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ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k5_task7_organization

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@@ -4,21 +4,21 @@ base_model: aubmindlab/bert-base-arabertv02
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  tags:
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  - generated_from_trainer
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  model-index:
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- - name: ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k4_task7_organization
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  results: []
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  ---
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  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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  should probably proofread and complete it, then remove this comment. -->
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- # ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k4_task7_organization
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  This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.5042
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- - Qwk: 0.5127
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- - Mse: 0.5042
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- - Rmse: 0.7100
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  ## Model description
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@@ -49,288 +49,514 @@ 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 | 0.0952 | 2 | 2.5716 | -0.0924 | 2.5716 | 1.6036 |
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- | No log | 0.1905 | 4 | 1.3078 | 0.0126 | 1.3078 | 1.1436 |
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- | No log | 0.2857 | 6 | 0.8720 | 0.0049 | 0.8720 | 0.9338 |
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- | No log | 0.3810 | 8 | 0.7715 | 0.1598 | 0.7715 | 0.8784 |
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- | No log | 0.4762 | 10 | 0.7834 | 0.2615 | 0.7834 | 0.8851 |
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- | No log | 0.5714 | 12 | 0.7443 | 0.3496 | 0.7443 | 0.8628 |
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- | No log | 0.6667 | 14 | 0.7335 | 0.3931 | 0.7335 | 0.8564 |
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- | No log | 0.7619 | 16 | 0.6228 | 0.4337 | 0.6228 | 0.7892 |
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- | No log | 0.8571 | 18 | 0.7012 | 0.3231 | 0.7012 | 0.8374 |
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- | No log | 0.9524 | 20 | 0.7022 | 0.3425 | 0.7022 | 0.8380 |
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- | No log | 1.0476 | 22 | 0.6858 | 0.3090 | 0.6858 | 0.8281 |
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- | No log | 1.1429 | 24 | 1.0982 | 0.2537 | 1.0982 | 1.0479 |
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- | No log | 1.2381 | 26 | 1.5111 | 0.0192 | 1.5111 | 1.2293 |
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- | No log | 1.3333 | 28 | 1.4778 | 0.0192 | 1.4778 | 1.2157 |
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- | No log | 1.4286 | 30 | 1.0551 | 0.2081 | 1.0551 | 1.0272 |
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- | No log | 1.5238 | 32 | 0.6741 | 0.1267 | 0.6741 | 0.8211 |
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- | No log | 1.6190 | 34 | 0.8681 | 0.3294 | 0.8681 | 0.9317 |
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- | No log | 1.7143 | 36 | 0.9941 | 0.2504 | 0.9941 | 0.9970 |
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- | No log | 1.8095 | 38 | 0.8308 | 0.3675 | 0.8308 | 0.9115 |
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- | No log | 1.9048 | 40 | 0.6658 | 0.3238 | 0.6658 | 0.8160 |
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- | No log | 2.0 | 42 | 0.6182 | 0.2345 | 0.6182 | 0.7863 |
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- | No log | 2.0952 | 44 | 0.6467 | 0.2808 | 0.6467 | 0.8042 |
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- | No log | 2.1905 | 46 | 0.6911 | 0.3573 | 0.6911 | 0.8313 |
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- | No log | 2.2857 | 48 | 0.6219 | 0.3829 | 0.6219 | 0.7886 |
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- | No log | 2.3810 | 50 | 0.5983 | 0.3961 | 0.5983 | 0.7735 |
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- | No log | 2.4762 | 52 | 0.6648 | 0.4587 | 0.6648 | 0.8154 |
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- | No log | 2.5714 | 54 | 0.6471 | 0.4321 | 0.6471 | 0.8044 |
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- | No log | 2.6667 | 56 | 0.6014 | 0.5160 | 0.6014 | 0.7755 |
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- | No log | 2.7619 | 58 | 0.7219 | 0.4725 | 0.7219 | 0.8497 |
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- | No log | 2.8571 | 60 | 0.9442 | 0.3003 | 0.9442 | 0.9717 |
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- | No log | 2.9524 | 62 | 0.8868 | 0.3492 | 0.8868 | 0.9417 |
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- | No log | 3.0476 | 64 | 0.8250 | 0.4921 | 0.8250 | 0.9083 |
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- | No log | 3.1429 | 66 | 0.6430 | 0.4842 | 0.6430 | 0.8018 |
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- | No log | 3.2381 | 68 | 0.5643 | 0.4044 | 0.5643 | 0.7512 |
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- | No log | 3.3333 | 70 | 0.5511 | 0.3964 | 0.5511 | 0.7423 |
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- | No log | 3.4286 | 72 | 0.5842 | 0.3664 | 0.5842 | 0.7643 |
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- | No log | 3.5238 | 74 | 0.5620 | 0.4061 | 0.5620 | 0.7497 |
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- | No log | 3.6190 | 76 | 0.5441 | 0.3781 | 0.5441 | 0.7377 |
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- | No log | 3.7143 | 78 | 0.6402 | 0.4745 | 0.6402 | 0.8001 |
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- | No log | 3.8095 | 80 | 0.7814 | 0.5124 | 0.7814 | 0.8839 |
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- | No log | 3.9048 | 82 | 0.6720 | 0.5163 | 0.6720 | 0.8197 |
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- | No log | 4.0 | 84 | 0.5542 | 0.4757 | 0.5542 | 0.7445 |
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- | No log | 4.0952 | 86 | 0.7521 | 0.4977 | 0.7521 | 0.8672 |
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- | No log | 4.1905 | 88 | 0.9968 | 0.3649 | 0.9968 | 0.9984 |
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- | No log | 4.2857 | 90 | 0.9485 | 0.3753 | 0.9485 | 0.9739 |
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- | No log | 4.3810 | 92 | 0.7211 | 0.5034 | 0.7211 | 0.8491 |
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- | No log | 4.4762 | 94 | 0.5916 | 0.3645 | 0.5916 | 0.7692 |
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- | No log | 4.5714 | 96 | 0.6767 | 0.4212 | 0.6767 | 0.8226 |
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- | No log | 4.6667 | 98 | 0.7367 | 0.4350 | 0.7367 | 0.8583 |
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- | No log | 4.7619 | 100 | 0.7320 | 0.4315 | 0.7320 | 0.8556 |
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- | No log | 4.8571 | 102 | 0.6052 | 0.4196 | 0.6052 | 0.7779 |
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- | No log | 4.9524 | 104 | 0.6081 | 0.5184 | 0.6081 | 0.7798 |
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- | No log | 5.0476 | 106 | 0.6085 | 0.4841 | 0.6085 | 0.7801 |
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- | No log | 5.1429 | 108 | 0.6052 | 0.4248 | 0.6052 | 0.7779 |
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- | No log | 5.2381 | 110 | 0.6350 | 0.4642 | 0.6350 | 0.7969 |
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- | No log | 5.3333 | 112 | 0.5957 | 0.4314 | 0.5957 | 0.7718 |
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- | No log | 5.4286 | 114 | 0.6142 | 0.4595 | 0.6142 | 0.7837 |
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- | No log | 5.5238 | 116 | 0.6754 | 0.4230 | 0.6754 | 0.8218 |
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- | No log | 5.6190 | 118 | 0.6363 | 0.4119 | 0.6363 | 0.7977 |
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- | No log | 5.7143 | 120 | 0.6054 | 0.4535 | 0.6054 | 0.7781 |
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- | No log | 5.8095 | 122 | 0.6135 | 0.4079 | 0.6135 | 0.7833 |
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- | No log | 5.9048 | 124 | 0.7069 | 0.4580 | 0.7069 | 0.8408 |
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- | No log | 6.0 | 126 | 0.7071 | 0.4670 | 0.7071 | 0.8409 |
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- | No log | 6.0952 | 128 | 0.7275 | 0.4946 | 0.7275 | 0.8529 |
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- | No log | 6.1905 | 130 | 0.7315 | 0.4768 | 0.7315 | 0.8553 |
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- | No log | 6.2857 | 132 | 0.6413 | 0.4866 | 0.6413 | 0.8008 |
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- | No log | 6.3810 | 134 | 0.5938 | 0.5304 | 0.5938 | 0.7706 |
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- | No log | 6.4762 | 136 | 0.7270 | 0.4597 | 0.7270 | 0.8526 |
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- | No log | 6.5714 | 138 | 0.6875 | 0.4243 | 0.6875 | 0.8291 |
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- | No log | 6.6667 | 140 | 0.5619 | 0.4856 | 0.5619 | 0.7496 |
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- | No log | 6.7619 | 142 | 0.6493 | 0.5030 | 0.6493 | 0.8058 |
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- | No log | 6.8571 | 144 | 0.7070 | 0.4602 | 0.7070 | 0.8408 |
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- | No log | 6.9524 | 146 | 0.6072 | 0.5607 | 0.6072 | 0.7793 |
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- | No log | 7.0476 | 148 | 0.5540 | 0.5405 | 0.5540 | 0.7443 |
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- | No log | 7.1429 | 150 | 0.5696 | 0.5003 | 0.5696 | 0.7547 |
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- | No log | 7.2381 | 152 | 0.5720 | 0.5396 | 0.5720 | 0.7563 |
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- | No log | 7.3333 | 154 | 0.5988 | 0.4581 | 0.5988 | 0.7738 |
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- | No log | 7.4286 | 156 | 0.5920 | 0.4789 | 0.5920 | 0.7694 |
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- | No log | 7.5238 | 158 | 0.5936 | 0.5647 | 0.5936 | 0.7704 |
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- | No log | 7.6190 | 160 | 0.5901 | 0.5252 | 0.5901 | 0.7682 |
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- | No log | 7.7143 | 162 | 0.6190 | 0.4388 | 0.6190 | 0.7868 |
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- | No log | 7.8095 | 164 | 0.7150 | 0.5018 | 0.7150 | 0.8456 |
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- | No log | 7.9048 | 166 | 0.6776 | 0.5122 | 0.6776 | 0.8232 |
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- | No log | 8.0 | 168 | 0.5948 | 0.4757 | 0.5948 | 0.7712 |
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- | No log | 8.0952 | 170 | 0.6567 | 0.5131 | 0.6567 | 0.8104 |
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- | No log | 8.1905 | 172 | 0.7030 | 0.4723 | 0.7030 | 0.8384 |
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- | No log | 8.2857 | 174 | 0.6341 | 0.4534 | 0.6341 | 0.7963 |
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- | No log | 8.3810 | 176 | 0.5954 | 0.4536 | 0.5954 | 0.7716 |
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- | No log | 8.4762 | 178 | 0.6246 | 0.4441 | 0.6246 | 0.7903 |
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- | No log | 8.5714 | 180 | 0.6124 | 0.4555 | 0.6124 | 0.7826 |
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- | No log | 8.6667 | 182 | 0.6175 | 0.4422 | 0.6175 | 0.7858 |
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- | No log | 8.7619 | 184 | 0.6474 | 0.4997 | 0.6474 | 0.8046 |
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- | No log | 8.8571 | 186 | 0.6924 | 0.4843 | 0.6924 | 0.8321 |
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- | No log | 8.9524 | 188 | 0.6626 | 0.5129 | 0.6626 | 0.8140 |
146
- | No log | 9.0476 | 190 | 0.6576 | 0.5205 | 0.6576 | 0.8109 |
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- | No log | 9.1429 | 192 | 0.6885 | 0.4898 | 0.6885 | 0.8298 |
148
- | No log | 9.2381 | 194 | 0.6415 | 0.5524 | 0.6415 | 0.8009 |
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- | No log | 9.3333 | 196 | 0.5877 | 0.5008 | 0.5877 | 0.7666 |
150
- | No log | 9.4286 | 198 | 0.5786 | 0.4789 | 0.5786 | 0.7607 |
151
- | No log | 9.5238 | 200 | 0.5867 | 0.5578 | 0.5867 | 0.7660 |
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- | No log | 9.6190 | 202 | 0.6701 | 0.5028 | 0.6701 | 0.8186 |
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- | No log | 9.7143 | 204 | 0.7201 | 0.4859 | 0.7201 | 0.8486 |
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- | No log | 9.8095 | 206 | 0.6538 | 0.4957 | 0.6538 | 0.8086 |
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- | No log | 9.9048 | 208 | 0.5934 | 0.5334 | 0.5934 | 0.7703 |
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- | No log | 10.0 | 210 | 0.6292 | 0.5403 | 0.6292 | 0.7932 |
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- | No log | 10.0952 | 212 | 0.6222 | 0.4997 | 0.6222 | 0.7888 |
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- | No log | 10.1905 | 214 | 0.5789 | 0.4937 | 0.5789 | 0.7609 |
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- | No log | 10.2857 | 216 | 0.5945 | 0.4315 | 0.5945 | 0.7710 |
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- | No log | 10.3810 | 218 | 0.6243 | 0.4918 | 0.6243 | 0.7902 |
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- | No log | 10.4762 | 220 | 0.5969 | 0.4422 | 0.5969 | 0.7726 |
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- | No log | 10.5714 | 222 | 0.5965 | 0.5444 | 0.5965 | 0.7723 |
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- | No log | 10.6667 | 224 | 0.6072 | 0.5173 | 0.6072 | 0.7793 |
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- | No log | 10.7619 | 226 | 0.6009 | 0.4562 | 0.6009 | 0.7752 |
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- | No log | 10.8571 | 228 | 0.6785 | 0.5236 | 0.6785 | 0.8237 |
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- | No log | 10.9524 | 230 | 0.7619 | 0.4890 | 0.7619 | 0.8729 |
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- | No log | 11.0476 | 232 | 0.6968 | 0.4898 | 0.6968 | 0.8348 |
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- | No log | 11.1429 | 234 | 0.6169 | 0.4675 | 0.6169 | 0.7854 |
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- | No log | 11.2381 | 236 | 0.6108 | 0.4454 | 0.6108 | 0.7816 |
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- | No log | 11.3333 | 238 | 0.6164 | 0.4692 | 0.6164 | 0.7851 |
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- | No log | 11.4286 | 240 | 0.6059 | 0.4618 | 0.6059 | 0.7784 |
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- | No log | 11.5238 | 242 | 0.5887 | 0.5021 | 0.5887 | 0.7673 |
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- | No log | 11.6190 | 244 | 0.6069 | 0.4576 | 0.6069 | 0.7790 |
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- | No log | 11.7143 | 246 | 0.5851 | 0.4535 | 0.5851 | 0.7649 |
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- | No log | 11.8095 | 248 | 0.5575 | 0.5039 | 0.5575 | 0.7466 |
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- | No log | 11.9048 | 250 | 0.5514 | 0.5368 | 0.5514 | 0.7425 |
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- | No log | 12.0 | 252 | 0.5399 | 0.5868 | 0.5399 | 0.7347 |
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- | No log | 12.0952 | 254 | 0.5528 | 0.4935 | 0.5528 | 0.7435 |
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- | No log | 12.1905 | 256 | 0.5969 | 0.5106 | 0.5969 | 0.7726 |
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- | No log | 12.2857 | 258 | 0.5498 | 0.5368 | 0.5498 | 0.7415 |
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- | No log | 12.3810 | 260 | 0.5024 | 0.5538 | 0.5024 | 0.7088 |
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- | No log | 12.4762 | 262 | 0.5089 | 0.5723 | 0.5089 | 0.7134 |
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- | No log | 12.5714 | 264 | 0.5013 | 0.6334 | 0.5013 | 0.7080 |
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- | No log | 12.6667 | 266 | 0.5036 | 0.5046 | 0.5036 | 0.7096 |
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- | No log | 12.7619 | 268 | 0.6607 | 0.4961 | 0.6607 | 0.8129 |
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- | No log | 12.8571 | 270 | 0.7840 | 0.4977 | 0.7840 | 0.8855 |
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- | No log | 12.9524 | 272 | 0.7330 | 0.4977 | 0.7330 | 0.8562 |
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- | No log | 13.0476 | 274 | 0.5908 | 0.4909 | 0.5908 | 0.7687 |
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- | No log | 13.1429 | 276 | 0.5261 | 0.5768 | 0.5261 | 0.7253 |
190
- | No log | 13.2381 | 278 | 0.5723 | 0.5744 | 0.5723 | 0.7565 |
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- | No log | 13.3333 | 280 | 0.5711 | 0.5712 | 0.5711 | 0.7557 |
192
- | No log | 13.4286 | 282 | 0.5399 | 0.4914 | 0.5399 | 0.7348 |
193
- | No log | 13.5238 | 284 | 0.5523 | 0.4838 | 0.5523 | 0.7432 |
194
- | No log | 13.6190 | 286 | 0.5919 | 0.4977 | 0.5919 | 0.7694 |
195
- | No log | 13.7143 | 288 | 0.5829 | 0.4632 | 0.5829 | 0.7635 |
196
- | No log | 13.8095 | 290 | 0.5532 | 0.4384 | 0.5532 | 0.7438 |
197
- | No log | 13.9048 | 292 | 0.5616 | 0.4681 | 0.5616 | 0.7494 |
198
- | No log | 14.0 | 294 | 0.5864 | 0.6137 | 0.5864 | 0.7657 |
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- | No log | 14.0952 | 296 | 0.5832 | 0.6137 | 0.5832 | 0.7637 |
200
- | No log | 14.1905 | 298 | 0.5590 | 0.4222 | 0.5590 | 0.7477 |
201
- | No log | 14.2857 | 300 | 0.5833 | 0.4556 | 0.5833 | 0.7637 |
202
- | No log | 14.3810 | 302 | 0.6268 | 0.4807 | 0.6268 | 0.7917 |
203
- | No log | 14.4762 | 304 | 0.6101 | 0.4499 | 0.6101 | 0.7811 |
204
- | No log | 14.5714 | 306 | 0.5850 | 0.3716 | 0.5850 | 0.7648 |
205
- | No log | 14.6667 | 308 | 0.5727 | 0.4114 | 0.5727 | 0.7567 |
206
- | No log | 14.7619 | 310 | 0.5929 | 0.4555 | 0.5929 | 0.7700 |
207
- | No log | 14.8571 | 312 | 0.6050 | 0.5388 | 0.6050 | 0.7778 |
208
- | No log | 14.9524 | 314 | 0.5972 | 0.5845 | 0.5972 | 0.7728 |
209
- | No log | 15.0476 | 316 | 0.5859 | 0.4758 | 0.5859 | 0.7655 |
210
- | No log | 15.1429 | 318 | 0.5626 | 0.4402 | 0.5626 | 0.7501 |
211
- | No log | 15.2381 | 320 | 0.5557 | 0.4595 | 0.5557 | 0.7454 |
212
- | No log | 15.3333 | 322 | 0.5503 | 0.4495 | 0.5503 | 0.7418 |
213
- | No log | 15.4286 | 324 | 0.5779 | 0.5991 | 0.5779 | 0.7602 |
214
- | No log | 15.5238 | 326 | 0.5678 | 0.6092 | 0.5678 | 0.7535 |
215
- | No log | 15.6190 | 328 | 0.5426 | 0.6441 | 0.5426 | 0.7366 |
216
- | No log | 15.7143 | 330 | 0.5062 | 0.6121 | 0.5062 | 0.7114 |
217
- | No log | 15.8095 | 332 | 0.5417 | 0.5152 | 0.5417 | 0.7360 |
218
- | No log | 15.9048 | 334 | 0.5720 | 0.5513 | 0.5720 | 0.7563 |
219
- | No log | 16.0 | 336 | 0.5604 | 0.4935 | 0.5604 | 0.7486 |
220
- | No log | 16.0952 | 338 | 0.5363 | 0.5061 | 0.5363 | 0.7323 |
221
- | No log | 16.1905 | 340 | 0.5332 | 0.4386 | 0.5332 | 0.7302 |
222
- | No log | 16.2857 | 342 | 0.5432 | 0.4240 | 0.5432 | 0.7370 |
223
- | No log | 16.3810 | 344 | 0.5465 | 0.4782 | 0.5465 | 0.7392 |
224
- | No log | 16.4762 | 346 | 0.5954 | 0.5230 | 0.5954 | 0.7716 |
225
- | No log | 16.5714 | 348 | 0.6444 | 0.5048 | 0.6444 | 0.8028 |
226
- | No log | 16.6667 | 350 | 0.5911 | 0.5384 | 0.5911 | 0.7688 |
227
- | No log | 16.7619 | 352 | 0.5641 | 0.5217 | 0.5641 | 0.7510 |
228
- | No log | 16.8571 | 354 | 0.5443 | 0.4901 | 0.5443 | 0.7378 |
229
- | No log | 16.9524 | 356 | 0.5419 | 0.4544 | 0.5419 | 0.7361 |
230
- | No log | 17.0476 | 358 | 0.5541 | 0.5167 | 0.5541 | 0.7444 |
231
- | No log | 17.1429 | 360 | 0.5779 | 0.4393 | 0.5779 | 0.7602 |
232
- | No log | 17.2381 | 362 | 0.6032 | 0.4997 | 0.6032 | 0.7766 |
233
- | No log | 17.3333 | 364 | 0.6024 | 0.5497 | 0.6024 | 0.7761 |
234
- | No log | 17.4286 | 366 | 0.5656 | 0.5223 | 0.5656 | 0.7521 |
235
- | No log | 17.5238 | 368 | 0.5365 | 0.4438 | 0.5365 | 0.7325 |
236
- | No log | 17.6190 | 370 | 0.5509 | 0.4832 | 0.5509 | 0.7422 |
237
- | No log | 17.7143 | 372 | 0.5612 | 0.4789 | 0.5612 | 0.7492 |
238
- | No log | 17.8095 | 374 | 0.5450 | 0.5390 | 0.5450 | 0.7383 |
239
- | No log | 17.9048 | 376 | 0.5432 | 0.4697 | 0.5432 | 0.7370 |
240
- | No log | 18.0 | 378 | 0.5436 | 0.4776 | 0.5436 | 0.7373 |
241
- | No log | 18.0952 | 380 | 0.5532 | 0.5399 | 0.5532 | 0.7438 |
242
- | No log | 18.1905 | 382 | 0.5557 | 0.5399 | 0.5557 | 0.7455 |
243
- | No log | 18.2857 | 384 | 0.5436 | 0.4776 | 0.5436 | 0.7373 |
244
- | No log | 18.3810 | 386 | 0.5786 | 0.3713 | 0.5786 | 0.7606 |
245
- | No log | 18.4762 | 388 | 0.6263 | 0.4393 | 0.6263 | 0.7914 |
246
- | No log | 18.5714 | 390 | 0.6247 | 0.4484 | 0.6247 | 0.7904 |
247
- | No log | 18.6667 | 392 | 0.5915 | 0.4951 | 0.5915 | 0.7691 |
248
- | No log | 18.7619 | 394 | 0.5959 | 0.4951 | 0.5959 | 0.7719 |
249
- | No log | 18.8571 | 396 | 0.5710 | 0.5397 | 0.5710 | 0.7556 |
250
- | No log | 18.9524 | 398 | 0.5624 | 0.5195 | 0.5624 | 0.7499 |
251
- | No log | 19.0476 | 400 | 0.5511 | 0.5238 | 0.5511 | 0.7423 |
252
- | No log | 19.1429 | 402 | 0.5427 | 0.4149 | 0.5427 | 0.7367 |
253
- | No log | 19.2381 | 404 | 0.5411 | 0.3786 | 0.5411 | 0.7356 |
254
- | No log | 19.3333 | 406 | 0.5409 | 0.3834 | 0.5409 | 0.7355 |
255
- | No log | 19.4286 | 408 | 0.5438 | 0.4561 | 0.5438 | 0.7374 |
256
- | No log | 19.5238 | 410 | 0.5392 | 0.3863 | 0.5392 | 0.7343 |
257
- | No log | 19.6190 | 412 | 0.5409 | 0.4402 | 0.5409 | 0.7355 |
258
- | No log | 19.7143 | 414 | 0.5597 | 0.4067 | 0.5597 | 0.7481 |
259
- | No log | 19.8095 | 416 | 0.5715 | 0.3788 | 0.5715 | 0.7560 |
260
- | No log | 19.9048 | 418 | 0.5667 | 0.3813 | 0.5667 | 0.7528 |
261
- | No log | 20.0 | 420 | 0.5549 | 0.3813 | 0.5549 | 0.7449 |
262
- | No log | 20.0952 | 422 | 0.5381 | 0.4701 | 0.5381 | 0.7335 |
263
- | No log | 20.1905 | 424 | 0.5338 | 0.5075 | 0.5338 | 0.7306 |
264
- | No log | 20.2857 | 426 | 0.5325 | 0.5301 | 0.5325 | 0.7297 |
265
- | No log | 20.3810 | 428 | 0.5286 | 0.5614 | 0.5286 | 0.7270 |
266
- | No log | 20.4762 | 430 | 0.5249 | 0.5301 | 0.5249 | 0.7245 |
267
- | No log | 20.5714 | 432 | 0.5238 | 0.5317 | 0.5238 | 0.7238 |
268
- | No log | 20.6667 | 434 | 0.5310 | 0.4918 | 0.5310 | 0.7287 |
269
- | No log | 20.7619 | 436 | 0.5250 | 0.5317 | 0.5250 | 0.7246 |
270
- | No log | 20.8571 | 438 | 0.5235 | 0.4901 | 0.5235 | 0.7236 |
271
- | No log | 20.9524 | 440 | 0.5322 | 0.5120 | 0.5322 | 0.7295 |
272
- | No log | 21.0476 | 442 | 0.5284 | 0.4901 | 0.5284 | 0.7269 |
273
- | No log | 21.1429 | 444 | 0.5298 | 0.5913 | 0.5298 | 0.7279 |
274
- | No log | 21.2381 | 446 | 0.5365 | 0.6009 | 0.5365 | 0.7324 |
275
- | No log | 21.3333 | 448 | 0.5300 | 0.5426 | 0.5300 | 0.7280 |
276
- | No log | 21.4286 | 450 | 0.5311 | 0.5256 | 0.5311 | 0.7287 |
277
- | No log | 21.5238 | 452 | 0.5296 | 0.5271 | 0.5296 | 0.7277 |
278
- | No log | 21.6190 | 454 | 0.5254 | 0.5221 | 0.5254 | 0.7248 |
279
- | No log | 21.7143 | 456 | 0.5317 | 0.5044 | 0.5317 | 0.7292 |
280
- | No log | 21.8095 | 458 | 0.5322 | 0.5044 | 0.5322 | 0.7295 |
281
- | No log | 21.9048 | 460 | 0.5193 | 0.5617 | 0.5193 | 0.7206 |
282
- | No log | 22.0 | 462 | 0.5198 | 0.6125 | 0.5198 | 0.7210 |
283
- | No log | 22.0952 | 464 | 0.5175 | 0.6125 | 0.5175 | 0.7194 |
284
- | No log | 22.1905 | 466 | 0.5152 | 0.5617 | 0.5152 | 0.7178 |
285
- | No log | 22.2857 | 468 | 0.5170 | 0.5875 | 0.5170 | 0.7190 |
286
- | No log | 22.3810 | 470 | 0.5201 | 0.6198 | 0.5201 | 0.7212 |
287
- | No log | 22.4762 | 472 | 0.5176 | 0.6210 | 0.5176 | 0.7194 |
288
- | No log | 22.5714 | 474 | 0.5186 | 0.6365 | 0.5186 | 0.7201 |
289
- | No log | 22.6667 | 476 | 0.5136 | 0.5768 | 0.5136 | 0.7166 |
290
- | No log | 22.7619 | 478 | 0.5374 | 0.4756 | 0.5374 | 0.7331 |
291
- | No log | 22.8571 | 480 | 0.5562 | 0.5083 | 0.5562 | 0.7458 |
292
- | No log | 22.9524 | 482 | 0.5363 | 0.5189 | 0.5363 | 0.7323 |
293
- | No log | 23.0476 | 484 | 0.5327 | 0.5065 | 0.5327 | 0.7298 |
294
- | No log | 23.1429 | 486 | 0.5787 | 0.3985 | 0.5787 | 0.7607 |
295
- | No log | 23.2381 | 488 | 0.6367 | 0.4606 | 0.6367 | 0.7979 |
296
- | No log | 23.3333 | 490 | 0.6267 | 0.4522 | 0.6267 | 0.7917 |
297
- | No log | 23.4286 | 492 | 0.5649 | 0.3976 | 0.5649 | 0.7516 |
298
- | No log | 23.5238 | 494 | 0.5360 | 0.4136 | 0.5360 | 0.7321 |
299
- | No log | 23.6190 | 496 | 0.5349 | 0.5324 | 0.5349 | 0.7314 |
300
- | No log | 23.7143 | 498 | 0.5397 | 0.5046 | 0.5397 | 0.7346 |
301
- | 0.2975 | 23.8095 | 500 | 0.5378 | 0.5422 | 0.5378 | 0.7333 |
302
- | 0.2975 | 23.9048 | 502 | 0.5288 | 0.4923 | 0.5288 | 0.7272 |
303
- | 0.2975 | 24.0 | 504 | 0.5387 | 0.4984 | 0.5387 | 0.7339 |
304
- | 0.2975 | 24.0952 | 506 | 0.5717 | 0.5237 | 0.5717 | 0.7561 |
305
- | 0.2975 | 24.1905 | 508 | 0.5603 | 0.4618 | 0.5603 | 0.7485 |
306
- | 0.2975 | 24.2857 | 510 | 0.5382 | 0.5656 | 0.5382 | 0.7336 |
307
- | 0.2975 | 24.3810 | 512 | 0.5428 | 0.5127 | 0.5428 | 0.7368 |
308
- | 0.2975 | 24.4762 | 514 | 0.5422 | 0.5127 | 0.5422 | 0.7364 |
309
- | 0.2975 | 24.5714 | 516 | 0.5389 | 0.5178 | 0.5389 | 0.7341 |
310
- | 0.2975 | 24.6667 | 518 | 0.5361 | 0.5269 | 0.5361 | 0.7322 |
311
- | 0.2975 | 24.7619 | 520 | 0.5326 | 0.5476 | 0.5326 | 0.7298 |
312
- | 0.2975 | 24.8571 | 522 | 0.5264 | 0.5753 | 0.5264 | 0.7255 |
313
- | 0.2975 | 24.9524 | 524 | 0.5397 | 0.5483 | 0.5397 | 0.7346 |
314
- | 0.2975 | 25.0476 | 526 | 0.5321 | 0.5335 | 0.5321 | 0.7294 |
315
- | 0.2975 | 25.1429 | 528 | 0.5183 | 0.5649 | 0.5183 | 0.7199 |
316
- | 0.2975 | 25.2381 | 530 | 0.5170 | 0.5915 | 0.5170 | 0.7190 |
317
- | 0.2975 | 25.3333 | 532 | 0.5163 | 0.5476 | 0.5163 | 0.7185 |
318
- | 0.2975 | 25.4286 | 534 | 0.5415 | 0.6104 | 0.5415 | 0.7358 |
319
- | 0.2975 | 25.5238 | 536 | 0.5539 | 0.6282 | 0.5539 | 0.7443 |
320
- | 0.2975 | 25.6190 | 538 | 0.5352 | 0.5865 | 0.5352 | 0.7315 |
321
- | 0.2975 | 25.7143 | 540 | 0.5170 | 0.5634 | 0.5170 | 0.7190 |
322
- | 0.2975 | 25.8095 | 542 | 0.5249 | 0.5352 | 0.5249 | 0.7245 |
323
- | 0.2975 | 25.9048 | 544 | 0.5398 | 0.5657 | 0.5398 | 0.7347 |
324
- | 0.2975 | 26.0 | 546 | 0.5544 | 0.5315 | 0.5544 | 0.7446 |
325
- | 0.2975 | 26.0952 | 548 | 0.5392 | 0.5657 | 0.5392 | 0.7343 |
326
- | 0.2975 | 26.1905 | 550 | 0.5328 | 0.5300 | 0.5328 | 0.7299 |
327
- | 0.2975 | 26.2857 | 552 | 0.5412 | 0.5455 | 0.5412 | 0.7357 |
328
- | 0.2975 | 26.3810 | 554 | 0.5367 | 0.5455 | 0.5367 | 0.7326 |
329
- | 0.2975 | 26.4762 | 556 | 0.5184 | 0.5065 | 0.5184 | 0.7200 |
330
- | 0.2975 | 26.5714 | 558 | 0.4991 | 0.4782 | 0.4991 | 0.7065 |
331
- | 0.2975 | 26.6667 | 560 | 0.4977 | 0.4829 | 0.4977 | 0.7055 |
332
- | 0.2975 | 26.7619 | 562 | 0.4980 | 0.5009 | 0.4980 | 0.7057 |
333
- | 0.2975 | 26.8571 | 564 | 0.5042 | 0.5127 | 0.5042 | 0.7100 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
334
 
335
 
336
  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k5_task7_organization
8
  results: []
9
  ---
10
 
11
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
12
  should probably proofread and complete it, then remove this comment. -->
13
 
14
+ # ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run2_AugV5_k5_task7_organization
15
 
16
  This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
17
  It achieves the following results on the evaluation set:
18
+ - Loss: 0.6590
19
+ - Qwk: 0.3983
20
+ - Mse: 0.6590
21
+ - Rmse: 0.8118
22
 
23
  ## Model description
24
 
 
49
 
50
  | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
  |:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
52
+ | No log | 0.0741 | 2 | 2.4916 | -0.0449 | 2.4916 | 1.5785 |
53
+ | No log | 0.1481 | 4 | 1.2429 | 0.1573 | 1.2429 | 1.1149 |
54
+ | No log | 0.2222 | 6 | 1.2260 | -0.2161 | 1.2260 | 1.1072 |
55
+ | No log | 0.2963 | 8 | 1.0660 | 0.0391 | 1.0660 | 1.0325 |
56
+ | No log | 0.3704 | 10 | 0.8674 | 0.1461 | 0.8674 | 0.9313 |
57
+ | No log | 0.4444 | 12 | 0.7284 | 0.0966 | 0.7284 | 0.8535 |
58
+ | No log | 0.5185 | 14 | 0.6636 | 0.1232 | 0.6636 | 0.8146 |
59
+ | No log | 0.5926 | 16 | 0.7194 | 0.3398 | 0.7194 | 0.8482 |
60
+ | No log | 0.6667 | 18 | 0.6831 | 0.2992 | 0.6831 | 0.8265 |
61
+ | No log | 0.7407 | 20 | 0.6810 | 0.1977 | 0.6810 | 0.8252 |
62
+ | No log | 0.8148 | 22 | 0.8860 | 0.2559 | 0.8860 | 0.9413 |
63
+ | No log | 0.8889 | 24 | 0.8826 | 0.2483 | 0.8826 | 0.9395 |
64
+ | No log | 0.9630 | 26 | 0.8252 | 0.3192 | 0.8252 | 0.9084 |
65
+ | No log | 1.0370 | 28 | 0.7508 | 0.3129 | 0.7508 | 0.8665 |
66
+ | No log | 1.1111 | 30 | 1.0794 | 0.3247 | 1.0794 | 1.0389 |
67
+ | No log | 1.1852 | 32 | 1.1372 | 0.2439 | 1.1372 | 1.0664 |
68
+ | No log | 1.2593 | 34 | 0.8097 | 0.3347 | 0.8097 | 0.8998 |
69
+ | No log | 1.3333 | 36 | 0.6375 | 0.4068 | 0.6375 | 0.7984 |
70
+ | No log | 1.4074 | 38 | 0.6609 | 0.3746 | 0.6609 | 0.8130 |
71
+ | No log | 1.4815 | 40 | 0.6825 | 0.3444 | 0.6825 | 0.8262 |
72
+ | No log | 1.5556 | 42 | 0.7320 | 0.3444 | 0.7320 | 0.8556 |
73
+ | No log | 1.6296 | 44 | 0.6058 | 0.3187 | 0.6058 | 0.7784 |
74
+ | No log | 1.7037 | 46 | 0.5771 | 0.2851 | 0.5771 | 0.7597 |
75
+ | No log | 1.7778 | 48 | 0.5454 | 0.2382 | 0.5454 | 0.7385 |
76
+ | No log | 1.8519 | 50 | 0.6477 | 0.2841 | 0.6477 | 0.8048 |
77
+ | No log | 1.9259 | 52 | 0.8872 | 0.4183 | 0.8872 | 0.9419 |
78
+ | No log | 2.0 | 54 | 0.9943 | 0.3024 | 0.9943 | 0.9972 |
79
+ | No log | 2.0741 | 56 | 0.8855 | 0.3719 | 0.8855 | 0.9410 |
80
+ | No log | 2.1481 | 58 | 0.6784 | 0.4280 | 0.6784 | 0.8237 |
81
+ | No log | 2.2222 | 60 | 0.7382 | 0.4380 | 0.7382 | 0.8592 |
82
+ | No log | 2.2963 | 62 | 0.8435 | 0.3699 | 0.8435 | 0.9184 |
83
+ | No log | 2.3704 | 64 | 1.0186 | 0.2679 | 1.0186 | 1.0093 |
84
+ | No log | 2.4444 | 66 | 0.9177 | 0.3728 | 0.9177 | 0.9580 |
85
+ | No log | 2.5185 | 68 | 0.7640 | 0.4580 | 0.7640 | 0.8740 |
86
+ | No log | 2.5926 | 70 | 0.8399 | 0.4633 | 0.8399 | 0.9165 |
87
+ | No log | 2.6667 | 72 | 0.9404 | 0.4167 | 0.9404 | 0.9697 |
88
+ | No log | 2.7407 | 74 | 0.9171 | 0.4444 | 0.9171 | 0.9576 |
89
+ | No log | 2.8148 | 76 | 0.9977 | 0.2481 | 0.9977 | 0.9988 |
90
+ | No log | 2.8889 | 78 | 0.9396 | 0.3584 | 0.9396 | 0.9694 |
91
+ | No log | 2.9630 | 80 | 0.7285 | 0.4783 | 0.7285 | 0.8535 |
92
+ | No log | 3.0370 | 82 | 0.6742 | 0.4653 | 0.6742 | 0.8211 |
93
+ | No log | 3.1111 | 84 | 0.5981 | 0.3558 | 0.5981 | 0.7733 |
94
+ | No log | 3.1852 | 86 | 0.5951 | 0.3558 | 0.5951 | 0.7714 |
95
+ | No log | 3.2593 | 88 | 0.6203 | 0.4452 | 0.6203 | 0.7876 |
96
+ | No log | 3.3333 | 90 | 0.6888 | 0.4652 | 0.6888 | 0.8299 |
97
+ | No log | 3.4074 | 92 | 0.6174 | 0.4528 | 0.6174 | 0.7857 |
98
+ | No log | 3.4815 | 94 | 0.6385 | 0.4652 | 0.6385 | 0.7990 |
99
+ | No log | 3.5556 | 96 | 0.8403 | 0.4133 | 0.8403 | 0.9167 |
100
+ | No log | 3.6296 | 98 | 0.8226 | 0.3678 | 0.8226 | 0.9070 |
101
+ | No log | 3.7037 | 100 | 0.6218 | 0.4652 | 0.6218 | 0.7885 |
102
+ | No log | 3.7778 | 102 | 0.5425 | 0.4161 | 0.5425 | 0.7366 |
103
+ | No log | 3.8519 | 104 | 0.5520 | 0.4314 | 0.5520 | 0.7430 |
104
+ | No log | 3.9259 | 106 | 0.5603 | 0.4407 | 0.5603 | 0.7485 |
105
+ | No log | 4.0 | 108 | 0.6997 | 0.4375 | 0.6997 | 0.8365 |
106
+ | No log | 4.0741 | 110 | 0.7323 | 0.4170 | 0.7323 | 0.8557 |
107
+ | No log | 4.1481 | 112 | 0.6234 | 0.4931 | 0.6234 | 0.7895 |
108
+ | No log | 4.2222 | 114 | 0.5631 | 0.4634 | 0.5631 | 0.7504 |
109
+ | No log | 4.2963 | 116 | 0.5702 | 0.5571 | 0.5702 | 0.7551 |
110
+ | No log | 4.3704 | 118 | 0.8079 | 0.3786 | 0.8079 | 0.8989 |
111
+ | No log | 4.4444 | 120 | 1.0866 | 0.2481 | 1.0866 | 1.0424 |
112
+ | No log | 4.5185 | 122 | 1.0540 | 0.2723 | 1.0540 | 1.0267 |
113
+ | No log | 4.5926 | 124 | 0.7796 | 0.4297 | 0.7796 | 0.8830 |
114
+ | No log | 4.6667 | 126 | 0.6068 | 0.4800 | 0.6068 | 0.7790 |
115
+ | No log | 4.7407 | 128 | 0.6661 | 0.4442 | 0.6661 | 0.8162 |
116
+ | No log | 4.8148 | 130 | 0.7943 | 0.3988 | 0.7943 | 0.8912 |
117
+ | No log | 4.8889 | 132 | 0.7808 | 0.4494 | 0.7808 | 0.8836 |
118
+ | No log | 4.9630 | 134 | 0.7695 | 0.4444 | 0.7695 | 0.8772 |
119
+ | No log | 5.0370 | 136 | 0.7917 | 0.4142 | 0.7917 | 0.8898 |
120
+ | No log | 5.1111 | 138 | 0.7162 | 0.4150 | 0.7162 | 0.8463 |
121
+ | No log | 5.1852 | 140 | 0.5800 | 0.5868 | 0.5800 | 0.7616 |
122
+ | No log | 5.2593 | 142 | 0.5561 | 0.5398 | 0.5561 | 0.7457 |
123
+ | No log | 5.3333 | 144 | 0.5833 | 0.5578 | 0.5833 | 0.7637 |
124
+ | No log | 5.4074 | 146 | 0.6611 | 0.4429 | 0.6611 | 0.8131 |
125
+ | No log | 5.4815 | 148 | 0.6396 | 0.4269 | 0.6396 | 0.7998 |
126
+ | No log | 5.5556 | 150 | 0.6155 | 0.4633 | 0.6155 | 0.7846 |
127
+ | No log | 5.6296 | 152 | 0.5617 | 0.6112 | 0.5617 | 0.7495 |
128
+ | No log | 5.7037 | 154 | 0.6024 | 0.5852 | 0.6024 | 0.7761 |
129
+ | No log | 5.7778 | 156 | 0.5673 | 0.5756 | 0.5673 | 0.7532 |
130
+ | No log | 5.8519 | 158 | 0.7686 | 0.4799 | 0.7686 | 0.8767 |
131
+ | No log | 5.9259 | 160 | 0.9545 | 0.2976 | 0.9545 | 0.9770 |
132
+ | No log | 6.0 | 162 | 0.9751 | 0.2787 | 0.9751 | 0.9875 |
133
+ | No log | 6.0741 | 164 | 0.8569 | 0.3753 | 0.8569 | 0.9257 |
134
+ | No log | 6.1481 | 166 | 0.6606 | 0.4892 | 0.6606 | 0.8128 |
135
+ | No log | 6.2222 | 168 | 0.6102 | 0.4892 | 0.6102 | 0.7811 |
136
+ | No log | 6.2963 | 170 | 0.5991 | 0.4672 | 0.5991 | 0.7740 |
137
+ | No log | 6.3704 | 172 | 0.6509 | 0.5160 | 0.6509 | 0.8068 |
138
+ | No log | 6.4444 | 174 | 0.8259 | 0.3381 | 0.8259 | 0.9088 |
139
+ | No log | 6.5185 | 176 | 0.8586 | 0.3897 | 0.8586 | 0.9266 |
140
+ | No log | 6.5926 | 178 | 0.7204 | 0.5245 | 0.7204 | 0.8488 |
141
+ | No log | 6.6667 | 180 | 0.6415 | 0.5990 | 0.6415 | 0.8009 |
142
+ | No log | 6.7407 | 182 | 0.6388 | 0.6055 | 0.6388 | 0.7992 |
143
+ | No log | 6.8148 | 184 | 0.5962 | 0.6030 | 0.5962 | 0.7721 |
144
+ | No log | 6.8889 | 186 | 0.6144 | 0.5103 | 0.6144 | 0.7838 |
145
+ | No log | 6.9630 | 188 | 0.7098 | 0.4716 | 0.7098 | 0.8425 |
146
+ | No log | 7.0370 | 190 | 0.6826 | 0.4637 | 0.6826 | 0.8262 |
147
+ | No log | 7.1111 | 192 | 0.5463 | 0.5796 | 0.5463 | 0.7391 |
148
+ | No log | 7.1852 | 194 | 0.5734 | 0.5840 | 0.5734 | 0.7572 |
149
+ | No log | 7.2593 | 196 | 0.5957 | 0.4625 | 0.5957 | 0.7718 |
150
+ | No log | 7.3333 | 198 | 0.5272 | 0.5979 | 0.5272 | 0.7261 |
151
+ | No log | 7.4074 | 200 | 0.6021 | 0.4892 | 0.6021 | 0.7759 |
152
+ | No log | 7.4815 | 202 | 0.9407 | 0.3972 | 0.9407 | 0.9699 |
153
+ | No log | 7.5556 | 204 | 1.0428 | 0.2951 | 1.0428 | 1.0212 |
154
+ | No log | 7.6296 | 206 | 0.9281 | 0.4284 | 0.9281 | 0.9634 |
155
+ | No log | 7.7037 | 208 | 0.6700 | 0.4580 | 0.6700 | 0.8186 |
156
+ | No log | 7.7778 | 210 | 0.5626 | 0.5923 | 0.5626 | 0.7501 |
157
+ | No log | 7.8519 | 212 | 0.5874 | 0.5215 | 0.5874 | 0.7664 |
158
+ | No log | 7.9259 | 214 | 0.5665 | 0.5326 | 0.5665 | 0.7527 |
159
+ | No log | 8.0 | 216 | 0.6016 | 0.4448 | 0.6016 | 0.7756 |
160
+ | No log | 8.0741 | 218 | 0.6432 | 0.4463 | 0.6432 | 0.8020 |
161
+ | No log | 8.1481 | 220 | 0.6197 | 0.4087 | 0.6197 | 0.7872 |
162
+ | No log | 8.2222 | 222 | 0.5861 | 0.4737 | 0.5861 | 0.7656 |
163
+ | No log | 8.2963 | 224 | 0.5622 | 0.5373 | 0.5622 | 0.7498 |
164
+ | No log | 8.3704 | 226 | 0.5474 | 0.5860 | 0.5474 | 0.7399 |
165
+ | No log | 8.4444 | 228 | 0.5522 | 0.4536 | 0.5522 | 0.7431 |
166
+ | No log | 8.5185 | 230 | 0.6491 | 0.4359 | 0.6491 | 0.8057 |
167
+ | No log | 8.5926 | 232 | 0.6227 | 0.4562 | 0.6227 | 0.7891 |
168
+ | No log | 8.6667 | 234 | 0.5399 | 0.5212 | 0.5399 | 0.7348 |
169
+ | No log | 8.7407 | 236 | 0.5203 | 0.5926 | 0.5203 | 0.7213 |
170
+ | No log | 8.8148 | 238 | 0.5233 | 0.6185 | 0.5233 | 0.7234 |
171
+ | No log | 8.8889 | 240 | 0.5379 | 0.5494 | 0.5379 | 0.7334 |
172
+ | No log | 8.9630 | 242 | 0.6824 | 0.4168 | 0.6824 | 0.8261 |
173
+ | No log | 9.0370 | 244 | 0.8139 | 0.4175 | 0.8139 | 0.9022 |
174
+ | No log | 9.1111 | 246 | 0.7399 | 0.4651 | 0.7399 | 0.8602 |
175
+ | No log | 9.1852 | 248 | 0.5703 | 0.4979 | 0.5703 | 0.7552 |
176
+ | No log | 9.2593 | 250 | 0.5333 | 0.4838 | 0.5333 | 0.7303 |
177
+ | No log | 9.3333 | 252 | 0.5978 | 0.5815 | 0.5978 | 0.7732 |
178
+ | No log | 9.4074 | 254 | 0.5689 | 0.5931 | 0.5689 | 0.7543 |
179
+ | No log | 9.4815 | 256 | 0.5237 | 0.5523 | 0.5237 | 0.7237 |
180
+ | No log | 9.5556 | 258 | 0.5705 | 0.5283 | 0.5705 | 0.7553 |
181
+ | No log | 9.6296 | 260 | 0.5872 | 0.5161 | 0.5872 | 0.7663 |
182
+ | No log | 9.7037 | 262 | 0.5868 | 0.5247 | 0.5868 | 0.7660 |
183
+ | No log | 9.7778 | 264 | 0.5308 | 0.5046 | 0.5308 | 0.7285 |
184
+ | No log | 9.8519 | 266 | 0.5642 | 0.5438 | 0.5642 | 0.7511 |
185
+ | No log | 9.9259 | 268 | 0.6876 | 0.4170 | 0.6876 | 0.8292 |
186
+ | No log | 10.0 | 270 | 0.6614 | 0.4103 | 0.6614 | 0.8132 |
187
+ | No log | 10.0741 | 272 | 0.6567 | 0.4327 | 0.6567 | 0.8104 |
188
+ | No log | 10.1481 | 274 | 0.6061 | 0.4672 | 0.6061 | 0.7785 |
189
+ | No log | 10.2222 | 276 | 0.5519 | 0.5014 | 0.5519 | 0.7429 |
190
+ | No log | 10.2963 | 278 | 0.5764 | 0.5014 | 0.5764 | 0.7592 |
191
+ | No log | 10.3704 | 280 | 0.6783 | 0.3739 | 0.6783 | 0.8236 |
192
+ | No log | 10.4444 | 282 | 0.6702 | 0.4003 | 0.6702 | 0.8187 |
193
+ | No log | 10.5185 | 284 | 0.5746 | 0.5014 | 0.5746 | 0.7580 |
194
+ | No log | 10.5926 | 286 | 0.5497 | 0.5014 | 0.5497 | 0.7414 |
195
+ | No log | 10.6667 | 288 | 0.6198 | 0.4580 | 0.6198 | 0.7873 |
196
+ | No log | 10.7407 | 290 | 0.6389 | 0.4527 | 0.6389 | 0.7993 |
197
+ | No log | 10.8148 | 292 | 0.6860 | 0.4477 | 0.6860 | 0.8282 |
198
+ | No log | 10.8889 | 294 | 0.7095 | 0.4427 | 0.7095 | 0.8423 |
199
+ | No log | 10.9630 | 296 | 0.6407 | 0.4670 | 0.6407 | 0.8004 |
200
+ | No log | 11.0370 | 298 | 0.6305 | 0.4670 | 0.6305 | 0.7941 |
201
+ | No log | 11.1111 | 300 | 0.6116 | 0.4723 | 0.6116 | 0.7821 |
202
+ | No log | 11.1852 | 302 | 0.5903 | 0.5046 | 0.5903 | 0.7683 |
203
+ | No log | 11.2593 | 304 | 0.5478 | 0.5399 | 0.5478 | 0.7401 |
204
+ | No log | 11.3333 | 306 | 0.5754 | 0.5471 | 0.5754 | 0.7585 |
205
+ | No log | 11.4074 | 308 | 0.5782 | 0.5471 | 0.5782 | 0.7604 |
206
+ | No log | 11.4815 | 310 | 0.6107 | 0.5538 | 0.6107 | 0.7815 |
207
+ | No log | 11.5556 | 312 | 0.6041 | 0.5538 | 0.6041 | 0.7773 |
208
+ | No log | 11.6296 | 314 | 0.6084 | 0.5616 | 0.6084 | 0.7800 |
209
+ | No log | 11.7037 | 316 | 0.5560 | 0.5524 | 0.5560 | 0.7457 |
210
+ | No log | 11.7778 | 318 | 0.5485 | 0.5524 | 0.5485 | 0.7406 |
211
+ | No log | 11.8519 | 320 | 0.5391 | 0.5524 | 0.5391 | 0.7342 |
212
+ | No log | 11.9259 | 322 | 0.5602 | 0.5078 | 0.5602 | 0.7484 |
213
+ | No log | 12.0 | 324 | 0.5653 | 0.5078 | 0.5653 | 0.7519 |
214
+ | No log | 12.0741 | 326 | 0.6185 | 0.5106 | 0.6185 | 0.7864 |
215
+ | No log | 12.1481 | 328 | 0.5948 | 0.5233 | 0.5948 | 0.7712 |
216
+ | No log | 12.2222 | 330 | 0.5442 | 0.5283 | 0.5442 | 0.7377 |
217
+ | No log | 12.2963 | 332 | 0.5594 | 0.5136 | 0.5594 | 0.7479 |
218
+ | No log | 12.3704 | 334 | 0.6102 | 0.4747 | 0.6102 | 0.7811 |
219
+ | No log | 12.4444 | 336 | 0.7364 | 0.4076 | 0.7364 | 0.8581 |
220
+ | No log | 12.5185 | 338 | 0.8267 | 0.4222 | 0.8267 | 0.9092 |
221
+ | No log | 12.5926 | 340 | 0.7460 | 0.3913 | 0.7460 | 0.8637 |
222
+ | No log | 12.6667 | 342 | 0.5849 | 0.4713 | 0.5849 | 0.7648 |
223
+ | No log | 12.7407 | 344 | 0.5431 | 0.5153 | 0.5431 | 0.7370 |
224
+ | No log | 12.8148 | 346 | 0.5381 | 0.5300 | 0.5381 | 0.7336 |
225
+ | No log | 12.8889 | 348 | 0.6016 | 0.4594 | 0.6016 | 0.7756 |
226
+ | No log | 12.9630 | 350 | 0.6788 | 0.4377 | 0.6788 | 0.8239 |
227
+ | No log | 13.0370 | 352 | 0.6535 | 0.4537 | 0.6535 | 0.8084 |
228
+ | No log | 13.1111 | 354 | 0.5614 | 0.5083 | 0.5614 | 0.7493 |
229
+ | No log | 13.1852 | 356 | 0.5454 | 0.5061 | 0.5454 | 0.7385 |
230
+ | No log | 13.2593 | 358 | 0.5405 | 0.5509 | 0.5405 | 0.7352 |
231
+ | No log | 13.3333 | 360 | 0.5562 | 0.5352 | 0.5562 | 0.7458 |
232
+ | No log | 13.4074 | 362 | 0.6263 | 0.4594 | 0.6263 | 0.7914 |
233
+ | No log | 13.4815 | 364 | 0.7036 | 0.4327 | 0.7036 | 0.8388 |
234
+ | No log | 13.5556 | 366 | 0.6541 | 0.4359 | 0.6541 | 0.8087 |
235
+ | No log | 13.6296 | 368 | 0.5829 | 0.4997 | 0.5829 | 0.7634 |
236
+ | No log | 13.7037 | 370 | 0.5675 | 0.5867 | 0.5675 | 0.7533 |
237
+ | No log | 13.7778 | 372 | 0.5704 | 0.5067 | 0.5704 | 0.7552 |
238
+ | No log | 13.8519 | 374 | 0.5526 | 0.5797 | 0.5526 | 0.7434 |
239
+ | No log | 13.9259 | 376 | 0.5884 | 0.4868 | 0.5884 | 0.7671 |
240
+ | No log | 14.0 | 378 | 0.7454 | 0.4601 | 0.7454 | 0.8634 |
241
+ | No log | 14.0741 | 380 | 0.8335 | 0.4799 | 0.8335 | 0.9130 |
242
+ | No log | 14.1481 | 382 | 0.8096 | 0.4601 | 0.8096 | 0.8998 |
243
+ | No log | 14.2222 | 384 | 0.6933 | 0.4103 | 0.6933 | 0.8326 |
244
+ | No log | 14.2963 | 386 | 0.5987 | 0.4931 | 0.5987 | 0.7737 |
245
+ | No log | 14.3704 | 388 | 0.5636 | 0.4913 | 0.5636 | 0.7508 |
246
+ | No log | 14.4444 | 390 | 0.5569 | 0.5627 | 0.5569 | 0.7463 |
247
+ | No log | 14.5185 | 392 | 0.5546 | 0.5143 | 0.5546 | 0.7447 |
248
+ | No log | 14.5926 | 394 | 0.5552 | 0.5523 | 0.5552 | 0.7451 |
249
+ | No log | 14.6667 | 396 | 0.5650 | 0.5554 | 0.5650 | 0.7517 |
250
+ | No log | 14.7407 | 398 | 0.5868 | 0.4931 | 0.5868 | 0.7661 |
251
+ | No log | 14.8148 | 400 | 0.6255 | 0.4713 | 0.6255 | 0.7909 |
252
+ | No log | 14.8889 | 402 | 0.6135 | 0.4713 | 0.6135 | 0.7832 |
253
+ | No log | 14.9630 | 404 | 0.5786 | 0.4931 | 0.5786 | 0.7607 |
254
+ | No log | 15.0370 | 406 | 0.5573 | 0.5283 | 0.5573 | 0.7465 |
255
+ | No log | 15.1111 | 408 | 0.5606 | 0.5495 | 0.5606 | 0.7487 |
256
+ | No log | 15.1852 | 410 | 0.5711 | 0.5283 | 0.5711 | 0.7557 |
257
+ | No log | 15.2593 | 412 | 0.6218 | 0.5161 | 0.6218 | 0.7886 |
258
+ | No log | 15.3333 | 414 | 0.7712 | 0.4032 | 0.7712 | 0.8782 |
259
+ | No log | 15.4074 | 416 | 0.7934 | 0.3988 | 0.7934 | 0.8908 |
260
+ | No log | 15.4815 | 418 | 0.6758 | 0.4537 | 0.6758 | 0.8220 |
261
+ | No log | 15.5556 | 420 | 0.5549 | 0.5065 | 0.5549 | 0.7449 |
262
+ | No log | 15.6296 | 422 | 0.5565 | 0.4857 | 0.5565 | 0.7460 |
263
+ | No log | 15.7037 | 424 | 0.5847 | 0.4830 | 0.5847 | 0.7647 |
264
+ | No log | 15.7778 | 426 | 0.6021 | 0.4681 | 0.6021 | 0.7760 |
265
+ | No log | 15.8519 | 428 | 0.5705 | 0.5273 | 0.5705 | 0.7553 |
266
+ | No log | 15.9259 | 430 | 0.5724 | 0.5841 | 0.5724 | 0.7566 |
267
+ | No log | 16.0 | 432 | 0.5980 | 0.5230 | 0.5980 | 0.7733 |
268
+ | No log | 16.0741 | 434 | 0.5883 | 0.5300 | 0.5883 | 0.7670 |
269
+ | No log | 16.1481 | 436 | 0.5600 | 0.5718 | 0.5600 | 0.7483 |
270
+ | No log | 16.2222 | 438 | 0.5568 | 0.5512 | 0.5568 | 0.7462 |
271
+ | No log | 16.2963 | 440 | 0.5675 | 0.5300 | 0.5675 | 0.7533 |
272
+ | No log | 16.3704 | 442 | 0.5912 | 0.5300 | 0.5912 | 0.7689 |
273
+ | No log | 16.4444 | 444 | 0.5912 | 0.5300 | 0.5912 | 0.7689 |
274
+ | No log | 16.5185 | 446 | 0.5680 | 0.5300 | 0.5680 | 0.7536 |
275
+ | No log | 16.5926 | 448 | 0.5588 | 0.5512 | 0.5588 | 0.7475 |
276
+ | No log | 16.6667 | 450 | 0.5631 | 0.5841 | 0.5631 | 0.7504 |
277
+ | No log | 16.7407 | 452 | 0.5741 | 0.5868 | 0.5741 | 0.7577 |
278
+ | No log | 16.8148 | 454 | 0.5696 | 0.5868 | 0.5696 | 0.7547 |
279
+ | No log | 16.8889 | 456 | 0.5508 | 0.5512 | 0.5508 | 0.7422 |
280
+ | No log | 16.9630 | 458 | 0.5441 | 0.5512 | 0.5441 | 0.7376 |
281
+ | No log | 17.0370 | 460 | 0.5534 | 0.5512 | 0.5534 | 0.7439 |
282
+ | No log | 17.1111 | 462 | 0.5933 | 0.4868 | 0.5933 | 0.7703 |
283
+ | No log | 17.1852 | 464 | 0.6273 | 0.4747 | 0.6273 | 0.7920 |
284
+ | No log | 17.2593 | 466 | 0.5964 | 0.4868 | 0.5964 | 0.7723 |
285
+ | No log | 17.3333 | 468 | 0.5703 | 0.5512 | 0.5703 | 0.7552 |
286
+ | No log | 17.4074 | 470 | 0.5930 | 0.4868 | 0.5930 | 0.7700 |
287
+ | No log | 17.4815 | 472 | 0.6124 | 0.4807 | 0.6124 | 0.7826 |
288
+ | No log | 17.5556 | 474 | 0.5931 | 0.4807 | 0.5931 | 0.7701 |
289
+ | No log | 17.6296 | 476 | 0.5432 | 0.6305 | 0.5432 | 0.7370 |
290
+ | No log | 17.7037 | 478 | 0.5452 | 0.6575 | 0.5452 | 0.7384 |
291
+ | No log | 17.7778 | 480 | 0.5502 | 0.5939 | 0.5502 | 0.7417 |
292
+ | No log | 17.8519 | 482 | 0.5504 | 0.6491 | 0.5504 | 0.7419 |
293
+ | No log | 17.9259 | 484 | 0.5812 | 0.5014 | 0.5812 | 0.7623 |
294
+ | No log | 18.0 | 486 | 0.5702 | 0.5014 | 0.5702 | 0.7551 |
295
+ | No log | 18.0741 | 488 | 0.5447 | 0.5512 | 0.5447 | 0.7381 |
296
+ | No log | 18.1481 | 490 | 0.5229 | 0.5999 | 0.5229 | 0.7231 |
297
+ | No log | 18.2222 | 492 | 0.5266 | 0.5283 | 0.5266 | 0.7257 |
298
+ | No log | 18.2963 | 494 | 0.5355 | 0.5083 | 0.5355 | 0.7318 |
299
+ | No log | 18.3704 | 496 | 0.5485 | 0.5083 | 0.5485 | 0.7406 |
300
+ | No log | 18.4444 | 498 | 0.6195 | 0.4199 | 0.6195 | 0.7871 |
301
+ | 0.2889 | 18.5185 | 500 | 0.6356 | 0.4150 | 0.6356 | 0.7973 |
302
+ | 0.2889 | 18.5926 | 502 | 0.6029 | 0.4150 | 0.6029 | 0.7765 |
303
+ | 0.2889 | 18.6667 | 504 | 0.6234 | 0.4150 | 0.6234 | 0.7895 |
304
+ | 0.2889 | 18.7407 | 506 | 0.5996 | 0.4482 | 0.5996 | 0.7743 |
305
+ | 0.2889 | 18.8148 | 508 | 0.5608 | 0.5642 | 0.5608 | 0.7489 |
306
+ | 0.2889 | 18.8889 | 510 | 0.5252 | 0.6245 | 0.5252 | 0.7247 |
307
+ | 0.2889 | 18.9630 | 512 | 0.5217 | 0.5390 | 0.5217 | 0.7223 |
308
+ | 0.2889 | 19.0370 | 514 | 0.5181 | 0.5649 | 0.5181 | 0.7198 |
309
+ | 0.2889 | 19.1111 | 516 | 0.5162 | 0.5649 | 0.5162 | 0.7184 |
310
+ | 0.2889 | 19.1852 | 518 | 0.5201 | 0.5300 | 0.5201 | 0.7212 |
311
+ | 0.2889 | 19.2593 | 520 | 0.5681 | 0.5015 | 0.5681 | 0.7538 |
312
+ | 0.2889 | 19.3333 | 522 | 0.6230 | 0.4886 | 0.6230 | 0.7893 |
313
+ | 0.2889 | 19.4074 | 524 | 0.7363 | 0.4444 | 0.7363 | 0.8581 |
314
+ | 0.2889 | 19.4815 | 526 | 0.7315 | 0.4327 | 0.7315 | 0.8553 |
315
+ | 0.2889 | 19.5556 | 528 | 0.6565 | 0.4429 | 0.6565 | 0.8102 |
316
+ | 0.2889 | 19.6296 | 530 | 0.5825 | 0.4918 | 0.5825 | 0.7632 |
317
+ | 0.2889 | 19.7037 | 532 | 0.5732 | 0.4850 | 0.5732 | 0.7571 |
318
+ | 0.2889 | 19.7778 | 534 | 0.5766 | 0.5083 | 0.5766 | 0.7593 |
319
+ | 0.2889 | 19.8519 | 536 | 0.6008 | 0.4860 | 0.6008 | 0.7751 |
320
+ | 0.2889 | 19.9259 | 538 | 0.5872 | 0.4860 | 0.5872 | 0.7663 |
321
+ | 0.2889 | 20.0 | 540 | 0.6004 | 0.4860 | 0.6004 | 0.7749 |
322
+ | 0.2889 | 20.0741 | 542 | 0.6480 | 0.4860 | 0.6480 | 0.8050 |
323
+ | 0.2889 | 20.1481 | 544 | 0.6588 | 0.5015 | 0.6588 | 0.8117 |
324
+ | 0.2889 | 20.2222 | 546 | 0.6585 | 0.4652 | 0.6585 | 0.8115 |
325
+ | 0.2889 | 20.2963 | 548 | 0.6132 | 0.5015 | 0.6132 | 0.7830 |
326
+ | 0.2889 | 20.3704 | 550 | 0.5590 | 0.5571 | 0.5590 | 0.7477 |
327
+ | 0.2889 | 20.4444 | 552 | 0.5468 | 0.5672 | 0.5468 | 0.7394 |
328
+ | 0.2889 | 20.5185 | 554 | 0.5389 | 0.5321 | 0.5389 | 0.7341 |
329
+ | 0.2889 | 20.5926 | 556 | 0.5259 | 0.5379 | 0.5259 | 0.7252 |
330
+ | 0.2889 | 20.6667 | 558 | 0.5275 | 0.4869 | 0.5275 | 0.7263 |
331
+ | 0.2889 | 20.7407 | 560 | 0.5395 | 0.4632 | 0.5395 | 0.7345 |
332
+ | 0.2889 | 20.8148 | 562 | 0.5751 | 0.5230 | 0.5751 | 0.7584 |
333
+ | 0.2889 | 20.8889 | 564 | 0.5742 | 0.5230 | 0.5742 | 0.7578 |
334
+ | 0.2889 | 20.9630 | 566 | 0.5751 | 0.5569 | 0.5751 | 0.7583 |
335
+ | 0.2889 | 21.0370 | 568 | 0.5962 | 0.5569 | 0.5962 | 0.7722 |
336
+ | 0.2889 | 21.1111 | 570 | 0.6146 | 0.4949 | 0.6146 | 0.7840 |
337
+ | 0.2889 | 21.1852 | 572 | 0.6076 | 0.4949 | 0.6076 | 0.7795 |
338
+ | 0.2889 | 21.2593 | 574 | 0.5836 | 0.5015 | 0.5836 | 0.7640 |
339
+ | 0.2889 | 21.3333 | 576 | 0.5893 | 0.5015 | 0.5893 | 0.7677 |
340
+ | 0.2889 | 21.4074 | 578 | 0.5981 | 0.5015 | 0.5981 | 0.7734 |
341
+ | 0.2889 | 21.4815 | 580 | 0.6072 | 0.4652 | 0.6072 | 0.7792 |
342
+ | 0.2889 | 21.5556 | 582 | 0.6018 | 0.4652 | 0.6018 | 0.7757 |
343
+ | 0.2889 | 21.6296 | 584 | 0.5860 | 0.5015 | 0.5860 | 0.7655 |
344
+ | 0.2889 | 21.7037 | 586 | 0.5853 | 0.5015 | 0.5853 | 0.7651 |
345
+ | 0.2889 | 21.7778 | 588 | 0.5773 | 0.5015 | 0.5773 | 0.7598 |
346
+ | 0.2889 | 21.8519 | 590 | 0.6144 | 0.4652 | 0.6144 | 0.7838 |
347
+ | 0.2889 | 21.9259 | 592 | 0.6575 | 0.4150 | 0.6575 | 0.8109 |
348
+ | 0.2889 | 22.0 | 594 | 0.6625 | 0.4150 | 0.6625 | 0.8140 |
349
+ | 0.2889 | 22.0741 | 596 | 0.6757 | 0.4150 | 0.6757 | 0.8220 |
350
+ | 0.2889 | 22.1481 | 598 | 0.6342 | 0.4807 | 0.6342 | 0.7964 |
351
+ | 0.2889 | 22.2222 | 600 | 0.5932 | 0.5230 | 0.5932 | 0.7702 |
352
+ | 0.2889 | 22.2963 | 602 | 0.5853 | 0.5230 | 0.5853 | 0.7651 |
353
+ | 0.2889 | 22.3704 | 604 | 0.5717 | 0.5642 | 0.5717 | 0.7561 |
354
+ | 0.2889 | 22.4444 | 606 | 0.5596 | 0.5678 | 0.5596 | 0.7481 |
355
+ | 0.2889 | 22.5185 | 608 | 0.5508 | 0.5718 | 0.5508 | 0.7422 |
356
+ | 0.2889 | 22.5926 | 610 | 0.5722 | 0.5300 | 0.5722 | 0.7565 |
357
+ | 0.2889 | 22.6667 | 612 | 0.5739 | 0.5153 | 0.5739 | 0.7576 |
358
+ | 0.2889 | 22.7407 | 614 | 0.5584 | 0.5153 | 0.5584 | 0.7473 |
359
+ | 0.2889 | 22.8148 | 616 | 0.5418 | 0.5373 | 0.5418 | 0.7361 |
360
+ | 0.2889 | 22.8889 | 618 | 0.5357 | 0.5373 | 0.5357 | 0.7319 |
361
+ | 0.2889 | 22.9630 | 620 | 0.5524 | 0.5300 | 0.5524 | 0.7433 |
362
+ | 0.2889 | 23.0370 | 622 | 0.5773 | 0.5161 | 0.5773 | 0.7598 |
363
+ | 0.2889 | 23.1111 | 624 | 0.6578 | 0.4150 | 0.6578 | 0.8110 |
364
+ | 0.2889 | 23.1852 | 626 | 0.7565 | 0.4756 | 0.7565 | 0.8698 |
365
+ | 0.2889 | 23.2593 | 628 | 0.8103 | 0.4260 | 0.8103 | 0.9001 |
366
+ | 0.2889 | 23.3333 | 630 | 0.7677 | 0.4756 | 0.7677 | 0.8762 |
367
+ | 0.2889 | 23.4074 | 632 | 0.7288 | 0.4598 | 0.7288 | 0.8537 |
368
+ | 0.2889 | 23.4815 | 634 | 0.6486 | 0.4150 | 0.6486 | 0.8054 |
369
+ | 0.2889 | 23.5556 | 636 | 0.5535 | 0.5300 | 0.5535 | 0.7440 |
370
+ | 0.2889 | 23.6296 | 638 | 0.5346 | 0.5135 | 0.5346 | 0.7311 |
371
+ | 0.2889 | 23.7037 | 640 | 0.5380 | 0.5208 | 0.5380 | 0.7335 |
372
+ | 0.2889 | 23.7778 | 642 | 0.5599 | 0.5373 | 0.5599 | 0.7483 |
373
+ | 0.2889 | 23.8519 | 644 | 0.6045 | 0.4652 | 0.6045 | 0.7775 |
374
+ | 0.2889 | 23.9259 | 646 | 0.6328 | 0.4250 | 0.6328 | 0.7955 |
375
+ | 0.2889 | 24.0 | 648 | 0.6603 | 0.4150 | 0.6603 | 0.8126 |
376
+ | 0.2889 | 24.0741 | 650 | 0.6332 | 0.4150 | 0.6332 | 0.7957 |
377
+ | 0.2889 | 24.1481 | 652 | 0.6295 | 0.4150 | 0.6295 | 0.7934 |
378
+ | 0.2889 | 24.2222 | 654 | 0.5864 | 0.5230 | 0.5864 | 0.7658 |
379
+ | 0.2889 | 24.2963 | 656 | 0.5418 | 0.5117 | 0.5418 | 0.7360 |
380
+ | 0.2889 | 24.3704 | 658 | 0.5351 | 0.5171 | 0.5351 | 0.7315 |
381
+ | 0.2889 | 24.4444 | 660 | 0.5330 | 0.5152 | 0.5330 | 0.7301 |
382
+ | 0.2889 | 24.5185 | 662 | 0.5418 | 0.5356 | 0.5418 | 0.7361 |
383
+ | 0.2889 | 24.5926 | 664 | 0.5531 | 0.5356 | 0.5531 | 0.7437 |
384
+ | 0.2889 | 24.6667 | 666 | 0.5712 | 0.5406 | 0.5712 | 0.7558 |
385
+ | 0.2889 | 24.7407 | 668 | 0.5815 | 0.5943 | 0.5815 | 0.7626 |
386
+ | 0.2889 | 24.8148 | 670 | 0.6099 | 0.5352 | 0.6099 | 0.7809 |
387
+ | 0.2889 | 24.8889 | 672 | 0.6171 | 0.5161 | 0.6171 | 0.7855 |
388
+ | 0.2889 | 24.9630 | 674 | 0.5911 | 0.5642 | 0.5911 | 0.7689 |
389
+ | 0.2889 | 25.0370 | 676 | 0.5646 | 0.5953 | 0.5646 | 0.7514 |
390
+ | 0.2889 | 25.1111 | 678 | 0.5563 | 0.5580 | 0.5563 | 0.7459 |
391
+ | 0.2889 | 25.1852 | 680 | 0.5499 | 0.4938 | 0.5499 | 0.7416 |
392
+ | 0.2889 | 25.2593 | 682 | 0.5614 | 0.4908 | 0.5614 | 0.7493 |
393
+ | 0.2889 | 25.3333 | 684 | 0.5999 | 0.5153 | 0.5999 | 0.7745 |
394
+ | 0.2889 | 25.4074 | 686 | 0.6117 | 0.5153 | 0.6117 | 0.7821 |
395
+ | 0.2889 | 25.4815 | 688 | 0.5800 | 0.4908 | 0.5800 | 0.7616 |
396
+ | 0.2889 | 25.5556 | 690 | 0.5514 | 0.4653 | 0.5514 | 0.7425 |
397
+ | 0.2889 | 25.6296 | 692 | 0.5518 | 0.4908 | 0.5518 | 0.7429 |
398
+ | 0.2889 | 25.7037 | 694 | 0.5511 | 0.4653 | 0.5511 | 0.7424 |
399
+ | 0.2889 | 25.7778 | 696 | 0.5518 | 0.4908 | 0.5518 | 0.7429 |
400
+ | 0.2889 | 25.8519 | 698 | 0.5638 | 0.4908 | 0.5638 | 0.7509 |
401
+ | 0.2889 | 25.9259 | 700 | 0.5780 | 0.4908 | 0.5780 | 0.7603 |
402
+ | 0.2889 | 26.0 | 702 | 0.5923 | 0.5153 | 0.5923 | 0.7696 |
403
+ | 0.2889 | 26.0741 | 704 | 0.5701 | 0.4908 | 0.5701 | 0.7550 |
404
+ | 0.2889 | 26.1481 | 706 | 0.5689 | 0.4908 | 0.5689 | 0.7542 |
405
+ | 0.2889 | 26.2222 | 708 | 0.5605 | 0.4719 | 0.5605 | 0.7487 |
406
+ | 0.2889 | 26.2963 | 710 | 0.5509 | 0.3585 | 0.5509 | 0.7423 |
407
+ | 0.2889 | 26.3704 | 712 | 0.5577 | 0.5214 | 0.5577 | 0.7468 |
408
+ | 0.2889 | 26.4444 | 714 | 0.5709 | 0.4948 | 0.5709 | 0.7556 |
409
+ | 0.2889 | 26.5185 | 716 | 0.5545 | 0.5214 | 0.5545 | 0.7447 |
410
+ | 0.2889 | 26.5926 | 718 | 0.5451 | 0.4407 | 0.5451 | 0.7383 |
411
+ | 0.2889 | 26.6667 | 720 | 0.5900 | 0.4908 | 0.5900 | 0.7681 |
412
+ | 0.2889 | 26.7407 | 722 | 0.6901 | 0.4150 | 0.6901 | 0.8307 |
413
+ | 0.2889 | 26.8148 | 724 | 0.7788 | 0.4279 | 0.7788 | 0.8825 |
414
+ | 0.2889 | 26.8889 | 726 | 0.7691 | 0.4327 | 0.7691 | 0.8770 |
415
+ | 0.2889 | 26.9630 | 728 | 0.6816 | 0.4150 | 0.6816 | 0.8256 |
416
+ | 0.2889 | 27.0370 | 730 | 0.6070 | 0.4729 | 0.6070 | 0.7791 |
417
+ | 0.2889 | 27.1111 | 732 | 0.5606 | 0.4963 | 0.5606 | 0.7488 |
418
+ | 0.2889 | 27.1852 | 734 | 0.5477 | 0.5168 | 0.5477 | 0.7401 |
419
+ | 0.2889 | 27.2593 | 736 | 0.5464 | 0.5195 | 0.5464 | 0.7392 |
420
+ | 0.2889 | 27.3333 | 738 | 0.5645 | 0.4908 | 0.5645 | 0.7514 |
421
+ | 0.2889 | 27.4074 | 740 | 0.5805 | 0.4908 | 0.5805 | 0.7619 |
422
+ | 0.2889 | 27.4815 | 742 | 0.5796 | 0.4908 | 0.5796 | 0.7613 |
423
+ | 0.2889 | 27.5556 | 744 | 0.5848 | 0.4908 | 0.5848 | 0.7647 |
424
+ | 0.2889 | 27.6296 | 746 | 0.5912 | 0.4908 | 0.5912 | 0.7689 |
425
+ | 0.2889 | 27.7037 | 748 | 0.5752 | 0.4908 | 0.5752 | 0.7584 |
426
+ | 0.2889 | 27.7778 | 750 | 0.5555 | 0.4908 | 0.5555 | 0.7453 |
427
+ | 0.2889 | 27.8519 | 752 | 0.5448 | 0.5195 | 0.5448 | 0.7381 |
428
+ | 0.2889 | 27.9259 | 754 | 0.5410 | 0.5135 | 0.5410 | 0.7355 |
429
+ | 0.2889 | 28.0 | 756 | 0.5585 | 0.4908 | 0.5585 | 0.7473 |
430
+ | 0.2889 | 28.0741 | 758 | 0.6041 | 0.4776 | 0.6041 | 0.7772 |
431
+ | 0.2889 | 28.1481 | 760 | 0.6218 | 0.4411 | 0.6218 | 0.7886 |
432
+ | 0.2889 | 28.2222 | 762 | 0.5998 | 0.5153 | 0.5998 | 0.7745 |
433
+ | 0.2889 | 28.2963 | 764 | 0.5614 | 0.5135 | 0.5614 | 0.7493 |
434
+ | 0.2889 | 28.3704 | 766 | 0.5506 | 0.5356 | 0.5506 | 0.7420 |
435
+ | 0.2889 | 28.4444 | 768 | 0.5458 | 0.5649 | 0.5458 | 0.7388 |
436
+ | 0.2889 | 28.5185 | 770 | 0.5466 | 0.5414 | 0.5466 | 0.7393 |
437
+ | 0.2889 | 28.5926 | 772 | 0.5488 | 0.5414 | 0.5488 | 0.7408 |
438
+ | 0.2889 | 28.6667 | 774 | 0.5479 | 0.5189 | 0.5479 | 0.7402 |
439
+ | 0.2889 | 28.7407 | 776 | 0.5422 | 0.5171 | 0.5422 | 0.7363 |
440
+ | 0.2889 | 28.8148 | 778 | 0.5368 | 0.4384 | 0.5368 | 0.7326 |
441
+ | 0.2889 | 28.8889 | 780 | 0.5338 | 0.4384 | 0.5338 | 0.7306 |
442
+ | 0.2889 | 28.9630 | 782 | 0.5311 | 0.4656 | 0.5311 | 0.7287 |
443
+ | 0.2889 | 29.0370 | 784 | 0.5311 | 0.5171 | 0.5311 | 0.7288 |
444
+ | 0.2889 | 29.1111 | 786 | 0.5319 | 0.5617 | 0.5319 | 0.7293 |
445
+ | 0.2889 | 29.1852 | 788 | 0.5358 | 0.5414 | 0.5358 | 0.7320 |
446
+ | 0.2889 | 29.2593 | 790 | 0.5440 | 0.5189 | 0.5440 | 0.7375 |
447
+ | 0.2889 | 29.3333 | 792 | 0.5607 | 0.5065 | 0.5607 | 0.7488 |
448
+ | 0.2889 | 29.4074 | 794 | 0.5606 | 0.5065 | 0.5606 | 0.7487 |
449
+ | 0.2889 | 29.4815 | 796 | 0.5456 | 0.4888 | 0.5456 | 0.7387 |
450
+ | 0.2889 | 29.5556 | 798 | 0.5516 | 0.5135 | 0.5516 | 0.7427 |
451
+ | 0.2889 | 29.6296 | 800 | 0.5766 | 0.5300 | 0.5766 | 0.7593 |
452
+ | 0.2889 | 29.7037 | 802 | 0.5789 | 0.5300 | 0.5789 | 0.7608 |
453
+ | 0.2889 | 29.7778 | 804 | 0.5537 | 0.5135 | 0.5537 | 0.7441 |
454
+ | 0.2889 | 29.8519 | 806 | 0.5391 | 0.5414 | 0.5391 | 0.7343 |
455
+ | 0.2889 | 29.9259 | 808 | 0.5358 | 0.5397 | 0.5358 | 0.7320 |
456
+ | 0.2889 | 30.0 | 810 | 0.5341 | 0.4898 | 0.5341 | 0.7308 |
457
+ | 0.2889 | 30.0741 | 812 | 0.5323 | 0.5152 | 0.5323 | 0.7296 |
458
+ | 0.2889 | 30.1481 | 814 | 0.5298 | 0.5397 | 0.5298 | 0.7279 |
459
+ | 0.2889 | 30.2222 | 816 | 0.5418 | 0.5135 | 0.5418 | 0.7360 |
460
+ | 0.2889 | 30.2963 | 818 | 0.5931 | 0.4997 | 0.5931 | 0.7702 |
461
+ | 0.2889 | 30.3704 | 820 | 0.6300 | 0.4302 | 0.6300 | 0.7937 |
462
+ | 0.2889 | 30.4444 | 822 | 0.6178 | 0.4302 | 0.6178 | 0.7860 |
463
+ | 0.2889 | 30.5185 | 824 | 0.5791 | 0.5373 | 0.5791 | 0.7610 |
464
+ | 0.2889 | 30.5926 | 826 | 0.5397 | 0.5135 | 0.5397 | 0.7347 |
465
+ | 0.2889 | 30.6667 | 828 | 0.5283 | 0.5152 | 0.5283 | 0.7269 |
466
+ | 0.2889 | 30.7407 | 830 | 0.5306 | 0.5152 | 0.5306 | 0.7284 |
467
+ | 0.2889 | 30.8148 | 832 | 0.5302 | 0.4918 | 0.5302 | 0.7281 |
468
+ | 0.2889 | 30.8889 | 834 | 0.5385 | 0.5135 | 0.5385 | 0.7338 |
469
+ | 0.2889 | 30.9630 | 836 | 0.5710 | 0.5373 | 0.5710 | 0.7556 |
470
+ | 0.2889 | 31.0370 | 838 | 0.6312 | 0.4302 | 0.6312 | 0.7945 |
471
+ | 0.2889 | 31.1111 | 840 | 0.6321 | 0.4199 | 0.6321 | 0.7950 |
472
+ | 0.2889 | 31.1852 | 842 | 0.5898 | 0.4931 | 0.5898 | 0.7680 |
473
+ | 0.2889 | 31.2593 | 844 | 0.5485 | 0.5135 | 0.5485 | 0.7406 |
474
+ | 0.2889 | 31.3333 | 846 | 0.5311 | 0.5171 | 0.5311 | 0.7287 |
475
+ | 0.2889 | 31.4074 | 848 | 0.5297 | 0.4898 | 0.5297 | 0.7278 |
476
+ | 0.2889 | 31.4815 | 850 | 0.5319 | 0.4703 | 0.5319 | 0.7293 |
477
+ | 0.2889 | 31.5556 | 852 | 0.5308 | 0.4425 | 0.5308 | 0.7286 |
478
+ | 0.2889 | 31.6296 | 854 | 0.5292 | 0.4918 | 0.5292 | 0.7275 |
479
+ | 0.2889 | 31.7037 | 856 | 0.5320 | 0.4698 | 0.5320 | 0.7294 |
480
+ | 0.2889 | 31.7778 | 858 | 0.5375 | 0.5135 | 0.5375 | 0.7332 |
481
+ | 0.2889 | 31.8519 | 860 | 0.5244 | 0.5135 | 0.5244 | 0.7242 |
482
+ | 0.2889 | 31.9259 | 862 | 0.5102 | 0.5846 | 0.5102 | 0.7143 |
483
+ | 0.2889 | 32.0 | 864 | 0.5139 | 0.6282 | 0.5139 | 0.7169 |
484
+ | 0.2889 | 32.0741 | 866 | 0.5324 | 0.5373 | 0.5324 | 0.7297 |
485
+ | 0.2889 | 32.1481 | 868 | 0.5392 | 0.5373 | 0.5392 | 0.7343 |
486
+ | 0.2889 | 32.2222 | 870 | 0.5579 | 0.5153 | 0.5579 | 0.7469 |
487
+ | 0.2889 | 32.2963 | 872 | 0.5907 | 0.5083 | 0.5907 | 0.7686 |
488
+ | 0.2889 | 32.3704 | 874 | 0.5915 | 0.5083 | 0.5915 | 0.7691 |
489
+ | 0.2889 | 32.4444 | 876 | 0.5606 | 0.5083 | 0.5606 | 0.7487 |
490
+ | 0.2889 | 32.5185 | 878 | 0.5347 | 0.5571 | 0.5347 | 0.7312 |
491
+ | 0.2889 | 32.5926 | 880 | 0.5428 | 0.5356 | 0.5428 | 0.7367 |
492
+ | 0.2889 | 32.6667 | 882 | 0.5568 | 0.5135 | 0.5568 | 0.7462 |
493
+ | 0.2889 | 32.7407 | 884 | 0.5578 | 0.5339 | 0.5578 | 0.7468 |
494
+ | 0.2889 | 32.8148 | 886 | 0.5579 | 0.5633 | 0.5579 | 0.7469 |
495
+ | 0.2889 | 32.8889 | 888 | 0.5610 | 0.5555 | 0.5610 | 0.7490 |
496
+ | 0.2889 | 32.9630 | 890 | 0.5707 | 0.5266 | 0.5707 | 0.7555 |
497
+ | 0.2889 | 33.0370 | 892 | 0.5792 | 0.5495 | 0.5792 | 0.7611 |
498
+ | 0.2889 | 33.1111 | 894 | 0.5765 | 0.5495 | 0.5765 | 0.7593 |
499
+ | 0.2889 | 33.1852 | 896 | 0.5750 | 0.5495 | 0.5750 | 0.7583 |
500
+ | 0.2889 | 33.2593 | 898 | 0.5804 | 0.5495 | 0.5804 | 0.7618 |
501
+ | 0.2889 | 33.3333 | 900 | 0.5954 | 0.5065 | 0.5954 | 0.7716 |
502
+ | 0.2889 | 33.4074 | 902 | 0.6244 | 0.4997 | 0.6244 | 0.7902 |
503
+ | 0.2889 | 33.4815 | 904 | 0.6278 | 0.4997 | 0.6278 | 0.7924 |
504
+ | 0.2889 | 33.5556 | 906 | 0.6071 | 0.4997 | 0.6071 | 0.7792 |
505
+ | 0.2889 | 33.6296 | 908 | 0.5782 | 0.5065 | 0.5782 | 0.7604 |
506
+ | 0.2889 | 33.7037 | 910 | 0.5695 | 0.5065 | 0.5695 | 0.7546 |
507
+ | 0.2889 | 33.7778 | 912 | 0.5663 | 0.5065 | 0.5663 | 0.7525 |
508
+ | 0.2889 | 33.8519 | 914 | 0.5623 | 0.5065 | 0.5623 | 0.7499 |
509
+ | 0.2889 | 33.9259 | 916 | 0.5615 | 0.5065 | 0.5615 | 0.7493 |
510
+ | 0.2889 | 34.0 | 918 | 0.5546 | 0.5065 | 0.5546 | 0.7447 |
511
+ | 0.2889 | 34.0741 | 920 | 0.5530 | 0.5065 | 0.5530 | 0.7437 |
512
+ | 0.2889 | 34.1481 | 922 | 0.5563 | 0.5065 | 0.5563 | 0.7459 |
513
+ | 0.2889 | 34.2222 | 924 | 0.5546 | 0.5283 | 0.5546 | 0.7447 |
514
+ | 0.2889 | 34.2963 | 926 | 0.5568 | 0.5283 | 0.5568 | 0.7462 |
515
+ | 0.2889 | 34.3704 | 928 | 0.5635 | 0.5065 | 0.5635 | 0.7507 |
516
+ | 0.2889 | 34.4444 | 930 | 0.5823 | 0.4841 | 0.5823 | 0.7631 |
517
+ | 0.2889 | 34.5185 | 932 | 0.5739 | 0.4841 | 0.5739 | 0.7576 |
518
+ | 0.2889 | 34.5926 | 934 | 0.5475 | 0.4888 | 0.5475 | 0.7400 |
519
+ | 0.2889 | 34.6667 | 936 | 0.5348 | 0.4150 | 0.5348 | 0.7313 |
520
+ | 0.2889 | 34.7407 | 938 | 0.5317 | 0.5189 | 0.5317 | 0.7292 |
521
+ | 0.2889 | 34.8148 | 940 | 0.5398 | 0.5335 | 0.5398 | 0.7347 |
522
+ | 0.2889 | 34.8889 | 942 | 0.5495 | 0.5663 | 0.5495 | 0.7413 |
523
+ | 0.2889 | 34.9630 | 944 | 0.5592 | 0.5592 | 0.5592 | 0.7478 |
524
+ | 0.2889 | 35.0370 | 946 | 0.5657 | 0.5061 | 0.5657 | 0.7521 |
525
+ | 0.2889 | 35.1111 | 948 | 0.5799 | 0.4997 | 0.5799 | 0.7615 |
526
+ | 0.2889 | 35.1852 | 950 | 0.5797 | 0.4997 | 0.5797 | 0.7614 |
527
+ | 0.2889 | 35.2593 | 952 | 0.5712 | 0.4997 | 0.5712 | 0.7558 |
528
+ | 0.2889 | 35.3333 | 954 | 0.5564 | 0.4997 | 0.5564 | 0.7459 |
529
+ | 0.2889 | 35.4074 | 956 | 0.5444 | 0.5208 | 0.5444 | 0.7379 |
530
+ | 0.2889 | 35.4815 | 958 | 0.5351 | 0.4677 | 0.5351 | 0.7315 |
531
+ | 0.2889 | 35.5556 | 960 | 0.5340 | 0.4505 | 0.5340 | 0.7307 |
532
+ | 0.2889 | 35.6296 | 962 | 0.5358 | 0.4762 | 0.5358 | 0.7320 |
533
+ | 0.2889 | 35.7037 | 964 | 0.5411 | 0.5208 | 0.5411 | 0.7356 |
534
+ | 0.2889 | 35.7778 | 966 | 0.5540 | 0.5065 | 0.5540 | 0.7443 |
535
+ | 0.2889 | 35.8519 | 968 | 0.5583 | 0.4997 | 0.5583 | 0.7472 |
536
+ | 0.2889 | 35.9259 | 970 | 0.5493 | 0.5065 | 0.5493 | 0.7411 |
537
+ | 0.2889 | 36.0 | 972 | 0.5570 | 0.4997 | 0.5570 | 0.7463 |
538
+ | 0.2889 | 36.0741 | 974 | 0.5533 | 0.5212 | 0.5533 | 0.7438 |
539
+ | 0.2889 | 36.1481 | 976 | 0.5388 | 0.5335 | 0.5388 | 0.7340 |
540
+ | 0.2889 | 36.2222 | 978 | 0.5285 | 0.5356 | 0.5285 | 0.7270 |
541
+ | 0.2889 | 36.2963 | 980 | 0.5431 | 0.5283 | 0.5431 | 0.7369 |
542
+ | 0.2889 | 36.3704 | 982 | 0.5589 | 0.5212 | 0.5589 | 0.7476 |
543
+ | 0.2889 | 36.4444 | 984 | 0.5811 | 0.5230 | 0.5811 | 0.7623 |
544
+ | 0.2889 | 36.5185 | 986 | 0.5890 | 0.5230 | 0.5890 | 0.7675 |
545
+ | 0.2889 | 36.5926 | 988 | 0.5860 | 0.5230 | 0.5860 | 0.7655 |
546
+ | 0.2889 | 36.6667 | 990 | 0.5876 | 0.5230 | 0.5876 | 0.7665 |
547
+ | 0.2889 | 36.7407 | 992 | 0.6024 | 0.5015 | 0.6024 | 0.7762 |
548
+ | 0.2889 | 36.8148 | 994 | 0.6051 | 0.5015 | 0.6051 | 0.7779 |
549
+ | 0.2889 | 36.8889 | 996 | 0.5845 | 0.4841 | 0.5845 | 0.7645 |
550
+ | 0.2889 | 36.9630 | 998 | 0.5554 | 0.4908 | 0.5554 | 0.7452 |
551
+ | 0.0617 | 37.0370 | 1000 | 0.5356 | 0.5171 | 0.5356 | 0.7318 |
552
+ | 0.0617 | 37.1111 | 1002 | 0.5436 | 0.5361 | 0.5436 | 0.7373 |
553
+ | 0.0617 | 37.1852 | 1004 | 0.5531 | 0.4681 | 0.5531 | 0.7437 |
554
+ | 0.0617 | 37.2593 | 1006 | 0.5444 | 0.5208 | 0.5444 | 0.7379 |
555
+ | 0.0617 | 37.3333 | 1008 | 0.5410 | 0.4869 | 0.5410 | 0.7356 |
556
+ | 0.0617 | 37.4074 | 1010 | 0.5705 | 0.4908 | 0.5705 | 0.7553 |
557
+ | 0.0617 | 37.4815 | 1012 | 0.6323 | 0.4860 | 0.6323 | 0.7952 |
558
+ | 0.0617 | 37.5556 | 1014 | 0.6698 | 0.3983 | 0.6698 | 0.8184 |
559
+ | 0.0617 | 37.6296 | 1016 | 0.6590 | 0.3983 | 0.6590 | 0.8118 |
560
 
561
 
562
  ### Framework versions