1227 | 0.2370 | 0.4868 |
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- | No log | 1.3191 | 124 | 0.2265 | 0.0773 | 0.2265 | 0.4759 |
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- | No log | 1.3404 | 126 | 0.2106 | 0.0773 | 0.2106 | 0.4589 |
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- | No log | 1.3617 | 128 | 0.2035 | 0.0896 | 0.2035 | 0.4511 |
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- | No log | 1.3830 | 130 | 0.2047 | 0.0880 | 0.2047 | 0.4524 |
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- | No log | 1.4043 | 132 | 0.2056 | 0.0647 | 0.2056 | 0.4535 |
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- | No log | 1.4255 | 134 | 0.2126 | 0.0173 | 0.2126 | 0.4611 |
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- | No log | 1.4468 | 136 | 0.2284 | 0.0278 | 0.2284 | 0.4779 |
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- | No log | 1.4681 | 138 | 0.2557 | 0.0141 | 0.2557 | 0.5057 |
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- | No log | 1.4894 | 140 | 0.2576 | 0.0 | 0.2576 | 0.5075 |
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- | No log | 1.5106 | 142 | 0.2266 | 0.0626 | 0.2266 | 0.4760 |
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- | No log | 1.5319 | 144 | 0.2001 | 0.1560 | 0.2001 | 0.4473 |
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- | No log | 1.5532 | 146 | 0.1983 | 0.2069 | 0.1983 | 0.4453 |
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- | No log | 1.5745 | 148 | 0.2002 | 0.2357 | 0.2002 | 0.4475 |
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- | No log | 1.5957 | 150 | 0.1945 | 0.2287 | 0.1945 | 0.4410 |
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- | No log | 1.6170 | 152 | 0.1898 | 0.2298 | 0.1898 | 0.4357 |
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- | No log | 1.6383 | 154 | 0.1861 | 0.1558 | 0.1861 | 0.4313 |
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- | No log | 1.6596 | 156 | 0.1892 | 0.0493 | 0.1892 | 0.4350 |
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- | No log | 1.6809 | 158 | 0.1889 | 0.1335 | 0.1889 | 0.4346 |
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- | No log | 1.7021 | 160 | 0.1852 | 0.2407 | 0.1852 | 0.4304 |
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- | No log | 1.7234 | 162 | 0.1866 | 0.2298 | 0.1866 | 0.4320 |
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- | No log | 1.7447 | 164 | 0.1851 | 0.2190 | 0.1851 | 0.4303 |
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- | No log | 1.7660 | 166 | 0.1863 | 0.2504 | 0.1863 | 0.4316 |
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- | No log | 1.7872 | 168 | 0.1912 | 0.2764 | 0.1912 | 0.4373 |
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- | No log | 1.8085 | 170 | 0.1886 | 0.2147 | 0.1886 | 0.4343 |
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- | No log | 1.8298 | 172 | 0.1910 | 0.2147 | 0.1910 | 0.4370 |
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- | No log | 1.8511 | 174 | 0.1894 | 0.1669 | 0.1894 | 0.4352 |
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- | No log | 1.8723 | 176 | 0.1910 | 0.0036 | 0.1910 | 0.4370 |
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- | No log | 1.8936 | 178 | 0.1944 | 0.0 | 0.1944 | 0.4409 |
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- | No log | 1.9149 | 180 | 0.2033 | 0.0 | 0.2033 | 0.4509 |
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- | No log | 1.9362 | 182 | 0.2152 | 0.0 | 0.2152 | 0.4639 |
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- | No log | 1.9574 | 184 | 0.2075 | 0.0 | 0.2075 | 0.4555 |
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- | No log | 1.9787 | 186 | 0.1976 | 0.0 | 0.1976 | 0.4445 |
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- | No log | 2.0 | 188 | 0.1992 | 0.0 | 0.1992 | 0.4463 |
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- | No log | 2.0213 | 190 | 0.2012 | 0.0 | 0.2012 | 0.4485 |
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- | No log | 2.0426 | 192 | 0.2004 | 0.0 | 0.2004 | 0.4477 |
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- | No log | 2.0638 | 194 | 0.1998 | 0.0248 | 0.1998 | 0.4469 |
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- | No log | 2.0851 | 196 | 0.1991 | 0.1109 | 0.1991 | 0.4462 |
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- | No log | 2.1064 | 198 | 0.1932 | 0.0248 | 0.1932 | 0.4396 |
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- | No log | 2.1277 | 200 | 0.1941 | 0.0 | 0.1941 | 0.4406 |
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- | No log | 2.1489 | 202 | 0.1995 | 0.0 | 0.1995 | 0.4467 |
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- | No log | 2.1702 | 204 | 0.2073 | 0.0 | 0.2073 | 0.4553 |
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- | No log | 2.1915 | 206 | 0.1994 | 0.0911 | 0.1994 | 0.4466 |
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- | No log | 2.2128 | 208 | 0.2023 | 0.2587 | 0.2023 | 0.4498 |
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- | No log | 2.2340 | 210 | 0.2162 | 0.2245 | 0.2162 | 0.4649 |
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- | No log | 2.2553 | 212 | 0.2491 | 0.2190 | 0.2491 | 0.4991 |
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- | No log | 2.2766 | 214 | 0.2861 | 0.1120 | 0.2861 | 0.5349 |
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- | No log | 2.2979 | 216 | 0.2655 | 0.1120 | 0.2655 | 0.5152 |
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- | No log | 2.3191 | 218 | 0.2342 | 0.1342 | 0.2342 | 0.4840 |
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- | No log | 2.3404 | 220 | 0.2135 | 0.2794 | 0.2135 | 0.4621 |
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- | No log | 2.3617 | 222 | 0.2119 | 0.2245 | 0.2119 | 0.4603 |
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- | No log | 2.3830 | 224 | 0.2032 | 0.2547 | 0.2032 | 0.4508 |
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- | No log | 2.4043 | 226 | 0.1954 | 0.2668 | 0.1954 | 0.4420 |
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- | No log | 2.4255 | 228 | 0.1880 | 0.2091 | 0.1880 | 0.4336 |
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- | No log | 2.4468 | 230 | 0.1923 | 0.1449 | 0.1923 | 0.4386 |
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- | No log | 2.4681 | 232 | 0.2084 | 0.0988 | 0.2084 | 0.4565 |
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- | No log | 2.4894 | 234 | 0.2117 | 0.0626 | 0.2117 | 0.4601 |
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- | No log | 2.5106 | 236 | 0.1998 | 0.0626 | 0.1998 | 0.4470 |
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- | No log | 2.5319 | 238 | 0.1942 | 0.1349 | 0.1942 | 0.4407 |
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- | No log | 2.5532 | 240 | 0.2217 | 0.1929 | 0.2217 | 0.4709 |
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- | No log | 2.5745 | 242 | 0.2515 | 0.1280 | 0.2515 | 0.5015 |
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- | No log | 2.5957 | 244 | 0.2378 | 0.2021 | 0.2378 | 0.4876 |
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- | No log | 2.6170 | 246 | 0.2007 | 0.3621 | 0.2007 | 0.4480 |
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- | No log | 2.6383 | 248 | 0.1802 | 0.2487 | 0.1802 | 0.4245 |
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- | No log | 2.6596 | 250 | 0.1950 | 0.2718 | 0.1950 | 0.4416 |
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- | No log | 2.6809 | 252 | 0.2114 | 0.2302 | 0.2114 | 0.4598 |
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- | No log | 2.7021 | 254 | 0.2174 | 0.2394 | 0.2174 | 0.4662 |
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- | No log | 2.7234 | 256 | 0.2520 | 0.1780 | 0.2520 | 0.5020 |
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- | No log | 2.7447 | 258 | 0.2415 | 0.2001 | 0.2415 | 0.4914 |
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- | No log | 2.7660 | 260 | 0.2169 | 0.2107 | 0.2169 | 0.4657 |
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- | No log | 2.7872 | 262 | 0.1995 | 0.2001 | 0.1995 | 0.4467 |
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- | No log | 2.8085 | 264 | 0.1935 | 0.0735 | 0.1935 | 0.4399 |
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- | No log | 2.8298 | 266 | 0.1954 | 0.0 | 0.1954 | 0.4421 |
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- | No log | 2.8511 | 268 | 0.1913 | 0.0518 | 0.1913 | 0.4374 |
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- | No log | 2.8723 | 270 | 0.1944 | 0.0744 | 0.1944 | 0.4409 |
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- | No log | 2.8936 | 272 | 0.2070 | 0.2881 | 0.2070 | 0.4550 |
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- | No log | 2.9149 | 274 | 0.2148 | 0.2653 | 0.2148 | 0.4635 |
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- | No log | 2.9362 | 276 | 0.2028 | 0.2201 | 0.2028 | 0.4503 |
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- | No log | 2.9574 | 278 | 0.1901 | 0.1454 | 0.1901 | 0.4361 |
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- | No log | 2.9787 | 280 | 0.1891 | 0.0735 | 0.1891 | 0.4348 |
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- | No log | 3.0 | 282 | 0.2038 | 0.0 | 0.2038 | 0.4514 |
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- | No log | 3.0213 | 284 | 0.2186 | 0.0 | 0.2186 | 0.4675 |
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- | No log | 3.0426 | 286 | 0.2259 | 0.0 | 0.2259 | 0.4753 |
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- | No log | 3.0638 | 288 | 0.2323 | 0.0248 | 0.2323 | 0.4820 |
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- | No log | 3.0851 | 290 | 0.2143 | 0.0626 | 0.2143 | 0.4629 |
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- | No log | 3.1064 | 292 | 0.1854 | 0.1889 | 0.1854 | 0.4305 |
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- | No log | 3.1277 | 294 | 0.1792 | 0.3266 | 0.1792 | 0.4234 |
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- | No log | 3.1489 | 296 | 0.1877 | 0.2806 | 0.1877 | 0.4332 |
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- | No log | 3.1702 | 298 | 0.1829 | 0.3004 | 0.1829 | 0.4276 |
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- | No log | 3.1915 | 300 | 0.1843 | 0.2815 | 0.1843 | 0.4293 |
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- | No log | 3.2128 | 302 | 0.2121 | 0.1668 | 0.2121 | 0.4606 |
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- | No log | 3.2340 | 304 | 0.2499 | 0.0988 | 0.2499 | 0.4999 |
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- | No log | 3.2553 | 306 | 0.2493 | 0.0754 | 0.2493 | 0.4993 |
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- | No log | 3.2766 | 308 | 0.2365 | 0.0754 | 0.2365 | 0.4863 |
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- | No log | 3.2979 | 310 | 0.2167 | 0.0988 | 0.2167 | 0.4655 |
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- | No log | 3.3191 | 312 | 0.1950 | 0.1558 | 0.1950 | 0.4416 |
208
- | No log | 3.3404 | 314 | 0.1947 | 0.1171 | 0.1947 | 0.4413 |
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- | No log | 3.3617 | 316 | 0.1983 | 0.2032 | 0.1983 | 0.4453 |
210
- | No log | 3.3830 | 318 | 0.2009 | 0.2021 | 0.2009 | 0.4483 |
211
- | No log | 3.4043 | 320 | 0.1967 | 0.1384 | 0.1967 | 0.4435 |
212
- | No log | 3.4255 | 322 | 0.1950 | 0.1162 | 0.1950 | 0.4416 |
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- | No log | 3.4468 | 324 | 0.2051 | 0.1449 | 0.2051 | 0.4529 |
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- | No log | 3.4681 | 326 | 0.2157 | 0.1227 | 0.2157 | 0.4645 |
215
- | No log | 3.4894 | 328 | 0.2107 | 0.1015 | 0.2107 | 0.4590 |
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- | No log | 3.5106 | 330 | 0.2078 | 0.2076 | 0.2078 | 0.4558 |
217
- | No log | 3.5319 | 332 | 0.2120 | 0.1968 | 0.2120 | 0.4605 |
218
- | No log | 3.5532 | 334 | 0.2149 | 0.2287 | 0.2149 | 0.4636 |
219
- | No log | 3.5745 | 336 | 0.2131 | 0.1973 | 0.2131 | 0.4616 |
220
- | No log | 3.5957 | 338 | 0.2129 | 0.1773 | 0.2129 | 0.4614 |
221
- | No log | 3.6170 | 340 | 0.2173 | 0.1775 | 0.2173 | 0.4662 |
222
- | No log | 3.6383 | 342 | 0.2054 | 0.1367 | 0.2054 | 0.4532 |
223
- | No log | 3.6596 | 344 | 0.2274 | 0.2567 | 0.2274 | 0.4768 |
224
- | No log | 3.6809 | 346 | 0.2324 | 0.2779 | 0.2324 | 0.4821 |
225
- | No log | 3.7021 | 348 | 0.2128 | 0.1673 | 0.2128 | 0.4613 |
226
- | No log | 3.7234 | 350 | 0.2077 | 0.0927 | 0.2077 | 0.4557 |
227
- | No log | 3.7447 | 352 | 0.2178 | 0.0688 | 0.2178 | 0.4667 |
228
- | No log | 3.7660 | 354 | 0.2495 | 0.0036 | 0.2495 | 0.4995 |
229
- | No log | 3.7872 | 356 | 0.2550 | 0.0036 | 0.2550 | 0.5050 |
230
- | No log | 3.8085 | 358 | 0.2505 | 0.0204 | 0.2505 | 0.5005 |
231
- | No log | 3.8298 | 360 | 0.2324 | 0.0234 | 0.2324 | 0.4821 |
232
- | No log | 3.8511 | 362 | 0.2192 | 0.1171 | 0.2192 | 0.4682 |
233
- | No log | 3.8723 | 364 | 0.2371 | 0.2118 | 0.2371 | 0.4869 |
234
- | No log | 3.8936 | 366 | 0.2320 | 0.1856 | 0.2320 | 0.4816 |
235
- | No log | 3.9149 | 368 | 0.2209 | 0.0872 | 0.2209 | 0.4700 |
236
- | No log | 3.9362 | 370 | 0.2167 | 0.0608 | 0.2167 | 0.4656 |
237
- | No log | 3.9574 | 372 | 0.2174 | 0.0647 | 0.2174 | 0.4663 |
238
- | No log | 3.9787 | 374 | 0.2268 | 0.0863 | 0.2268 | 0.4762 |
239
- | No log | 4.0 | 376 | 0.2259 | 0.0973 | 0.2259 | 0.4753 |
240
- | No log | 4.0213 | 378 | 0.2148 | 0.0973 | 0.2148 | 0.4634 |
241
- | No log | 4.0426 | 380 | 0.2063 | 0.0880 | 0.2063 | 0.4542 |
242
- | No log | 4.0638 | 382 | 0.2002 | 0.1471 | 0.2002 | 0.4474 |
243
- | No log | 4.0851 | 384 | 0.2296 | 0.1997 | 0.2296 | 0.4792 |
244
- | No log | 4.1064 | 386 | 0.2302 | 0.1836 | 0.2302 | 0.4798 |
245
- | No log | 4.1277 | 388 | 0.2201 | 0.1841 | 0.2201 | 0.4692 |
246
- | No log | 4.1489 | 390 | 0.2093 | 0.1770 | 0.2093 | 0.4575 |
247
- | No log | 4.1702 | 392 | 0.2381 | 0.1444 | 0.2381 | 0.4880 |
248
- | No log | 4.1915 | 394 | 0.2516 | 0.1328 | 0.2516 | 0.5016 |
249
- | No log | 4.2128 | 396 | 0.2272 | 0.1236 | 0.2272 | 0.4766 |
250
- | No log | 4.2340 | 398 | 0.2065 | 0.2459 | 0.2065 | 0.4544 |
251
- | No log | 4.2553 | 400 | 0.2031 | 0.2491 | 0.2031 | 0.4507 |
252
- | No log | 4.2766 | 402 | 0.1998 | 0.2063 | 0.1998 | 0.4470 |
253
- | No log | 4.2979 | 404 | 0.2067 | 0.1874 | 0.2067 | 0.4546 |
254
- | No log | 4.3191 | 406 | 0.2145 | 0.1669 | 0.2145 | 0.4631 |
255
- | No log | 4.3404 | 408 | 0.2125 | 0.1984 | 0.2125 | 0.4610 |
256
- | No log | 4.3617 | 410 | 0.2071 | 0.2579 | 0.2071 | 0.4551 |
257
- | No log | 4.3830 | 412 | 0.2073 | 0.2572 | 0.2073 | 0.4553 |
258
- | No log | 4.4043 | 414 | 0.2148 | 0.2714 | 0.2148 | 0.4635 |
259
- | No log | 4.4255 | 416 | 0.2079 | 0.2292 | 0.2079 | 0.4559 |
260
- | No log | 4.4468 | 418 | 0.2014 | 0.1963 | 0.2014 | 0.4488 |
261
- | No log | 4.4681 | 420 | 0.2121 | 0.1989 | 0.2121 | 0.4605 |
262
- | No log | 4.4894 | 422 | 0.2205 | 0.1217 | 0.2205 | 0.4696 |
263
- | No log | 4.5106 | 424 | 0.2189 | 0.0863 | 0.2189 | 0.4679 |
264
- | No log | 4.5319 | 426 | 0.2105 | 0.1328 | 0.2105 | 0.4588 |
265
- | No log | 4.5532 | 428 | 0.1965 | 0.1454 | 0.1965 | 0.4433 |
266
- | No log | 4.5745 | 430 | 0.1929 | 0.1769 | 0.1929 | 0.4392 |
267
- | No log | 4.5957 | 432 | 0.1959 | 0.2236 | 0.1959 | 0.4426 |
268
- | No log | 4.6170 | 434 | 0.1918 | 0.1772 | 0.1918 | 0.4379 |
269
- | No log | 4.6383 | 436 | 0.1952 | 0.1670 | 0.1952 | 0.4418 |
270
- | No log | 4.6596 | 438 | 0.2013 | 0.1773 | 0.2013 | 0.4487 |
271
- | No log | 4.6809 | 440 | 0.2033 | 0.1458 | 0.2033 | 0.4509 |
272
- | No log | 4.7021 | 442 | 0.2019 | 0.1355 | 0.2019 | 0.4493 |
273
- | No log | 4.7234 | 444 | 0.2069 | 0.1563 | 0.2069 | 0.4549 |
274
- | No log | 4.7447 | 446 | 0.2161 | 0.1669 | 0.2161 | 0.4649 |
275
- | No log | 4.7660 | 448 | 0.2093 | 0.2200 | 0.2093 | 0.4575 |
276
- | No log | 4.7872 | 450 | 0.2140 | 0.1454 | 0.2140 | 0.4626 |
277
- | No log | 4.8085 | 452 | 0.2202 | 0.1669 | 0.2202 | 0.4693 |
278
- | No log | 4.8298 | 454 | 0.2095 | 0.1563 | 0.2095 | 0.4578 |
279
- | No log | 4.8511 | 456 | 0.2039 | 0.2265 | 0.2039 | 0.4515 |
280
- | No log | 4.8723 | 458 | 0.2085 | 0.2334 | 0.2085 | 0.4567 |
281
- | No log | 4.8936 | 460 | 0.2418 | 0.2040 | 0.2418 | 0.4917 |
282
- | No log | 4.9149 | 462 | 0.2424 | 0.2332 | 0.2424 | 0.4924 |
283
- | No log | 4.9362 | 464 | 0.2063 | 0.2433 | 0.2063 | 0.4542 |
284
- | No log | 4.9574 | 466 | 0.1980 | 0.1142 | 0.1980 | 0.4450 |
285
- | No log | 4.9787 | 468 | 0.2264 | 0.0773 | 0.2264 | 0.4759 |
286
- | No log | 5.0 | 470 | 0.2561 | 0.0626 | 0.2561 | 0.5061 |
287
- | No log | 5.0213 | 472 | 0.2762 | 0.0626 | 0.2762 | 0.5256 |
288
- | No log | 5.0426 | 474 | 0.2820 | 0.0988 | 0.2820 | 0.5310 |
289
- | No log | 5.0638 | 476 | 0.2662 | 0.0896 | 0.2662 | 0.5159 |
290
- | No log | 5.0851 | 478 | 0.2314 | 0.1253 | 0.2314 | 0.4811 |
291
- | No log | 5.1064 | 480 | 0.2334 | 0.2353 | 0.2334 | 0.4831 |
292
- | No log | 5.1277 | 482 | 0.3024 | 0.1531 | 0.3024 | 0.5499 |
293
- | No log | 5.1489 | 484 | 0.3934 | 0.1516 | 0.3934 | 0.6272 |
294
- | No log | 5.1702 | 486 | 0.3623 | 0.2177 | 0.3623 | 0.6019 |
295
- | No log | 5.1915 | 488 | 0.2585 | 0.2612 | 0.2585 | 0.5084 |
296
- | No log | 5.2128 | 490 | 0.2131 | 0.2420 | 0.2131 | 0.4616 |
297
- | No log | 5.2340 | 492 | 0.2364 | 0.1236 | 0.2364 | 0.4862 |
298
- | No log | 5.2553 | 494 | 0.2654 | 0.0773 | 0.2654 | 0.5152 |
299
- | No log | 5.2766 | 496 | 0.2841 | 0.1097 | 0.2841 | 0.5330 |
300
- | No log | 5.2979 | 498 | 0.2802 | 0.1208 | 0.2802 | 0.5293 |
301
- | 0.2234 | 5.3191 | 500 | 0.2656 | 0.1097 | 0.2656 | 0.5153 |
302
- | 0.2234 | 5.3404 | 502 | 0.2495 | 0.1328 | 0.2495 | 0.4995 |
303
- | 0.2234 | 5.3617 | 504 | 0.2388 | 0.1773 | 0.2388 | 0.4887 |
304
- | 0.2234 | 5.3830 | 506 | 0.2292 | 0.1963 | 0.2292 | 0.4787 |
305
- | 0.2234 | 5.4043 | 508 | 0.2173 | 0.2504 | 0.2173 | 0.4662 |
306
- | 0.2234 | 5.4255 | 510 | 0.2141 | 0.2806 | 0.2141 | 0.4627 |
307
- | 0.2234 | 5.4468 | 512 | 0.2206 | 0.3304 | 0.2206 | 0.4697 |
308
- | 0.2234 | 5.4681 | 514 | 0.2119 | 0.3211 | 0.2119 | 0.4604 |
309
- | 0.2234 | 5.4894 | 516 | 0.2020 | 0.2755 | 0.2020 | 0.4495 |
310
- | 0.2234 | 5.5106 | 518 | 0.2259 | 0.1236 | 0.2259 | 0.4753 |
311
- | 0.2234 | 5.5319 | 520 | 0.2486 | 0.1109 | 0.2486 | 0.4986 |
312
- | 0.2234 | 5.5532 | 522 | 0.2645 | 0.1217 | 0.2645 | 0.5143 |
313
- | 0.2234 | 5.5745 | 524 | 0.2734 | 0.1217 | 0.2734 | 0.5229 |
314
- | 0.2234 | 5.5957 | 526 | 0.2709 | 0.1217 | 0.2709 | 0.5204 |
315
- | 0.2234 | 5.6170 | 528 | 0.2471 | 0.1109 | 0.2471 | 0.4971 |
316
- | 0.2234 | 5.6383 | 530 | 0.2244 | 0.1131 | 0.2244 | 0.4738 |
317
- | 0.2234 | 5.6596 | 532 | 0.2099 | 0.1670 | 0.2099 | 0.4581 |
318
- | 0.2234 | 5.6809 | 534 | 0.2129 | 0.1861 | 0.2129 | 0.4614 |
319
- | 0.2234 | 5.7021 | 536 | 0.2252 | 0.2312 | 0.2252 | 0.4746 |
320
- | 0.2234 | 5.7234 | 538 | 0.2205 | 0.1861 | 0.2205 | 0.4696 |
321
- | 0.2234 | 5.7447 | 540 | 0.2226 | 0.1770 | 0.2226 | 0.4718 |
322
- | 0.2234 | 5.7660 | 542 | 0.2328 | 0.1565 | 0.2328 | 0.4825 |
323
- | 0.2234 | 5.7872 | 544 | 0.2415 | 0.1002 | 0.2415 | 0.4914 |
324
- | 0.2234 | 5.8085 | 546 | 0.2422 | 0.1342 | 0.2422 | 0.4922 |
325
- | 0.2234 | 5.8298 | 548 | 0.2374 | 0.1454 | 0.2374 | 0.4872 |
326
- | 0.2234 | 5.8511 | 550 | 0.2264 | 0.1349 | 0.2264 | 0.4758 |
327
- | 0.2234 | 5.8723 | 552 | 0.2225 | 0.1253 | 0.2225 | 0.4717 |
328
- | 0.2234 | 5.8936 | 554 | 0.2251 | 0.1053 | 0.2251 | 0.4745 |
329
- | 0.2234 | 5.9149 | 556 | 0.2342 | 0.0573 | 0.2342 | 0.4839 |
330
- | 0.2234 | 5.9362 | 558 | 0.2450 | 0.2209 | 0.2450 | 0.4950 |
331
- | 0.2234 | 5.9574 | 560 | 0.2469 | 0.2374 | 0.2469 | 0.4968 |
332
- | 0.2234 | 5.9787 | 562 | 0.2485 | 0.2442 | 0.2485 | 0.4985 |
333
- | 0.2234 | 6.0 | 564 | 0.2450 | 0.2011 | 0.2450 | 0.4950 |
334
- | 0.2234 | 6.0213 | 566 | 0.2412 | 0.1417 | 0.2412 | 0.4911 |
335
- | 0.2234 | 6.0426 | 568 | 0.2423 | 0.1161 | 0.2423 | 0.4923 |
336
- | 0.2234 | 6.0638 | 570 | 0.2341 | 0.1316 | 0.2341 | 0.4838 |
337
- | 0.2234 | 6.0851 | 572 | 0.2340 | 0.1868 | 0.2340 | 0.4837 |
338
- | 0.2234 | 6.1064 | 574 | 0.2499 | 0.1355 | 0.2499 | 0.4999 |
339
- | 0.2234 | 6.1277 | 576 | 0.2544 | 0.1560 | 0.2544 | 0.5044 |
340
- | 0.2234 | 6.1489 | 578 | 0.2531 | 0.1669 | 0.2531 | 0.5031 |
341
- | 0.2234 | 6.1702 | 580 | 0.2394 | 0.1449 | 0.2394 | 0.4893 |
342
- | 0.2234 | 6.1915 | 582 | 0.2262 | 0.1236 | 0.2262 | 0.4756 |
343
- | 0.2234 | 6.2128 | 584 | 0.2186 | 0.1028 | 0.2186 | 0.4675 |
344
- | 0.2234 | 6.2340 | 586 | 0.2200 | 0.1131 | 0.2200 | 0.4690 |
345
- | 0.2234 | 6.2553 | 588 | 0.2310 | 0.1028 | 0.2310 | 0.4806 |
346
- | 0.2234 | 6.2766 | 590 | 0.2413 | 0.0941 | 0.2413 | 0.4913 |
347
- | 0.2234 | 6.2979 | 592 | 0.2399 | 0.1075 | 0.2399 | 0.4898 |
348
- | 0.2234 | 6.3191 | 594 | 0.2459 | 0.1767 | 0.2459 | 0.4959 |
349
- | 0.2234 | 6.3404 | 596 | 0.2526 | 0.2132 | 0.2526 | 0.5026 |
350
- | 0.2234 | 6.3617 | 598 | 0.2509 | 0.2323 | 0.2509 | 0.5009 |
351
- | 0.2234 | 6.3830 | 600 | 0.2437 | 0.1378 | 0.2437 | 0.4936 |
352
- | 0.2234 | 6.4043 | 602 | 0.2450 | 0.1449 | 0.2450 | 0.4950 |
353
- | 0.2234 | 6.4255 | 604 | 0.2584 | 0.0863 | 0.2584 | 0.5083 |
354
- | 0.2234 | 6.4468 | 606 | 0.2436 | 0.1097 | 0.2436 | 0.4936 |
355
- | 0.2234 | 6.4681 | 608 | 0.2187 | 0.1776 | 0.2187 | 0.4676 |
356
- | 0.2234 | 6.4894 | 610 | 0.2095 | 0.2076 | 0.2095 | 0.4578 |
357
- | 0.2234 | 6.5106 | 612 | 0.2102 | 0.1973 | 0.2102 | 0.4584 |
358
- | 0.2234 | 6.5319 | 614 | 0.2189 | 0.1874 | 0.2189 | 0.4679 |
359
- | 0.2234 | 6.5532 | 616 | 0.2217 | 0.1978 | 0.2217 | 0.4709 |
360
- | 0.2234 | 6.5745 | 618 | 0.2174 | 0.2276 | 0.2174 | 0.4662 |
361
- | 0.2234 | 6.5957 | 620 | 0.2131 | 0.2276 | 0.2131 | 0.4616 |
362
- | 0.2234 | 6.6170 | 622 | 0.2101 | 0.2651 | 0.2101 | 0.4583 |
363
- | 0.2234 | 6.6383 | 624 | 0.2078 | 0.2473 | 0.2078 | 0.4558 |
364
- | 0.2234 | 6.6596 | 626 | 0.2192 | 0.1881 | 0.2192 | 0.4682 |
365
- | 0.2234 | 6.6809 | 628 | 0.2207 | 0.1889 | 0.2207 | 0.4698 |
366
- | 0.2234 | 6.7021 | 630 | 0.2233 | 0.2001 | 0.2233 | 0.4725 |
367
- | 0.2234 | 6.7234 | 632 | 0.2161 | 0.2001 | 0.2161 | 0.4649 |
368
- | 0.2234 | 6.7447 | 634 | 0.2081 | 0.1932 | 0.2081 | 0.4561 |
369
- | 0.2234 | 6.7660 | 636 | 0.1978 | 0.2209 | 0.1978 | 0.4447 |
370
- | 0.2234 | 6.7872 | 638 | 0.2102 | 0.2260 | 0.2102 | 0.4584 |
371
- | 0.2234 | 6.8085 | 640 | 0.2390 | 0.2554 | 0.2390 | 0.4889 |
372
- | 0.2234 | 6.8298 | 642 | 0.2467 | 0.2194 | 0.2467 | 0.4967 |
373
- | 0.2234 | 6.8511 | 644 | 0.2277 | 0.2572 | 0.2277 | 0.4772 |
374
- | 0.2234 | 6.8723 | 646 | 0.2461 | 0.1978 | 0.2461 | 0.4961 |
375
- | 0.2234 | 6.8936 | 648 | 0.2768 | 0.1565 | 0.2768 | 0.5261 |
376
- | 0.2234 | 6.9149 | 650 | 0.2832 | 0.1568 | 0.2832 | 0.5322 |
377
- | 0.2234 | 6.9362 | 652 | 0.2665 | 0.1963 | 0.2665 | 0.5163 |
378
- | 0.2234 | 6.9574 | 654 | 0.2538 | 0.1958 | 0.2538 | 0.5038 |
379
- | 0.2234 | 6.9787 | 656 | 0.2507 | 0.2302 | 0.2507 | 0.5007 |
380
- | 0.2234 | 7.0 | 658 | 0.2509 | 0.2531 | 0.2509 | 0.5009 |
381
- | 0.2234 | 7.0213 | 660 | 0.2469 | 0.2898 | 0.2469 | 0.4969 |
382
- | 0.2234 | 7.0426 | 662 | 0.2327 | 0.2622 | 0.2327 | 0.4824 |
383
- | 0.2234 | 7.0638 | 664 | 0.2251 | 0.1574 | 0.2251 | 0.4744 |
384
- | 0.2234 | 7.0851 | 666 | 0.2263 | 0.1568 | 0.2263 | 0.4757 |
385
- | 0.2234 | 7.1064 | 668 | 0.2310 | 0.1349 | 0.2310 | 0.4806 |
386
- | 0.2234 | 7.1277 | 670 | 0.2317 | 0.1342 | 0.2317 | 0.4814 |
387
- | 0.2234 | 7.1489 | 672 | 0.2252 | 0.1120 | 0.2252 | 0.4746 |
388
- | 0.2234 | 7.1702 | 674 | 0.2149 | 0.1028 | 0.2149 | 0.4636 |
389
- | 0.2234 | 7.1915 | 676 | 0.2068 | 0.1874 | 0.2068 | 0.4548 |
390
- | 0.2234 | 7.2128 | 678 | 0.2087 | 0.2602 | 0.2087 | 0.4568 |
391
- | 0.2234 | 7.2340 | 680 | 0.2163 | 0.2939 | 0.2163 | 0.4650 |
392
- | 0.2234 | 7.2553 | 682 | 0.2223 | 0.2842 | 0.2223 | 0.4715 |
393
- | 0.2234 | 7.2766 | 684 | 0.2258 | 0.2684 | 0.2258 | 0.4752 |
394
- | 0.2234 | 7.2979 | 686 | 0.2379 | 0.1861 | 0.2379 | 0.4878 |
395
- | 0.2234 | 7.3191 | 688 | 0.2671 | 0.0826 | 0.2671 | 0.5168 |
396
- | 0.2234 | 7.3404 | 690 | 0.2776 | 0.0726 | 0.2776 | 0.5269 |
397
- | 0.2234 | 7.3617 | 692 | 0.2692 | 0.1361 | 0.2692 | 0.5188 |
398
- | 0.2234 | 7.3830 | 694 | 0.2676 | 0.2076 | 0.2676 | 0.5173 |
399
- | 0.2234 | 7.4043 | 696 | 0.2603 | 0.2276 | 0.2603 | 0.5102 |
400
- | 0.2234 | 7.4255 | 698 | 0.2585 | 0.2473 | 0.2585 | 0.5084 |
401
- | 0.2234 | 7.4468 | 700 | 0.2556 | 0.2369 | 0.2556 | 0.5055 |
402
- | 0.2234 | 7.4681 | 702 | 0.2580 | 0.1859 | 0.2580 | 0.5079 |
403
- | 0.2234 | 7.4894 | 704 | 0.2636 | 0.1672 | 0.2636 | 0.5134 |
404
- | 0.2234 | 7.5106 | 706 | 0.2529 | 0.2056 | 0.2529 | 0.5029 |
405
- | 0.2234 | 7.5319 | 708 | 0.2350 | 0.1253 | 0.2350 | 0.4847 |
406
- | 0.2234 | 7.5532 | 710 | 0.2217 | 0.1109 | 0.2217 | 0.4708 |
407
- | 0.2234 | 7.5745 | 712 | 0.2148 | 0.0754 | 0.2148 | 0.4635 |
408
- | 0.2234 | 7.5957 | 714 | 0.2141 | 0.0754 | 0.2141 | 0.4627 |
409
- | 0.2234 | 7.6170 | 716 | 0.2101 | 0.0880 | 0.2101 | 0.4584 |
410
- | 0.2234 | 7.6383 | 718 | 0.2090 | 0.1120 | 0.2090 | 0.4572 |
411
- | 0.2234 | 7.6596 | 720 | 0.2114 | 0.1467 | 0.2114 | 0.4598 |
412
- | 0.2234 | 7.6809 | 722 | 0.2179 | 0.2245 | 0.2179 | 0.4668 |
413
- | 0.2234 | 7.7021 | 724 | 0.2229 | 0.1859 | 0.2229 | 0.4721 |
414
- | 0.2234 | 7.7234 | 726 | 0.2320 | 0.2547 | 0.2320 | 0.4817 |
415
- | 0.2234 | 7.7447 | 728 | 0.2575 | 0.2381 | 0.2575 | 0.5074 |
416
- | 0.2234 | 7.7660 | 730 | 0.2727 | 0.2099 | 0.2727 | 0.5222 |
417
- | 0.2234 | 7.7872 | 732 | 0.2693 | 0.1889 | 0.2693 | 0.5189 |
418
- | 0.2234 | 7.8085 | 734 | 0.2537 | 0.1775 | 0.2537 | 0.5037 |
419
- | 0.2234 | 7.8298 | 736 | 0.2334 | 0.2381 | 0.2334 | 0.4831 |
420
- | 0.2234 | 7.8511 | 738 | 0.2245 | 0.2755 | 0.2245 | 0.4738 |
421
- | 0.2234 | 7.8723 | 740 | 0.2166 | 0.2820 | 0.2166 | 0.4654 |
422
- | 0.2234 | 7.8936 | 742 | 0.2192 | 0.1355 | 0.2192 | 0.4682 |
423
- | 0.2234 | 7.9149 | 744 | 0.2409 | 0.1558 | 0.2409 | 0.4908 |
424
- | 0.2234 | 7.9362 | 746 | 0.2491 | 0.1002 | 0.2491 | 0.4991 |
425
- | 0.2234 | 7.9574 | 748 | 0.2431 | 0.1131 | 0.2431 | 0.4930 |
426
- | 0.2234 | 7.9787 | 750 | 0.2344 | 0.1463 | 0.2344 | 0.4841 |
427
- | 0.2234 | 8.0 | 752 | 0.2356 | 0.1485 | 0.2356 | 0.4854 |
428
- | 0.2234 | 8.0213 | 754 | 0.2416 | 0.2021 | 0.2416 | 0.4915 |
429
- | 0.2234 | 8.0426 | 756 | 0.2407 | 0.2302 | 0.2407 | 0.4906 |
430
- | 0.2234 | 8.0638 | 758 | 0.2421 | 0.1475 | 0.2421 | 0.4921 |
431
- | 0.2234 | 8.0851 | 760 | 0.2495 | 0.1269 | 0.2495 | 0.4995 |
432
- | 0.2234 | 8.1064 | 762 | 0.2527 | 0.1373 | 0.2527 | 0.5027 |
433
- | 0.2234 | 8.1277 | 764 | 0.2612 | 0.1570 | 0.2612 | 0.5110 |
434
- | 0.2234 | 8.1489 | 766 | 0.2752 | 0.1361 | 0.2752 | 0.5246 |
435
- | 0.2234 | 8.1702 | 768 | 0.2780 | 0.1463 | 0.2780 | 0.5272 |
436
- | 0.2234 | 8.1915 | 770 | 0.2888 | 0.1253 | 0.2888 | 0.5374 |
437
- | 0.2234 | 8.2128 | 772 | 0.2902 | 0.1152 | 0.2902 | 0.5387 |
438
- | 0.2234 | 8.2340 | 774 | 0.2715 | 0.1378 | 0.2715 | 0.5211 |
439
- | 0.2234 | 8.2553 | 776 | 0.2545 | 0.2302 | 0.2545 | 0.5045 |
440
- | 0.2234 | 8.2766 | 778 | 0.2531 | 0.2558 | 0.2531 | 0.5031 |
441
- | 0.2234 | 8.2979 | 780 | 0.2426 | 0.2504 | 0.2426 | 0.4926 |
442
- | 0.2234 | 8.3191 | 782 | 0.2310 | 0.2334 | 0.2310 | 0.4807 |
443
- | 0.2234 | 8.3404 | 784 | 0.2261 | 0.1670 | 0.2261 | 0.4755 |
444
- | 0.2234 | 8.3617 | 786 | 0.2336 | 0.1454 | 0.2336 | 0.4834 |
445
- | 0.2234 | 8.3830 | 788 | 0.2396 | 0.1349 | 0.2396 | 0.4895 |
446
- | 0.2234 | 8.4043 | 790 | 0.2501 | 0.1984 | 0.2501 | 0.5001 |
447
- | 0.2234 | 8.4255 | 792 | 0.2431 | 0.1670 | 0.2431 | 0.4930 |
448
- | 0.2234 | 8.4468 | 794 | 0.2318 | 0.2236 | 0.2318 | 0.4815 |
449
- | 0.2234 | 8.4681 | 796 | 0.2300 | 0.2587 | 0.2300 | 0.4796 |
450
- | 0.2234 | 8.4894 | 798 | 0.2302 | 0.2491 | 0.2302 | 0.4798 |
451
- | 0.2234 | 8.5106 | 800 | 0.2271 | 0.2701 | 0.2271 | 0.4766 |
452
- | 0.2234 | 8.5319 | 802 | 0.2257 | 0.1570 | 0.2257 | 0.4750 |
453
- | 0.2234 | 8.5532 | 804 | 0.2268 | 0.1355 | 0.2268 | 0.4762 |
454
- | 0.2234 | 8.5745 | 806 | 0.2277 | 0.1355 | 0.2277 | 0.4772 |
455
- | 0.2234 | 8.5957 | 808 | 0.2327 | 0.1973 | 0.2327 | 0.4824 |
456
- | 0.2234 | 8.6170 | 810 | 0.2439 | 0.1671 | 0.2439 | 0.4938 |
457
- | 0.2234 | 8.6383 | 812 | 0.2586 | 0.2050 | 0.2586 | 0.5085 |
458
- | 0.2234 | 8.6596 | 814 | 0.2754 | 0.1572 | 0.2754 | 0.5248 |
459
- | 0.2234 | 8.6809 | 816 | 0.2904 | 0.1772 | 0.2904 | 0.5389 |
460
- | 0.2234 | 8.7021 | 818 | 0.2838 | 0.1669 | 0.2838 | 0.5327 |
461
- | 0.2234 | 8.7234 | 820 | 0.2583 | 0.1775 | 0.2583 | 0.5082 |
462
- | 0.2234 | 8.7447 | 822 | 0.2323 | 0.1669 | 0.2323 | 0.4820 |
463
- | 0.2234 | 8.7660 | 824 | 0.2221 | 0.1669 | 0.2221 | 0.4713 |
464
- | 0.2234 | 8.7872 | 826 | 0.2162 | 0.1989 | 0.2162 | 0.4649 |
465
- | 0.2234 | 8.8085 | 828 | 0.2189 | 0.1775 | 0.2189 | 0.4678 |
466
- | 0.2234 | 8.8298 | 830 | 0.2271 | 0.1361 | 0.2271 | 0.4765 |
467
- | 0.2234 | 8.8511 | 832 | 0.2354 | 0.1373 | 0.2354 | 0.4852 |
468
- | 0.2234 | 8.8723 | 834 | 0.2423 | 0.1767 | 0.2423 | 0.4922 |
469
- | 0.2234 | 8.8936 | 836 | 0.2446 | 0.1865 | 0.2446 | 0.4946 |
470
- | 0.2234 | 8.9149 | 838 | 0.2474 | 0.2050 | 0.2474 | 0.4974 |
471
- | 0.2234 | 8.9362 | 840 | 0.2502 | 0.2824 | 0.2502 | 0.5002 |
472
- | 0.2234 | 8.9574 | 842 | 0.2485 | 0.2881 | 0.2485 | 0.4985 |
473
- | 0.2234 | 8.9787 | 844 | 0.2435 | 0.2491 | 0.2435 | 0.4935 |
474
- | 0.2234 | 9.0 | 846 | 0.2447 | 0.2572 | 0.2447 | 0.4947 |
475
- | 0.2234 | 9.0213 | 848 | 0.2577 | 0.2446 | 0.2577 | 0.5076 |
476
- | 0.2234 | 9.0426 | 850 | 0.2722 | 0.2069 | 0.2722 | 0.5217 |
477
- | 0.2234 | 9.0638 | 852 | 0.2707 | 0.1670 | 0.2707 | 0.5203 |
478
- | 0.2234 | 9.0851 | 854 | 0.2608 | 0.2069 | 0.2608 | 0.5107 |
479
- | 0.2234 | 9.1064 | 856 | 0.2485 | 0.2533 | 0.2485 | 0.4985 |
480
- | 0.2234 | 9.1277 | 858 | 0.2425 | 0.2433 | 0.2425 | 0.4924 |
481
- | 0.2234 | 9.1489 | 860 | 0.2368 | 0.2245 | 0.2368 | 0.4866 |
482
- | 0.2234 | 9.1702 | 862 | 0.2352 | 0.2255 | 0.2352 | 0.4850 |
483
- | 0.2234 | 9.1915 | 864 | 0.2377 | 0.1871 | 0.2377 | 0.4876 |
484
- | 0.2234 | 9.2128 | 866 | 0.2379 | 0.2076 | 0.2379 | 0.4878 |
485
- | 0.2234 | 9.2340 | 868 | 0.2435 | 0.2163 | 0.2435 | 0.4935 |
486
- | 0.2234 | 9.2553 | 870 | 0.2518 | 0.2227 | 0.2518 | 0.5018 |
487
- | 0.2234 | 9.2766 | 872 | 0.2520 | 0.2408 | 0.2520 | 0.5020 |
488
- | 0.2234 | 9.2979 | 874 | 0.2502 | 0.2408 | 0.2502 | 0.5002 |
489
- | 0.2234 | 9.3191 | 876 | 0.2479 | 0.2433 | 0.2479 | 0.4979 |
490
- | 0.2234 | 9.3404 | 878 | 0.2478 | 0.2190 | 0.2478 | 0.4978 |
491
- | 0.2234 | 9.3617 | 880 | 0.2470 | 0.1776 | 0.2470 | 0.4970 |
492
- | 0.2234 | 9.3830 | 882 | 0.2488 | 0.1669 | 0.2488 | 0.4988 |
493
- | 0.2234 | 9.4043 | 884 | 0.2444 | 0.2381 | 0.2444 | 0.4943 |
494
- | 0.2234 | 9.4255 | 886 | 0.2353 | 0.2563 | 0.2353 | 0.4851 |
495
- | 0.2234 | 9.4468 | 888 | 0.2306 | 0.2547 | 0.2306 | 0.4802 |
496
- | 0.2234 | 9.4681 | 890 | 0.2319 | 0.2533 | 0.2319 | 0.4816 |
497
- | 0.2234 | 9.4894 | 892 | 0.2380 | 0.2433 | 0.2380 | 0.4878 |
498
- | 0.2234 | 9.5106 | 894 | 0.2410 | 0.2155 | 0.2410 | 0.4909 |
499
- | 0.2234 | 9.5319 | 896 | 0.2441 | 0.2255 | 0.2441 | 0.4941 |
500
- | 0.2234 | 9.5532 | 898 | 0.2558 | 0.2155 | 0.2558 | 0.5058 |
501
- | 0.2234 | 9.5745 | 900 | 0.2677 | 0.2050 | 0.2677 | 0.5174 |
502
- | 0.2234 | 9.5957 | 902 | 0.2762 | 0.2132 | 0.2762 | 0.5256 |
503
- | 0.2234 | 9.6170 | 904 | 0.2802 | 0.2824 | 0.2802 | 0.5293 |
504
- | 0.2234 | 9.6383 | 906 | 0.2680 | 0.3163 | 0.2680 | 0.5177 |
505
- | 0.2234 | 9.6596 | 908 | 0.2705 | 0.2312 | 0.2705 | 0.5201 |
506
- | 0.2234 | 9.6809 | 910 | 0.2834 | 0.1963 | 0.2834 | 0.5324 |
507
- | 0.2234 | 9.7021 | 912 | 0.2804 | 0.1973 | 0.2804 | 0.5296 |
508
- | 0.2234 | 9.7234 | 914 | 0.2672 | 0.1881 | 0.2672 | 0.5169 |
509
- | 0.2234 | 9.7447 | 916 | 0.2535 | 0.2310 | 0.2535 | 0.5035 |
510
- | 0.2234 | 9.7660 | 918 | 0.2363 | 0.2091 | 0.2363 | 0.4861 |
511
- | 0.2234 | 9.7872 | 920 | 0.2347 | 0.2276 | 0.2347 | 0.4845 |
512
- | 0.2234 | 9.8085 | 922 | 0.2241 | 0.2579 | 0.2241 | 0.4734 |
513
- | 0.2234 | 9.8298 | 924 | 0.2189 | 0.2774 | 0.2189 | 0.4679 |
514
- | 0.2234 | 9.8511 | 926 | 0.2200 | 0.2579 | 0.2200 | 0.4690 |
515
- | 0.2234 | 9.8723 | 928 | 0.2303 | 0.2579 | 0.2303 | 0.4799 |
516
- | 0.2234 | 9.8936 | 930 | 0.2421 | 0.2459 | 0.2421 | 0.4920 |
517
- | 0.2234 | 9.9149 | 932 | 0.2565 | 0.1954 | 0.2565 | 0.5065 |
518
- | 0.2234 | 9.9362 | 934 | 0.2618 | 0.2050 | 0.2618 | 0.5117 |
519
- | 0.2234 | 9.9574 | 936 | 0.2676 | 0.2155 | 0.2676 | 0.5173 |
520
- | 0.2234 | 9.9787 | 938 | 0.2698 | 0.2063 | 0.2698 | 0.5194 |
521
- | 0.2234 | 10.0 | 940 | 0.2627 | 0.2369 | 0.2627 | 0.5125 |
522
- | 0.2234 | 10.0213 | 942 | 0.2591 | 0.2369 | 0.2591 | 0.5090 |
523
- | 0.2234 | 10.0426 | 944 | 0.2516 | 0.2255 | 0.2516 | 0.5016 |
524
- | 0.2234 | 10.0638 | 946 | 0.2456 | 0.2433 | 0.2456 | 0.4955 |
525
- | 0.2234 | 10.0851 | 948 | 0.2414 | 0.1861 | 0.2414 | 0.4913 |
526
- | 0.2234 | 10.1064 | 950 | 0.2431 | 0.1963 | 0.2431 | 0.4930 |
527
- | 0.2234 | 10.1277 | 952 | 0.2519 | 0.1770 | 0.2519 | 0.5019 |
528
- | 0.2234 | 10.1489 | 954 | 0.2642 | 0.1868 | 0.2642 | 0.5140 |
529
- | 0.2234 | 10.1702 | 956 | 0.2768 | 0.1874 | 0.2768 | 0.5261 |
530
- | 0.2234 | 10.1915 | 958 | 0.2810 | 0.2084 | 0.2810 | 0.5301 |
531
- | 0.2234 | 10.2128 | 960 | 0.2736 | 0.1868 | 0.2736 | 0.5231 |
532
- | 0.2234 | 10.2340 | 962 | 0.2687 | 0.1856 | 0.2687 | 0.5183 |
533
- | 0.2234 | 10.2553 | 964 | 0.2635 | 0.1856 | 0.2635 | 0.5134 |
534
- | 0.2234 | 10.2766 | 966 | 0.2582 | 0.1856 | 0.2582 | 0.5082 |
535
- | 0.2234 | 10.2979 | 968 | 0.2598 | 0.1762 | 0.2598 | 0.5097 |
536
- | 0.2234 | 10.3191 | 970 | 0.2608 | 0.1941 | 0.2608 | 0.5107 |
537
- | 0.2234 | 10.3404 | 972 | 0.2626 | 0.1297 | 0.2626 | 0.5125 |
538
- | 0.2234 | 10.3617 | 974 | 0.2767 | 0.1489 | 0.2767 | 0.5260 |
539
- | 0.2234 | 10.3830 | 976 | 0.2799 | 0.1672 | 0.2799 | 0.5291 |
540
- | 0.2234 | 10.4043 | 978 | 0.2774 | 0.1583 | 0.2774 | 0.5267 |
541
- | 0.2234 | 10.4255 | 980 | 0.2692 | 0.1198 | 0.2692 | 0.5188 |
542
- | 0.2234 | 10.4468 | 982 | 0.2693 | 0.1672 | 0.2693 | 0.5190 |
543
- | 0.2234 | 10.4681 | 984 | 0.2787 | 0.2163 | 0.2787 | 0.5280 |
544
- | 0.2234 | 10.4894 | 986 | 0.2981 | 0.1443 | 0.2981 | 0.5460 |
545
- | 0.2234 | 10.5106 | 988 | 0.2773 | 0.1915 | 0.2773 | 0.5266 |
546
- | 0.2234 | 10.5319 | 990 | 0.2650 | 0.2292 | 0.2650 | 0.5148 |
547
- | 0.2234 | 10.5532 | 992 | 0.2612 | 0.2312 | 0.2612 | 0.5110 |
548
- | 0.2234 | 10.5745 | 994 | 0.2561 | 0.2111 | 0.2561 | 0.5061 |
549
- | 0.2234 | 10.5957 | 996 | 0.2666 | 0.1673 | 0.2666 | 0.5163 |
550
- | 0.2234 | 10.6170 | 998 | 0.2725 | 0.1919 | 0.2725 | 0.5220 |
551
- | 0.0841 | 10.6383 | 1000 | 0.3011 | 0.2438 | 0.3011 | 0.5487 |
552
- | 0.0841 | 10.6596 | 1002 | 0.3011 | 0.2002 | 0.3011 | 0.5487 |
553
- | 0.0841 | 10.6809 | 1004 | 0.2774 | 0.2236 | 0.2774 | 0.5267 |
554
- | 0.0841 | 10.7021 | 1006 | 0.2628 | 0.1773 | 0.2628 | 0.5126 |
555
- | 0.0841 | 10.7234 | 1008 | 0.2593 | 0.1978 | 0.2593 | 0.5092 |
556
- | 0.0841 | 10.7447 | 1010 | 0.2573 | 0.1978 | 0.2573 | 0.5073 |
557
 
558
 
559
  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask2_vocabulary
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_vocabulary
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: 0.4993
19
+ - Qwk: 0.5835
20
+ - Mse: 0.4993
21
+ - Rmse: 0.7066
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 | 4.2599 | 0.0248 | 4.2599 | 2.0640 |
53
+ | No log | 0.0426 | 4 | 3.2548 | 0.0438 | 3.2548 | 1.8041 |
54
+ | No log | 0.0638 | 6 | 1.4261 | 0.1444 | 1.4261 | 1.1942 |
55
+ | No log | 0.0851 | 8 | 0.7892 | 0.3197 | 0.7892 | 0.8884 |
56
+ | No log | 0.1064 | 10 | 0.8769 | 0.0590 | 0.8769 | 0.9365 |
57
+ | No log | 0.1277 | 12 | 0.8390 | 0.1313 | 0.8390 | 0.9160 |
58
+ | No log | 0.1489 | 14 | 0.7697 | 0.2454 | 0.7697 | 0.8773 |
59
+ | No log | 0.1702 | 16 | 0.7076 | 0.3815 | 0.7076 | 0.8412 |
60
+ | No log | 0.1915 | 18 | 0.6699 | 0.4591 | 0.6699 | 0.8185 |
61
+ | No log | 0.2128 | 20 | 0.6259 | 0.5125 | 0.6259 | 0.7912 |
62
+ | No log | 0.2340 | 22 | 0.6924 | 0.4146 | 0.6924 | 0.8321 |
63
+ | No log | 0.2553 | 24 | 0.7447 | 0.3334 | 0.7447 | 0.8630 |
64
+ | No log | 0.2766 | 26 | 0.7794 | 0.3470 | 0.7794 | 0.8828 |
65
+ | No log | 0.2979 | 28 | 0.6036 | 0.4731 | 0.6036 | 0.7769 |
66
+ | No log | 0.3191 | 30 | 0.5922 | 0.5222 | 0.5922 | 0.7696 |
67
+ | No log | 0.3404 | 32 | 0.6168 | 0.4987 | 0.6168 | 0.7853 |
68
+ | No log | 0.3617 | 34 | 0.5570 | 0.4804 | 0.5570 | 0.7463 |
69
+ | No log | 0.3830 | 36 | 0.5771 | 0.4240 | 0.5771 | 0.7597 |
70
+ | No log | 0.4043 | 38 | 0.6077 | 0.4160 | 0.6077 | 0.7796 |
71
+ | No log | 0.4255 | 40 | 0.6154 | 0.4371 | 0.6154 | 0.7845 |
72
+ | No log | 0.4468 | 42 | 0.7086 | 0.3680 | 0.7086 | 0.8418 |
73
+ | No log | 0.4681 | 44 | 0.8188 | 0.2563 | 0.8188 | 0.9049 |
74
+ | No log | 0.4894 | 46 | 0.7640 | 0.2987 | 0.7640 | 0.8741 |
75
+ | No log | 0.5106 | 48 | 0.6275 | 0.3945 | 0.6275 | 0.7921 |
76
+ | No log | 0.5319 | 50 | 0.5236 | 0.5473 | 0.5236 | 0.7236 |
77
+ | No log | 0.5532 | 52 | 0.5255 | 0.5700 | 0.5255 | 0.7249 |
78
+ | No log | 0.5745 | 54 | 0.5455 | 0.5967 | 0.5455 | 0.7386 |
79
+ | No log | 0.5957 | 56 | 0.7034 | 0.4794 | 0.7034 | 0.8387 |
80
+ | No log | 0.6170 | 58 | 0.8000 | 0.4645 | 0.8000 | 0.8944 |
81
+ | No log | 0.6383 | 60 | 0.8136 | 0.4404 | 0.8136 | 0.9020 |
82
+ | No log | 0.6596 | 62 | 0.5897 | 0.4515 | 0.5897 | 0.7680 |
83
+ | No log | 0.6809 | 64 | 0.5166 | 0.5266 | 0.5166 | 0.7187 |
84
+ | No log | 0.7021 | 66 | 0.5348 | 0.5085 | 0.5348 | 0.7313 |
85
+ | No log | 0.7234 | 68 | 0.5513 | 0.5772 | 0.5513 | 0.7425 |
86
+ | No log | 0.7447 | 70 | 0.6082 | 0.5630 | 0.6082 | 0.7799 |
87
+ | No log | 0.7660 | 72 | 0.5911 | 0.5750 | 0.5911 | 0.7688 |
88
+ | No log | 0.7872 | 74 | 0.6037 | 0.5970 | 0.6037 | 0.7770 |
89
+ | No log | 0.8085 | 76 | 0.6165 | 0.6025 | 0.6165 | 0.7852 |
90
+ | No log | 0.8298 | 78 | 0.6060 | 0.5972 | 0.6060 | 0.7784 |
91
+ | No log | 0.8511 | 80 | 0.6649 | 0.5576 | 0.6649 | 0.8154 |
92
+ | No log | 0.8723 | 82 | 0.6275 | 0.5357 | 0.6275 | 0.7921 |
93
+ | No log | 0.8936 | 84 | 0.5660 | 0.5423 | 0.5660 | 0.7523 |
94
+ | No log | 0.9149 | 86 | 0.6302 | 0.4989 | 0.6302 | 0.7938 |
95
+ | No log | 0.9362 | 88 | 0.6504 | 0.4734 | 0.6504 | 0.8065 |
96
+ | No log | 0.9574 | 90 | 0.6862 | 0.4847 | 0.6862 | 0.8283 |
97
+ | No log | 0.9787 | 92 | 0.7094 | 0.4958 | 0.7094 | 0.8422 |
98
+ | No log | 1.0 | 94 | 0.6274 | 0.5316 | 0.6274 | 0.7921 |
99
+ | No log | 1.0213 | 96 | 0.7749 | 0.5145 | 0.7749 | 0.8803 |
100
+ | No log | 1.0426 | 98 | 0.7613 | 0.5216 | 0.7613 | 0.8725 |
101
+ | No log | 1.0638 | 100 | 0.6439 | 0.5427 | 0.6439 | 0.8024 |
102
+ | No log | 1.0851 | 102 | 0.7337 | 0.4954 | 0.7337 | 0.8565 |
103
+ | No log | 1.1064 | 104 | 1.0208 | 0.3939 | 1.0208 | 1.0104 |
104
+ | No log | 1.1277 | 106 | 1.0349 | 0.3664 | 1.0349 | 1.0173 |
105
+ | No log | 1.1489 | 108 | 0.7956 | 0.4552 | 0.7956 | 0.8919 |
106
+ | No log | 1.1702 | 110 | 0.4919 | 0.5947 | 0.4919 | 0.7014 |
107
+ | No log | 1.1915 | 112 | 0.4759 | 0.5858 | 0.4759 | 0.6898 |
108
+ | No log | 1.2128 | 114 | 0.4800 | 0.5554 | 0.4800 | 0.6928 |
109
+ | No log | 1.2340 | 116 | 0.6755 | 0.3897 | 0.6755 | 0.8219 |
110
+ | No log | 1.2553 | 118 | 0.7304 | 0.3454 | 0.7304 | 0.8546 |
111
+ | No log | 1.2766 | 120 | 0.6875 | 0.4771 | 0.6875 | 0.8292 |
112
+ | No log | 1.2979 | 122 | 0.5206 | 0.5370 | 0.5206 | 0.7216 |
113
+ | No log | 1.3191 | 124 | 0.4611 | 0.6111 | 0.4611 | 0.6791 |
114
+ | No log | 1.3404 | 126 | 0.4832 | 0.6066 | 0.4832 | 0.6951 |
115
+ | No log | 1.3617 | 128 | 0.4945 | 0.5885 | 0.4945 | 0.7032 |
116
+ | No log | 1.3830 | 130 | 0.4613 | 0.5858 | 0.4613 | 0.6792 |
117
+ | No log | 1.4043 | 132 | 0.5392 | 0.4873 | 0.5392 | 0.7343 |
118
+ | No log | 1.4255 | 134 | 0.6444 | 0.3848 | 0.6444 | 0.8027 |
119
+ | No log | 1.4468 | 136 | 0.5786 | 0.4864 | 0.5786 | 0.7607 |
120
+ | No log | 1.4681 | 138 | 0.4876 | 0.5689 | 0.4876 | 0.6983 |
121
+ | No log | 1.4894 | 140 | 0.4588 | 0.6382 | 0.4588 | 0.6773 |
122
+ | No log | 1.5106 | 142 | 0.4805 | 0.6788 | 0.4805 | 0.6932 |
123
+ | No log | 1.5319 | 144 | 0.5481 | 0.6285 | 0.5481 | 0.7403 |
124
+ | No log | 1.5532 | 146 | 0.6807 | 0.5541 | 0.6807 | 0.8250 |
125
+ | No log | 1.5745 | 148 | 0.7402 | 0.4882 | 0.7402 | 0.8604 |
126
+ | No log | 1.5957 | 150 | 0.7620 | 0.4923 | 0.7620 | 0.8729 |
127
+ | No log | 1.6170 | 152 | 0.6038 | 0.5778 | 0.6038 | 0.7770 |
128
+ | No log | 1.6383 | 154 | 0.5799 | 0.6060 | 0.5799 | 0.7615 |
129
+ | No log | 1.6596 | 156 | 0.6034 | 0.5799 | 0.6034 | 0.7768 |
130
+ | No log | 1.6809 | 158 | 0.5690 | 0.5925 | 0.5690 | 0.7544 |
131
+ | No log | 1.7021 | 160 | 0.5228 | 0.6052 | 0.5228 | 0.7230 |
132
+ | No log | 1.7234 | 162 | 0.5427 | 0.6155 | 0.5427 | 0.7367 |
133
+ | No log | 1.7447 | 164 | 0.4656 | 0.6408 | 0.4656 | 0.6824 |
134
+ | No log | 1.7660 | 166 | 0.4575 | 0.6494 | 0.4575 | 0.6764 |
135
+ | No log | 1.7872 | 168 | 0.5042 | 0.6405 | 0.5042 | 0.7101 |
136
+ | No log | 1.8085 | 170 | 0.6379 | 0.5323 | 0.6379 | 0.7987 |
137
+ | No log | 1.8298 | 172 | 0.6798 | 0.4894 | 0.6798 | 0.8245 |
138
+ | No log | 1.8511 | 174 | 0.6494 | 0.5350 | 0.6494 | 0.8058 |
139
+ | No log | 1.8723 | 176 | 0.5745 | 0.6109 | 0.5745 | 0.7580 |
140
+ | No log | 1.8936 | 178 | 0.6239 | 0.5911 | 0.6239 | 0.7899 |
141
+ | No log | 1.9149 | 180 | 0.7570 | 0.5312 | 0.7570 | 0.8701 |
142
+ | No log | 1.9362 | 182 | 0.8399 | 0.5148 | 0.8399 | 0.9165 |
143
+ | No log | 1.9574 | 184 | 0.6523 | 0.5531 | 0.6523 | 0.8076 |
144
+ | No log | 1.9787 | 186 | 0.4372 | 0.6258 | 0.4372 | 0.6612 |
145
+ | No log | 2.0 | 188 | 0.4277 | 0.6153 | 0.4277 | 0.6540 |
146
+ | No log | 2.0213 | 190 | 0.4305 | 0.5948 | 0.4305 | 0.6561 |
147
+ | No log | 2.0426 | 192 | 0.5248 | 0.5447 | 0.5248 | 0.7244 |
148
+ | No log | 2.0638 | 194 | 0.5829 | 0.5628 | 0.5829 | 0.7635 |
149
+ | No log | 2.0851 | 196 | 0.4889 | 0.6377 | 0.4889 | 0.6992 |
150
+ | No log | 2.1064 | 198 | 0.4895 | 0.6801 | 0.4895 | 0.6997 |
151
+ | No log | 2.1277 | 200 | 0.5283 | 0.6628 | 0.5283 | 0.7268 |
152
+ | No log | 2.1489 | 202 | 0.6234 | 0.6371 | 0.6234 | 0.7895 |
153
+ | No log | 2.1702 | 204 | 0.7637 | 0.6213 | 0.7637 | 0.8739 |
154
+ | No log | 2.1915 | 206 | 0.7789 | 0.6268 | 0.7789 | 0.8825 |
155
+ | No log | 2.2128 | 208 | 0.6287 | 0.6247 | 0.6287 | 0.7929 |
156
+ | No log | 2.2340 | 210 | 0.6710 | 0.6208 | 0.6710 | 0.8192 |
157
+ | No log | 2.2553 | 212 | 0.8498 | 0.5412 | 0.8498 | 0.9219 |
158
+ | No log | 2.2766 | 214 | 0.7732 | 0.5929 | 0.7732 | 0.8793 |
159
+ | No log | 2.2979 | 216 | 0.5643 | 0.6820 | 0.5643 | 0.7512 |
160
+ | No log | 2.3191 | 218 | 0.5265 | 0.6820 | 0.5265 | 0.7256 |
161
+ | No log | 2.3404 | 220 | 0.6980 | 0.5906 | 0.6980 | 0.8354 |
162
+ | No log | 2.3617 | 222 | 1.1463 | 0.4360 | 1.1463 | 1.0707 |
163
+ | No log | 2.3830 | 224 | 1.2363 | 0.3601 | 1.2363 | 1.1119 |
164
+ | No log | 2.4043 | 226 | 1.0154 | 0.4220 | 1.0154 | 1.0077 |
165
+ | No log | 2.4255 | 228 | 0.6700 | 0.5448 | 0.6700 | 0.8186 |
166
+ | No log | 2.4468 | 230 | 0.4485 | 0.6619 | 0.4485 | 0.6697 |
167
+ | No log | 2.4681 | 232 | 0.4590 | 0.6382 | 0.4590 | 0.6775 |
168
+ | No log | 2.4894 | 234 | 0.4423 | 0.6055 | 0.4423 | 0.6651 |
169
+ | No log | 2.5106 | 236 | 0.4511 | 0.5544 | 0.4511 | 0.6717 |
170
+ | No log | 2.5319 | 238 | 0.5838 | 0.4651 | 0.5838 | 0.7641 |
171
+ | No log | 2.5532 | 240 | 0.7038 | 0.4542 | 0.7038 | 0.8389 |
172
+ | No log | 2.5745 | 242 | 0.6515 | 0.5136 | 0.6515 | 0.8071 |
173
+ | No log | 2.5957 | 244 | 0.5028 | 0.5638 | 0.5028 | 0.7091 |
174
+ | No log | 2.6170 | 246 | 0.4667 | 0.6243 | 0.4667 | 0.6831 |
175
+ | No log | 2.6383 | 248 | 0.4814 | 0.6435 | 0.4814 | 0.6939 |
176
+ | No log | 2.6596 | 250 | 0.5504 | 0.6265 | 0.5504 | 0.7419 |
177
+ | No log | 2.6809 | 252 | 0.6320 | 0.5764 | 0.6320 | 0.7950 |
178
+ | No log | 2.7021 | 254 | 0.7161 | 0.5223 | 0.7161 | 0.8462 |
179
+ | No log | 2.7234 | 256 | 0.6490 | 0.5502 | 0.6490 | 0.8056 |
180
+ | No log | 2.7447 | 258 | 0.5328 | 0.6205 | 0.5328 | 0.7299 |
181
+ | No log | 2.7660 | 260 | 0.4620 | 0.5921 | 0.4620 | 0.6797 |
182
+ | No log | 2.7872 | 262 | 0.4747 | 0.5926 | 0.4747 | 0.6890 |
183
+ | No log | 2.8085 | 264 | 0.5623 | 0.5591 | 0.5623 | 0.7499 |
184
+ | No log | 2.8298 | 266 | 0.6620 | 0.5159 | 0.6620 | 0.8137 |
185
+ | No log | 2.8511 | 268 | 0.6399 | 0.5100 | 0.6399 | 0.7999 |
186
+ | No log | 2.8723 | 270 | 0.5785 | 0.5483 | 0.5785 | 0.7606 |
187
+ | No log | 2.8936 | 272 | 0.4901 | 0.5813 | 0.4901 | 0.7000 |
188
+ | No log | 2.9149 | 274 | 0.5129 | 0.5670 | 0.5129 | 0.7162 |
189
+ | No log | 2.9362 | 276 | 0.5279 | 0.5950 | 0.5279 | 0.7266 |
190
+ | No log | 2.9574 | 278 | 0.5136 | 0.5563 | 0.5136 | 0.7167 |
191
+ | No log | 2.9787 | 280 | 0.5914 | 0.5291 | 0.5914 | 0.7690 |
192
+ | No log | 3.0 | 282 | 0.7857 | 0.4476 | 0.7857 | 0.8864 |
193
+ | No log | 3.0213 | 284 | 0.8164 | 0.4335 | 0.8164 | 0.9036 |
194
+ | No log | 3.0426 | 286 | 0.6855 | 0.4456 | 0.6855 | 0.8279 |
195
+ | No log | 3.0638 | 288 | 0.5350 | 0.5002 | 0.5350 | 0.7314 |
196
+ | No log | 3.0851 | 290 | 0.4838 | 0.5357 | 0.4838 | 0.6955 |
197
+ | No log | 3.1064 | 292 | 0.5142 | 0.5846 | 0.5142 | 0.7171 |
198
+ | No log | 3.1277 | 294 | 0.5573 | 0.6273 | 0.5573 | 0.7465 |
199
+ | No log | 3.1489 | 296 | 0.6063 | 0.6183 | 0.6063 | 0.7786 |
200
+ | No log | 3.1702 | 298 | 0.6628 | 0.5735 | 0.6628 | 0.8141 |
201
+ | No log | 3.1915 | 300 | 0.6091 | 0.5782 | 0.6091 | 0.7804 |
202
+ | No log | 3.2128 | 302 | 0.4991 | 0.5915 | 0.4991 | 0.7065 |
203
+ | No log | 3.2340 | 304 | 0.5330 | 0.5662 | 0.5330 | 0.7301 |
204
+ | No log | 3.2553 | 306 | 0.6675 | 0.5491 | 0.6675 | 0.8170 |
205
+ | No log | 3.2766 | 308 | 0.7318 | 0.5339 | 0.7318 | 0.8554 |
206
+ | No log | 3.2979 | 310 | 0.6797 | 0.5448 | 0.6797 | 0.8245 |
207
+ | No log | 3.3191 | 312 | 0.5611 | 0.5808 | 0.5611 | 0.7491 |
208
+ | No log | 3.3404 | 314 | 0.4756 | 0.6116 | 0.4756 | 0.6897 |
209
+ | No log | 3.3617 | 316 | 0.4734 | 0.6277 | 0.4734 | 0.6880 |
210
+ | No log | 3.3830 | 318 | 0.5708 | 0.5625 | 0.5708 | 0.7555 |
211
+ | No log | 3.4043 | 320 | 0.7503 | 0.5786 | 0.7503 | 0.8662 |
212
+ | No log | 3.4255 | 322 | 0.7682 | 0.5877 | 0.7682 | 0.8765 |
213
+ | No log | 3.4468 | 324 | 0.6378 | 0.6063 | 0.6378 | 0.7986 |
214
+ | No log | 3.4681 | 326 | 0.4942 | 0.6431 | 0.4942 | 0.7030 |
215
+ | No log | 3.4894 | 328 | 0.4967 | 0.6468 | 0.4967 | 0.7048 |
216
+ | No log | 3.5106 | 330 | 0.5074 | 0.6598 | 0.5074 | 0.7123 |
217
+ | No log | 3.5319 | 332 | 0.5115 | 0.6252 | 0.5115 | 0.7152 |
218
+ | No log | 3.5532 | 334 | 0.6148 | 0.5910 | 0.6148 | 0.7841 |
219
+ | No log | 3.5745 | 336 | 0.6538 | 0.5824 | 0.6538 | 0.8086 |
220
+ | No log | 3.5957 | 338 | 0.5447 | 0.5859 | 0.5447 | 0.7380 |
221
+ | No log | 3.6170 | 340 | 0.4669 | 0.6458 | 0.4669 | 0.6833 |
222
+ | No log | 3.6383 | 342 | 0.4756 | 0.6520 | 0.4756 | 0.6896 |
223
+ | No log | 3.6596 | 344 | 0.4869 | 0.6426 | 0.4869 | 0.6978 |
224
+ | No log | 3.6809 | 346 | 0.8507 | 0.5364 | 0.8507 | 0.9223 |
225
+ | No log | 3.7021 | 348 | 1.1037 | 0.4661 | 1.1037 | 1.0506 |
226
+ | No log | 3.7234 | 350 | 0.9378 | 0.4997 | 0.9378 | 0.9684 |
227
+ | No log | 3.7447 | 352 | 0.6046 | 0.5721 | 0.6046 | 0.7775 |
228
+ | No log | 3.7660 | 354 | 0.5002 | 0.6551 | 0.5002 | 0.7073 |
229
+ | No log | 3.7872 | 356 | 0.4645 | 0.6547 | 0.4645 | 0.6816 |
230
+ | No log | 3.8085 | 358 | 0.5192 | 0.6457 | 0.5192 | 0.7205 |
231
+ | No log | 3.8298 | 360 | 0.5464 | 0.6579 | 0.5464 | 0.7392 |
232
+ | No log | 3.8511 | 362 | 0.5131 | 0.6538 | 0.5131 | 0.7163 |
233
+ | No log | 3.8723 | 364 | 0.5333 | 0.6519 | 0.5333 | 0.7303 |
234
+ | No log | 3.8936 | 366 | 0.6321 | 0.6126 | 0.6321 | 0.7950 |
235
+ | No log | 3.9149 | 368 | 0.7459 | 0.5601 | 0.7459 | 0.8637 |
236
+ | No log | 3.9362 | 370 | 0.6076 | 0.5913 | 0.6076 | 0.7795 |
237
+ | No log | 3.9574 | 372 | 0.6091 | 0.5768 | 0.6091 | 0.7804 |
238
+ | No log | 3.9787 | 374 | 0.6635 | 0.5598 | 0.6635 | 0.8145 |
239
+ | No log | 4.0 | 376 | 0.6180 | 0.5476 | 0.6180 | 0.7861 |
240
+ | No log | 4.0213 | 378 | 0.6741 | 0.5401 | 0.6741 | 0.8211 |
241
+ | No log | 4.0426 | 380 | 0.5356 | 0.5577 | 0.5356 | 0.7318 |
242
+ | No log | 4.0638 | 382 | 0.5294 | 0.5816 | 0.5294 | 0.7276 |
243
+ | No log | 4.0851 | 384 | 0.5640 | 0.6170 | 0.5640 | 0.7510 |
244
+ | No log | 4.1064 | 386 | 0.6740 | 0.5768 | 0.6740 | 0.8210 |
245
+ | No log | 4.1277 | 388 | 0.7292 | 0.5809 | 0.7292 | 0.8539 |
246
+ | No log | 4.1489 | 390 | 0.6174 | 0.6068 | 0.6174 | 0.7858 |
247
+ | No log | 4.1702 | 392 | 0.6401 | 0.6100 | 0.6401 | 0.8000 |
248
+ | No log | 4.1915 | 394 | 0.7470 | 0.5937 | 0.7470 | 0.8643 |
249
+ | No log | 4.2128 | 396 | 1.0807 | 0.4815 | 1.0807 | 1.0396 |
250
+ | No log | 4.2340 | 398 | 1.0329 | 0.4840 | 1.0329 | 1.0163 |
251
+ | No log | 4.2553 | 400 | 0.5895 | 0.5979 | 0.5895 | 0.7678 |
252
+ | No log | 4.2766 | 402 | 0.4775 | 0.6585 | 0.4775 | 0.6910 |
253
+ | No log | 4.2979 | 404 | 0.4457 | 0.6371 | 0.4457 | 0.6676 |
254
+ | No log | 4.3191 | 406 | 0.5662 | 0.5755 | 0.5662 | 0.7525 |
255
+ | No log | 4.3404 | 408 | 1.0167 | 0.4205 | 1.0167 | 1.0083 |
256
+ | No log | 4.3617 | 410 | 1.1826 | 0.3642 | 1.1826 | 1.0875 |
257
+ | No log | 4.3830 | 412 | 0.9286 | 0.4288 | 0.9286 | 0.9636 |
258
+ | No log | 4.4043 | 414 | 0.5812 | 0.5281 | 0.5812 | 0.7624 |
259
+ | No log | 4.4255 | 416 | 0.4636 | 0.5924 | 0.4636 | 0.6808 |
260
+ | No log | 4.4468 | 418 | 0.4409 | 0.6376 | 0.4409 | 0.6640 |
261
+ | No log | 4.4681 | 420 | 0.5566 | 0.6213 | 0.5566 | 0.7461 |
262
+ | No log | 4.4894 | 422 | 0.8202 | 0.5570 | 0.8202 | 0.9056 |
263
+ | No log | 4.5106 | 424 | 1.0053 | 0.5049 | 1.0053 | 1.0027 |
264
+ | No log | 4.5319 | 426 | 0.8532 | 0.5415 | 0.8532 | 0.9237 |
265
+ | No log | 4.5532 | 428 | 0.6191 | 0.6140 | 0.6191 | 0.7868 |
266
+ | No log | 4.5745 | 430 | 0.5144 | 0.6393 | 0.5144 | 0.7172 |
267
+ | No log | 4.5957 | 432 | 0.5300 | 0.6550 | 0.5300 | 0.7280 |
268
+ | No log | 4.6170 | 434 | 0.4765 | 0.6602 | 0.4765 | 0.6903 |
269
+ | No log | 4.6383 | 436 | 0.5505 | 0.6026 | 0.5505 | 0.7420 |
270
+ | No log | 4.6596 | 438 | 0.7048 | 0.5460 | 0.7048 | 0.8395 |
271
+ | No log | 4.6809 | 440 | 0.6904 | 0.5472 | 0.6904 | 0.8309 |
272
+ | No log | 4.7021 | 442 | 0.5538 | 0.5889 | 0.5538 | 0.7441 |
273
+ | No log | 4.7234 | 444 | 0.4978 | 0.5896 | 0.4978 | 0.7055 |
274
+ | No log | 4.7447 | 446 | 0.5456 | 0.5940 | 0.5456 | 0.7386 |
275
+ | No log | 4.7660 | 448 | 0.5997 | 0.5860 | 0.5997 | 0.7744 |
276
+ | No log | 4.7872 | 450 | 0.7598 | 0.5389 | 0.7598 | 0.8717 |
277
+ | No log | 4.8085 | 452 | 0.6954 | 0.5720 | 0.6954 | 0.8339 |
278
+ | No log | 4.8298 | 454 | 0.5533 | 0.6094 | 0.5533 | 0.7438 |
279
+ | No log | 4.8511 | 456 | 0.4938 | 0.6749 | 0.4938 | 0.7027 |
280
+ | No log | 4.8723 | 458 | 0.5801 | 0.6148 | 0.5801 | 0.7617 |
281
+ | No log | 4.8936 | 460 | 0.7869 | 0.5193 | 0.7869 | 0.8871 |
282
+ | No log | 4.9149 | 462 | 0.9379 | 0.4804 | 0.9379 | 0.9685 |
283
+ | No log | 4.9362 | 464 | 0.7583 | 0.5549 | 0.7583 | 0.8708 |
284
+ | No log | 4.9574 | 466 | 0.4390 | 0.6912 | 0.4390 | 0.6626 |
285
+ | No log | 4.9787 | 468 | 0.4065 | 0.7169 | 0.4065 | 0.6376 |
286
+ | No log | 5.0 | 470 | 0.4528 | 0.6800 | 0.4528 | 0.6729 |
287
+ | No log | 5.0213 | 472 | 0.5929 | 0.6327 | 0.5929 | 0.7700 |
288
+ | No log | 5.0426 | 474 | 0.8274 | 0.5566 | 0.8274 | 0.9096 |
289
+ | No log | 5.0638 | 476 | 0.7658 | 0.5627 | 0.7658 | 0.8751 |
290
+ | No log | 5.0851 | 478 | 0.5419 | 0.6300 | 0.5419 | 0.7361 |
291
+ | No log | 5.1064 | 480 | 0.4544 | 0.6528 | 0.4544 | 0.6741 |
292
+ | No log | 5.1277 | 482 | 0.4983 | 0.6548 | 0.4983 | 0.7059 |
293
+ | No log | 5.1489 | 484 | 0.6572 | 0.5786 | 0.6572 | 0.8107 |
294
+ | No log | 5.1702 | 486 | 0.7528 | 0.5532 | 0.7528 | 0.8677 |
295
+ | No log | 5.1915 | 488 | 0.6250 | 0.6076 | 0.6250 | 0.7906 |
296
+ | No log | 5.2128 | 490 | 0.5689 | 0.6111 | 0.5689 | 0.7543 |
297
+ | No log | 5.2340 | 492 | 0.5734 | 0.6240 | 0.5734 | 0.7572 |
298
+ | No log | 5.2553 | 494 | 0.6084 | 0.6073 | 0.6084 | 0.7800 |
299
+ | No log | 5.2766 | 496 | 0.5636 | 0.6231 | 0.5636 | 0.7508 |
300
+ | No log | 5.2979 | 498 | 0.7039 | 0.6077 | 0.7039 | 0.8390 |
301
+ | 0.4781 | 5.3191 | 500 | 0.7077 | 0.5950 | 0.7077 | 0.8412 |
302
+ | 0.4781 | 5.3404 | 502 | 0.5091 | 0.6616 | 0.5091 | 0.7135 |
303
+ | 0.4781 | 5.3617 | 504 | 0.5030 | 0.6625 | 0.5030 | 0.7093 |
304
+ | 0.4781 | 5.3830 | 506 | 0.6449 | 0.6344 | 0.6449 | 0.8031 |
305
+ | 0.4781 | 5.4043 | 508 | 0.7133 | 0.5526 | 0.7133 | 0.8445 |
306
+ | 0.4781 | 5.4255 | 510 | 0.7317 | 0.5510 | 0.7317 | 0.8554 |
307
+ | 0.4781 | 5.4468 | 512 | 0.5532 | 0.6279 | 0.5532 | 0.7438 |
308
+ | 0.4781 | 5.4681 | 514 | 0.4913 | 0.6515 | 0.4913 | 0.7009 |
309
+ | 0.4781 | 5.4894 | 516 | 0.5698 | 0.6292 | 0.5698 | 0.7549 |
310
+ | 0.4781 | 5.5106 | 518 | 0.8520 | 0.4823 | 0.8520 | 0.9230 |
311
+ | 0.4781 | 5.5319 | 520 | 0.9721 | 0.4662 | 0.9721 | 0.9859 |
312
+ | 0.4781 | 5.5532 | 522 | 0.7515 | 0.5300 | 0.7515 | 0.8669 |
313
+ | 0.4781 | 5.5745 | 524 | 0.4886 | 0.6098 | 0.4886 | 0.6990 |
314
+ | 0.4781 | 5.5957 | 526 | 0.4456 | 0.6068 | 0.4456 | 0.6675 |
315
+ | 0.4781 | 5.6170 | 528 | 0.5031 | 0.5992 | 0.5031 | 0.7093 |
316
+ | 0.4781 | 5.6383 | 530 | 0.6047 | 0.5820 | 0.6047 | 0.7776 |
317
+ | 0.4781 | 5.6596 | 532 | 0.5962 | 0.6149 | 0.5962 | 0.7722 |
318
+ | 0.4781 | 5.6809 | 534 | 0.4947 | 0.6325 | 0.4947 | 0.7033 |
319
+ | 0.4781 | 5.7021 | 536 | 0.4843 | 0.6507 | 0.4843 | 0.6959 |
320
+ | 0.4781 | 5.7234 | 538 | 0.4908 | 0.6501 | 0.4908 | 0.7006 |
321
+ | 0.4781 | 5.7447 | 540 | 0.5816 | 0.6079 | 0.5816 | 0.7626 |
322
+ | 0.4781 | 5.7660 | 542 | 0.6535 | 0.5816 | 0.6535 | 0.8084 |
323
+ | 0.4781 | 5.7872 | 544 | 0.7210 | 0.5498 | 0.7210 | 0.8491 |
324
+ | 0.4781 | 5.8085 | 546 | 0.7455 | 0.5363 | 0.7455 | 0.8634 |
325
+ | 0.4781 | 5.8298 | 548 | 0.6788 | 0.5820 | 0.6788 | 0.8239 |
326
+ | 0.4781 | 5.8511 | 550 | 0.6233 | 0.5953 | 0.6233 | 0.7895 |
327
+ | 0.4781 | 5.8723 | 552 | 0.7581 | 0.5695 | 0.7581 | 0.8707 |
328
+ | 0.4781 | 5.8936 | 554 | 0.7169 | 0.5759 | 0.7169 | 0.8467 |
329
+ | 0.4781 | 5.9149 | 556 | 0.6104 | 0.6048 | 0.6104 | 0.7813 |
330
+ | 0.4781 | 5.9362 | 558 | 0.5378 | 0.6467 | 0.5378 | 0.7334 |
331
+ | 0.4781 | 5.9574 | 560 | 0.6047 | 0.5969 | 0.6047 | 0.7776 |
332
+ | 0.4781 | 5.9787 | 562 | 0.6658 | 0.5781 | 0.6658 | 0.8160 |
333
+ | 0.4781 | 6.0 | 564 | 0.7321 | 0.5401 | 0.7321 | 0.8556 |
334
+ | 0.4781 | 6.0213 | 566 | 0.6668 | 0.5544 | 0.6668 | 0.8166 |
335
+ | 0.4781 | 6.0426 | 568 | 0.5762 | 0.6165 | 0.5762 | 0.7591 |
336
+ | 0.4781 | 6.0638 | 570 | 0.5444 | 0.6406 | 0.5444 | 0.7379 |
337
+ | 0.4781 | 6.0851 | 572 | 0.5151 | 0.6532 | 0.5151 | 0.7177 |
338
+ | 0.4781 | 6.1064 | 574 | 0.5535 | 0.6302 | 0.5535 | 0.7440 |
339
+ | 0.4781 | 6.1277 | 576 | 0.5859 | 0.6260 | 0.5859 | 0.7655 |
340
+ | 0.4781 | 6.1489 | 578 | 0.6133 | 0.6283 | 0.6134 | 0.7832 |
341
+ | 0.4781 | 6.1702 | 580 | 0.6852 | 0.6321 | 0.6852 | 0.8278 |
342
+ | 0.4781 | 6.1915 | 582 | 0.7301 | 0.6108 | 0.7301 | 0.8545 |
343
+ | 0.4781 | 6.2128 | 584 | 0.7238 | 0.5984 | 0.7238 | 0.8507 |
344
+ | 0.4781 | 6.2340 | 586 | 0.8828 | 0.5445 | 0.8828 | 0.9396 |
345
+ | 0.4781 | 6.2553 | 588 | 0.7221 | 0.5682 | 0.7221 | 0.8498 |
346
+ | 0.4781 | 6.2766 | 590 | 0.4986 | 0.6037 | 0.4986 | 0.7061 |
347
+ | 0.4781 | 6.2979 | 592 | 0.4465 | 0.6193 | 0.4465 | 0.6682 |
348
+ | 0.4781 | 6.3191 | 594 | 0.4900 | 0.5943 | 0.4900 | 0.7000 |
349
+ | 0.4781 | 6.3404 | 596 | 0.5734 | 0.5730 | 0.5734 | 0.7572 |
350
+ | 0.4781 | 6.3617 | 598 | 0.5842 | 0.5819 | 0.5842 | 0.7643 |
351
+ | 0.4781 | 6.3830 | 600 | 0.5743 | 0.6145 | 0.5743 | 0.7578 |
352
+ | 0.4781 | 6.4043 | 602 | 0.5544 | 0.6533 | 0.5544 | 0.7446 |
353
+ | 0.4781 | 6.4255 | 604 | 0.4883 | 0.6327 | 0.4883 | 0.6988 |
354
+ | 0.4781 | 6.4468 | 606 | 0.5479 | 0.6479 | 0.5479 | 0.7402 |
355
+ | 0.4781 | 6.4681 | 608 | 0.6360 | 0.6151 | 0.6360 | 0.7975 |
356
+ | 0.4781 | 6.4894 | 610 | 0.5986 | 0.5933 | 0.5986 | 0.7737 |
357
+ | 0.4781 | 6.5106 | 612 | 0.4824 | 0.6269 | 0.4824 | 0.6945 |
358
+ | 0.4781 | 6.5319 | 614 | 0.4935 | 0.6102 | 0.4935 | 0.7025 |
359
+ | 0.4781 | 6.5532 | 616 | 0.7140 | 0.5452 | 0.7140 | 0.8450 |
360
+ | 0.4781 | 6.5745 | 618 | 0.8646 | 0.5111 | 0.8646 | 0.9298 |
361
+ | 0.4781 | 6.5957 | 620 | 0.6788 | 0.5710 | 0.6788 | 0.8239 |
362
+ | 0.4781 | 6.6170 | 622 | 0.4876 | 0.6263 | 0.4876 | 0.6983 |
363
+ | 0.4781 | 6.6383 | 624 | 0.4792 | 0.6318 | 0.4792 | 0.6922 |
364
+ | 0.4781 | 6.6596 | 626 | 0.5651 | 0.5991 | 0.5651 | 0.7517 |
365
+ | 0.4781 | 6.6809 | 628 | 0.7456 | 0.5545 | 0.7456 | 0.8635 |
366
+ | 0.4781 | 6.7021 | 630 | 0.9130 | 0.4915 | 0.9130 | 0.9555 |
367
+ | 0.4781 | 6.7234 | 632 | 0.8689 | 0.5012 | 0.8689 | 0.9321 |
368
+ | 0.4781 | 6.7447 | 634 | 0.5897 | 0.5658 | 0.5897 | 0.7679 |
369
+ | 0.4781 | 6.7660 | 636 | 0.4993 | 0.5835 | 0.4993 | 0.7066 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
370
 
371
 
372
  ### Framework versions