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Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask6_development

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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_TestTask6_style
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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_TestTask6_style
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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: 0.6625
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- - Qwk: 0.5624
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- - Mse: 0.6625
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- - Rmse: 0.8139
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  ## Model description
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@@ -49,312 +49,512 @@ The following hyperparameters were used during training:
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  | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
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  |:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:|
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- | No log | 0.0194 | 2 | 4.2549 | -0.0101 | 4.2549 | 2.0627 |
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- | No log | 0.0388 | 4 | 2.4120 | 0.0821 | 2.4120 | 1.5531 |
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- | No log | 0.0583 | 6 | 1.1621 | 0.0141 | 1.1621 | 1.0780 |
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- | No log | 0.0777 | 8 | 0.7408 | 0.1705 | 0.7408 | 0.8607 |
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- | No log | 0.0971 | 10 | 0.6591 | 0.1659 | 0.6591 | 0.8118 |
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- | No log | 0.1165 | 12 | 0.6962 | 0.1637 | 0.6962 | 0.8344 |
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- | No log | 0.1359 | 14 | 0.7775 | 0.2388 | 0.7775 | 0.8818 |
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- | No log | 0.1553 | 16 | 0.7043 | 0.2659 | 0.7043 | 0.8392 |
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- | No log | 0.1748 | 18 | 0.7042 | 0.3202 | 0.7042 | 0.8392 |
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- | No log | 0.1942 | 20 | 1.2381 | 0.1429 | 1.2381 | 1.1127 |
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- | No log | 0.2136 | 22 | 1.1243 | 0.1606 | 1.1243 | 1.0604 |
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- | No log | 0.2330 | 24 | 0.6687 | 0.3300 | 0.6687 | 0.8178 |
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- | No log | 0.2524 | 26 | 0.5224 | 0.4248 | 0.5224 | 0.7228 |
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- | No log | 0.2718 | 28 | 0.5669 | 0.3243 | 0.5669 | 0.7529 |
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- | No log | 0.2913 | 30 | 0.5316 | 0.3743 | 0.5316 | 0.7291 |
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- | No log | 0.3107 | 32 | 0.5229 | 0.4262 | 0.5229 | 0.7231 |
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- | No log | 0.3301 | 34 | 0.5856 | 0.4064 | 0.5856 | 0.7653 |
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- | No log | 0.3495 | 36 | 0.8114 | 0.2506 | 0.8114 | 0.9008 |
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- | No log | 0.3689 | 38 | 0.8782 | 0.2470 | 0.8782 | 0.9371 |
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- | No log | 0.3883 | 40 | 0.6566 | 0.3774 | 0.6566 | 0.8103 |
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- | No log | 0.4078 | 42 | 0.5460 | 0.4424 | 0.5460 | 0.7389 |
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- | No log | 0.4272 | 44 | 0.6044 | 0.4215 | 0.6044 | 0.7774 |
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- | No log | 0.4466 | 46 | 0.6085 | 0.3842 | 0.6085 | 0.7800 |
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- | No log | 0.4660 | 48 | 0.5538 | 0.4453 | 0.5538 | 0.7442 |
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- | No log | 0.4854 | 50 | 0.5461 | 0.4785 | 0.5461 | 0.7390 |
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- | No log | 0.5049 | 52 | 0.6209 | 0.5048 | 0.6209 | 0.7880 |
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- | No log | 0.5243 | 54 | 0.7296 | 0.4396 | 0.7296 | 0.8542 |
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- | No log | 0.5437 | 56 | 0.6276 | 0.4755 | 0.6276 | 0.7922 |
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- | No log | 0.5631 | 58 | 0.4761 | 0.5686 | 0.4761 | 0.6900 |
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- | No log | 0.5825 | 60 | 0.4837 | 0.4984 | 0.4837 | 0.6955 |
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- | No log | 0.6019 | 62 | 0.6290 | 0.4140 | 0.6290 | 0.7931 |
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- | No log | 0.6214 | 64 | 0.8484 | 0.3305 | 0.8484 | 0.9211 |
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- | No log | 0.6408 | 66 | 0.9097 | 0.3165 | 0.9097 | 0.9538 |
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- | No log | 0.6602 | 68 | 0.7720 | 0.3892 | 0.7720 | 0.8786 |
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- | No log | 0.6796 | 70 | 0.5227 | 0.5091 | 0.5227 | 0.7230 |
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- | No log | 0.6990 | 72 | 0.4428 | 0.5102 | 0.4428 | 0.6655 |
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- | No log | 0.7184 | 74 | 0.4933 | 0.5723 | 0.4933 | 0.7023 |
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- | No log | 0.7379 | 76 | 0.5711 | 0.5314 | 0.5711 | 0.7557 |
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- | No log | 0.7573 | 78 | 0.5017 | 0.5627 | 0.5017 | 0.7083 |
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- | No log | 0.7767 | 80 | 0.4849 | 0.5821 | 0.4849 | 0.6964 |
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- | No log | 0.7961 | 82 | 0.4577 | 0.5968 | 0.4577 | 0.6765 |
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- | No log | 0.8155 | 84 | 0.4395 | 0.5729 | 0.4395 | 0.6630 |
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- | No log | 0.8350 | 86 | 0.4426 | 0.5979 | 0.4426 | 0.6653 |
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- | No log | 0.8544 | 88 | 0.4610 | 0.5776 | 0.4610 | 0.6790 |
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- | No log | 0.8738 | 90 | 0.5515 | 0.5409 | 0.5515 | 0.7426 |
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- | No log | 0.8932 | 92 | 0.6211 | 0.5724 | 0.6211 | 0.7881 |
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- | No log | 0.9126 | 94 | 0.7063 | 0.5468 | 0.7063 | 0.8404 |
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- | No log | 0.9320 | 96 | 0.7522 | 0.5229 | 0.7522 | 0.8673 |
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- | No log | 0.9515 | 98 | 0.7174 | 0.5726 | 0.7174 | 0.8470 |
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- | No log | 0.9709 | 100 | 0.6388 | 0.5634 | 0.6388 | 0.7993 |
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- | No log | 0.9903 | 102 | 0.5195 | 0.5904 | 0.5195 | 0.7208 |
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- | No log | 1.0097 | 104 | 0.4184 | 0.6514 | 0.4184 | 0.6468 |
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- | No log | 1.0291 | 106 | 0.3865 | 0.6491 | 0.3865 | 0.6217 |
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- | No log | 1.0485 | 108 | 0.3816 | 0.6594 | 0.3816 | 0.6177 |
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- | No log | 1.0680 | 110 | 0.3951 | 0.6475 | 0.3951 | 0.6286 |
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- | No log | 1.0874 | 112 | 0.4142 | 0.6382 | 0.4142 | 0.6436 |
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- | No log | 1.1068 | 114 | 0.4241 | 0.6543 | 0.4241 | 0.6512 |
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- | No log | 1.1262 | 116 | 0.4117 | 0.6665 | 0.4117 | 0.6416 |
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- | No log | 1.1456 | 118 | 0.4581 | 0.6687 | 0.4581 | 0.6768 |
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- | No log | 1.1650 | 120 | 0.6624 | 0.5581 | 0.6624 | 0.8139 |
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- | No log | 1.1845 | 122 | 0.7322 | 0.5348 | 0.7322 | 0.8557 |
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- | No log | 1.2039 | 124 | 0.5770 | 0.5847 | 0.5770 | 0.7596 |
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- | No log | 1.2233 | 126 | 0.4728 | 0.6376 | 0.4728 | 0.6876 |
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- | No log | 1.2427 | 128 | 0.4770 | 0.6192 | 0.4770 | 0.6906 |
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- | No log | 1.2621 | 130 | 0.4355 | 0.6288 | 0.4355 | 0.6599 |
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- | No log | 1.2816 | 132 | 0.3931 | 0.6534 | 0.3931 | 0.6270 |
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- | No log | 1.3010 | 134 | 0.5050 | 0.6200 | 0.5050 | 0.7107 |
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- | No log | 1.3204 | 136 | 0.6473 | 0.5240 | 0.6473 | 0.8046 |
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- | No log | 1.3398 | 138 | 0.5956 | 0.4820 | 0.5956 | 0.7717 |
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- | No log | 1.3592 | 140 | 0.5373 | 0.4899 | 0.5373 | 0.7330 |
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- | No log | 1.3786 | 142 | 0.4496 | 0.5462 | 0.4496 | 0.6706 |
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- | No log | 1.3981 | 144 | 0.4266 | 0.6052 | 0.4266 | 0.6531 |
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- | No log | 1.4175 | 146 | 0.4478 | 0.6070 | 0.4478 | 0.6692 |
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- | No log | 1.4369 | 148 | 0.4870 | 0.5996 | 0.4870 | 0.6979 |
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- | No log | 1.4563 | 150 | 0.5452 | 0.5547 | 0.5452 | 0.7384 |
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- | No log | 1.4757 | 152 | 0.4972 | 0.5891 | 0.4972 | 0.7051 |
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- | No log | 1.4951 | 154 | 0.4275 | 0.6196 | 0.4275 | 0.6538 |
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- | No log | 1.5146 | 156 | 0.4839 | 0.6210 | 0.4839 | 0.6956 |
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- | No log | 1.5340 | 158 | 0.6324 | 0.5156 | 0.6324 | 0.7952 |
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- | No log | 1.5534 | 160 | 0.6910 | 0.5288 | 0.6910 | 0.8312 |
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- | No log | 1.5728 | 162 | 0.6412 | 0.5672 | 0.6412 | 0.8007 |
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- | No log | 1.5922 | 164 | 0.5695 | 0.5466 | 0.5695 | 0.7547 |
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- | No log | 1.6117 | 166 | 0.5487 | 0.5667 | 0.5487 | 0.7407 |
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- | No log | 1.6311 | 168 | 0.5396 | 0.5715 | 0.5396 | 0.7346 |
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- | No log | 1.6505 | 170 | 0.4522 | 0.5918 | 0.4522 | 0.6725 |
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- | No log | 1.6699 | 172 | 0.3959 | 0.6105 | 0.3959 | 0.6292 |
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- | No log | 1.6893 | 174 | 0.4072 | 0.5413 | 0.4072 | 0.6381 |
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- | No log | 1.7087 | 176 | 0.4149 | 0.5463 | 0.4149 | 0.6441 |
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- | No log | 1.7282 | 178 | 0.4222 | 0.5923 | 0.4222 | 0.6498 |
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- | No log | 1.7476 | 180 | 0.4433 | 0.6076 | 0.4433 | 0.6658 |
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- | No log | 1.7670 | 182 | 0.4928 | 0.5847 | 0.4928 | 0.7020 |
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- | No log | 1.7864 | 184 | 0.5300 | 0.5679 | 0.5300 | 0.7280 |
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- | No log | 1.8058 | 186 | 0.5408 | 0.5854 | 0.5408 | 0.7354 |
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- | No log | 1.8252 | 188 | 0.6806 | 0.5383 | 0.6806 | 0.8250 |
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- | No log | 1.8447 | 190 | 0.7199 | 0.5188 | 0.7199 | 0.8485 |
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- | No log | 1.8641 | 192 | 0.6166 | 0.5630 | 0.6166 | 0.7853 |
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- | No log | 1.8835 | 194 | 0.5421 | 0.5971 | 0.5421 | 0.7363 |
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- | No log | 1.9029 | 196 | 0.4481 | 0.6090 | 0.4481 | 0.6694 |
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- | No log | 1.9223 | 198 | 0.4094 | 0.6610 | 0.4094 | 0.6398 |
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- | No log | 1.9417 | 200 | 0.3989 | 0.6321 | 0.3989 | 0.6316 |
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- | No log | 1.9612 | 202 | 0.4367 | 0.6084 | 0.4367 | 0.6608 |
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- | No log | 1.9806 | 204 | 0.5659 | 0.5643 | 0.5659 | 0.7523 |
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- | No log | 2.0 | 206 | 0.6567 | 0.5469 | 0.6567 | 0.8104 |
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- | No log | 2.0194 | 208 | 0.5817 | 0.5684 | 0.5817 | 0.7627 |
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- | No log | 2.0388 | 210 | 0.4794 | 0.5682 | 0.4794 | 0.6924 |
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- | No log | 2.0583 | 212 | 0.5466 | 0.5478 | 0.5466 | 0.7393 |
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- | No log | 2.0777 | 214 | 0.6550 | 0.4778 | 0.6550 | 0.8093 |
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- | No log | 2.0971 | 216 | 0.7004 | 0.4765 | 0.7004 | 0.8369 |
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- | No log | 2.1165 | 218 | 0.6442 | 0.5157 | 0.6442 | 0.8026 |
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- | No log | 2.1359 | 220 | 0.5243 | 0.5495 | 0.5243 | 0.7241 |
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- | No log | 2.1553 | 222 | 0.4555 | 0.6434 | 0.4555 | 0.6749 |
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- | No log | 2.1748 | 224 | 0.4800 | 0.6099 | 0.4800 | 0.6928 |
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- | No log | 2.1942 | 226 | 0.4896 | 0.6223 | 0.4896 | 0.6997 |
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- | No log | 2.2136 | 228 | 0.4845 | 0.6259 | 0.4845 | 0.6960 |
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- | No log | 2.2330 | 230 | 0.5370 | 0.5712 | 0.5370 | 0.7328 |
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- | No log | 2.2524 | 232 | 0.5853 | 0.5475 | 0.5853 | 0.7651 |
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- | No log | 2.2718 | 234 | 0.5995 | 0.5022 | 0.5995 | 0.7743 |
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- | No log | 2.2913 | 236 | 0.5423 | 0.5419 | 0.5423 | 0.7364 |
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- | No log | 2.3107 | 238 | 0.4821 | 0.6222 | 0.4821 | 0.6944 |
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- | No log | 2.3301 | 240 | 0.4659 | 0.6513 | 0.4659 | 0.6825 |
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- | No log | 2.3495 | 242 | 0.5100 | 0.5872 | 0.5100 | 0.7142 |
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- | No log | 2.3689 | 244 | 0.4915 | 0.5851 | 0.4915 | 0.7011 |
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- | No log | 2.3883 | 246 | 0.4543 | 0.6368 | 0.4543 | 0.6740 |
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- | No log | 2.4078 | 248 | 0.4374 | 0.6110 | 0.4374 | 0.6613 |
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- | No log | 2.4272 | 250 | 0.4627 | 0.5803 | 0.4627 | 0.6802 |
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- | No log | 2.4466 | 252 | 0.4809 | 0.5667 | 0.4809 | 0.6935 |
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- | No log | 2.4660 | 254 | 0.5564 | 0.5106 | 0.5564 | 0.7459 |
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- | No log | 2.4854 | 256 | 0.6645 | 0.4774 | 0.6645 | 0.8152 |
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- | No log | 2.5049 | 258 | 0.6290 | 0.5079 | 0.6290 | 0.7931 |
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- | No log | 2.5243 | 260 | 0.4964 | 0.5556 | 0.4964 | 0.7046 |
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- | No log | 2.5437 | 262 | 0.4947 | 0.5873 | 0.4947 | 0.7033 |
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- | No log | 2.5631 | 264 | 0.5097 | 0.5622 | 0.5097 | 0.7139 |
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- | No log | 2.5825 | 266 | 0.4607 | 0.6322 | 0.4607 | 0.6787 |
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- | No log | 2.6019 | 268 | 0.4607 | 0.5844 | 0.4607 | 0.6787 |
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- | No log | 2.6214 | 270 | 0.5539 | 0.5393 | 0.5539 | 0.7443 |
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- | No log | 2.6408 | 272 | 0.7170 | 0.5062 | 0.7170 | 0.8468 |
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- | No log | 2.6602 | 274 | 0.6875 | 0.5216 | 0.6875 | 0.8291 |
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- | No log | 2.6796 | 276 | 0.5170 | 0.5764 | 0.5170 | 0.7190 |
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- | No log | 2.6990 | 278 | 0.4238 | 0.6364 | 0.4238 | 0.6510 |
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- | No log | 2.7184 | 280 | 0.4218 | 0.6093 | 0.4218 | 0.6495 |
192
- | No log | 2.7379 | 282 | 0.4345 | 0.6033 | 0.4345 | 0.6591 |
193
- | No log | 2.7573 | 284 | 0.4275 | 0.6346 | 0.4275 | 0.6538 |
194
- | No log | 2.7767 | 286 | 0.5344 | 0.6201 | 0.5344 | 0.7310 |
195
- | No log | 2.7961 | 288 | 0.7891 | 0.4987 | 0.7891 | 0.8883 |
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- | No log | 2.8155 | 290 | 0.9135 | 0.4911 | 0.9135 | 0.9558 |
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- | No log | 2.8350 | 292 | 0.8427 | 0.5123 | 0.8427 | 0.9180 |
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- | No log | 2.8544 | 294 | 0.7493 | 0.5566 | 0.7493 | 0.8656 |
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- | No log | 2.8738 | 296 | 0.5960 | 0.6102 | 0.5960 | 0.7720 |
200
- | No log | 2.8932 | 298 | 0.4786 | 0.6276 | 0.4786 | 0.6918 |
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- | No log | 2.9126 | 300 | 0.4459 | 0.6102 | 0.4459 | 0.6678 |
202
- | No log | 2.9320 | 302 | 0.4336 | 0.6133 | 0.4336 | 0.6585 |
203
- | No log | 2.9515 | 304 | 0.4466 | 0.6142 | 0.4466 | 0.6683 |
204
- | No log | 2.9709 | 306 | 0.4584 | 0.6102 | 0.4584 | 0.6771 |
205
- | No log | 2.9903 | 308 | 0.4251 | 0.5833 | 0.4251 | 0.6520 |
206
- | No log | 3.0097 | 310 | 0.4224 | 0.6036 | 0.4224 | 0.6499 |
207
- | No log | 3.0291 | 312 | 0.4492 | 0.6002 | 0.4492 | 0.6702 |
208
- | No log | 3.0485 | 314 | 0.4830 | 0.6030 | 0.4830 | 0.6950 |
209
- | No log | 3.0680 | 316 | 0.4908 | 0.6044 | 0.4908 | 0.7006 |
210
- | No log | 3.0874 | 318 | 0.4911 | 0.6238 | 0.4911 | 0.7008 |
211
- | No log | 3.1068 | 320 | 0.5672 | 0.5806 | 0.5672 | 0.7532 |
212
- | No log | 3.1262 | 322 | 0.6404 | 0.5756 | 0.6404 | 0.8002 |
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- | No log | 3.1456 | 324 | 0.7038 | 0.5779 | 0.7038 | 0.8389 |
214
- | No log | 3.1650 | 326 | 0.7906 | 0.5403 | 0.7906 | 0.8891 |
215
- | No log | 3.1845 | 328 | 0.7678 | 0.5341 | 0.7678 | 0.8762 |
216
- | No log | 3.2039 | 330 | 0.6490 | 0.5509 | 0.6490 | 0.8056 |
217
- | No log | 3.2233 | 332 | 0.5750 | 0.5971 | 0.5750 | 0.7583 |
218
- | No log | 3.2427 | 334 | 0.5504 | 0.6152 | 0.5504 | 0.7419 |
219
- | No log | 3.2621 | 336 | 0.4612 | 0.6405 | 0.4612 | 0.6791 |
220
- | No log | 3.2816 | 338 | 0.4261 | 0.6541 | 0.4261 | 0.6528 |
221
- | No log | 3.3010 | 340 | 0.4072 | 0.6421 | 0.4072 | 0.6381 |
222
- | No log | 3.3204 | 342 | 0.4145 | 0.6538 | 0.4145 | 0.6438 |
223
- | No log | 3.3398 | 344 | 0.4319 | 0.6493 | 0.4319 | 0.6572 |
224
- | No log | 3.3592 | 346 | 0.4687 | 0.6605 | 0.4687 | 0.6846 |
225
- | No log | 3.3786 | 348 | 0.5407 | 0.6335 | 0.5407 | 0.7353 |
226
- | No log | 3.3981 | 350 | 0.5732 | 0.6262 | 0.5732 | 0.7571 |
227
- | No log | 3.4175 | 352 | 0.5355 | 0.6360 | 0.5355 | 0.7318 |
228
- | No log | 3.4369 | 354 | 0.4905 | 0.6270 | 0.4905 | 0.7003 |
229
- | No log | 3.4563 | 356 | 0.4299 | 0.6273 | 0.4299 | 0.6557 |
230
- | No log | 3.4757 | 358 | 0.4029 | 0.6478 | 0.4029 | 0.6347 |
231
- | No log | 3.4951 | 360 | 0.3946 | 0.6308 | 0.3946 | 0.6282 |
232
- | No log | 3.5146 | 362 | 0.4185 | 0.6273 | 0.4185 | 0.6470 |
233
- | No log | 3.5340 | 364 | 0.5554 | 0.6073 | 0.5554 | 0.7452 |
234
- | No log | 3.5534 | 366 | 0.6614 | 0.5404 | 0.6614 | 0.8132 |
235
- | No log | 3.5728 | 368 | 0.7019 | 0.5104 | 0.7019 | 0.8378 |
236
- | No log | 3.5922 | 370 | 0.6041 | 0.5705 | 0.6041 | 0.7772 |
237
- | No log | 3.6117 | 372 | 0.5413 | 0.5698 | 0.5413 | 0.7357 |
238
- | No log | 3.6311 | 374 | 0.4869 | 0.5939 | 0.4869 | 0.6978 |
239
- | No log | 3.6505 | 376 | 0.4548 | 0.6296 | 0.4548 | 0.6744 |
240
- | No log | 3.6699 | 378 | 0.4633 | 0.6095 | 0.4633 | 0.6806 |
241
- | No log | 3.6893 | 380 | 0.4621 | 0.5953 | 0.4621 | 0.6798 |
242
- | No log | 3.7087 | 382 | 0.4718 | 0.6041 | 0.4718 | 0.6869 |
243
- | No log | 3.7282 | 384 | 0.4684 | 0.6258 | 0.4684 | 0.6844 |
244
- | No log | 3.7476 | 386 | 0.4581 | 0.6410 | 0.4581 | 0.6768 |
245
- | No log | 3.7670 | 388 | 0.4472 | 0.6339 | 0.4472 | 0.6687 |
246
- | No log | 3.7864 | 390 | 0.4586 | 0.6326 | 0.4586 | 0.6772 |
247
- | No log | 3.8058 | 392 | 0.4880 | 0.6321 | 0.4880 | 0.6986 |
248
- | No log | 3.8252 | 394 | 0.4700 | 0.6557 | 0.4700 | 0.6855 |
249
- | No log | 3.8447 | 396 | 0.4541 | 0.6569 | 0.4541 | 0.6739 |
250
- | No log | 3.8641 | 398 | 0.4796 | 0.6659 | 0.4796 | 0.6925 |
251
- | No log | 3.8835 | 400 | 0.5397 | 0.6186 | 0.5397 | 0.7346 |
252
- | No log | 3.9029 | 402 | 0.4911 | 0.6533 | 0.4911 | 0.7008 |
253
- | No log | 3.9223 | 404 | 0.4801 | 0.6466 | 0.4801 | 0.6929 |
254
- | No log | 3.9417 | 406 | 0.5555 | 0.5995 | 0.5555 | 0.7453 |
255
- | No log | 3.9612 | 408 | 0.5316 | 0.5934 | 0.5316 | 0.7291 |
256
- | No log | 3.9806 | 410 | 0.5020 | 0.5995 | 0.5020 | 0.7085 |
257
- | No log | 4.0 | 412 | 0.4981 | 0.5969 | 0.4981 | 0.7057 |
258
- | No log | 4.0194 | 414 | 0.4316 | 0.6385 | 0.4316 | 0.6570 |
259
- | No log | 4.0388 | 416 | 0.4221 | 0.6486 | 0.4221 | 0.6497 |
260
- | No log | 4.0583 | 418 | 0.5384 | 0.6021 | 0.5384 | 0.7338 |
261
- | No log | 4.0777 | 420 | 0.6350 | 0.5818 | 0.6350 | 0.7969 |
262
- | No log | 4.0971 | 422 | 0.6800 | 0.5814 | 0.6800 | 0.8246 |
263
- | No log | 4.1165 | 424 | 0.7057 | 0.5761 | 0.7057 | 0.8401 |
264
- | No log | 4.1359 | 426 | 0.7379 | 0.5711 | 0.7379 | 0.8590 |
265
- | No log | 4.1553 | 428 | 0.6705 | 0.5737 | 0.6705 | 0.8188 |
266
- | No log | 4.1748 | 430 | 0.5810 | 0.6039 | 0.5810 | 0.7623 |
267
- | No log | 4.1942 | 432 | 0.5483 | 0.6398 | 0.5483 | 0.7405 |
268
- | No log | 4.2136 | 434 | 0.5003 | 0.6394 | 0.5003 | 0.7073 |
269
- | No log | 4.2330 | 436 | 0.4539 | 0.6544 | 0.4539 | 0.6737 |
270
- | No log | 4.2524 | 438 | 0.4324 | 0.6472 | 0.4324 | 0.6576 |
271
- | No log | 4.2718 | 440 | 0.4300 | 0.6375 | 0.4300 | 0.6558 |
272
- | No log | 4.2913 | 442 | 0.5203 | 0.6289 | 0.5203 | 0.7213 |
273
- | No log | 4.3107 | 444 | 0.5867 | 0.5736 | 0.5867 | 0.7659 |
274
- | No log | 4.3301 | 446 | 0.5247 | 0.6038 | 0.5247 | 0.7243 |
275
- | No log | 4.3495 | 448 | 0.4488 | 0.6146 | 0.4488 | 0.6699 |
276
- | No log | 4.3689 | 450 | 0.4713 | 0.6336 | 0.4713 | 0.6865 |
277
- | No log | 4.3883 | 452 | 0.5811 | 0.5884 | 0.5811 | 0.7623 |
278
- | No log | 4.4078 | 454 | 0.6236 | 0.5594 | 0.6236 | 0.7897 |
279
- | No log | 4.4272 | 456 | 0.5681 | 0.5724 | 0.5681 | 0.7537 |
280
- | No log | 4.4466 | 458 | 0.5857 | 0.5725 | 0.5857 | 0.7653 |
281
- | No log | 4.4660 | 460 | 0.5846 | 0.5711 | 0.5846 | 0.7646 |
282
- | No log | 4.4854 | 462 | 0.5656 | 0.5873 | 0.5656 | 0.7520 |
283
- | No log | 4.5049 | 464 | 0.5449 | 0.6024 | 0.5449 | 0.7382 |
284
- | No log | 4.5243 | 466 | 0.5202 | 0.6282 | 0.5202 | 0.7212 |
285
- | No log | 4.5437 | 468 | 0.5246 | 0.6144 | 0.5246 | 0.7243 |
286
- | No log | 4.5631 | 470 | 0.5577 | 0.6117 | 0.5577 | 0.7468 |
287
- | No log | 4.5825 | 472 | 0.6286 | 0.5410 | 0.6286 | 0.7929 |
288
- | No log | 4.6019 | 474 | 0.8051 | 0.5247 | 0.8051 | 0.8973 |
289
- | No log | 4.6214 | 476 | 0.9125 | 0.5233 | 0.9125 | 0.9552 |
290
- | No log | 4.6408 | 478 | 0.9334 | 0.5226 | 0.9334 | 0.9661 |
291
- | No log | 4.6602 | 480 | 0.8102 | 0.5450 | 0.8102 | 0.9001 |
292
- | No log | 4.6796 | 482 | 0.6513 | 0.5556 | 0.6513 | 0.8071 |
293
- | No log | 4.6990 | 484 | 0.5660 | 0.5882 | 0.5660 | 0.7523 |
294
- | No log | 4.7184 | 486 | 0.5276 | 0.6018 | 0.5276 | 0.7264 |
295
- | No log | 4.7379 | 488 | 0.4697 | 0.6267 | 0.4697 | 0.6854 |
296
- | No log | 4.7573 | 490 | 0.4624 | 0.6242 | 0.4624 | 0.6800 |
297
- | No log | 4.7767 | 492 | 0.5861 | 0.5688 | 0.5861 | 0.7656 |
298
- | No log | 4.7961 | 494 | 0.6420 | 0.5097 | 0.6420 | 0.8013 |
299
- | No log | 4.8155 | 496 | 0.5788 | 0.5086 | 0.5788 | 0.7608 |
300
- | No log | 4.8350 | 498 | 0.4781 | 0.5888 | 0.4781 | 0.6914 |
301
- | 0.4956 | 4.8544 | 500 | 0.4220 | 0.5638 | 0.4220 | 0.6496 |
302
- | 0.4956 | 4.8738 | 502 | 0.4527 | 0.5877 | 0.4527 | 0.6728 |
303
- | 0.4956 | 4.8932 | 504 | 0.4717 | 0.5949 | 0.4717 | 0.6868 |
304
- | 0.4956 | 4.9126 | 506 | 0.4611 | 0.6301 | 0.4611 | 0.6791 |
305
- | 0.4956 | 4.9320 | 508 | 0.4397 | 0.6200 | 0.4397 | 0.6631 |
306
- | 0.4956 | 4.9515 | 510 | 0.4575 | 0.6355 | 0.4575 | 0.6764 |
307
- | 0.4956 | 4.9709 | 512 | 0.5761 | 0.5819 | 0.5761 | 0.7590 |
308
- | 0.4956 | 4.9903 | 514 | 0.7003 | 0.5429 | 0.7003 | 0.8368 |
309
- | 0.4956 | 5.0097 | 516 | 0.6904 | 0.5373 | 0.6904 | 0.8309 |
310
- | 0.4956 | 5.0291 | 518 | 0.5647 | 0.6143 | 0.5647 | 0.7515 |
311
- | 0.4956 | 5.0485 | 520 | 0.4513 | 0.6601 | 0.4513 | 0.6718 |
312
- | 0.4956 | 5.0680 | 522 | 0.4444 | 0.6498 | 0.4444 | 0.6667 |
313
- | 0.4956 | 5.0874 | 524 | 0.4692 | 0.6278 | 0.4692 | 0.6850 |
314
- | 0.4956 | 5.1068 | 526 | 0.5230 | 0.5899 | 0.5230 | 0.7232 |
315
- | 0.4956 | 5.1262 | 528 | 0.5912 | 0.5897 | 0.5912 | 0.7689 |
316
- | 0.4956 | 5.1456 | 530 | 0.6511 | 0.5854 | 0.6511 | 0.8069 |
317
- | 0.4956 | 5.1650 | 532 | 0.6523 | 0.5820 | 0.6523 | 0.8077 |
318
- | 0.4956 | 5.1845 | 534 | 0.5787 | 0.5640 | 0.5787 | 0.7607 |
319
- | 0.4956 | 5.2039 | 536 | 0.5608 | 0.5573 | 0.5608 | 0.7489 |
320
- | 0.4956 | 5.2233 | 538 | 0.4903 | 0.5851 | 0.4903 | 0.7002 |
321
- | 0.4956 | 5.2427 | 540 | 0.4170 | 0.6208 | 0.4170 | 0.6457 |
322
- | 0.4956 | 5.2621 | 542 | 0.4089 | 0.6126 | 0.4089 | 0.6394 |
323
- | 0.4956 | 5.2816 | 544 | 0.4227 | 0.6020 | 0.4227 | 0.6502 |
324
- | 0.4956 | 5.3010 | 546 | 0.5576 | 0.6126 | 0.5576 | 0.7467 |
325
- | 0.4956 | 5.3204 | 548 | 0.8743 | 0.5081 | 0.8743 | 0.9350 |
326
- | 0.4956 | 5.3398 | 550 | 0.9584 | 0.4835 | 0.9584 | 0.9790 |
327
- | 0.4956 | 5.3592 | 552 | 0.8999 | 0.4997 | 0.8999 | 0.9486 |
328
- | 0.4956 | 5.3786 | 554 | 0.7060 | 0.5792 | 0.7060 | 0.8403 |
329
- | 0.4956 | 5.3981 | 556 | 0.4923 | 0.6452 | 0.4923 | 0.7016 |
330
- | 0.4956 | 5.4175 | 558 | 0.4577 | 0.5770 | 0.4577 | 0.6766 |
331
- | 0.4956 | 5.4369 | 560 | 0.4559 | 0.5746 | 0.4559 | 0.6752 |
332
- | 0.4956 | 5.4563 | 562 | 0.4368 | 0.5998 | 0.4368 | 0.6609 |
333
- | 0.4956 | 5.4757 | 564 | 0.4896 | 0.6751 | 0.4896 | 0.6997 |
334
- | 0.4956 | 5.4951 | 566 | 0.6343 | 0.5811 | 0.6343 | 0.7964 |
335
- | 0.4956 | 5.5146 | 568 | 0.6718 | 0.5644 | 0.6718 | 0.8196 |
336
- | 0.4956 | 5.5340 | 570 | 0.6156 | 0.5824 | 0.6156 | 0.7846 |
337
- | 0.4956 | 5.5534 | 572 | 0.6108 | 0.5585 | 0.6108 | 0.7815 |
338
- | 0.4956 | 5.5728 | 574 | 0.6152 | 0.5454 | 0.6152 | 0.7844 |
339
- | 0.4956 | 5.5922 | 576 | 0.6055 | 0.5629 | 0.6055 | 0.7781 |
340
- | 0.4956 | 5.6117 | 578 | 0.5930 | 0.5590 | 0.5930 | 0.7701 |
341
- | 0.4956 | 5.6311 | 580 | 0.5275 | 0.5680 | 0.5275 | 0.7263 |
342
- | 0.4956 | 5.6505 | 582 | 0.4887 | 0.6062 | 0.4887 | 0.6991 |
343
- | 0.4956 | 5.6699 | 584 | 0.4998 | 0.6036 | 0.4998 | 0.7070 |
344
- | 0.4956 | 5.6893 | 586 | 0.5067 | 0.5900 | 0.5067 | 0.7118 |
345
- | 0.4956 | 5.7087 | 588 | 0.5367 | 0.5928 | 0.5367 | 0.7326 |
346
- | 0.4956 | 5.7282 | 590 | 0.5509 | 0.5878 | 0.5509 | 0.7422 |
347
- | 0.4956 | 5.7476 | 592 | 0.5162 | 0.6061 | 0.5162 | 0.7185 |
348
- | 0.4956 | 5.7670 | 594 | 0.4842 | 0.5798 | 0.4842 | 0.6959 |
349
- | 0.4956 | 5.7864 | 596 | 0.4689 | 0.5510 | 0.4689 | 0.6848 |
350
- | 0.4956 | 5.8058 | 598 | 0.4786 | 0.5557 | 0.4786 | 0.6918 |
351
- | 0.4956 | 5.8252 | 600 | 0.5018 | 0.5562 | 0.5018 | 0.7084 |
352
- | 0.4956 | 5.8447 | 602 | 0.5346 | 0.5680 | 0.5346 | 0.7311 |
353
- | 0.4956 | 5.8641 | 604 | 0.6303 | 0.5488 | 0.6303 | 0.7939 |
354
- | 0.4956 | 5.8835 | 606 | 0.7735 | 0.5383 | 0.7735 | 0.8795 |
355
- | 0.4956 | 5.9029 | 608 | 0.7841 | 0.5567 | 0.7841 | 0.8855 |
356
- | 0.4956 | 5.9223 | 610 | 0.7246 | 0.5504 | 0.7246 | 0.8512 |
357
- | 0.4956 | 5.9417 | 612 | 0.6625 | 0.5624 | 0.6625 | 0.8139 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
358
 
359
 
360
  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask6_development
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_TestTask6_development
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: 0.3504
19
+ - Qwk: 0.6282
20
+ - Mse: 0.3504
21
+ - Rmse: 0.5919
22
 
23
  ## Model description
24
 
 
49
 
50
  | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
  |:-------------:|:------:|:----:|:---------------:|:-------:|:------:|:------:|
52
+ | No log | 0.0194 | 2 | 4.0184 | -0.0226 | 4.0184 | 2.0046 |
53
+ | No log | 0.0388 | 4 | 2.0818 | 0.0292 | 2.0818 | 1.4428 |
54
+ | No log | 0.0583 | 6 | 0.9921 | 0.0128 | 0.9921 | 0.9961 |
55
+ | No log | 0.0777 | 8 | 0.6393 | 0.1997 | 0.6393 | 0.7996 |
56
+ | No log | 0.0971 | 10 | 0.6351 | 0.1447 | 0.6351 | 0.7969 |
57
+ | No log | 0.1165 | 12 | 0.7098 | 0.1388 | 0.7098 | 0.8425 |
58
+ | No log | 0.1359 | 14 | 0.7735 | 0.1486 | 0.7735 | 0.8795 |
59
+ | No log | 0.1553 | 16 | 0.7515 | 0.0888 | 0.7515 | 0.8669 |
60
+ | No log | 0.1748 | 18 | 0.6525 | 0.0610 | 0.6525 | 0.8078 |
61
+ | No log | 0.1942 | 20 | 0.6363 | 0.1966 | 0.6363 | 0.7977 |
62
+ | No log | 0.2136 | 22 | 0.6448 | 0.2069 | 0.6448 | 0.8030 |
63
+ | No log | 0.2330 | 24 | 0.5649 | 0.3432 | 0.5649 | 0.7516 |
64
+ | No log | 0.2524 | 26 | 0.5035 | 0.4015 | 0.5035 | 0.7096 |
65
+ | No log | 0.2718 | 28 | 0.5260 | 0.3662 | 0.5260 | 0.7252 |
66
+ | No log | 0.2913 | 30 | 0.8476 | 0.3726 | 0.8476 | 0.9206 |
67
+ | No log | 0.3107 | 32 | 0.8827 | 0.3411 | 0.8827 | 0.9395 |
68
+ | No log | 0.3301 | 34 | 0.6300 | 0.4151 | 0.6300 | 0.7937 |
69
+ | No log | 0.3495 | 36 | 0.5277 | 0.4076 | 0.5277 | 0.7264 |
70
+ | No log | 0.3689 | 38 | 0.4987 | 0.3775 | 0.4987 | 0.7062 |
71
+ | No log | 0.3883 | 40 | 0.4907 | 0.3775 | 0.4907 | 0.7005 |
72
+ | No log | 0.4078 | 42 | 0.5209 | 0.4719 | 0.5209 | 0.7217 |
73
+ | No log | 0.4272 | 44 | 0.6627 | 0.4930 | 0.6627 | 0.8141 |
74
+ | No log | 0.4466 | 46 | 0.5848 | 0.4837 | 0.5848 | 0.7647 |
75
+ | No log | 0.4660 | 48 | 0.4946 | 0.4153 | 0.4946 | 0.7033 |
76
+ | No log | 0.4854 | 50 | 0.5057 | 0.3956 | 0.5057 | 0.7111 |
77
+ | No log | 0.5049 | 52 | 0.4970 | 0.3647 | 0.4970 | 0.7050 |
78
+ | No log | 0.5243 | 54 | 0.4761 | 0.4414 | 0.4761 | 0.6900 |
79
+ | No log | 0.5437 | 56 | 0.4850 | 0.4348 | 0.4850 | 0.6964 |
80
+ | No log | 0.5631 | 58 | 0.4737 | 0.4680 | 0.4737 | 0.6882 |
81
+ | No log | 0.5825 | 60 | 0.4631 | 0.4253 | 0.4631 | 0.6805 |
82
+ | No log | 0.6019 | 62 | 0.5463 | 0.4371 | 0.5463 | 0.7391 |
83
+ | No log | 0.6214 | 64 | 0.6624 | 0.4682 | 0.6624 | 0.8139 |
84
+ | No log | 0.6408 | 66 | 0.6425 | 0.4356 | 0.6425 | 0.8016 |
85
+ | No log | 0.6602 | 68 | 0.5796 | 0.4475 | 0.5796 | 0.7613 |
86
+ | No log | 0.6796 | 70 | 0.5635 | 0.4484 | 0.5635 | 0.7507 |
87
+ | No log | 0.6990 | 72 | 0.5222 | 0.4733 | 0.5222 | 0.7227 |
88
+ | No log | 0.7184 | 74 | 0.4830 | 0.4703 | 0.4830 | 0.6950 |
89
+ | No log | 0.7379 | 76 | 0.5148 | 0.4406 | 0.5148 | 0.7175 |
90
+ | No log | 0.7573 | 78 | 0.4489 | 0.4644 | 0.4489 | 0.6700 |
91
+ | No log | 0.7767 | 80 | 0.5993 | 0.4263 | 0.5993 | 0.7742 |
92
+ | No log | 0.7961 | 82 | 0.7923 | 0.2537 | 0.7923 | 0.8901 |
93
+ | No log | 0.8155 | 84 | 0.5845 | 0.3838 | 0.5845 | 0.7646 |
94
+ | No log | 0.8350 | 86 | 0.4368 | 0.4636 | 0.4368 | 0.6609 |
95
+ | No log | 0.8544 | 88 | 0.5442 | 0.3859 | 0.5442 | 0.7377 |
96
+ | No log | 0.8738 | 90 | 0.6605 | 0.3923 | 0.6605 | 0.8127 |
97
+ | No log | 0.8932 | 92 | 0.6395 | 0.4318 | 0.6395 | 0.7997 |
98
+ | No log | 0.9126 | 94 | 0.5377 | 0.4817 | 0.5377 | 0.7333 |
99
+ | No log | 0.9320 | 96 | 0.4842 | 0.5398 | 0.4842 | 0.6958 |
100
+ | No log | 0.9515 | 98 | 0.5684 | 0.5387 | 0.5684 | 0.7539 |
101
+ | No log | 0.9709 | 100 | 0.5324 | 0.5644 | 0.5324 | 0.7296 |
102
+ | No log | 0.9903 | 102 | 0.5399 | 0.4951 | 0.5399 | 0.7348 |
103
+ | No log | 1.0097 | 104 | 0.6307 | 0.4974 | 0.6307 | 0.7942 |
104
+ | No log | 1.0291 | 106 | 0.6565 | 0.4373 | 0.6565 | 0.8102 |
105
+ | No log | 1.0485 | 108 | 0.5517 | 0.4831 | 0.5517 | 0.7428 |
106
+ | No log | 1.0680 | 110 | 0.4504 | 0.4035 | 0.4504 | 0.6711 |
107
+ | No log | 1.0874 | 112 | 0.4415 | 0.4377 | 0.4415 | 0.6644 |
108
+ | No log | 1.1068 | 114 | 0.4695 | 0.4446 | 0.4695 | 0.6852 |
109
+ | No log | 1.1262 | 116 | 0.4827 | 0.4244 | 0.4827 | 0.6947 |
110
+ | No log | 1.1456 | 118 | 0.4449 | 0.4145 | 0.4449 | 0.6670 |
111
+ | No log | 1.1650 | 120 | 0.4735 | 0.3947 | 0.4735 | 0.6881 |
112
+ | No log | 1.1845 | 122 | 0.5339 | 0.3917 | 0.5339 | 0.7307 |
113
+ | No log | 1.2039 | 124 | 0.4708 | 0.4471 | 0.4708 | 0.6861 |
114
+ | No log | 1.2233 | 126 | 0.4258 | 0.4544 | 0.4258 | 0.6526 |
115
+ | No log | 1.2427 | 128 | 0.4233 | 0.4544 | 0.4233 | 0.6506 |
116
+ | No log | 1.2621 | 130 | 0.4216 | 0.4304 | 0.4216 | 0.6493 |
117
+ | No log | 1.2816 | 132 | 0.4189 | 0.4502 | 0.4189 | 0.6472 |
118
+ | No log | 1.3010 | 134 | 0.4417 | 0.5126 | 0.4417 | 0.6646 |
119
+ | No log | 1.3204 | 136 | 0.4611 | 0.5266 | 0.4611 | 0.6790 |
120
+ | No log | 1.3398 | 138 | 0.4548 | 0.5452 | 0.4548 | 0.6744 |
121
+ | No log | 1.3592 | 140 | 0.4779 | 0.5516 | 0.4779 | 0.6913 |
122
+ | No log | 1.3786 | 142 | 0.5195 | 0.5527 | 0.5195 | 0.7208 |
123
+ | No log | 1.3981 | 144 | 0.5299 | 0.5352 | 0.5299 | 0.7279 |
124
+ | No log | 1.4175 | 146 | 0.5759 | 0.4488 | 0.5759 | 0.7589 |
125
+ | No log | 1.4369 | 148 | 0.5633 | 0.3705 | 0.5633 | 0.7505 |
126
+ | No log | 1.4563 | 150 | 0.5511 | 0.3580 | 0.5511 | 0.7424 |
127
+ | No log | 1.4757 | 152 | 0.5030 | 0.3843 | 0.5030 | 0.7092 |
128
+ | No log | 1.4951 | 154 | 0.4557 | 0.4487 | 0.4557 | 0.6751 |
129
+ | No log | 1.5146 | 156 | 0.4829 | 0.4344 | 0.4829 | 0.6949 |
130
+ | No log | 1.5340 | 158 | 0.5795 | 0.4219 | 0.5795 | 0.7612 |
131
+ | No log | 1.5534 | 160 | 0.5534 | 0.4306 | 0.5534 | 0.7439 |
132
+ | No log | 1.5728 | 162 | 0.4541 | 0.4613 | 0.4541 | 0.6739 |
133
+ | No log | 1.5922 | 164 | 0.4699 | 0.4983 | 0.4699 | 0.6855 |
134
+ | No log | 1.6117 | 166 | 0.5822 | 0.4998 | 0.5822 | 0.7630 |
135
+ | No log | 1.6311 | 168 | 0.5889 | 0.4978 | 0.5889 | 0.7674 |
136
+ | No log | 1.6505 | 170 | 0.5166 | 0.4880 | 0.5166 | 0.7188 |
137
+ | No log | 1.6699 | 172 | 0.4681 | 0.5547 | 0.4681 | 0.6842 |
138
+ | No log | 1.6893 | 174 | 0.4701 | 0.5691 | 0.4701 | 0.6857 |
139
+ | No log | 1.7087 | 176 | 0.4727 | 0.5996 | 0.4727 | 0.6875 |
140
+ | No log | 1.7282 | 178 | 0.4695 | 0.6129 | 0.4695 | 0.6852 |
141
+ | No log | 1.7476 | 180 | 0.4766 | 0.6269 | 0.4766 | 0.6904 |
142
+ | No log | 1.7670 | 182 | 0.4926 | 0.6311 | 0.4926 | 0.7019 |
143
+ | No log | 1.7864 | 184 | 0.4927 | 0.5933 | 0.4927 | 0.7019 |
144
+ | No log | 1.8058 | 186 | 0.4529 | 0.5788 | 0.4529 | 0.6729 |
145
+ | No log | 1.8252 | 188 | 0.4714 | 0.5221 | 0.4714 | 0.6866 |
146
+ | No log | 1.8447 | 190 | 0.4640 | 0.5027 | 0.4640 | 0.6811 |
147
+ | No log | 1.8641 | 192 | 0.4228 | 0.5794 | 0.4228 | 0.6502 |
148
+ | No log | 1.8835 | 194 | 0.3998 | 0.6024 | 0.3998 | 0.6323 |
149
+ | No log | 1.9029 | 196 | 0.4182 | 0.6238 | 0.4182 | 0.6467 |
150
+ | No log | 1.9223 | 198 | 0.5687 | 0.5276 | 0.5687 | 0.7541 |
151
+ | No log | 1.9417 | 200 | 0.6902 | 0.4773 | 0.6902 | 0.8308 |
152
+ | No log | 1.9612 | 202 | 0.5733 | 0.5553 | 0.5733 | 0.7571 |
153
+ | No log | 1.9806 | 204 | 0.4762 | 0.5555 | 0.4762 | 0.6901 |
154
+ | No log | 2.0 | 206 | 0.5390 | 0.5424 | 0.5390 | 0.7342 |
155
+ | No log | 2.0194 | 208 | 0.5248 | 0.5261 | 0.5248 | 0.7244 |
156
+ | No log | 2.0388 | 210 | 0.5668 | 0.5210 | 0.5668 | 0.7528 |
157
+ | No log | 2.0583 | 212 | 0.7687 | 0.4990 | 0.7687 | 0.8767 |
158
+ | No log | 2.0777 | 214 | 0.7288 | 0.4595 | 0.7288 | 0.8537 |
159
+ | No log | 2.0971 | 216 | 0.6527 | 0.4608 | 0.6527 | 0.8079 |
160
+ | No log | 2.1165 | 218 | 0.5186 | 0.5399 | 0.5186 | 0.7201 |
161
+ | No log | 2.1359 | 220 | 0.4255 | 0.5966 | 0.4255 | 0.6523 |
162
+ | No log | 2.1553 | 222 | 0.4087 | 0.6089 | 0.4087 | 0.6393 |
163
+ | No log | 2.1748 | 224 | 0.4461 | 0.6179 | 0.4461 | 0.6679 |
164
+ | No log | 2.1942 | 226 | 0.5835 | 0.5564 | 0.5835 | 0.7639 |
165
+ | No log | 2.2136 | 228 | 0.6898 | 0.4969 | 0.6898 | 0.8305 |
166
+ | No log | 2.2330 | 230 | 0.6877 | 0.4894 | 0.6877 | 0.8293 |
167
+ | No log | 2.2524 | 232 | 0.6078 | 0.5091 | 0.6078 | 0.7796 |
168
+ | No log | 2.2718 | 234 | 0.4936 | 0.5814 | 0.4936 | 0.7026 |
169
+ | No log | 2.2913 | 236 | 0.4548 | 0.5376 | 0.4548 | 0.6744 |
170
+ | No log | 2.3107 | 238 | 0.4416 | 0.5239 | 0.4416 | 0.6645 |
171
+ | No log | 2.3301 | 240 | 0.4282 | 0.5340 | 0.4282 | 0.6544 |
172
+ | No log | 2.3495 | 242 | 0.4190 | 0.4673 | 0.4190 | 0.6473 |
173
+ | No log | 2.3689 | 244 | 0.4204 | 0.4541 | 0.4204 | 0.6484 |
174
+ | No log | 2.3883 | 246 | 0.4246 | 0.5027 | 0.4246 | 0.6516 |
175
+ | No log | 2.4078 | 248 | 0.4143 | 0.5087 | 0.4143 | 0.6436 |
176
+ | No log | 2.4272 | 250 | 0.4247 | 0.5340 | 0.4247 | 0.6517 |
177
+ | No log | 2.4466 | 252 | 0.4552 | 0.5646 | 0.4552 | 0.6747 |
178
+ | No log | 2.4660 | 254 | 0.4527 | 0.5948 | 0.4527 | 0.6729 |
179
+ | No log | 2.4854 | 256 | 0.4429 | 0.6024 | 0.4429 | 0.6655 |
180
+ | No log | 2.5049 | 258 | 0.4387 | 0.6136 | 0.4387 | 0.6623 |
181
+ | No log | 2.5243 | 260 | 0.4425 | 0.6447 | 0.4425 | 0.6652 |
182
+ | No log | 2.5437 | 262 | 0.4825 | 0.5962 | 0.4825 | 0.6947 |
183
+ | No log | 2.5631 | 264 | 0.5852 | 0.5013 | 0.5852 | 0.7650 |
184
+ | No log | 2.5825 | 266 | 0.5223 | 0.5628 | 0.5223 | 0.7227 |
185
+ | No log | 2.6019 | 268 | 0.3965 | 0.6302 | 0.3965 | 0.6297 |
186
+ | No log | 2.6214 | 270 | 0.4111 | 0.5781 | 0.4111 | 0.6412 |
187
+ | No log | 2.6408 | 272 | 0.4112 | 0.5732 | 0.4112 | 0.6413 |
188
+ | No log | 2.6602 | 274 | 0.3771 | 0.6417 | 0.3771 | 0.6140 |
189
+ | No log | 2.6796 | 276 | 0.4028 | 0.6486 | 0.4028 | 0.6347 |
190
+ | No log | 2.6990 | 278 | 0.5933 | 0.5340 | 0.5933 | 0.7703 |
191
+ | No log | 2.7184 | 280 | 0.7559 | 0.4450 | 0.7559 | 0.8694 |
192
+ | No log | 2.7379 | 282 | 0.7006 | 0.4967 | 0.7006 | 0.8370 |
193
+ | No log | 2.7573 | 284 | 0.5110 | 0.5955 | 0.5110 | 0.7148 |
194
+ | No log | 2.7767 | 286 | 0.4190 | 0.6374 | 0.4190 | 0.6473 |
195
+ | No log | 2.7961 | 288 | 0.4044 | 0.6259 | 0.4044 | 0.6359 |
196
+ | No log | 2.8155 | 290 | 0.4486 | 0.5948 | 0.4486 | 0.6698 |
197
+ | No log | 2.8350 | 292 | 0.5414 | 0.5650 | 0.5414 | 0.7358 |
198
+ | No log | 2.8544 | 294 | 0.4599 | 0.5687 | 0.4599 | 0.6782 |
199
+ | No log | 2.8738 | 296 | 0.4308 | 0.6025 | 0.4308 | 0.6564 |
200
+ | No log | 2.8932 | 298 | 0.4559 | 0.5677 | 0.4559 | 0.6752 |
201
+ | No log | 2.9126 | 300 | 0.5492 | 0.5489 | 0.5492 | 0.7411 |
202
+ | No log | 2.9320 | 302 | 0.6273 | 0.5186 | 0.6273 | 0.7920 |
203
+ | No log | 2.9515 | 304 | 0.5376 | 0.5318 | 0.5376 | 0.7332 |
204
+ | No log | 2.9709 | 306 | 0.4394 | 0.6143 | 0.4394 | 0.6629 |
205
+ | No log | 2.9903 | 308 | 0.3633 | 0.6584 | 0.3633 | 0.6027 |
206
+ | No log | 3.0097 | 310 | 0.3788 | 0.5885 | 0.3788 | 0.6155 |
207
+ | No log | 3.0291 | 312 | 0.3592 | 0.6769 | 0.3592 | 0.5993 |
208
+ | No log | 3.0485 | 314 | 0.4566 | 0.5812 | 0.4566 | 0.6757 |
209
+ | No log | 3.0680 | 316 | 0.5107 | 0.5589 | 0.5107 | 0.7146 |
210
+ | No log | 3.0874 | 318 | 0.5050 | 0.5785 | 0.5050 | 0.7107 |
211
+ | No log | 3.1068 | 320 | 0.5074 | 0.5996 | 0.5074 | 0.7123 |
212
+ | No log | 3.1262 | 322 | 0.5726 | 0.5631 | 0.5726 | 0.7567 |
213
+ | No log | 3.1456 | 324 | 0.5228 | 0.5996 | 0.5228 | 0.7230 |
214
+ | No log | 3.1650 | 326 | 0.4275 | 0.6489 | 0.4275 | 0.6538 |
215
+ | No log | 3.1845 | 328 | 0.3925 | 0.6606 | 0.3925 | 0.6265 |
216
+ | No log | 3.2039 | 330 | 0.3680 | 0.6838 | 0.3680 | 0.6066 |
217
+ | No log | 3.2233 | 332 | 0.4149 | 0.6445 | 0.4149 | 0.6441 |
218
+ | No log | 3.2427 | 334 | 0.4998 | 0.5977 | 0.4998 | 0.7069 |
219
+ | No log | 3.2621 | 336 | 0.4046 | 0.5966 | 0.4046 | 0.6361 |
220
+ | No log | 3.2816 | 338 | 0.3572 | 0.6171 | 0.3572 | 0.5976 |
221
+ | No log | 3.3010 | 340 | 0.3714 | 0.6205 | 0.3714 | 0.6094 |
222
+ | No log | 3.3204 | 342 | 0.5143 | 0.6163 | 0.5143 | 0.7172 |
223
+ | No log | 3.3398 | 344 | 0.5388 | 0.5720 | 0.5388 | 0.7341 |
224
+ | No log | 3.3592 | 346 | 0.4437 | 0.6046 | 0.4437 | 0.6661 |
225
+ | No log | 3.3786 | 348 | 0.4702 | 0.5931 | 0.4702 | 0.6857 |
226
+ | No log | 3.3981 | 350 | 0.4573 | 0.5786 | 0.4573 | 0.6763 |
227
+ | No log | 3.4175 | 352 | 0.4483 | 0.5747 | 0.4483 | 0.6696 |
228
+ | No log | 3.4369 | 354 | 0.5090 | 0.5780 | 0.5090 | 0.7134 |
229
+ | No log | 3.4563 | 356 | 0.4985 | 0.5616 | 0.4985 | 0.7061 |
230
+ | No log | 3.4757 | 358 | 0.4105 | 0.6051 | 0.4105 | 0.6407 |
231
+ | No log | 3.4951 | 360 | 0.3968 | 0.5844 | 0.3968 | 0.6299 |
232
+ | No log | 3.5146 | 362 | 0.4265 | 0.5898 | 0.4265 | 0.6531 |
233
+ | No log | 3.5340 | 364 | 0.5009 | 0.6021 | 0.5009 | 0.7077 |
234
+ | No log | 3.5534 | 366 | 0.7859 | 0.4999 | 0.7859 | 0.8865 |
235
+ | No log | 3.5728 | 368 | 0.8508 | 0.4872 | 0.8508 | 0.9224 |
236
+ | No log | 3.5922 | 370 | 0.5711 | 0.5940 | 0.5711 | 0.7557 |
237
+ | No log | 3.6117 | 372 | 0.4033 | 0.5951 | 0.4033 | 0.6351 |
238
+ | No log | 3.6311 | 374 | 0.4023 | 0.5909 | 0.4023 | 0.6342 |
239
+ | No log | 3.6505 | 376 | 0.4765 | 0.5705 | 0.4765 | 0.6903 |
240
+ | No log | 3.6699 | 378 | 0.6173 | 0.5719 | 0.6173 | 0.7857 |
241
+ | No log | 3.6893 | 380 | 0.5371 | 0.5849 | 0.5371 | 0.7329 |
242
+ | No log | 3.7087 | 382 | 0.4636 | 0.5987 | 0.4636 | 0.6809 |
243
+ | No log | 3.7282 | 384 | 0.4120 | 0.6049 | 0.4120 | 0.6418 |
244
+ | No log | 3.7476 | 386 | 0.4674 | 0.6382 | 0.4674 | 0.6837 |
245
+ | No log | 3.7670 | 388 | 0.6172 | 0.5680 | 0.6172 | 0.7857 |
246
+ | No log | 3.7864 | 390 | 0.5964 | 0.5681 | 0.5964 | 0.7723 |
247
+ | No log | 3.8058 | 392 | 0.4643 | 0.5847 | 0.4643 | 0.6814 |
248
+ | No log | 3.8252 | 394 | 0.3582 | 0.6287 | 0.3582 | 0.5985 |
249
+ | No log | 3.8447 | 396 | 0.3807 | 0.5864 | 0.3807 | 0.6170 |
250
+ | No log | 3.8641 | 398 | 0.3737 | 0.5708 | 0.3737 | 0.6113 |
251
+ | No log | 3.8835 | 400 | 0.3461 | 0.5974 | 0.3461 | 0.5883 |
252
+ | No log | 3.9029 | 402 | 0.3537 | 0.6106 | 0.3537 | 0.5947 |
253
+ | No log | 3.9223 | 404 | 0.3634 | 0.6529 | 0.3634 | 0.6028 |
254
+ | No log | 3.9417 | 406 | 0.4039 | 0.6377 | 0.4039 | 0.6355 |
255
+ | No log | 3.9612 | 408 | 0.5245 | 0.5645 | 0.5245 | 0.7242 |
256
+ | No log | 3.9806 | 410 | 0.7394 | 0.4731 | 0.7394 | 0.8599 |
257
+ | No log | 4.0 | 412 | 0.7637 | 0.4776 | 0.7637 | 0.8739 |
258
+ | No log | 4.0194 | 414 | 0.5148 | 0.5878 | 0.5148 | 0.7175 |
259
+ | No log | 4.0388 | 416 | 0.3557 | 0.6264 | 0.3557 | 0.5964 |
260
+ | No log | 4.0583 | 418 | 0.4001 | 0.5931 | 0.4001 | 0.6326 |
261
+ | No log | 4.0777 | 420 | 0.3765 | 0.6176 | 0.3765 | 0.6136 |
262
+ | No log | 4.0971 | 422 | 0.4768 | 0.6527 | 0.4768 | 0.6905 |
263
+ | No log | 4.1165 | 424 | 0.8213 | 0.4822 | 0.8213 | 0.9063 |
264
+ | No log | 4.1359 | 426 | 1.0266 | 0.3799 | 1.0266 | 1.0132 |
265
+ | No log | 4.1553 | 428 | 0.8241 | 0.4323 | 0.8241 | 0.9078 |
266
+ | No log | 4.1748 | 430 | 0.4827 | 0.6048 | 0.4827 | 0.6948 |
267
+ | No log | 4.1942 | 432 | 0.4044 | 0.5949 | 0.4044 | 0.6359 |
268
+ | No log | 4.2136 | 434 | 0.4516 | 0.5718 | 0.4516 | 0.6720 |
269
+ | No log | 4.2330 | 436 | 0.4913 | 0.5557 | 0.4913 | 0.7009 |
270
+ | No log | 4.2524 | 438 | 0.5896 | 0.5477 | 0.5896 | 0.7679 |
271
+ | No log | 4.2718 | 440 | 0.5218 | 0.5828 | 0.5218 | 0.7224 |
272
+ | No log | 4.2913 | 442 | 0.4744 | 0.5882 | 0.4744 | 0.6888 |
273
+ | No log | 4.3107 | 444 | 0.4711 | 0.6237 | 0.4711 | 0.6863 |
274
+ | No log | 4.3301 | 446 | 0.4556 | 0.6479 | 0.4556 | 0.6750 |
275
+ | No log | 4.3495 | 448 | 0.4701 | 0.6278 | 0.4701 | 0.6857 |
276
+ | No log | 4.3689 | 450 | 0.5758 | 0.5788 | 0.5758 | 0.7588 |
277
+ | No log | 4.3883 | 452 | 0.4709 | 0.6108 | 0.4709 | 0.6862 |
278
+ | No log | 4.4078 | 454 | 0.3403 | 0.6403 | 0.3403 | 0.5833 |
279
+ | No log | 4.4272 | 456 | 0.3528 | 0.6364 | 0.3528 | 0.5940 |
280
+ | No log | 4.4466 | 458 | 0.3448 | 0.6296 | 0.3448 | 0.5872 |
281
+ | No log | 4.4660 | 460 | 0.3895 | 0.6652 | 0.3895 | 0.6241 |
282
+ | No log | 4.4854 | 462 | 0.4183 | 0.6682 | 0.4183 | 0.6468 |
283
+ | No log | 4.5049 | 464 | 0.4130 | 0.6710 | 0.4130 | 0.6426 |
284
+ | No log | 4.5243 | 466 | 0.3865 | 0.6639 | 0.3865 | 0.6217 |
285
+ | No log | 4.5437 | 468 | 0.4159 | 0.6468 | 0.4159 | 0.6449 |
286
+ | No log | 4.5631 | 470 | 0.5454 | 0.6164 | 0.5454 | 0.7385 |
287
+ | No log | 4.5825 | 472 | 0.5509 | 0.6086 | 0.5509 | 0.7422 |
288
+ | No log | 4.6019 | 474 | 0.4547 | 0.6084 | 0.4547 | 0.6743 |
289
+ | No log | 4.6214 | 476 | 0.4032 | 0.6348 | 0.4032 | 0.6350 |
290
+ | No log | 4.6408 | 478 | 0.4548 | 0.6445 | 0.4548 | 0.6744 |
291
+ | No log | 4.6602 | 480 | 0.7758 | 0.4733 | 0.7758 | 0.8808 |
292
+ | No log | 4.6796 | 482 | 1.0850 | 0.4193 | 1.0850 | 1.0416 |
293
+ | No log | 4.6990 | 484 | 0.9325 | 0.4602 | 0.9325 | 0.9656 |
294
+ | No log | 4.7184 | 486 | 0.6373 | 0.5362 | 0.6373 | 0.7983 |
295
+ | No log | 4.7379 | 488 | 0.5168 | 0.5481 | 0.5168 | 0.7189 |
296
+ | No log | 4.7573 | 490 | 0.5178 | 0.5592 | 0.5178 | 0.7196 |
297
+ | No log | 4.7767 | 492 | 0.4968 | 0.5860 | 0.4968 | 0.7049 |
298
+ | No log | 4.7961 | 494 | 0.4556 | 0.5677 | 0.4556 | 0.6750 |
299
+ | No log | 4.8155 | 496 | 0.4081 | 0.5432 | 0.4081 | 0.6388 |
300
+ | No log | 4.8350 | 498 | 0.3837 | 0.5788 | 0.3837 | 0.6194 |
301
+ | 0.5115 | 4.8544 | 500 | 0.4003 | 0.5411 | 0.4003 | 0.6327 |
302
+ | 0.5115 | 4.8738 | 502 | 0.4631 | 0.5547 | 0.4631 | 0.6805 |
303
+ | 0.5115 | 4.8932 | 504 | 0.5334 | 0.5562 | 0.5334 | 0.7304 |
304
+ | 0.5115 | 4.9126 | 506 | 0.4393 | 0.5941 | 0.4393 | 0.6628 |
305
+ | 0.5115 | 4.9320 | 508 | 0.4199 | 0.6006 | 0.4199 | 0.6480 |
306
+ | 0.5115 | 4.9515 | 510 | 0.4419 | 0.5781 | 0.4419 | 0.6648 |
307
+ | 0.5115 | 4.9709 | 512 | 0.4546 | 0.5897 | 0.4546 | 0.6742 |
308
+ | 0.5115 | 4.9903 | 514 | 0.4827 | 0.5908 | 0.4827 | 0.6948 |
309
+ | 0.5115 | 5.0097 | 516 | 0.5936 | 0.5579 | 0.5936 | 0.7705 |
310
+ | 0.5115 | 5.0291 | 518 | 0.5390 | 0.5836 | 0.5390 | 0.7341 |
311
+ | 0.5115 | 5.0485 | 520 | 0.4528 | 0.6117 | 0.4528 | 0.6729 |
312
+ | 0.5115 | 5.0680 | 522 | 0.4601 | 0.6044 | 0.4601 | 0.6783 |
313
+ | 0.5115 | 5.0874 | 524 | 0.5758 | 0.5850 | 0.5758 | 0.7588 |
314
+ | 0.5115 | 5.1068 | 526 | 0.8183 | 0.5129 | 0.8183 | 0.9046 |
315
+ | 0.5115 | 5.1262 | 528 | 0.7526 | 0.5311 | 0.7526 | 0.8675 |
316
+ | 0.5115 | 5.1456 | 530 | 0.6069 | 0.5409 | 0.6069 | 0.7790 |
317
+ | 0.5115 | 5.1650 | 532 | 0.4692 | 0.5816 | 0.4692 | 0.6850 |
318
+ | 0.5115 | 5.1845 | 534 | 0.3892 | 0.5983 | 0.3892 | 0.6239 |
319
+ | 0.5115 | 5.2039 | 536 | 0.3769 | 0.6027 | 0.3769 | 0.6139 |
320
+ | 0.5115 | 5.2233 | 538 | 0.3577 | 0.6112 | 0.3577 | 0.5981 |
321
+ | 0.5115 | 5.2427 | 540 | 0.3518 | 0.5996 | 0.3518 | 0.5932 |
322
+ | 0.5115 | 5.2621 | 542 | 0.3824 | 0.6280 | 0.3824 | 0.6184 |
323
+ | 0.5115 | 5.2816 | 544 | 0.4423 | 0.6042 | 0.4423 | 0.6650 |
324
+ | 0.5115 | 5.3010 | 546 | 0.6329 | 0.5375 | 0.6329 | 0.7956 |
325
+ | 0.5115 | 5.3204 | 548 | 0.6813 | 0.5300 | 0.6813 | 0.8254 |
326
+ | 0.5115 | 5.3398 | 550 | 0.5191 | 0.6048 | 0.5191 | 0.7205 |
327
+ | 0.5115 | 5.3592 | 552 | 0.4380 | 0.6549 | 0.4380 | 0.6619 |
328
+ | 0.5115 | 5.3786 | 554 | 0.4084 | 0.6028 | 0.4084 | 0.6391 |
329
+ | 0.5115 | 5.3981 | 556 | 0.4115 | 0.5953 | 0.4115 | 0.6415 |
330
+ | 0.5115 | 5.4175 | 558 | 0.4102 | 0.5722 | 0.4102 | 0.6405 |
331
+ | 0.5115 | 5.4369 | 560 | 0.4030 | 0.5859 | 0.4030 | 0.6349 |
332
+ | 0.5115 | 5.4563 | 562 | 0.4039 | 0.6158 | 0.4039 | 0.6355 |
333
+ | 0.5115 | 5.4757 | 564 | 0.3768 | 0.5879 | 0.3768 | 0.6138 |
334
+ | 0.5115 | 5.4951 | 566 | 0.3704 | 0.5869 | 0.3704 | 0.6086 |
335
+ | 0.5115 | 5.5146 | 568 | 0.3912 | 0.6030 | 0.3912 | 0.6254 |
336
+ | 0.5115 | 5.5340 | 570 | 0.4386 | 0.5993 | 0.4386 | 0.6623 |
337
+ | 0.5115 | 5.5534 | 572 | 0.6797 | 0.5565 | 0.6797 | 0.8244 |
338
+ | 0.5115 | 5.5728 | 574 | 0.8181 | 0.4966 | 0.8181 | 0.9045 |
339
+ | 0.5115 | 5.5922 | 576 | 0.6598 | 0.5634 | 0.6598 | 0.8123 |
340
+ | 0.5115 | 5.6117 | 578 | 0.5045 | 0.6010 | 0.5045 | 0.7103 |
341
+ | 0.5115 | 5.6311 | 580 | 0.4974 | 0.6118 | 0.4974 | 0.7053 |
342
+ | 0.5115 | 5.6505 | 582 | 0.4594 | 0.5939 | 0.4594 | 0.6778 |
343
+ | 0.5115 | 5.6699 | 584 | 0.4586 | 0.6098 | 0.4586 | 0.6772 |
344
+ | 0.5115 | 5.6893 | 586 | 0.4911 | 0.5900 | 0.4911 | 0.7008 |
345
+ | 0.5115 | 5.7087 | 588 | 0.4495 | 0.6023 | 0.4495 | 0.6705 |
346
+ | 0.5115 | 5.7282 | 590 | 0.4326 | 0.5902 | 0.4326 | 0.6577 |
347
+ | 0.5115 | 5.7476 | 592 | 0.4621 | 0.6031 | 0.4621 | 0.6798 |
348
+ | 0.5115 | 5.7670 | 594 | 0.4257 | 0.5932 | 0.4257 | 0.6524 |
349
+ | 0.5115 | 5.7864 | 596 | 0.4372 | 0.6069 | 0.4372 | 0.6612 |
350
+ | 0.5115 | 5.8058 | 598 | 0.4923 | 0.6007 | 0.4923 | 0.7016 |
351
+ | 0.5115 | 5.8252 | 600 | 0.5862 | 0.5608 | 0.5862 | 0.7657 |
352
+ | 0.5115 | 5.8447 | 602 | 0.5380 | 0.5815 | 0.5380 | 0.7335 |
353
+ | 0.5115 | 5.8641 | 604 | 0.5454 | 0.5889 | 0.5454 | 0.7385 |
354
+ | 0.5115 | 5.8835 | 606 | 0.5202 | 0.5704 | 0.5202 | 0.7212 |
355
+ | 0.5115 | 5.9029 | 608 | 0.6002 | 0.5340 | 0.6002 | 0.7748 |
356
+ | 0.5115 | 5.9223 | 610 | 0.5468 | 0.5218 | 0.5468 | 0.7394 |
357
+ | 0.5115 | 5.9417 | 612 | 0.4974 | 0.5562 | 0.4974 | 0.7052 |
358
+ | 0.5115 | 5.9612 | 614 | 0.4656 | 0.5887 | 0.4656 | 0.6824 |
359
+ | 0.5115 | 5.9806 | 616 | 0.4518 | 0.5830 | 0.4518 | 0.6722 |
360
+ | 0.5115 | 6.0 | 618 | 0.5078 | 0.5462 | 0.5078 | 0.7126 |
361
+ | 0.5115 | 6.0194 | 620 | 0.7051 | 0.4803 | 0.7051 | 0.8397 |
362
+ | 0.5115 | 6.0388 | 622 | 0.8500 | 0.4461 | 0.8500 | 0.9219 |
363
+ | 0.5115 | 6.0583 | 624 | 0.7028 | 0.4794 | 0.7028 | 0.8383 |
364
+ | 0.5115 | 6.0777 | 626 | 0.4424 | 0.5955 | 0.4424 | 0.6651 |
365
+ | 0.5115 | 6.0971 | 628 | 0.3968 | 0.6322 | 0.3968 | 0.6299 |
366
+ | 0.5115 | 6.1165 | 630 | 0.4158 | 0.6399 | 0.4158 | 0.6448 |
367
+ | 0.5115 | 6.1359 | 632 | 0.5222 | 0.5664 | 0.5222 | 0.7226 |
368
+ | 0.5115 | 6.1553 | 634 | 0.5977 | 0.5331 | 0.5977 | 0.7731 |
369
+ | 0.5115 | 6.1748 | 636 | 0.6877 | 0.5358 | 0.6877 | 0.8293 |
370
+ | 0.5115 | 6.1942 | 638 | 0.6842 | 0.5488 | 0.6842 | 0.8272 |
371
+ | 0.5115 | 6.2136 | 640 | 0.4620 | 0.6035 | 0.4620 | 0.6797 |
372
+ | 0.5115 | 6.2330 | 642 | 0.4160 | 0.6091 | 0.4160 | 0.6450 |
373
+ | 0.5115 | 6.2524 | 644 | 0.4362 | 0.6065 | 0.4362 | 0.6604 |
374
+ | 0.5115 | 6.2718 | 646 | 0.4822 | 0.5687 | 0.4822 | 0.6944 |
375
+ | 0.5115 | 6.2913 | 648 | 0.4072 | 0.6017 | 0.4072 | 0.6381 |
376
+ | 0.5115 | 6.3107 | 650 | 0.4104 | 0.6098 | 0.4104 | 0.6406 |
377
+ | 0.5115 | 6.3301 | 652 | 0.5857 | 0.5764 | 0.5857 | 0.7653 |
378
+ | 0.5115 | 6.3495 | 654 | 0.7160 | 0.5367 | 0.7160 | 0.8462 |
379
+ | 0.5115 | 6.3689 | 656 | 0.6074 | 0.5868 | 0.6074 | 0.7794 |
380
+ | 0.5115 | 6.3883 | 658 | 0.4329 | 0.6050 | 0.4329 | 0.6580 |
381
+ | 0.5115 | 6.4078 | 660 | 0.4726 | 0.6113 | 0.4726 | 0.6875 |
382
+ | 0.5115 | 6.4272 | 662 | 0.4499 | 0.6033 | 0.4499 | 0.6707 |
383
+ | 0.5115 | 6.4466 | 664 | 0.6721 | 0.5916 | 0.6721 | 0.8198 |
384
+ | 0.5115 | 6.4660 | 666 | 0.8818 | 0.5245 | 0.8818 | 0.9390 |
385
+ | 0.5115 | 6.4854 | 668 | 0.7006 | 0.5345 | 0.7006 | 0.8370 |
386
+ | 0.5115 | 6.5049 | 670 | 0.4697 | 0.5731 | 0.4697 | 0.6854 |
387
+ | 0.5115 | 6.5243 | 672 | 0.4002 | 0.6006 | 0.4002 | 0.6326 |
388
+ | 0.5115 | 6.5437 | 674 | 0.3867 | 0.5812 | 0.3867 | 0.6219 |
389
+ | 0.5115 | 6.5631 | 676 | 0.4245 | 0.5810 | 0.4245 | 0.6515 |
390
+ | 0.5115 | 6.5825 | 678 | 0.5301 | 0.5259 | 0.5301 | 0.7281 |
391
+ | 0.5115 | 6.6019 | 680 | 0.5653 | 0.5411 | 0.5653 | 0.7519 |
392
+ | 0.5115 | 6.6214 | 682 | 0.5574 | 0.5525 | 0.5574 | 0.7466 |
393
+ | 0.5115 | 6.6408 | 684 | 0.5218 | 0.6181 | 0.5218 | 0.7223 |
394
+ | 0.5115 | 6.6602 | 686 | 0.4518 | 0.6182 | 0.4518 | 0.6722 |
395
+ | 0.5115 | 6.6796 | 688 | 0.4280 | 0.6049 | 0.4280 | 0.6542 |
396
+ | 0.5115 | 6.6990 | 690 | 0.4561 | 0.6126 | 0.4561 | 0.6753 |
397
+ | 0.5115 | 6.7184 | 692 | 0.5108 | 0.5749 | 0.5108 | 0.7147 |
398
+ | 0.5115 | 6.7379 | 694 | 0.5879 | 0.5449 | 0.5879 | 0.7668 |
399
+ | 0.5115 | 6.7573 | 696 | 0.5645 | 0.5712 | 0.5645 | 0.7513 |
400
+ | 0.5115 | 6.7767 | 698 | 0.4802 | 0.5805 | 0.4802 | 0.6929 |
401
+ | 0.5115 | 6.7961 | 700 | 0.4487 | 0.5912 | 0.4487 | 0.6698 |
402
+ | 0.5115 | 6.8155 | 702 | 0.5258 | 0.5588 | 0.5258 | 0.7251 |
403
+ | 0.5115 | 6.8350 | 704 | 0.5683 | 0.5430 | 0.5683 | 0.7538 |
404
+ | 0.5115 | 6.8544 | 706 | 0.6200 | 0.5307 | 0.6200 | 0.7874 |
405
+ | 0.5115 | 6.8738 | 708 | 0.5301 | 0.5674 | 0.5301 | 0.7281 |
406
+ | 0.5115 | 6.8932 | 710 | 0.5080 | 0.5739 | 0.5080 | 0.7127 |
407
+ | 0.5115 | 6.9126 | 712 | 0.6302 | 0.5381 | 0.6302 | 0.7938 |
408
+ | 0.5115 | 6.9320 | 714 | 0.8319 | 0.4641 | 0.8319 | 0.9121 |
409
+ | 0.5115 | 6.9515 | 716 | 0.7997 | 0.5038 | 0.7997 | 0.8942 |
410
+ | 0.5115 | 6.9709 | 718 | 0.6363 | 0.5528 | 0.6363 | 0.7977 |
411
+ | 0.5115 | 6.9903 | 720 | 0.4597 | 0.5751 | 0.4597 | 0.6780 |
412
+ | 0.5115 | 7.0097 | 722 | 0.4175 | 0.5898 | 0.4175 | 0.6462 |
413
+ | 0.5115 | 7.0291 | 724 | 0.3881 | 0.5875 | 0.3881 | 0.6230 |
414
+ | 0.5115 | 7.0485 | 726 | 0.4515 | 0.5573 | 0.4515 | 0.6719 |
415
+ | 0.5115 | 7.0680 | 728 | 0.6428 | 0.5068 | 0.6428 | 0.8017 |
416
+ | 0.5115 | 7.0874 | 730 | 0.7617 | 0.4573 | 0.7617 | 0.8728 |
417
+ | 0.5115 | 7.1068 | 732 | 0.6540 | 0.5211 | 0.6540 | 0.8087 |
418
+ | 0.5115 | 7.1262 | 734 | 0.4518 | 0.6067 | 0.4518 | 0.6722 |
419
+ | 0.5115 | 7.1456 | 736 | 0.3955 | 0.6130 | 0.3955 | 0.6289 |
420
+ | 0.5115 | 7.1650 | 738 | 0.4533 | 0.5802 | 0.4533 | 0.6733 |
421
+ | 0.5115 | 7.1845 | 740 | 0.4130 | 0.5971 | 0.4130 | 0.6427 |
422
+ | 0.5115 | 7.2039 | 742 | 0.4467 | 0.6374 | 0.4467 | 0.6683 |
423
+ | 0.5115 | 7.2233 | 744 | 0.7139 | 0.5326 | 0.7139 | 0.8449 |
424
+ | 0.5115 | 7.2427 | 746 | 0.7641 | 0.5197 | 0.7641 | 0.8741 |
425
+ | 0.5115 | 7.2621 | 748 | 0.5809 | 0.5412 | 0.5809 | 0.7622 |
426
+ | 0.5115 | 7.2816 | 750 | 0.4169 | 0.6034 | 0.4169 | 0.6457 |
427
+ | 0.5115 | 7.3010 | 752 | 0.3838 | 0.6060 | 0.3838 | 0.6195 |
428
+ | 0.5115 | 7.3204 | 754 | 0.3949 | 0.6031 | 0.3949 | 0.6284 |
429
+ | 0.5115 | 7.3398 | 756 | 0.4564 | 0.5873 | 0.4564 | 0.6756 |
430
+ | 0.5115 | 7.3592 | 758 | 0.5781 | 0.5401 | 0.5781 | 0.7603 |
431
+ | 0.5115 | 7.3786 | 760 | 0.6824 | 0.5250 | 0.6824 | 0.8260 |
432
+ | 0.5115 | 7.3981 | 762 | 0.6771 | 0.5441 | 0.6771 | 0.8228 |
433
+ | 0.5115 | 7.4175 | 764 | 0.6242 | 0.5422 | 0.6242 | 0.7901 |
434
+ | 0.5115 | 7.4369 | 766 | 0.5950 | 0.5614 | 0.5950 | 0.7713 |
435
+ | 0.5115 | 7.4563 | 768 | 0.7170 | 0.5343 | 0.7170 | 0.8468 |
436
+ | 0.5115 | 7.4757 | 770 | 0.7155 | 0.5264 | 0.7155 | 0.8459 |
437
+ | 0.5115 | 7.4951 | 772 | 0.5187 | 0.5629 | 0.5187 | 0.7202 |
438
+ | 0.5115 | 7.5146 | 774 | 0.4451 | 0.6031 | 0.4451 | 0.6672 |
439
+ | 0.5115 | 7.5340 | 776 | 0.5265 | 0.5791 | 0.5265 | 0.7256 |
440
+ | 0.5115 | 7.5534 | 778 | 0.7094 | 0.5307 | 0.7094 | 0.8422 |
441
+ | 0.5115 | 7.5728 | 780 | 0.7516 | 0.5327 | 0.7516 | 0.8669 |
442
+ | 0.5115 | 7.5922 | 782 | 0.5858 | 0.5950 | 0.5858 | 0.7654 |
443
+ | 0.5115 | 7.6117 | 784 | 0.5069 | 0.6252 | 0.5069 | 0.7119 |
444
+ | 0.5115 | 7.6311 | 786 | 0.4917 | 0.6172 | 0.4917 | 0.7012 |
445
+ | 0.5115 | 7.6505 | 788 | 0.5081 | 0.6144 | 0.5081 | 0.7128 |
446
+ | 0.5115 | 7.6699 | 790 | 0.5747 | 0.5543 | 0.5747 | 0.7581 |
447
+ | 0.5115 | 7.6893 | 792 | 0.5962 | 0.5543 | 0.5962 | 0.7722 |
448
+ | 0.5115 | 7.7087 | 794 | 0.4627 | 0.5564 | 0.4627 | 0.6802 |
449
+ | 0.5115 | 7.7282 | 796 | 0.4119 | 0.5825 | 0.4119 | 0.6418 |
450
+ | 0.5115 | 7.7476 | 798 | 0.4256 | 0.6115 | 0.4256 | 0.6524 |
451
+ | 0.5115 | 7.7670 | 800 | 0.5148 | 0.5394 | 0.5148 | 0.7175 |
452
+ | 0.5115 | 7.7864 | 802 | 0.6319 | 0.5487 | 0.6319 | 0.7949 |
453
+ | 0.5115 | 7.8058 | 804 | 0.6129 | 0.5569 | 0.6129 | 0.7829 |
454
+ | 0.5115 | 7.8252 | 806 | 0.4796 | 0.5658 | 0.4796 | 0.6926 |
455
+ | 0.5115 | 7.8447 | 808 | 0.4071 | 0.5971 | 0.4071 | 0.6380 |
456
+ | 0.5115 | 7.8641 | 810 | 0.3858 | 0.6174 | 0.3858 | 0.6211 |
457
+ | 0.5115 | 7.8835 | 812 | 0.3806 | 0.5956 | 0.3806 | 0.6169 |
458
+ | 0.5115 | 7.9029 | 814 | 0.4711 | 0.5800 | 0.4711 | 0.6864 |
459
+ | 0.5115 | 7.9223 | 816 | 0.6355 | 0.5401 | 0.6355 | 0.7972 |
460
+ | 0.5115 | 7.9417 | 818 | 0.5802 | 0.5516 | 0.5802 | 0.7617 |
461
+ | 0.5115 | 7.9612 | 820 | 0.4144 | 0.6048 | 0.4144 | 0.6438 |
462
+ | 0.5115 | 7.9806 | 822 | 0.3665 | 0.5710 | 0.3665 | 0.6054 |
463
+ | 0.5115 | 8.0 | 824 | 0.3786 | 0.5673 | 0.3786 | 0.6153 |
464
+ | 0.5115 | 8.0194 | 826 | 0.3847 | 0.6057 | 0.3847 | 0.6202 |
465
+ | 0.5115 | 8.0388 | 828 | 0.5141 | 0.6002 | 0.5141 | 0.7170 |
466
+ | 0.5115 | 8.0583 | 830 | 0.6442 | 0.5315 | 0.6442 | 0.8026 |
467
+ | 0.5115 | 8.0777 | 832 | 0.5767 | 0.5775 | 0.5767 | 0.7594 |
468
+ | 0.5115 | 8.0971 | 834 | 0.4958 | 0.5887 | 0.4958 | 0.7041 |
469
+ | 0.5115 | 8.1165 | 836 | 0.4533 | 0.5910 | 0.4533 | 0.6733 |
470
+ | 0.5115 | 8.1359 | 838 | 0.4458 | 0.5926 | 0.4458 | 0.6677 |
471
+ | 0.5115 | 8.1553 | 840 | 0.4356 | 0.5980 | 0.4356 | 0.6600 |
472
+ | 0.5115 | 8.1748 | 842 | 0.4462 | 0.6027 | 0.4462 | 0.6680 |
473
+ | 0.5115 | 8.1942 | 844 | 0.4503 | 0.6036 | 0.4503 | 0.6710 |
474
+ | 0.5115 | 8.2136 | 846 | 0.5397 | 0.5827 | 0.5397 | 0.7347 |
475
+ | 0.5115 | 8.2330 | 848 | 0.5493 | 0.5960 | 0.5493 | 0.7411 |
476
+ | 0.5115 | 8.2524 | 850 | 0.5815 | 0.6061 | 0.5815 | 0.7626 |
477
+ | 0.5115 | 8.2718 | 852 | 0.5227 | 0.6193 | 0.5227 | 0.7230 |
478
+ | 0.5115 | 8.2913 | 854 | 0.4501 | 0.6391 | 0.4501 | 0.6709 |
479
+ | 0.5115 | 8.3107 | 856 | 0.4211 | 0.6465 | 0.4211 | 0.6489 |
480
+ | 0.5115 | 8.3301 | 858 | 0.4675 | 0.6118 | 0.4675 | 0.6837 |
481
+ | 0.5115 | 8.3495 | 860 | 0.4833 | 0.6175 | 0.4833 | 0.6952 |
482
+ | 0.5115 | 8.3689 | 862 | 0.5115 | 0.6019 | 0.5115 | 0.7152 |
483
+ | 0.5115 | 8.3883 | 864 | 0.5260 | 0.6033 | 0.5260 | 0.7253 |
484
+ | 0.5115 | 8.4078 | 866 | 0.4626 | 0.6024 | 0.4626 | 0.6801 |
485
+ | 0.5115 | 8.4272 | 868 | 0.4350 | 0.6284 | 0.4350 | 0.6595 |
486
+ | 0.5115 | 8.4466 | 870 | 0.4250 | 0.6261 | 0.4250 | 0.6519 |
487
+ | 0.5115 | 8.4660 | 872 | 0.4474 | 0.6357 | 0.4474 | 0.6689 |
488
+ | 0.5115 | 8.4854 | 874 | 0.5195 | 0.6008 | 0.5195 | 0.7207 |
489
+ | 0.5115 | 8.5049 | 876 | 0.6338 | 0.5765 | 0.6338 | 0.7961 |
490
+ | 0.5115 | 8.5243 | 878 | 0.6414 | 0.5746 | 0.6414 | 0.8009 |
491
+ | 0.5115 | 8.5437 | 880 | 0.5934 | 0.5707 | 0.5934 | 0.7703 |
492
+ | 0.5115 | 8.5631 | 882 | 0.4409 | 0.6284 | 0.4409 | 0.6640 |
493
+ | 0.5115 | 8.5825 | 884 | 0.3916 | 0.6215 | 0.3916 | 0.6258 |
494
+ | 0.5115 | 8.6019 | 886 | 0.3781 | 0.6147 | 0.3781 | 0.6149 |
495
+ | 0.5115 | 8.6214 | 888 | 0.3912 | 0.6236 | 0.3912 | 0.6254 |
496
+ | 0.5115 | 8.6408 | 890 | 0.4362 | 0.6060 | 0.4362 | 0.6604 |
497
+ | 0.5115 | 8.6602 | 892 | 0.4493 | 0.6221 | 0.4493 | 0.6703 |
498
+ | 0.5115 | 8.6796 | 894 | 0.4555 | 0.6340 | 0.4555 | 0.6749 |
499
+ | 0.5115 | 8.6990 | 896 | 0.5226 | 0.5966 | 0.5226 | 0.7229 |
500
+ | 0.5115 | 8.7184 | 898 | 0.5779 | 0.5908 | 0.5779 | 0.7602 |
501
+ | 0.5115 | 8.7379 | 900 | 0.4910 | 0.5981 | 0.4910 | 0.7007 |
502
+ | 0.5115 | 8.7573 | 902 | 0.4269 | 0.6051 | 0.4269 | 0.6534 |
503
+ | 0.5115 | 8.7767 | 904 | 0.3918 | 0.6389 | 0.3918 | 0.6260 |
504
+ | 0.5115 | 8.7961 | 906 | 0.4173 | 0.6045 | 0.4173 | 0.6460 |
505
+ | 0.5115 | 8.8155 | 908 | 0.4273 | 0.6010 | 0.4273 | 0.6537 |
506
+ | 0.5115 | 8.8350 | 910 | 0.4057 | 0.6073 | 0.4057 | 0.6370 |
507
+ | 0.5115 | 8.8544 | 912 | 0.4221 | 0.6024 | 0.4221 | 0.6497 |
508
+ | 0.5115 | 8.8738 | 914 | 0.5375 | 0.5989 | 0.5375 | 0.7331 |
509
+ | 0.5115 | 8.8932 | 916 | 0.6362 | 0.5737 | 0.6362 | 0.7977 |
510
+ | 0.5115 | 8.9126 | 918 | 0.5755 | 0.5680 | 0.5755 | 0.7586 |
511
+ | 0.5115 | 8.9320 | 920 | 0.4662 | 0.5976 | 0.4662 | 0.6828 |
512
+ | 0.5115 | 8.9515 | 922 | 0.3862 | 0.6376 | 0.3862 | 0.6214 |
513
+ | 0.5115 | 8.9709 | 924 | 0.3815 | 0.6523 | 0.3815 | 0.6176 |
514
+ | 0.5115 | 8.9903 | 926 | 0.4325 | 0.6038 | 0.4325 | 0.6577 |
515
+ | 0.5115 | 9.0097 | 928 | 0.5323 | 0.5784 | 0.5323 | 0.7296 |
516
+ | 0.5115 | 9.0291 | 930 | 0.4747 | 0.5887 | 0.4747 | 0.6890 |
517
+ | 0.5115 | 9.0485 | 932 | 0.4233 | 0.6189 | 0.4233 | 0.6506 |
518
+ | 0.5115 | 9.0680 | 934 | 0.4508 | 0.5958 | 0.4508 | 0.6714 |
519
+ | 0.5115 | 9.0874 | 936 | 0.4938 | 0.5467 | 0.4938 | 0.7027 |
520
+ | 0.5115 | 9.1068 | 938 | 0.4847 | 0.5684 | 0.4847 | 0.6962 |
521
+ | 0.5115 | 9.1262 | 940 | 0.4079 | 0.6190 | 0.4079 | 0.6386 |
522
+ | 0.5115 | 9.1456 | 942 | 0.4070 | 0.6182 | 0.4070 | 0.6380 |
523
+ | 0.5115 | 9.1650 | 944 | 0.4287 | 0.6039 | 0.4287 | 0.6548 |
524
+ | 0.5115 | 9.1845 | 946 | 0.4662 | 0.5834 | 0.4662 | 0.6828 |
525
+ | 0.5115 | 9.2039 | 948 | 0.5917 | 0.5709 | 0.5917 | 0.7692 |
526
+ | 0.5115 | 9.2233 | 950 | 0.7178 | 0.5396 | 0.7178 | 0.8472 |
527
+ | 0.5115 | 9.2427 | 952 | 0.6353 | 0.5617 | 0.6353 | 0.7971 |
528
+ | 0.5115 | 9.2621 | 954 | 0.4831 | 0.5943 | 0.4831 | 0.6951 |
529
+ | 0.5115 | 9.2816 | 956 | 0.4358 | 0.6462 | 0.4358 | 0.6602 |
530
+ | 0.5115 | 9.3010 | 958 | 0.4717 | 0.6051 | 0.4717 | 0.6868 |
531
+ | 0.5115 | 9.3204 | 960 | 0.6717 | 0.5446 | 0.6717 | 0.8196 |
532
+ | 0.5115 | 9.3398 | 962 | 0.7363 | 0.5461 | 0.7363 | 0.8581 |
533
+ | 0.5115 | 9.3592 | 964 | 0.5930 | 0.5742 | 0.5930 | 0.7700 |
534
+ | 0.5115 | 9.3786 | 966 | 0.5085 | 0.5978 | 0.5085 | 0.7131 |
535
+ | 0.5115 | 9.3981 | 968 | 0.4655 | 0.5997 | 0.4655 | 0.6823 |
536
+ | 0.5115 | 9.4175 | 970 | 0.4671 | 0.6027 | 0.4671 | 0.6834 |
537
+ | 0.5115 | 9.4369 | 972 | 0.5405 | 0.5845 | 0.5405 | 0.7352 |
538
+ | 0.5115 | 9.4563 | 974 | 0.7365 | 0.5227 | 0.7365 | 0.8582 |
539
+ | 0.5115 | 9.4757 | 976 | 0.7642 | 0.4968 | 0.7642 | 0.8742 |
540
+ | 0.5115 | 9.4951 | 978 | 0.5685 | 0.5620 | 0.5685 | 0.7540 |
541
+ | 0.5115 | 9.5146 | 980 | 0.4129 | 0.5680 | 0.4129 | 0.6426 |
542
+ | 0.5115 | 9.5340 | 982 | 0.3722 | 0.5934 | 0.3722 | 0.6101 |
543
+ | 0.5115 | 9.5534 | 984 | 0.3690 | 0.5830 | 0.3690 | 0.6075 |
544
+ | 0.5115 | 9.5728 | 986 | 0.3668 | 0.5963 | 0.3668 | 0.6057 |
545
+ | 0.5115 | 9.5922 | 988 | 0.4072 | 0.6333 | 0.4072 | 0.6381 |
546
+ | 0.5115 | 9.6117 | 990 | 0.4844 | 0.6001 | 0.4844 | 0.6960 |
547
+ | 0.5115 | 9.6311 | 992 | 0.6604 | 0.5384 | 0.6604 | 0.8126 |
548
+ | 0.5115 | 9.6505 | 994 | 0.7224 | 0.5337 | 0.7224 | 0.8499 |
549
+ | 0.5115 | 9.6699 | 996 | 0.5814 | 0.5683 | 0.5814 | 0.7625 |
550
+ | 0.5115 | 9.6893 | 998 | 0.4250 | 0.6550 | 0.4250 | 0.6519 |
551
+ | 0.1452 | 9.7087 | 1000 | 0.4010 | 0.6439 | 0.4010 | 0.6332 |
552
+ | 0.1452 | 9.7282 | 1002 | 0.3884 | 0.6523 | 0.3884 | 0.6232 |
553
+ | 0.1452 | 9.7476 | 1004 | 0.4133 | 0.6308 | 0.4133 | 0.6429 |
554
+ | 0.1452 | 9.7670 | 1006 | 0.5016 | 0.5671 | 0.5016 | 0.7083 |
555
+ | 0.1452 | 9.7864 | 1008 | 0.4483 | 0.5856 | 0.4483 | 0.6695 |
556
+ | 0.1452 | 9.8058 | 1010 | 0.3669 | 0.6118 | 0.3669 | 0.6057 |
557
+ | 0.1452 | 9.8252 | 1012 | 0.3504 | 0.6282 | 0.3504 | 0.5919 |
558
 
559
 
560
  ### Framework versions