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ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k4_task2_organization

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@@ -4,21 +4,21 @@ base_model: aubmindlab/bert-base-arabertv02
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  tags:
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  - generated_from_trainer
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  model-index:
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- - name: ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k3_task2_organization
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  results: []
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  ---
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  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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  should probably proofread and complete it, then remove this comment. -->
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- # ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k3_task2_organization
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  This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 0.8465
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- - Qwk: 0.3798
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- - Mse: 0.8465
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- - Rmse: 0.9200
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  ## Model description
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@@ -47,263 +47,376 @@ The following hyperparameters were used during training:
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  ### Training results
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- | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
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- |:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
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- | No log | 0.1538 | 2 | 4.6676 | -0.0132 | 4.6676 | 2.1605 |
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- | No log | 0.3077 | 4 | 2.8192 | -0.0233 | 2.8192 | 1.6790 |
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- | No log | 0.4615 | 6 | 2.0097 | -0.0370 | 2.0097 | 1.4176 |
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- | No log | 0.6154 | 8 | 1.4912 | -0.0190 | 1.4912 | 1.2212 |
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- | No log | 0.7692 | 10 | 1.2517 | 0.0979 | 1.2517 | 1.1188 |
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- | No log | 0.9231 | 12 | 1.2974 | 0.0984 | 1.2974 | 1.1390 |
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- | No log | 1.0769 | 14 | 1.2047 | 0.1483 | 1.2047 | 1.0976 |
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- | No log | 1.2308 | 16 | 1.1178 | 0.3095 | 1.1178 | 1.0573 |
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- | No log | 1.3846 | 18 | 1.1032 | 0.3066 | 1.1032 | 1.0503 |
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- | No log | 1.5385 | 20 | 1.2659 | 0.1743 | 1.2659 | 1.1251 |
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- | No log | 1.6923 | 22 | 1.4707 | 0.2163 | 1.4707 | 1.2127 |
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- | No log | 1.8462 | 24 | 1.2117 | 0.1371 | 1.2117 | 1.1008 |
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- | No log | 2.0 | 26 | 1.1028 | 0.2813 | 1.1028 | 1.0502 |
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- | No log | 2.1538 | 28 | 1.1823 | 0.1081 | 1.1823 | 1.0873 |
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- | No log | 2.3077 | 30 | 1.1553 | 0.1773 | 1.1553 | 1.0749 |
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- | No log | 2.4615 | 32 | 1.1441 | 0.2935 | 1.1441 | 1.0696 |
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- | No log | 2.6154 | 34 | 1.2764 | 0.0898 | 1.2764 | 1.1298 |
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- | No log | 2.7692 | 36 | 1.3025 | 0.0575 | 1.3025 | 1.1413 |
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- | No log | 2.9231 | 38 | 1.1042 | 0.2337 | 1.1042 | 1.0508 |
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- | No log | 3.0769 | 40 | 0.9635 | 0.4608 | 0.9635 | 0.9816 |
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- | No log | 3.2308 | 42 | 0.9877 | 0.4273 | 0.9877 | 0.9938 |
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- | No log | 3.3846 | 44 | 0.9983 | 0.4273 | 0.9983 | 0.9992 |
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- | No log | 3.5385 | 46 | 0.9029 | 0.4541 | 0.9029 | 0.9502 |
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- | No log | 3.6923 | 48 | 0.8849 | 0.4534 | 0.8849 | 0.9407 |
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- | No log | 3.8462 | 50 | 0.8589 | 0.4804 | 0.8589 | 0.9268 |
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- | No log | 4.0 | 52 | 0.9089 | 0.4334 | 0.9089 | 0.9534 |
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- | No log | 4.1538 | 54 | 0.8937 | 0.4434 | 0.8937 | 0.9454 |
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- | No log | 4.3077 | 56 | 0.9754 | 0.4078 | 0.9754 | 0.9876 |
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- | No log | 4.4615 | 58 | 1.0384 | 0.3466 | 1.0384 | 1.0190 |
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- | No log | 4.6154 | 60 | 0.9194 | 0.4570 | 0.9194 | 0.9588 |
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- | No log | 4.7692 | 62 | 0.8285 | 0.4413 | 0.8285 | 0.9102 |
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- | No log | 4.9231 | 64 | 0.8375 | 0.4356 | 0.8375 | 0.9152 |
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- | No log | 5.0769 | 66 | 0.8450 | 0.4879 | 0.8450 | 0.9193 |
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- | No log | 5.2308 | 68 | 0.8630 | 0.4388 | 0.8630 | 0.9290 |
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- | No log | 5.3846 | 70 | 1.0089 | 0.3521 | 1.0089 | 1.0044 |
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- | No log | 5.5385 | 72 | 0.9235 | 0.4396 | 0.9235 | 0.9610 |
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- | No log | 5.6923 | 74 | 0.8507 | 0.5430 | 0.8507 | 0.9223 |
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- | No log | 5.8462 | 76 | 0.9400 | 0.5145 | 0.9400 | 0.9695 |
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- | No log | 6.0 | 78 | 0.8138 | 0.5543 | 0.8138 | 0.9021 |
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- | No log | 6.1538 | 80 | 1.0196 | 0.3642 | 1.0196 | 1.0097 |
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- | No log | 6.3077 | 82 | 1.2958 | 0.4655 | 1.2958 | 1.1383 |
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- | No log | 6.4615 | 84 | 1.0908 | 0.3676 | 1.0908 | 1.0444 |
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- | No log | 6.6154 | 86 | 0.7934 | 0.5184 | 0.7934 | 0.8907 |
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- | No log | 6.7692 | 88 | 0.8300 | 0.5346 | 0.8300 | 0.9110 |
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- | No log | 6.9231 | 90 | 0.7980 | 0.4979 | 0.7980 | 0.8933 |
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- | No log | 7.0769 | 92 | 0.8862 | 0.4098 | 0.8862 | 0.9414 |
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- | No log | 7.2308 | 94 | 0.9543 | 0.3152 | 0.9543 | 0.9769 |
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- | No log | 7.3846 | 96 | 0.8616 | 0.4158 | 0.8616 | 0.9282 |
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- | No log | 7.5385 | 98 | 0.8288 | 0.4608 | 0.8288 | 0.9104 |
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- | No log | 7.6923 | 100 | 0.9757 | 0.4119 | 0.9757 | 0.9878 |
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- | No log | 7.8462 | 102 | 1.0339 | 0.4410 | 1.0339 | 1.0168 |
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- | No log | 8.0 | 104 | 0.7967 | 0.5263 | 0.7967 | 0.8926 |
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- | No log | 8.1538 | 106 | 0.7527 | 0.4634 | 0.7527 | 0.8676 |
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- | No log | 8.3077 | 108 | 0.8113 | 0.5306 | 0.8113 | 0.9007 |
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- | No log | 8.4615 | 110 | 0.9996 | 0.4169 | 0.9996 | 0.9998 |
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- | No log | 8.6154 | 112 | 0.8656 | 0.5338 | 0.8656 | 0.9304 |
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- | No log | 8.7692 | 114 | 0.7214 | 0.5841 | 0.7214 | 0.8494 |
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- | No log | 8.9231 | 116 | 0.7304 | 0.5778 | 0.7304 | 0.8546 |
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- | No log | 9.0769 | 118 | 0.7736 | 0.4709 | 0.7736 | 0.8795 |
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- | No log | 9.2308 | 120 | 1.1079 | 0.3973 | 1.1079 | 1.0525 |
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- | No log | 9.3846 | 122 | 1.0304 | 0.4357 | 1.0304 | 1.0151 |
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- | No log | 9.5385 | 124 | 0.9893 | 0.4329 | 0.9893 | 0.9946 |
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- | No log | 9.6923 | 126 | 0.7550 | 0.4686 | 0.7550 | 0.8689 |
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- | No log | 9.8462 | 128 | 0.7232 | 0.5805 | 0.7232 | 0.8504 |
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- | No log | 10.0 | 130 | 0.7607 | 0.5528 | 0.7607 | 0.8722 |
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- | No log | 10.1538 | 132 | 0.7409 | 0.5618 | 0.7409 | 0.8608 |
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- | No log | 10.3077 | 134 | 0.7265 | 0.5905 | 0.7265 | 0.8523 |
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- | No log | 10.4615 | 136 | 0.8221 | 0.5688 | 0.8221 | 0.9067 |
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- | No log | 10.6154 | 138 | 0.8243 | 0.5688 | 0.8243 | 0.9079 |
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- | No log | 10.7692 | 140 | 0.7136 | 0.6874 | 0.7136 | 0.8448 |
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- | No log | 10.9231 | 142 | 0.6954 | 0.5925 | 0.6954 | 0.8339 |
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- | No log | 11.0769 | 144 | 0.7686 | 0.6533 | 0.7686 | 0.8767 |
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- | No log | 11.2308 | 146 | 1.1078 | 0.4108 | 1.1078 | 1.0525 |
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- | No log | 11.3846 | 148 | 1.2271 | 0.4055 | 1.2271 | 1.1077 |
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- | No log | 11.5385 | 150 | 0.9197 | 0.5408 | 0.9197 | 0.9590 |
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- | No log | 11.6923 | 152 | 0.7403 | 0.4826 | 0.7403 | 0.8604 |
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- | No log | 11.8462 | 154 | 0.7657 | 0.5202 | 0.7657 | 0.8750 |
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- | No log | 12.0 | 156 | 0.7568 | 0.5548 | 0.7568 | 0.8700 |
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- | No log | 12.1538 | 158 | 0.7744 | 0.5055 | 0.7744 | 0.8800 |
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- | No log | 12.3077 | 160 | 0.8383 | 0.5530 | 0.8383 | 0.9156 |
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- | No log | 12.4615 | 162 | 0.7272 | 0.5102 | 0.7272 | 0.8527 |
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- | No log | 12.6154 | 164 | 0.7406 | 0.5521 | 0.7406 | 0.8606 |
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- | No log | 12.7692 | 166 | 0.8126 | 0.5160 | 0.8126 | 0.9015 |
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- | No log | 12.9231 | 168 | 0.7330 | 0.5651 | 0.7330 | 0.8562 |
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- | No log | 13.0769 | 170 | 0.7075 | 0.5107 | 0.7075 | 0.8411 |
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- | No log | 13.2308 | 172 | 0.7587 | 0.5642 | 0.7587 | 0.8710 |
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- | No log | 13.3846 | 174 | 0.7323 | 0.5684 | 0.7323 | 0.8558 |
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- | No log | 13.5385 | 176 | 0.7206 | 0.5633 | 0.7206 | 0.8489 |
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- | No log | 13.6923 | 178 | 0.6991 | 0.5595 | 0.6991 | 0.8362 |
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- | No log | 13.8462 | 180 | 0.7340 | 0.5663 | 0.7340 | 0.8567 |
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- | No log | 14.0 | 182 | 0.7173 | 0.5213 | 0.7173 | 0.8469 |
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- | No log | 14.1538 | 184 | 0.7394 | 0.4977 | 0.7394 | 0.8599 |
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- | No log | 14.3077 | 186 | 0.8692 | 0.5555 | 0.8692 | 0.9323 |
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- | No log | 14.4615 | 188 | 1.0299 | 0.4638 | 1.0299 | 1.0148 |
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- | No log | 14.6154 | 190 | 0.9928 | 0.4705 | 0.9928 | 0.9964 |
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- | No log | 14.7692 | 192 | 0.8243 | 0.4624 | 0.8243 | 0.9079 |
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- | No log | 14.9231 | 194 | 0.7698 | 0.4769 | 0.7698 | 0.8774 |
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- | No log | 15.0769 | 196 | 0.7643 | 0.4769 | 0.7643 | 0.8742 |
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- | No log | 15.2308 | 198 | 0.7446 | 0.5296 | 0.7446 | 0.8629 |
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- | No log | 15.3846 | 200 | 0.7590 | 0.4879 | 0.7590 | 0.8712 |
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- | No log | 15.5385 | 202 | 0.9386 | 0.5402 | 0.9386 | 0.9688 |
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- | No log | 15.6923 | 204 | 1.0040 | 0.5101 | 1.0040 | 1.0020 |
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- | No log | 15.8462 | 206 | 0.8428 | 0.5075 | 0.8428 | 0.9180 |
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- | No log | 16.0 | 208 | 0.7383 | 0.5093 | 0.7383 | 0.8592 |
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- | No log | 16.1538 | 210 | 0.7599 | 0.5163 | 0.7599 | 0.8717 |
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- | No log | 16.3077 | 212 | 0.7848 | 0.5296 | 0.7848 | 0.8859 |
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- | No log | 16.4615 | 214 | 0.8025 | 0.4635 | 0.8025 | 0.8958 |
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- | No log | 16.6154 | 216 | 0.8652 | 0.4513 | 0.8652 | 0.9302 |
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- | No log | 16.7692 | 218 | 1.0175 | 0.3908 | 1.0175 | 1.0087 |
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- | No log | 16.9231 | 220 | 1.0503 | 0.4153 | 1.0503 | 1.0248 |
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- | No log | 17.0769 | 222 | 0.8972 | 0.4494 | 0.8972 | 0.9472 |
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- | No log | 17.2308 | 224 | 0.7763 | 0.4825 | 0.7763 | 0.8811 |
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- | No log | 17.3846 | 226 | 0.7768 | 0.4825 | 0.7768 | 0.8814 |
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- | No log | 17.5385 | 228 | 0.7846 | 0.4825 | 0.7846 | 0.8858 |
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- | No log | 17.6923 | 230 | 0.8656 | 0.4468 | 0.8656 | 0.9304 |
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- | No log | 17.8462 | 232 | 0.8106 | 0.4175 | 0.8106 | 0.9003 |
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- | No log | 18.0 | 234 | 0.7599 | 0.5357 | 0.7599 | 0.8717 |
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- | No log | 18.1538 | 236 | 0.7794 | 0.5118 | 0.7794 | 0.8829 |
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- | No log | 18.3077 | 238 | 0.7928 | 0.5118 | 0.7928 | 0.8904 |
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- | No log | 18.4615 | 240 | 0.7796 | 0.4579 | 0.7796 | 0.8830 |
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- | No log | 18.6154 | 242 | 0.7724 | 0.5237 | 0.7724 | 0.8789 |
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- | No log | 18.7692 | 244 | 0.8229 | 0.4570 | 0.8229 | 0.9071 |
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- | No log | 18.9231 | 246 | 0.8101 | 0.4681 | 0.8101 | 0.9001 |
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- | No log | 19.0769 | 248 | 0.8266 | 0.4915 | 0.8266 | 0.9092 |
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- | No log | 19.2308 | 250 | 0.8388 | 0.4703 | 0.8388 | 0.9159 |
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- | No log | 19.3846 | 252 | 0.8671 | 0.4604 | 0.8671 | 0.9312 |
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- | No log | 19.5385 | 254 | 0.8426 | 0.4650 | 0.8426 | 0.9179 |
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- | No log | 19.6923 | 256 | 0.8007 | 0.4681 | 0.8007 | 0.8948 |
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- | No log | 19.8462 | 258 | 0.8083 | 0.4570 | 0.8083 | 0.8991 |
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- | No log | 20.0 | 260 | 0.8219 | 0.4730 | 0.8219 | 0.9066 |
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- | No log | 20.1538 | 262 | 0.8033 | 0.4696 | 0.8033 | 0.8962 |
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- | No log | 20.3077 | 264 | 0.7962 | 0.4434 | 0.7962 | 0.8923 |
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- | No log | 20.4615 | 266 | 0.7920 | 0.4158 | 0.7920 | 0.8899 |
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- | No log | 20.6154 | 268 | 0.7822 | 0.4016 | 0.7822 | 0.8844 |
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- | No log | 20.7692 | 270 | 0.7672 | 0.4016 | 0.7672 | 0.8759 |
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- | No log | 20.9231 | 272 | 0.7575 | 0.4363 | 0.7575 | 0.8703 |
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- | No log | 21.0769 | 274 | 0.7743 | 0.4444 | 0.7743 | 0.8800 |
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- | No log | 21.2308 | 276 | 0.8342 | 0.4513 | 0.8342 | 0.9133 |
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- | No log | 21.3846 | 278 | 0.8250 | 0.4513 | 0.8250 | 0.9083 |
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- | No log | 21.5385 | 280 | 0.8272 | 0.4775 | 0.8272 | 0.9095 |
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- | No log | 21.6923 | 282 | 0.7729 | 0.4841 | 0.7729 | 0.8791 |
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- | No log | 21.8462 | 284 | 0.7373 | 0.4715 | 0.7373 | 0.8586 |
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- | No log | 22.0 | 286 | 0.7710 | 0.5467 | 0.7710 | 0.8781 |
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- | No log | 22.1538 | 288 | 0.9701 | 0.4949 | 0.9701 | 0.9849 |
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- | No log | 22.3077 | 290 | 1.3483 | 0.4017 | 1.3483 | 1.1611 |
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- | No log | 22.4615 | 292 | 1.4321 | 0.3850 | 1.4321 | 1.1967 |
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- | No log | 22.6154 | 294 | 1.2061 | 0.4460 | 1.2061 | 1.0982 |
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- | No log | 22.7692 | 296 | 0.9757 | 0.4500 | 0.9757 | 0.9878 |
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- | No log | 22.9231 | 298 | 0.8124 | 0.4570 | 0.8124 | 0.9014 |
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- | No log | 23.0769 | 300 | 0.7949 | 0.4563 | 0.7949 | 0.8916 |
202
- | No log | 23.2308 | 302 | 0.8149 | 0.4158 | 0.8149 | 0.9027 |
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- | No log | 23.3846 | 304 | 0.9251 | 0.3879 | 0.9251 | 0.9618 |
204
- | No log | 23.5385 | 306 | 1.0372 | 0.3494 | 1.0372 | 1.0184 |
205
- | No log | 23.6923 | 308 | 0.9748 | 0.4154 | 0.9748 | 0.9873 |
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- | No log | 23.8462 | 310 | 0.8346 | 0.4344 | 0.8346 | 0.9135 |
207
- | No log | 24.0 | 312 | 0.7621 | 0.4626 | 0.7621 | 0.8730 |
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- | No log | 24.1538 | 314 | 0.7535 | 0.4879 | 0.7535 | 0.8680 |
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- | No log | 24.3077 | 316 | 0.7871 | 0.5098 | 0.7871 | 0.8872 |
210
- | No log | 24.4615 | 318 | 0.8165 | 0.5345 | 0.8165 | 0.9036 |
211
- | No log | 24.6154 | 320 | 0.7895 | 0.5022 | 0.7895 | 0.8886 |
212
- | No log | 24.7692 | 322 | 0.8113 | 0.4929 | 0.8113 | 0.9007 |
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- | No log | 24.9231 | 324 | 0.8119 | 0.5102 | 0.8119 | 0.9011 |
214
- | No log | 25.0769 | 326 | 0.7970 | 0.5287 | 0.7970 | 0.8927 |
215
- | No log | 25.2308 | 328 | 0.8001 | 0.4671 | 0.8001 | 0.8945 |
216
- | No log | 25.3846 | 330 | 0.8012 | 0.4504 | 0.8012 | 0.8951 |
217
- | No log | 25.5385 | 332 | 0.8240 | 0.4797 | 0.8240 | 0.9078 |
218
- | No log | 25.6923 | 334 | 0.8738 | 0.4513 | 0.8738 | 0.9348 |
219
- | No log | 25.8462 | 336 | 0.8383 | 0.4717 | 0.8383 | 0.9156 |
220
- | No log | 26.0 | 338 | 0.8092 | 0.3914 | 0.8092 | 0.8995 |
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- | No log | 26.1538 | 340 | 0.7993 | 0.3914 | 0.7993 | 0.8940 |
222
- | No log | 26.3077 | 342 | 0.8067 | 0.4570 | 0.8067 | 0.8981 |
223
- | No log | 26.4615 | 344 | 0.8126 | 0.4775 | 0.8126 | 0.9015 |
224
- | No log | 26.6154 | 346 | 0.8304 | 0.4530 | 0.8304 | 0.9112 |
225
- | No log | 26.7692 | 348 | 0.8489 | 0.5291 | 0.8489 | 0.9213 |
226
- | No log | 26.9231 | 350 | 0.9987 | 0.4813 | 0.9987 | 0.9993 |
227
- | No log | 27.0769 | 352 | 0.9899 | 0.4813 | 0.9899 | 0.9949 |
228
- | No log | 27.2308 | 354 | 0.8373 | 0.5580 | 0.8373 | 0.9150 |
229
- | No log | 27.3846 | 356 | 0.7582 | 0.4364 | 0.7582 | 0.8707 |
230
- | No log | 27.5385 | 358 | 0.7491 | 0.4804 | 0.7491 | 0.8655 |
231
- | No log | 27.6923 | 360 | 0.7589 | 0.4804 | 0.7589 | 0.8712 |
232
- | No log | 27.8462 | 362 | 0.7950 | 0.4197 | 0.7950 | 0.8917 |
233
- | No log | 28.0 | 364 | 0.9242 | 0.4410 | 0.9242 | 0.9614 |
234
- | No log | 28.1538 | 366 | 1.0258 | 0.4497 | 1.0258 | 1.0128 |
235
- | No log | 28.3077 | 368 | 0.9981 | 0.4850 | 0.9981 | 0.9991 |
236
- | No log | 28.4615 | 370 | 0.8694 | 0.4503 | 0.8694 | 0.9324 |
237
- | No log | 28.6154 | 372 | 0.7924 | 0.4393 | 0.7924 | 0.8902 |
238
- | No log | 28.7692 | 374 | 0.7716 | 0.4591 | 0.7716 | 0.8784 |
239
- | No log | 28.9231 | 376 | 0.7652 | 0.5028 | 0.7652 | 0.8747 |
240
- | No log | 29.0769 | 378 | 0.7659 | 0.4691 | 0.7659 | 0.8751 |
241
- | No log | 29.2308 | 380 | 0.7836 | 0.4977 | 0.7836 | 0.8852 |
242
- | No log | 29.3846 | 382 | 0.8759 | 0.4832 | 0.8759 | 0.9359 |
243
- | No log | 29.5385 | 384 | 0.9409 | 0.5087 | 0.9409 | 0.9700 |
244
- | No log | 29.6923 | 386 | 0.9225 | 0.4878 | 0.9225 | 0.9605 |
245
- | No log | 29.8462 | 388 | 0.8296 | 0.4624 | 0.8296 | 0.9108 |
246
- | No log | 30.0 | 390 | 0.7843 | 0.4826 | 0.7843 | 0.8856 |
247
- | No log | 30.1538 | 392 | 0.8038 | 0.4726 | 0.8038 | 0.8966 |
248
- | No log | 30.3077 | 394 | 0.8690 | 0.4308 | 0.8690 | 0.9322 |
249
- | No log | 30.4615 | 396 | 0.9624 | 0.4581 | 0.9624 | 0.9810 |
250
- | No log | 30.6154 | 398 | 0.9788 | 0.4581 | 0.9788 | 0.9893 |
251
- | No log | 30.7692 | 400 | 0.9882 | 0.4556 | 0.9882 | 0.9941 |
252
- | No log | 30.9231 | 402 | 0.9765 | 0.4023 | 0.9765 | 0.9882 |
253
- | No log | 31.0769 | 404 | 0.9005 | 0.3942 | 0.9005 | 0.9489 |
254
- | No log | 31.2308 | 406 | 0.8714 | 0.4098 | 0.8714 | 0.9335 |
255
- | No log | 31.3846 | 408 | 0.8701 | 0.4331 | 0.8701 | 0.9328 |
256
- | No log | 31.5385 | 410 | 0.8896 | 0.3942 | 0.8896 | 0.9432 |
257
- | No log | 31.6923 | 412 | 0.8667 | 0.4271 | 0.8667 | 0.9310 |
258
- | No log | 31.8462 | 414 | 0.8089 | 0.4626 | 0.8089 | 0.8994 |
259
- | No log | 32.0 | 416 | 0.7754 | 0.4691 | 0.7754 | 0.8806 |
260
- | No log | 32.1538 | 418 | 0.7773 | 0.4726 | 0.7773 | 0.8816 |
261
- | No log | 32.3077 | 420 | 0.7992 | 0.4233 | 0.7992 | 0.8940 |
262
- | No log | 32.4615 | 422 | 0.8177 | 0.3806 | 0.8177 | 0.9042 |
263
- | No log | 32.6154 | 424 | 0.8529 | 0.4175 | 0.8529 | 0.9235 |
264
- | No log | 32.7692 | 426 | 0.8678 | 0.4604 | 0.8678 | 0.9316 |
265
- | No log | 32.9231 | 428 | 0.8397 | 0.4175 | 0.8397 | 0.9163 |
266
- | No log | 33.0769 | 430 | 0.8155 | 0.3814 | 0.8155 | 0.9031 |
267
- | No log | 33.2308 | 432 | 0.8127 | 0.3814 | 0.8127 | 0.9015 |
268
- | No log | 33.3846 | 434 | 0.8263 | 0.3814 | 0.8263 | 0.9090 |
269
- | No log | 33.5385 | 436 | 0.8426 | 0.3714 | 0.8426 | 0.9179 |
270
- | No log | 33.6923 | 438 | 0.8503 | 0.3714 | 0.8503 | 0.9221 |
271
- | No log | 33.8462 | 440 | 0.8345 | 0.3723 | 0.8345 | 0.9135 |
272
- | No log | 34.0 | 442 | 0.8011 | 0.3965 | 0.8011 | 0.8951 |
273
- | No log | 34.1538 | 444 | 0.8063 | 0.3965 | 0.8063 | 0.8980 |
274
- | No log | 34.3077 | 446 | 0.8592 | 0.5133 | 0.8592 | 0.9269 |
275
- | No log | 34.4615 | 448 | 0.9390 | 0.5582 | 0.9390 | 0.9690 |
276
- | No log | 34.6154 | 450 | 0.9988 | 0.5445 | 0.9988 | 0.9994 |
277
- | No log | 34.7692 | 452 | 1.0456 | 0.4673 | 1.0456 | 1.0226 |
278
- | No log | 34.9231 | 454 | 1.0224 | 0.4118 | 1.0224 | 1.0111 |
279
- | No log | 35.0769 | 456 | 1.0237 | 0.3601 | 1.0237 | 1.0118 |
280
- | No log | 35.2308 | 458 | 0.9907 | 0.3920 | 0.9907 | 0.9954 |
281
- | No log | 35.3846 | 460 | 0.9787 | 0.4154 | 0.9787 | 0.9893 |
282
- | No log | 35.5385 | 462 | 0.9686 | 0.4155 | 0.9686 | 0.9842 |
283
- | No log | 35.6923 | 464 | 0.9498 | 0.4344 | 0.9498 | 0.9746 |
284
- | No log | 35.8462 | 466 | 0.9587 | 0.4344 | 0.9587 | 0.9791 |
285
- | No log | 36.0 | 468 | 0.9437 | 0.3942 | 0.9437 | 0.9714 |
286
- | No log | 36.1538 | 470 | 0.9380 | 0.3937 | 0.9380 | 0.9685 |
287
- | No log | 36.3077 | 472 | 0.9272 | 0.3689 | 0.9272 | 0.9629 |
288
- | No log | 36.4615 | 474 | 0.9376 | 0.3832 | 0.9376 | 0.9683 |
289
- | No log | 36.6154 | 476 | 0.9624 | 0.3832 | 0.9624 | 0.9810 |
290
- | No log | 36.7692 | 478 | 0.9873 | 0.3152 | 0.9873 | 0.9936 |
291
- | No log | 36.9231 | 480 | 0.9956 | 0.3430 | 0.9956 | 0.9978 |
292
- | No log | 37.0769 | 482 | 0.9697 | 0.3891 | 0.9697 | 0.9847 |
293
- | No log | 37.2308 | 484 | 0.8825 | 0.4271 | 0.8825 | 0.9394 |
294
- | No log | 37.3846 | 486 | 0.8602 | 0.3862 | 0.8602 | 0.9275 |
295
- | No log | 37.5385 | 488 | 0.8815 | 0.3862 | 0.8815 | 0.9389 |
296
- | No log | 37.6923 | 490 | 0.9313 | 0.3937 | 0.9313 | 0.9650 |
297
- | No log | 37.8462 | 492 | 0.9816 | 0.3393 | 0.9816 | 0.9907 |
298
- | No log | 38.0 | 494 | 1.0311 | 0.2870 | 1.0311 | 1.0154 |
299
- | No log | 38.1538 | 496 | 1.0080 | 0.2870 | 1.0080 | 1.0040 |
300
- | No log | 38.3077 | 498 | 0.9157 | 0.3937 | 0.9157 | 0.9569 |
301
- | 0.2428 | 38.4615 | 500 | 0.8429 | 0.4138 | 0.8429 | 0.9181 |
302
- | 0.2428 | 38.6154 | 502 | 0.8153 | 0.4061 | 0.8153 | 0.9029 |
303
- | 0.2428 | 38.7692 | 504 | 0.8198 | 0.3960 | 0.8198 | 0.9055 |
304
- | 0.2428 | 38.9231 | 506 | 0.8260 | 0.3956 | 0.8260 | 0.9089 |
305
- | 0.2428 | 39.0769 | 508 | 0.8444 | 0.3798 | 0.8444 | 0.9189 |
306
- | 0.2428 | 39.2308 | 510 | 0.8465 | 0.3798 | 0.8465 | 0.9200 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
307
 
308
 
309
  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k4_task2_organization
8
  results: []
9
  ---
10
 
11
  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
12
  should probably proofread and complete it, then remove this comment. -->
13
 
14
+ # ArabicNewSplits7_B_usingALLEssays_FineTuningAraBERT_run1_AugV5_k4_task2_organization
15
 
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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.
17
  It achieves the following results on the evaluation set:
18
+ - Loss: 0.9184
19
+ - Qwk: 0.3639
20
+ - Mse: 0.9184
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+ - Rmse: 0.9583
22
 
23
  ## Model description
24
 
 
47
 
48
  ### Training results
49
 
50
+ | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
+ |:-------------:|:-----:|:----:|:---------------:|:-------:|:------:|:------:|
52
+ | No log | 0.1 | 2 | 4.9988 | -0.0240 | 4.9988 | 2.2358 |
53
+ | No log | 0.2 | 4 | 2.7603 | -0.0375 | 2.7603 | 1.6614 |
54
+ | No log | 0.3 | 6 | 1.7733 | -0.0161 | 1.7733 | 1.3317 |
55
+ | No log | 0.4 | 8 | 1.4549 | -0.0076 | 1.4549 | 1.2062 |
56
+ | No log | 0.5 | 10 | 1.6009 | -0.0522 | 1.6009 | 1.2652 |
57
+ | No log | 0.6 | 12 | 1.5557 | -0.1687 | 1.5557 | 1.2473 |
58
+ | No log | 0.7 | 14 | 1.7431 | -0.1452 | 1.7431 | 1.3203 |
59
+ | No log | 0.8 | 16 | 1.4909 | -0.0432 | 1.4909 | 1.2210 |
60
+ | No log | 0.9 | 18 | 1.5428 | -0.1448 | 1.5428 | 1.2421 |
61
+ | No log | 1.0 | 20 | 1.5211 | -0.0478 | 1.5211 | 1.2333 |
62
+ | No log | 1.1 | 22 | 1.3432 | 0.0346 | 1.3432 | 1.1590 |
63
+ | No log | 1.2 | 24 | 1.2390 | 0.0945 | 1.2390 | 1.1131 |
64
+ | No log | 1.3 | 26 | 1.2060 | 0.0847 | 1.2060 | 1.0982 |
65
+ | No log | 1.4 | 28 | 1.2112 | 0.1140 | 1.2112 | 1.1005 |
66
+ | No log | 1.5 | 30 | 1.2634 | 0.1675 | 1.2634 | 1.1240 |
67
+ | No log | 1.6 | 32 | 1.3947 | 0.0811 | 1.3947 | 1.1810 |
68
+ | No log | 1.7 | 34 | 1.4665 | 0.1565 | 1.4665 | 1.2110 |
69
+ | No log | 1.8 | 36 | 1.6704 | 0.1476 | 1.6704 | 1.2925 |
70
+ | No log | 1.9 | 38 | 1.8496 | 0.1741 | 1.8496 | 1.3600 |
71
+ | No log | 2.0 | 40 | 1.8895 | 0.2085 | 1.8895 | 1.3746 |
72
+ | No log | 2.1 | 42 | 1.8864 | 0.1529 | 1.8864 | 1.3735 |
73
+ | No log | 2.2 | 44 | 1.5668 | 0.1857 | 1.5668 | 1.2517 |
74
+ | No log | 2.3 | 46 | 1.1966 | 0.1579 | 1.1966 | 1.0939 |
75
+ | No log | 2.4 | 48 | 1.1789 | 0.0642 | 1.1789 | 1.0858 |
76
+ | No log | 2.5 | 50 | 1.2020 | 0.1180 | 1.2020 | 1.0964 |
77
+ | No log | 2.6 | 52 | 1.1538 | 0.2268 | 1.1538 | 1.0741 |
78
+ | No log | 2.7 | 54 | 1.3267 | 0.1545 | 1.3267 | 1.1518 |
79
+ | No log | 2.8 | 56 | 2.0164 | 0.1732 | 2.0164 | 1.4200 |
80
+ | No log | 2.9 | 58 | 1.9932 | 0.1756 | 1.9932 | 1.4118 |
81
+ | No log | 3.0 | 60 | 1.8368 | 0.1811 | 1.8368 | 1.3553 |
82
+ | No log | 3.1 | 62 | 1.5361 | 0.1904 | 1.5361 | 1.2394 |
83
+ | No log | 3.2 | 64 | 1.3149 | 0.2091 | 1.3149 | 1.1467 |
84
+ | No log | 3.3 | 66 | 1.2462 | 0.1996 | 1.2462 | 1.1163 |
85
+ | No log | 3.4 | 68 | 1.3328 | 0.1347 | 1.3328 | 1.1545 |
86
+ | No log | 3.5 | 70 | 1.4074 | 0.2010 | 1.4074 | 1.1863 |
87
+ | No log | 3.6 | 72 | 1.2763 | 0.1636 | 1.2763 | 1.1297 |
88
+ | No log | 3.7 | 74 | 1.1157 | 0.2988 | 1.1157 | 1.0563 |
89
+ | No log | 3.8 | 76 | 1.1080 | 0.2509 | 1.1080 | 1.0526 |
90
+ | No log | 3.9 | 78 | 1.1138 | 0.3294 | 1.1138 | 1.0554 |
91
+ | No log | 4.0 | 80 | 1.2594 | 0.1529 | 1.2594 | 1.1222 |
92
+ | No log | 4.1 | 82 | 1.3517 | 0.1468 | 1.3517 | 1.1626 |
93
+ | No log | 4.2 | 84 | 1.1832 | 0.2685 | 1.1832 | 1.0877 |
94
+ | No log | 4.3 | 86 | 1.1029 | 0.3780 | 1.1029 | 1.0502 |
95
+ | No log | 4.4 | 88 | 1.2077 | 0.2734 | 1.2077 | 1.0989 |
96
+ | No log | 4.5 | 90 | 1.1754 | 0.2920 | 1.1754 | 1.0842 |
97
+ | No log | 4.6 | 92 | 1.1056 | 0.3976 | 1.1056 | 1.0515 |
98
+ | No log | 4.7 | 94 | 1.1867 | 0.2948 | 1.1867 | 1.0894 |
99
+ | No log | 4.8 | 96 | 1.1440 | 0.2540 | 1.1440 | 1.0696 |
100
+ | No log | 4.9 | 98 | 1.1238 | 0.3104 | 1.1238 | 1.0601 |
101
+ | No log | 5.0 | 100 | 1.2414 | 0.2410 | 1.2414 | 1.1142 |
102
+ | No log | 5.1 | 102 | 1.3085 | 0.2012 | 1.3085 | 1.1439 |
103
+ | No log | 5.2 | 104 | 1.2943 | 0.2007 | 1.2943 | 1.1377 |
104
+ | No log | 5.3 | 106 | 1.4817 | 0.2029 | 1.4817 | 1.2173 |
105
+ | No log | 5.4 | 108 | 1.3607 | 0.1341 | 1.3607 | 1.1665 |
106
+ | No log | 5.5 | 110 | 1.2510 | 0.2191 | 1.2510 | 1.1185 |
107
+ | No log | 5.6 | 112 | 1.1611 | 0.2476 | 1.1611 | 1.0776 |
108
+ | No log | 5.7 | 114 | 1.0877 | 0.3788 | 1.0877 | 1.0429 |
109
+ | No log | 5.8 | 116 | 1.0808 | 0.3891 | 1.0808 | 1.0396 |
110
+ | No log | 5.9 | 118 | 1.0750 | 0.3756 | 1.0750 | 1.0368 |
111
+ | No log | 6.0 | 120 | 1.0811 | 0.3081 | 1.0811 | 1.0398 |
112
+ | No log | 6.1 | 122 | 1.2406 | 0.2593 | 1.2406 | 1.1138 |
113
+ | No log | 6.2 | 124 | 1.6278 | 0.2335 | 1.6278 | 1.2758 |
114
+ | No log | 6.3 | 126 | 1.4123 | 0.2730 | 1.4123 | 1.1884 |
115
+ | No log | 6.4 | 128 | 1.0924 | 0.3865 | 1.0924 | 1.0452 |
116
+ | No log | 6.5 | 130 | 1.0285 | 0.4163 | 1.0285 | 1.0142 |
117
+ | No log | 6.6 | 132 | 1.0293 | 0.4296 | 1.0293 | 1.0145 |
118
+ | No log | 6.7 | 134 | 1.0391 | 0.4842 | 1.0391 | 1.0193 |
119
+ | No log | 6.8 | 136 | 1.3286 | 0.3290 | 1.3286 | 1.1526 |
120
+ | No log | 6.9 | 138 | 1.3619 | 0.2830 | 1.3619 | 1.1670 |
121
+ | No log | 7.0 | 140 | 1.0492 | 0.4606 | 1.0492 | 1.0243 |
122
+ | No log | 7.1 | 142 | 0.9977 | 0.3938 | 0.9977 | 0.9989 |
123
+ | No log | 7.2 | 144 | 1.0080 | 0.4359 | 1.0080 | 1.0040 |
124
+ | No log | 7.3 | 146 | 0.9672 | 0.4256 | 0.9672 | 0.9834 |
125
+ | No log | 7.4 | 148 | 1.0288 | 0.3935 | 1.0288 | 1.0143 |
126
+ | No log | 7.5 | 150 | 1.0730 | 0.3624 | 1.0730 | 1.0358 |
127
+ | No log | 7.6 | 152 | 1.0109 | 0.4211 | 1.0109 | 1.0054 |
128
+ | No log | 7.7 | 154 | 1.0155 | 0.4141 | 1.0155 | 1.0077 |
129
+ | No log | 7.8 | 156 | 1.1146 | 0.4021 | 1.1146 | 1.0558 |
130
+ | No log | 7.9 | 158 | 1.3680 | 0.2836 | 1.3680 | 1.1696 |
131
+ | No log | 8.0 | 160 | 1.3819 | 0.2964 | 1.3819 | 1.1756 |
132
+ | No log | 8.1 | 162 | 1.2069 | 0.3487 | 1.2069 | 1.0986 |
133
+ | No log | 8.2 | 164 | 1.0967 | 0.3232 | 1.0967 | 1.0472 |
134
+ | No log | 8.3 | 166 | 1.1769 | 0.2734 | 1.1769 | 1.0848 |
135
+ | No log | 8.4 | 168 | 1.1437 | 0.2451 | 1.1437 | 1.0695 |
136
+ | No log | 8.5 | 170 | 1.1194 | 0.3286 | 1.1194 | 1.0580 |
137
+ | No log | 8.6 | 172 | 1.4776 | 0.2613 | 1.4776 | 1.2156 |
138
+ | No log | 8.7 | 174 | 1.8336 | 0.2217 | 1.8336 | 1.3541 |
139
+ | No log | 8.8 | 176 | 1.6377 | 0.2558 | 1.6377 | 1.2797 |
140
+ | No log | 8.9 | 178 | 1.2129 | 0.2851 | 1.2129 | 1.1013 |
141
+ | No log | 9.0 | 180 | 1.0310 | 0.3041 | 1.0310 | 1.0154 |
142
+ | No log | 9.1 | 182 | 1.0560 | 0.2741 | 1.0560 | 1.0276 |
143
+ | No log | 9.2 | 184 | 1.0336 | 0.3434 | 1.0336 | 1.0167 |
144
+ | No log | 9.3 | 186 | 0.9725 | 0.2915 | 0.9725 | 0.9862 |
145
+ | No log | 9.4 | 188 | 0.9910 | 0.4137 | 0.9910 | 0.9955 |
146
+ | No log | 9.5 | 190 | 1.0672 | 0.3309 | 1.0672 | 1.0331 |
147
+ | No log | 9.6 | 192 | 1.2283 | 0.3470 | 1.2283 | 1.1083 |
148
+ | No log | 9.7 | 194 | 1.0924 | 0.3912 | 1.0924 | 1.0452 |
149
+ | No log | 9.8 | 196 | 0.9244 | 0.4233 | 0.9244 | 0.9614 |
150
+ | No log | 9.9 | 198 | 0.9348 | 0.3961 | 0.9348 | 0.9669 |
151
+ | No log | 10.0 | 200 | 0.9804 | 0.3434 | 0.9804 | 0.9901 |
152
+ | No log | 10.1 | 202 | 0.9836 | 0.3418 | 0.9836 | 0.9918 |
153
+ | No log | 10.2 | 204 | 0.9275 | 0.3744 | 0.9275 | 0.9631 |
154
+ | No log | 10.3 | 206 | 0.9813 | 0.3572 | 0.9813 | 0.9906 |
155
+ | No log | 10.4 | 208 | 1.0106 | 0.3634 | 1.0106 | 1.0053 |
156
+ | No log | 10.5 | 210 | 0.9620 | 0.4084 | 0.9620 | 0.9808 |
157
+ | No log | 10.6 | 212 | 0.9066 | 0.5343 | 0.9066 | 0.9522 |
158
+ | No log | 10.7 | 214 | 0.9015 | 0.5165 | 0.9015 | 0.9495 |
159
+ | No log | 10.8 | 216 | 0.8930 | 0.5204 | 0.8930 | 0.9450 |
160
+ | No log | 10.9 | 218 | 0.9252 | 0.5261 | 0.9252 | 0.9619 |
161
+ | No log | 11.0 | 220 | 1.0721 | 0.4186 | 1.0721 | 1.0354 |
162
+ | No log | 11.1 | 222 | 1.0040 | 0.4463 | 1.0040 | 1.0020 |
163
+ | No log | 11.2 | 224 | 0.8970 | 0.4521 | 0.8970 | 0.9471 |
164
+ | No log | 11.3 | 226 | 1.0064 | 0.4507 | 1.0064 | 1.0032 |
165
+ | No log | 11.4 | 228 | 1.1357 | 0.3380 | 1.1357 | 1.0657 |
166
+ | No log | 11.5 | 230 | 1.0544 | 0.3380 | 1.0544 | 1.0268 |
167
+ | No log | 11.6 | 232 | 0.9147 | 0.4963 | 0.9147 | 0.9564 |
168
+ | No log | 11.7 | 234 | 0.9678 | 0.4120 | 0.9678 | 0.9838 |
169
+ | No log | 11.8 | 236 | 1.0639 | 0.4325 | 1.0639 | 1.0315 |
170
+ | No log | 11.9 | 238 | 0.9915 | 0.4027 | 0.9915 | 0.9957 |
171
+ | No log | 12.0 | 240 | 0.9191 | 0.4119 | 0.9191 | 0.9587 |
172
+ | No log | 12.1 | 242 | 0.9211 | 0.4691 | 0.9211 | 0.9597 |
173
+ | No log | 12.2 | 244 | 0.9281 | 0.4019 | 0.9281 | 0.9634 |
174
+ | No log | 12.3 | 246 | 0.9582 | 0.3678 | 0.9582 | 0.9789 |
175
+ | No log | 12.4 | 248 | 1.0391 | 0.3557 | 1.0391 | 1.0194 |
176
+ | No log | 12.5 | 250 | 1.1631 | 0.4169 | 1.1631 | 1.0785 |
177
+ | No log | 12.6 | 252 | 1.1075 | 0.3726 | 1.1075 | 1.0524 |
178
+ | No log | 12.7 | 254 | 0.9639 | 0.3944 | 0.9639 | 0.9818 |
179
+ | No log | 12.8 | 256 | 0.9409 | 0.5248 | 0.9409 | 0.9700 |
180
+ | No log | 12.9 | 258 | 0.9965 | 0.4546 | 0.9965 | 0.9983 |
181
+ | No log | 13.0 | 260 | 1.0210 | 0.4546 | 1.0210 | 1.0104 |
182
+ | No log | 13.1 | 262 | 0.9924 | 0.4881 | 0.9924 | 0.9962 |
183
+ | No log | 13.2 | 264 | 0.9653 | 0.4196 | 0.9653 | 0.9825 |
184
+ | No log | 13.3 | 266 | 0.9791 | 0.4176 | 0.9791 | 0.9895 |
185
+ | No log | 13.4 | 268 | 0.9698 | 0.4568 | 0.9698 | 0.9848 |
186
+ | No log | 13.5 | 270 | 0.9774 | 0.4734 | 0.9774 | 0.9886 |
187
+ | No log | 13.6 | 272 | 0.9781 | 0.3930 | 0.9781 | 0.9890 |
188
+ | No log | 13.7 | 274 | 0.9891 | 0.3607 | 0.9891 | 0.9945 |
189
+ | No log | 13.8 | 276 | 0.9979 | 0.4859 | 0.9979 | 0.9990 |
190
+ | No log | 13.9 | 278 | 1.0121 | 0.4823 | 1.0121 | 1.0061 |
191
+ | No log | 14.0 | 280 | 1.0038 | 0.4554 | 1.0038 | 1.0019 |
192
+ | No log | 14.1 | 282 | 1.0184 | 0.3268 | 1.0184 | 1.0091 |
193
+ | No log | 14.2 | 284 | 1.0483 | 0.2896 | 1.0483 | 1.0238 |
194
+ | No log | 14.3 | 286 | 1.0136 | 0.3637 | 1.0136 | 1.0068 |
195
+ | No log | 14.4 | 288 | 0.9804 | 0.3290 | 0.9804 | 0.9901 |
196
+ | No log | 14.5 | 290 | 0.9684 | 0.3290 | 0.9684 | 0.9841 |
197
+ | No log | 14.6 | 292 | 0.9609 | 0.3190 | 0.9609 | 0.9803 |
198
+ | No log | 14.7 | 294 | 0.9608 | 0.2893 | 0.9608 | 0.9802 |
199
+ | No log | 14.8 | 296 | 0.9966 | 0.3666 | 0.9966 | 0.9983 |
200
+ | No log | 14.9 | 298 | 0.9982 | 0.3434 | 0.9982 | 0.9991 |
201
+ | No log | 15.0 | 300 | 1.0099 | 0.3868 | 1.0099 | 1.0050 |
202
+ | No log | 15.1 | 302 | 0.9836 | 0.3948 | 0.9836 | 0.9918 |
203
+ | No log | 15.2 | 304 | 0.9893 | 0.3736 | 0.9893 | 0.9947 |
204
+ | No log | 15.3 | 306 | 1.0940 | 0.3642 | 1.0940 | 1.0460 |
205
+ | No log | 15.4 | 308 | 1.1168 | 0.3595 | 1.1168 | 1.0568 |
206
+ | No log | 15.5 | 310 | 1.0663 | 0.3533 | 1.0663 | 1.0326 |
207
+ | No log | 15.6 | 312 | 0.9846 | 0.3869 | 0.9846 | 0.9923 |
208
+ | No log | 15.7 | 314 | 0.9676 | 0.3780 | 0.9676 | 0.9837 |
209
+ | No log | 15.8 | 316 | 1.0167 | 0.3169 | 1.0167 | 1.0083 |
210
+ | No log | 15.9 | 318 | 1.1427 | 0.2815 | 1.1427 | 1.0690 |
211
+ | No log | 16.0 | 320 | 1.1897 | 0.2857 | 1.1897 | 1.0907 |
212
+ | No log | 16.1 | 322 | 1.1459 | 0.2731 | 1.1459 | 1.0705 |
213
+ | No log | 16.2 | 324 | 1.0861 | 0.2896 | 1.0861 | 1.0421 |
214
+ | No log | 16.3 | 326 | 1.0137 | 0.3504 | 1.0137 | 1.0068 |
215
+ | No log | 16.4 | 328 | 0.9913 | 0.4978 | 0.9913 | 0.9956 |
216
+ | No log | 16.5 | 330 | 0.9779 | 0.4586 | 0.9779 | 0.9889 |
217
+ | No log | 16.6 | 332 | 0.9816 | 0.4626 | 0.9816 | 0.9908 |
218
+ | No log | 16.7 | 334 | 0.9718 | 0.4718 | 0.9718 | 0.9858 |
219
+ | No log | 16.8 | 336 | 0.9797 | 0.4726 | 0.9797 | 0.9898 |
220
+ | No log | 16.9 | 338 | 0.9779 | 0.4736 | 0.9779 | 0.9889 |
221
+ | No log | 17.0 | 340 | 0.9771 | 0.5027 | 0.9771 | 0.9885 |
222
+ | No log | 17.1 | 342 | 0.9851 | 0.5279 | 0.9851 | 0.9925 |
223
+ | No log | 17.2 | 344 | 0.9958 | 0.5279 | 0.9958 | 0.9979 |
224
+ | No log | 17.3 | 346 | 1.0020 | 0.4736 | 1.0020 | 1.0010 |
225
+ | No log | 17.4 | 348 | 1.0223 | 0.4736 | 1.0223 | 1.0111 |
226
+ | No log | 17.5 | 350 | 1.0168 | 0.4218 | 1.0168 | 1.0084 |
227
+ | No log | 17.6 | 352 | 1.0816 | 0.2900 | 1.0816 | 1.0400 |
228
+ | No log | 17.7 | 354 | 1.2461 | 0.2962 | 1.2461 | 1.1163 |
229
+ | No log | 17.8 | 356 | 1.2174 | 0.3108 | 1.2174 | 1.1033 |
230
+ | No log | 17.9 | 358 | 1.0665 | 0.2670 | 1.0665 | 1.0327 |
231
+ | No log | 18.0 | 360 | 1.0003 | 0.3753 | 1.0003 | 1.0002 |
232
+ | No log | 18.1 | 362 | 1.0324 | 0.3602 | 1.0324 | 1.0160 |
233
+ | No log | 18.2 | 364 | 1.0108 | 0.3093 | 1.0108 | 1.0054 |
234
+ | No log | 18.3 | 366 | 0.9892 | 0.3070 | 0.9892 | 0.9946 |
235
+ | No log | 18.4 | 368 | 0.9835 | 0.3483 | 0.9835 | 0.9917 |
236
+ | No log | 18.5 | 370 | 0.9842 | 0.3765 | 0.9842 | 0.9921 |
237
+ | No log | 18.6 | 372 | 0.9874 | 0.3010 | 0.9874 | 0.9937 |
238
+ | No log | 18.7 | 374 | 0.9830 | 0.3775 | 0.9830 | 0.9915 |
239
+ | No log | 18.8 | 376 | 0.9871 | 0.3775 | 0.9871 | 0.9935 |
240
+ | No log | 18.9 | 378 | 0.9921 | 0.4032 | 0.9921 | 0.9960 |
241
+ | No log | 19.0 | 380 | 1.0200 | 0.4032 | 1.0200 | 1.0100 |
242
+ | No log | 19.1 | 382 | 1.0340 | 0.3412 | 1.0340 | 1.0169 |
243
+ | No log | 19.2 | 384 | 1.0588 | 0.2308 | 1.0588 | 1.0290 |
244
+ | No log | 19.3 | 386 | 1.0160 | 0.2637 | 1.0160 | 1.0080 |
245
+ | No log | 19.4 | 388 | 0.9556 | 0.3829 | 0.9556 | 0.9775 |
246
+ | No log | 19.5 | 390 | 0.9247 | 0.3829 | 0.9247 | 0.9616 |
247
+ | No log | 19.6 | 392 | 0.9024 | 0.4491 | 0.9024 | 0.9499 |
248
+ | No log | 19.7 | 394 | 0.8816 | 0.4962 | 0.8816 | 0.9389 |
249
+ | No log | 19.8 | 396 | 0.8711 | 0.4676 | 0.8711 | 0.9333 |
250
+ | No log | 19.9 | 398 | 0.8751 | 0.4396 | 0.8751 | 0.9354 |
251
+ | No log | 20.0 | 400 | 0.8564 | 0.4424 | 0.8564 | 0.9254 |
252
+ | No log | 20.1 | 402 | 0.8531 | 0.4643 | 0.8531 | 0.9236 |
253
+ | No log | 20.2 | 404 | 0.8598 | 0.4548 | 0.8598 | 0.9272 |
254
+ | No log | 20.3 | 406 | 0.8900 | 0.4663 | 0.8900 | 0.9434 |
255
+ | No log | 20.4 | 408 | 0.8889 | 0.4978 | 0.8889 | 0.9428 |
256
+ | No log | 20.5 | 410 | 0.8680 | 0.4705 | 0.8680 | 0.9317 |
257
+ | No log | 20.6 | 412 | 0.8957 | 0.5124 | 0.8957 | 0.9464 |
258
+ | No log | 20.7 | 414 | 0.9105 | 0.5124 | 0.9105 | 0.9542 |
259
+ | No log | 20.8 | 416 | 0.8906 | 0.4418 | 0.8906 | 0.9437 |
260
+ | No log | 20.9 | 418 | 0.8925 | 0.4197 | 0.8925 | 0.9447 |
261
+ | No log | 21.0 | 420 | 0.8990 | 0.3723 | 0.8990 | 0.9482 |
262
+ | No log | 21.1 | 422 | 0.8956 | 0.4118 | 0.8956 | 0.9464 |
263
+ | No log | 21.2 | 424 | 0.8928 | 0.4180 | 0.8928 | 0.9449 |
264
+ | No log | 21.3 | 426 | 0.8844 | 0.4912 | 0.8844 | 0.9404 |
265
+ | No log | 21.4 | 428 | 0.8831 | 0.4491 | 0.8831 | 0.9397 |
266
+ | No log | 21.5 | 430 | 0.8882 | 0.4491 | 0.8882 | 0.9424 |
267
+ | No log | 21.6 | 432 | 0.8980 | 0.3736 | 0.8980 | 0.9476 |
268
+ | No log | 21.7 | 434 | 0.9581 | 0.4224 | 0.9581 | 0.9788 |
269
+ | No log | 21.8 | 436 | 0.9732 | 0.4344 | 0.9732 | 0.9865 |
270
+ | No log | 21.9 | 438 | 0.9225 | 0.4244 | 0.9225 | 0.9605 |
271
+ | No log | 22.0 | 440 | 0.9064 | 0.4591 | 0.9064 | 0.9521 |
272
+ | No log | 22.1 | 442 | 0.9203 | 0.5223 | 0.9203 | 0.9593 |
273
+ | No log | 22.2 | 444 | 0.9214 | 0.4912 | 0.9214 | 0.9599 |
274
+ | No log | 22.3 | 446 | 0.9219 | 0.4691 | 0.9219 | 0.9601 |
275
+ | No log | 22.4 | 448 | 0.9327 | 0.4233 | 0.9327 | 0.9658 |
276
+ | No log | 22.5 | 450 | 1.0103 | 0.3355 | 1.0103 | 1.0052 |
277
+ | No log | 22.6 | 452 | 1.0668 | 0.3402 | 1.0668 | 1.0329 |
278
+ | No log | 22.7 | 454 | 1.0050 | 0.3370 | 1.0050 | 1.0025 |
279
+ | No log | 22.8 | 456 | 0.9368 | 0.3993 | 0.9368 | 0.9679 |
280
+ | No log | 22.9 | 458 | 0.9155 | 0.5058 | 0.9155 | 0.9568 |
281
+ | No log | 23.0 | 460 | 0.9210 | 0.4290 | 0.9210 | 0.9597 |
282
+ | No log | 23.1 | 462 | 0.9397 | 0.4176 | 0.9397 | 0.9694 |
283
+ | No log | 23.2 | 464 | 0.9352 | 0.4011 | 0.9352 | 0.9671 |
284
+ | No log | 23.3 | 466 | 0.9260 | 0.4450 | 0.9260 | 0.9623 |
285
+ | No log | 23.4 | 468 | 0.9536 | 0.4840 | 0.9536 | 0.9765 |
286
+ | No log | 23.5 | 470 | 0.9692 | 0.4595 | 0.9692 | 0.9845 |
287
+ | No log | 23.6 | 472 | 0.9584 | 0.4620 | 0.9584 | 0.9790 |
288
+ | No log | 23.7 | 474 | 0.9630 | 0.4141 | 0.9630 | 0.9813 |
289
+ | No log | 23.8 | 476 | 0.9469 | 0.4141 | 0.9469 | 0.9731 |
290
+ | No log | 23.9 | 478 | 0.9411 | 0.3363 | 0.9411 | 0.9701 |
291
+ | No log | 24.0 | 480 | 0.9506 | 0.3646 | 0.9506 | 0.9750 |
292
+ | No log | 24.1 | 482 | 0.9310 | 0.4232 | 0.9310 | 0.9649 |
293
+ | No log | 24.2 | 484 | 0.9154 | 0.4385 | 0.9154 | 0.9568 |
294
+ | No log | 24.3 | 486 | 0.8999 | 0.4760 | 0.8999 | 0.9487 |
295
+ | No log | 24.4 | 488 | 0.8983 | 0.4902 | 0.8983 | 0.9478 |
296
+ | No log | 24.5 | 490 | 0.8954 | 0.4454 | 0.8954 | 0.9462 |
297
+ | No log | 24.6 | 492 | 0.8959 | 0.4159 | 0.8959 | 0.9465 |
298
+ | No log | 24.7 | 494 | 0.8975 | 0.3337 | 0.8975 | 0.9474 |
299
+ | No log | 24.8 | 496 | 0.9108 | 0.3787 | 0.9108 | 0.9543 |
300
+ | No log | 24.9 | 498 | 0.9169 | 0.3787 | 0.9169 | 0.9576 |
301
+ | 0.3516 | 25.0 | 500 | 0.9209 | 0.3890 | 0.9209 | 0.9596 |
302
+ | 0.3516 | 25.1 | 502 | 0.9112 | 0.3890 | 0.9112 | 0.9546 |
303
+ | 0.3516 | 25.2 | 504 | 0.9005 | 0.4282 | 0.9005 | 0.9489 |
304
+ | 0.3516 | 25.3 | 506 | 0.8915 | 0.4282 | 0.8915 | 0.9442 |
305
+ | 0.3516 | 25.4 | 508 | 0.8883 | 0.4491 | 0.8883 | 0.9425 |
306
+ | 0.3516 | 25.5 | 510 | 0.8918 | 0.3965 | 0.8918 | 0.9444 |
307
+ | 0.3516 | 25.6 | 512 | 0.9240 | 0.3723 | 0.9240 | 0.9613 |
308
+ | 0.3516 | 25.7 | 514 | 0.9237 | 0.3850 | 0.9237 | 0.9611 |
309
+ | 0.3516 | 25.8 | 516 | 0.8864 | 0.3908 | 0.8864 | 0.9415 |
310
+ | 0.3516 | 25.9 | 518 | 0.8779 | 0.4519 | 0.8779 | 0.9370 |
311
+ | 0.3516 | 26.0 | 520 | 0.9072 | 0.4620 | 0.9072 | 0.9525 |
312
+ | 0.3516 | 26.1 | 522 | 0.9084 | 0.4620 | 0.9084 | 0.9531 |
313
+ | 0.3516 | 26.2 | 524 | 0.8871 | 0.4620 | 0.8871 | 0.9418 |
314
+ | 0.3516 | 26.3 | 526 | 0.8785 | 0.4197 | 0.8785 | 0.9373 |
315
+ | 0.3516 | 26.4 | 528 | 0.8920 | 0.4042 | 0.8920 | 0.9444 |
316
+ | 0.3516 | 26.5 | 530 | 0.8856 | 0.3908 | 0.8856 | 0.9411 |
317
+ | 0.3516 | 26.6 | 532 | 0.8659 | 0.4801 | 0.8659 | 0.9305 |
318
+ | 0.3516 | 26.7 | 534 | 0.8808 | 0.5107 | 0.8808 | 0.9385 |
319
+ | 0.3516 | 26.8 | 536 | 0.9009 | 0.4898 | 0.9009 | 0.9492 |
320
+ | 0.3516 | 26.9 | 538 | 0.9277 | 0.4418 | 0.9277 | 0.9632 |
321
+ | 0.3516 | 27.0 | 540 | 0.9462 | 0.4180 | 0.9462 | 0.9727 |
322
+ | 0.3516 | 27.1 | 542 | 0.9492 | 0.4180 | 0.9492 | 0.9743 |
323
+ | 0.3516 | 27.2 | 544 | 0.9338 | 0.4180 | 0.9338 | 0.9663 |
324
+ | 0.3516 | 27.3 | 546 | 0.9104 | 0.4180 | 0.9104 | 0.9542 |
325
+ | 0.3516 | 27.4 | 548 | 0.8955 | 0.4159 | 0.8955 | 0.9463 |
326
+ | 0.3516 | 27.5 | 550 | 0.9345 | 0.3705 | 0.9345 | 0.9667 |
327
+ | 0.3516 | 27.6 | 552 | 0.9697 | 0.3355 | 0.9697 | 0.9848 |
328
+ | 0.3516 | 27.7 | 554 | 0.9198 | 0.3705 | 0.9198 | 0.9591 |
329
+ | 0.3516 | 27.8 | 556 | 0.8681 | 0.4995 | 0.8681 | 0.9317 |
330
+ | 0.3516 | 27.9 | 558 | 0.8903 | 0.4931 | 0.8903 | 0.9436 |
331
+ | 0.3516 | 28.0 | 560 | 0.8858 | 0.4711 | 0.8858 | 0.9412 |
332
+ | 0.3516 | 28.1 | 562 | 0.8784 | 0.3641 | 0.8784 | 0.9372 |
333
+ | 0.3516 | 28.2 | 564 | 0.8868 | 0.4036 | 0.8868 | 0.9417 |
334
+ | 0.3516 | 28.3 | 566 | 0.8945 | 0.4118 | 0.8945 | 0.9458 |
335
+ | 0.3516 | 28.4 | 568 | 0.8848 | 0.4118 | 0.8848 | 0.9407 |
336
+ | 0.3516 | 28.5 | 570 | 0.8743 | 0.4243 | 0.8743 | 0.9350 |
337
+ | 0.3516 | 28.6 | 572 | 0.9226 | 0.4931 | 0.9226 | 0.9605 |
338
+ | 0.3516 | 28.7 | 574 | 0.9549 | 0.4553 | 0.9549 | 0.9772 |
339
+ | 0.3516 | 28.8 | 576 | 0.9180 | 0.4931 | 0.9180 | 0.9581 |
340
+ | 0.3516 | 28.9 | 578 | 0.8886 | 0.4219 | 0.8886 | 0.9427 |
341
+ | 0.3516 | 29.0 | 580 | 0.9606 | 0.3546 | 0.9606 | 0.9801 |
342
+ | 0.3516 | 29.1 | 582 | 1.0502 | 0.3500 | 1.0502 | 1.0248 |
343
+ | 0.3516 | 29.2 | 584 | 1.0599 | 0.3347 | 1.0599 | 1.0295 |
344
+ | 0.3516 | 29.3 | 586 | 0.9863 | 0.3243 | 0.9863 | 0.9931 |
345
+ | 0.3516 | 29.4 | 588 | 0.9065 | 0.4361 | 0.9065 | 0.9521 |
346
+ | 0.3516 | 29.5 | 590 | 0.8909 | 0.5421 | 0.8909 | 0.9439 |
347
+ | 0.3516 | 29.6 | 592 | 0.9335 | 0.4672 | 0.9335 | 0.9662 |
348
+ | 0.3516 | 29.7 | 594 | 1.0259 | 0.4507 | 1.0259 | 1.0129 |
349
+ | 0.3516 | 29.8 | 596 | 1.0656 | 0.4045 | 1.0656 | 1.0323 |
350
+ | 0.3516 | 29.9 | 598 | 1.0004 | 0.4328 | 1.0004 | 1.0002 |
351
+ | 0.3516 | 30.0 | 600 | 0.9253 | 0.5062 | 0.9253 | 0.9619 |
352
+ | 0.3516 | 30.1 | 602 | 0.9012 | 0.4321 | 0.9012 | 0.9493 |
353
+ | 0.3516 | 30.2 | 604 | 0.9899 | 0.3226 | 0.9899 | 0.9950 |
354
+ | 0.3516 | 30.3 | 606 | 1.1151 | 0.3665 | 1.1151 | 1.0560 |
355
+ | 0.3516 | 30.4 | 608 | 1.1597 | 0.3898 | 1.1597 | 1.0769 |
356
+ | 0.3516 | 30.5 | 610 | 1.0955 | 0.3384 | 1.0955 | 1.0467 |
357
+ | 0.3516 | 30.6 | 612 | 0.9825 | 0.3715 | 0.9825 | 0.9912 |
358
+ | 0.3516 | 30.7 | 614 | 0.8798 | 0.4885 | 0.8798 | 0.9380 |
359
+ | 0.3516 | 30.8 | 616 | 0.8733 | 0.5203 | 0.8733 | 0.9345 |
360
+ | 0.3516 | 30.9 | 618 | 0.8950 | 0.4681 | 0.8950 | 0.9461 |
361
+ | 0.3516 | 31.0 | 620 | 0.9144 | 0.4711 | 0.9144 | 0.9563 |
362
+ | 0.3516 | 31.1 | 622 | 0.9496 | 0.4439 | 0.9496 | 0.9745 |
363
+ | 0.3516 | 31.2 | 624 | 0.9446 | 0.3448 | 0.9446 | 0.9719 |
364
+ | 0.3516 | 31.3 | 626 | 0.9297 | 0.3744 | 0.9297 | 0.9642 |
365
+ | 0.3516 | 31.4 | 628 | 0.9071 | 0.3787 | 0.9071 | 0.9524 |
366
+ | 0.3516 | 31.5 | 630 | 0.8947 | 0.4393 | 0.8947 | 0.9459 |
367
+ | 0.3516 | 31.6 | 632 | 0.8840 | 0.4294 | 0.8840 | 0.9402 |
368
+ | 0.3516 | 31.7 | 634 | 0.8664 | 0.4328 | 0.8664 | 0.9308 |
369
+ | 0.3516 | 31.8 | 636 | 0.8540 | 0.4978 | 0.8540 | 0.9241 |
370
+ | 0.3516 | 31.9 | 638 | 0.8636 | 0.5069 | 0.8636 | 0.9293 |
371
+ | 0.3516 | 32.0 | 640 | 0.8801 | 0.5407 | 0.8801 | 0.9381 |
372
+ | 0.3516 | 32.1 | 642 | 0.8927 | 0.5631 | 0.8927 | 0.9448 |
373
+ | 0.3516 | 32.2 | 644 | 0.9065 | 0.4783 | 0.9065 | 0.9521 |
374
+ | 0.3516 | 32.3 | 646 | 0.9251 | 0.4068 | 0.9251 | 0.9618 |
375
+ | 0.3516 | 32.4 | 648 | 0.9457 | 0.3761 | 0.9457 | 0.9724 |
376
+ | 0.3516 | 32.5 | 650 | 0.9580 | 0.3314 | 0.9580 | 0.9788 |
377
+ | 0.3516 | 32.6 | 652 | 0.9994 | 0.3111 | 0.9994 | 0.9997 |
378
+ | 0.3516 | 32.7 | 654 | 0.9821 | 0.3137 | 0.9821 | 0.9910 |
379
+ | 0.3516 | 32.8 | 656 | 0.9230 | 0.3913 | 0.9230 | 0.9607 |
380
+ | 0.3516 | 32.9 | 658 | 0.9030 | 0.3913 | 0.9030 | 0.9502 |
381
+ | 0.3516 | 33.0 | 660 | 0.8940 | 0.4233 | 0.8940 | 0.9455 |
382
+ | 0.3516 | 33.1 | 662 | 0.8933 | 0.4233 | 0.8933 | 0.9452 |
383
+ | 0.3516 | 33.2 | 664 | 0.8981 | 0.3913 | 0.8981 | 0.9477 |
384
+ | 0.3516 | 33.3 | 666 | 0.9165 | 0.4030 | 0.9165 | 0.9573 |
385
+ | 0.3516 | 33.4 | 668 | 0.9487 | 0.4137 | 0.9487 | 0.9740 |
386
+ | 0.3516 | 33.5 | 670 | 0.9398 | 0.3967 | 0.9398 | 0.9695 |
387
+ | 0.3516 | 33.6 | 672 | 0.9333 | 0.4015 | 0.9333 | 0.9661 |
388
+ | 0.3516 | 33.7 | 674 | 0.9025 | 0.4672 | 0.9025 | 0.9500 |
389
+ | 0.3516 | 33.8 | 676 | 0.9007 | 0.4120 | 0.9007 | 0.9491 |
390
+ | 0.3516 | 33.9 | 678 | 0.8766 | 0.5489 | 0.8766 | 0.9363 |
391
+ | 0.3516 | 34.0 | 680 | 0.8758 | 0.5178 | 0.8758 | 0.9359 |
392
+ | 0.3516 | 34.1 | 682 | 0.8857 | 0.4548 | 0.8857 | 0.9411 |
393
+ | 0.3516 | 34.2 | 684 | 0.9056 | 0.4007 | 0.9056 | 0.9516 |
394
+ | 0.3516 | 34.3 | 686 | 0.9153 | 0.3913 | 0.9153 | 0.9567 |
395
+ | 0.3516 | 34.4 | 688 | 0.9095 | 0.4328 | 0.9095 | 0.9537 |
396
+ | 0.3516 | 34.5 | 690 | 0.9074 | 0.4418 | 0.9074 | 0.9526 |
397
+ | 0.3516 | 34.6 | 692 | 0.9190 | 0.4745 | 0.9190 | 0.9587 |
398
+ | 0.3516 | 34.7 | 694 | 0.9249 | 0.4745 | 0.9249 | 0.9617 |
399
+ | 0.3516 | 34.8 | 696 | 0.9141 | 0.4745 | 0.9141 | 0.9561 |
400
+ | 0.3516 | 34.9 | 698 | 0.9027 | 0.4318 | 0.9027 | 0.9501 |
401
+ | 0.3516 | 35.0 | 700 | 0.9078 | 0.4023 | 0.9078 | 0.9528 |
402
+ | 0.3516 | 35.1 | 702 | 0.9091 | 0.3692 | 0.9091 | 0.9535 |
403
+ | 0.3516 | 35.2 | 704 | 0.9080 | 0.3692 | 0.9080 | 0.9529 |
404
+ | 0.3516 | 35.3 | 706 | 0.9030 | 0.4455 | 0.9030 | 0.9502 |
405
+ | 0.3516 | 35.4 | 708 | 0.9022 | 0.4681 | 0.9022 | 0.9498 |
406
+ | 0.3516 | 35.5 | 710 | 0.9091 | 0.4159 | 0.9091 | 0.9535 |
407
+ | 0.3516 | 35.6 | 712 | 0.9143 | 0.4159 | 0.9143 | 0.9562 |
408
+ | 0.3516 | 35.7 | 714 | 0.9190 | 0.3692 | 0.9190 | 0.9587 |
409
+ | 0.3516 | 35.8 | 716 | 0.9165 | 0.3639 | 0.9165 | 0.9573 |
410
+ | 0.3516 | 35.9 | 718 | 0.9199 | 0.4385 | 0.9199 | 0.9591 |
411
+ | 0.3516 | 36.0 | 720 | 0.9235 | 0.4845 | 0.9235 | 0.9610 |
412
+ | 0.3516 | 36.1 | 722 | 0.9247 | 0.4845 | 0.9247 | 0.9616 |
413
+ | 0.3516 | 36.2 | 724 | 0.9235 | 0.4385 | 0.9235 | 0.9610 |
414
+ | 0.3516 | 36.3 | 726 | 0.9211 | 0.4079 | 0.9211 | 0.9597 |
415
+ | 0.3516 | 36.4 | 728 | 0.9210 | 0.3738 | 0.9210 | 0.9597 |
416
+ | 0.3516 | 36.5 | 730 | 0.9268 | 0.3738 | 0.9268 | 0.9627 |
417
+ | 0.3516 | 36.6 | 732 | 0.9363 | 0.3443 | 0.9363 | 0.9676 |
418
+ | 0.3516 | 36.7 | 734 | 0.9332 | 0.3346 | 0.9332 | 0.9660 |
419
+ | 0.3516 | 36.8 | 736 | 0.9184 | 0.3639 | 0.9184 | 0.9583 |
420
 
421
 
422
  ### Framework versions