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ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k11_task3_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_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k10_task3_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_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k10_task3_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: 0.8593
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- - Qwk: -0.1194
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- - Mse: 0.8593
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- - Rmse: 0.9270
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  ## Model description
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@@ -47,524 +47,322 @@ 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 | 0.08 | 2 | 3.5711 | 0.0035 | 3.5711 | 1.8897 |
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- | No log | 0.16 | 4 | 1.8474 | 0.0560 | 1.8474 | 1.3592 |
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- | No log | 0.24 | 6 | 2.0958 | 0.0104 | 2.0958 | 1.4477 |
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- | No log | 0.32 | 8 | 1.6504 | 0.0276 | 1.6504 | 1.2847 |
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- | No log | 0.4 | 10 | 0.8621 | -0.0371 | 0.8621 | 0.9285 |
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- | No log | 0.48 | 12 | 0.8885 | -0.1261 | 0.8885 | 0.9426 |
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- | No log | 0.56 | 14 | 0.9488 | -0.0285 | 0.9488 | 0.9741 |
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- | No log | 0.64 | 16 | 1.0387 | -0.0149 | 1.0387 | 1.0192 |
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- | No log | 0.72 | 18 | 1.3523 | -0.0500 | 1.3523 | 1.1629 |
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- | No log | 0.8 | 20 | 1.4629 | -0.0247 | 1.4629 | 1.2095 |
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- | No log | 0.88 | 22 | 1.2116 | -0.0500 | 1.2116 | 1.1007 |
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- | No log | 0.96 | 24 | 0.9735 | -0.1291 | 0.9735 | 0.9866 |
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- | No log | 1.04 | 26 | 0.8461 | 0.0159 | 0.8461 | 0.9199 |
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- | No log | 1.12 | 28 | 0.8343 | -0.0264 | 0.8343 | 0.9134 |
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- | No log | 1.2 | 30 | 1.0220 | -0.0218 | 1.0220 | 1.0109 |
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- | No log | 1.28 | 32 | 1.3686 | -0.0126 | 1.3686 | 1.1699 |
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- | No log | 1.3600 | 34 | 1.0637 | -0.0211 | 1.0637 | 1.0314 |
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- | No log | 1.44 | 36 | 0.8571 | -0.0390 | 0.8571 | 0.9258 |
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- | No log | 1.52 | 38 | 0.7811 | -0.0711 | 0.7811 | 0.8838 |
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- | No log | 1.6 | 40 | 0.7357 | 0.0506 | 0.7357 | 0.8577 |
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- | No log | 1.6800 | 42 | 0.7646 | -0.0101 | 0.7646 | 0.8744 |
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- | No log | 1.76 | 44 | 0.8673 | -0.0442 | 0.8673 | 0.9313 |
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- | No log | 1.8400 | 46 | 0.9600 | 0.0026 | 0.9600 | 0.9798 |
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- | No log | 1.92 | 48 | 1.2081 | -0.0435 | 1.2081 | 1.0991 |
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- | No log | 2.0 | 50 | 0.9147 | -0.0079 | 0.9147 | 0.9564 |
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- | No log | 2.08 | 52 | 0.6850 | 0.0 | 0.6850 | 0.8276 |
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- | No log | 2.16 | 54 | 0.6741 | 0.0555 | 0.6741 | 0.8210 |
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- | No log | 2.24 | 56 | 0.6711 | 0.0555 | 0.6711 | 0.8192 |
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- | No log | 2.32 | 58 | 0.7512 | 0.1318 | 0.7512 | 0.8667 |
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- | No log | 2.4 | 60 | 0.8922 | 0.0786 | 0.8922 | 0.9446 |
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- | No log | 2.48 | 62 | 1.1073 | 0.0596 | 1.1073 | 1.0523 |
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- | No log | 2.56 | 64 | 0.9104 | -0.0079 | 0.9104 | 0.9541 |
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- | No log | 2.64 | 66 | 0.8797 | 0.0476 | 0.8797 | 0.9379 |
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- | No log | 2.7200 | 68 | 0.7006 | 0.1021 | 0.7006 | 0.8370 |
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- | No log | 2.8 | 70 | 0.7140 | 0.0374 | 0.7140 | 0.8450 |
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- | No log | 2.88 | 72 | 0.9835 | -0.0809 | 0.9835 | 0.9917 |
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- | No log | 2.96 | 74 | 1.8307 | -0.0421 | 1.8307 | 1.3530 |
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- | No log | 3.04 | 76 | 1.4607 | 0.0488 | 1.4607 | 1.2086 |
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- | No log | 3.12 | 78 | 0.7970 | 0.0318 | 0.7970 | 0.8927 |
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- | No log | 3.2 | 80 | 0.7118 | -0.0035 | 0.7118 | 0.8437 |
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- | No log | 3.2800 | 82 | 0.7225 | 0.0506 | 0.7225 | 0.8500 |
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- | No log | 3.36 | 84 | 0.9856 | -0.1645 | 0.9856 | 0.9928 |
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- | No log | 3.44 | 86 | 1.1997 | -0.1278 | 1.1997 | 1.0953 |
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- | No log | 3.52 | 88 | 0.9131 | -0.1257 | 0.9131 | 0.9556 |
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- | No log | 3.6 | 90 | 0.7421 | -0.0033 | 0.7421 | 0.8614 |
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- | No log | 3.68 | 92 | 0.7511 | -0.0520 | 0.7511 | 0.8667 |
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- | No log | 3.76 | 94 | 0.8118 | 0.0269 | 0.8118 | 0.9010 |
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- | No log | 3.84 | 96 | 1.1961 | -0.1850 | 1.1961 | 1.0937 |
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- | No log | 3.92 | 98 | 1.0006 | -0.1932 | 1.0006 | 1.0003 |
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- | No log | 4.0 | 100 | 0.7780 | 0.0 | 0.7780 | 0.8820 |
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- | No log | 4.08 | 102 | 0.7499 | 0.0 | 0.7499 | 0.8660 |
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- | No log | 4.16 | 104 | 0.8272 | 0.0670 | 0.8272 | 0.9095 |
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- | No log | 4.24 | 106 | 0.8832 | 0.0043 | 0.8832 | 0.9398 |
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- | No log | 4.32 | 108 | 0.7442 | 0.1021 | 0.7442 | 0.8627 |
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- | No log | 4.4 | 110 | 0.7701 | 0.0 | 0.7701 | 0.8776 |
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- | No log | 4.48 | 112 | 0.7833 | -0.1551 | 0.7833 | 0.8850 |
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- | No log | 4.5600 | 114 | 0.9054 | -0.1140 | 0.9054 | 0.9515 |
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- | No log | 4.64 | 116 | 1.2921 | -0.1124 | 1.2921 | 1.1367 |
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- | No log | 4.72 | 118 | 1.0714 | -0.1914 | 1.0714 | 1.0351 |
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- | No log | 4.8 | 120 | 0.8360 | -0.0030 | 0.8360 | 0.9143 |
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- | No log | 4.88 | 122 | 0.8808 | -0.1538 | 0.8808 | 0.9385 |
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- | No log | 4.96 | 124 | 0.8523 | -0.0428 | 0.8523 | 0.9232 |
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- | No log | 5.04 | 126 | 0.8576 | 0.0338 | 0.8576 | 0.9261 |
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- | No log | 5.12 | 128 | 1.0009 | -0.2392 | 1.0009 | 1.0004 |
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- | No log | 5.2 | 130 | 0.9134 | -0.1144 | 0.9134 | 0.9557 |
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- | No log | 5.28 | 132 | 0.9230 | -0.0723 | 0.9230 | 0.9608 |
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- | No log | 5.36 | 134 | 0.9040 | -0.0711 | 0.9040 | 0.9508 |
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- | No log | 5.44 | 136 | 0.8797 | -0.0113 | 0.8797 | 0.9379 |
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- | No log | 5.52 | 138 | 0.8928 | -0.0248 | 0.8928 | 0.9449 |
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- | No log | 5.6 | 140 | 0.9285 | -0.1449 | 0.9285 | 0.9636 |
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- | No log | 5.68 | 142 | 0.9519 | -0.1449 | 0.9519 | 0.9756 |
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- | No log | 5.76 | 144 | 0.8846 | -0.0992 | 0.8846 | 0.9405 |
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- | No log | 5.84 | 146 | 0.8795 | -0.0195 | 0.8795 | 0.9378 |
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- | No log | 5.92 | 148 | 0.8962 | 0.0285 | 0.8962 | 0.9467 |
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- | No log | 6.0 | 150 | 0.9048 | -0.0226 | 0.9048 | 0.9512 |
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- | No log | 6.08 | 152 | 0.9518 | -0.1088 | 0.9518 | 0.9756 |
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- | No log | 6.16 | 154 | 1.0513 | -0.1115 | 1.0513 | 1.0254 |
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- | No log | 6.24 | 156 | 1.0757 | -0.1115 | 1.0757 | 1.0372 |
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- | No log | 6.32 | 158 | 1.1073 | -0.1172 | 1.1073 | 1.0523 |
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- | No log | 6.4 | 160 | 0.9830 | -0.1564 | 0.9830 | 0.9915 |
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- | No log | 6.48 | 162 | 0.8537 | 0.0031 | 0.8537 | 0.9240 |
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- | No log | 6.5600 | 164 | 0.8323 | -0.0451 | 0.8323 | 0.9123 |
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- | No log | 6.64 | 166 | 0.7943 | -0.0541 | 0.7943 | 0.8912 |
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- | No log | 6.72 | 168 | 0.9347 | 0.0017 | 0.9347 | 0.9668 |
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- | No log | 6.8 | 170 | 1.0406 | -0.0909 | 1.0406 | 1.0201 |
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- | No log | 6.88 | 172 | 0.8863 | -0.0767 | 0.8863 | 0.9414 |
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- | No log | 6.96 | 174 | 0.7926 | -0.0520 | 0.7926 | 0.8903 |
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- | No log | 7.04 | 176 | 0.8663 | -0.1033 | 0.8663 | 0.9308 |
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- | No log | 7.12 | 178 | 0.8802 | -0.0181 | 0.8802 | 0.9382 |
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- | No log | 7.2 | 180 | 0.8778 | -0.0999 | 0.8778 | 0.9369 |
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- | No log | 7.28 | 182 | 0.9005 | -0.1116 | 0.9005 | 0.9490 |
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- | No log | 7.36 | 184 | 0.8542 | -0.0506 | 0.8542 | 0.9242 |
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- | No log | 7.44 | 186 | 0.8679 | -0.0718 | 0.8679 | 0.9316 |
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- | No log | 7.52 | 188 | 0.9464 | -0.0778 | 0.9464 | 0.9728 |
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- | No log | 7.6 | 190 | 0.8776 | -0.0228 | 0.8776 | 0.9368 |
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- | No log | 7.68 | 192 | 0.8156 | -0.0427 | 0.8156 | 0.9031 |
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- | No log | 7.76 | 194 | 0.8369 | -0.0837 | 0.8369 | 0.9148 |
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- | No log | 7.84 | 196 | 0.8407 | -0.0307 | 0.8407 | 0.9169 |
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- | No log | 7.92 | 198 | 0.7823 | 0.0922 | 0.7823 | 0.8845 |
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- | No log | 8.0 | 200 | 0.8837 | 0.0152 | 0.8837 | 0.9401 |
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- | No log | 8.08 | 202 | 0.8163 | 0.1199 | 0.8163 | 0.9035 |
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- | No log | 8.16 | 204 | 0.7854 | -0.0469 | 0.7854 | 0.8862 |
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- | No log | 8.24 | 206 | 0.7981 | -0.0307 | 0.7981 | 0.8934 |
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- | No log | 8.32 | 208 | 0.7584 | -0.0449 | 0.7584 | 0.8708 |
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- | No log | 8.4 | 210 | 0.7353 | 0.0 | 0.7353 | 0.8575 |
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- | No log | 8.48 | 212 | 0.7351 | 0.0479 | 0.7351 | 0.8574 |
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- | No log | 8.56 | 214 | 0.7486 | 0.0479 | 0.7486 | 0.8652 |
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- | No log | 8.64 | 216 | 0.7803 | 0.0513 | 0.7803 | 0.8833 |
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- | No log | 8.72 | 218 | 0.8095 | -0.0837 | 0.8095 | 0.8997 |
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- | No log | 8.8 | 220 | 0.7942 | -0.0912 | 0.7942 | 0.8912 |
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- | No log | 8.88 | 222 | 0.7997 | -0.0859 | 0.7997 | 0.8943 |
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- | No log | 8.96 | 224 | 0.8319 | -0.0860 | 0.8319 | 0.9121 |
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- | No log | 9.04 | 226 | 0.8958 | 0.0175 | 0.8958 | 0.9465 |
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- | No log | 9.12 | 228 | 0.9248 | 0.0146 | 0.9248 | 0.9617 |
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- | No log | 9.2 | 230 | 0.8316 | 0.0410 | 0.8316 | 0.9119 |
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- | No log | 9.28 | 232 | 0.8809 | -0.0039 | 0.8809 | 0.9386 |
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- | No log | 9.36 | 234 | 0.8765 | -0.0843 | 0.8765 | 0.9362 |
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- | No log | 9.44 | 236 | 0.7755 | 0.0454 | 0.7755 | 0.8806 |
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- | No log | 9.52 | 238 | 0.7816 | 0.0690 | 0.7816 | 0.8841 |
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- | No log | 9.6 | 240 | 0.7932 | 0.0205 | 0.7932 | 0.8906 |
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- | No log | 9.68 | 242 | 0.7630 | -0.0170 | 0.7630 | 0.8735 |
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- | No log | 9.76 | 244 | 0.7969 | -0.0218 | 0.7969 | 0.8927 |
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- | No log | 9.84 | 246 | 0.8654 | 0.1001 | 0.8654 | 0.9303 |
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- | No log | 9.92 | 248 | 0.8363 | -0.0218 | 0.8363 | 0.9145 |
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- | No log | 10.0 | 250 | 0.8173 | -0.0859 | 0.8173 | 0.9040 |
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- | No log | 10.08 | 252 | 0.9042 | 0.0770 | 0.9042 | 0.9509 |
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- | No log | 10.16 | 254 | 0.9038 | 0.0377 | 0.9038 | 0.9507 |
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- | No log | 10.24 | 256 | 0.8149 | -0.1330 | 0.8149 | 0.9027 |
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- | No log | 10.32 | 258 | 0.7876 | 0.1311 | 0.7876 | 0.8875 |
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- | No log | 10.4 | 260 | 0.8193 | 0.0562 | 0.8193 | 0.9051 |
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- | No log | 10.48 | 262 | 0.7527 | 0.1311 | 0.7527 | 0.8676 |
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- | No log | 10.56 | 264 | 0.7367 | -0.0520 | 0.7367 | 0.8583 |
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- | No log | 10.64 | 266 | 0.8599 | -0.1086 | 0.8599 | 0.9273 |
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- | No log | 10.72 | 268 | 0.9165 | 0.0052 | 0.9165 | 0.9573 |
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- | No log | 10.8 | 270 | 0.8288 | 0.0106 | 0.8288 | 0.9104 |
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- | No log | 10.88 | 272 | 0.8306 | 0.1192 | 0.8306 | 0.9114 |
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- | No log | 10.96 | 274 | 0.8229 | 0.0444 | 0.8229 | 0.9071 |
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- | No log | 11.04 | 276 | 0.8427 | -0.0647 | 0.8427 | 0.9180 |
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- | No log | 11.12 | 278 | 0.8694 | -0.1086 | 0.8694 | 0.9324 |
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- | No log | 11.2 | 280 | 0.7984 | -0.0859 | 0.7984 | 0.8935 |
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- | No log | 11.28 | 282 | 0.7680 | -0.0030 | 0.7680 | 0.8763 |
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- | No log | 11.36 | 284 | 0.7845 | -0.1330 | 0.7845 | 0.8857 |
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- | No log | 11.44 | 286 | 0.8354 | -0.0810 | 0.8354 | 0.9140 |
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- | No log | 11.52 | 288 | 0.9209 | -0.1851 | 0.9209 | 0.9597 |
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- | No log | 11.6 | 290 | 0.9680 | -0.0970 | 0.9680 | 0.9839 |
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- | No log | 11.68 | 292 | 0.9818 | -0.0187 | 0.9818 | 0.9909 |
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- | No log | 11.76 | 294 | 0.9536 | -0.0970 | 0.9536 | 0.9765 |
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- | No log | 11.84 | 296 | 0.8309 | 0.0094 | 0.8309 | 0.9115 |
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- | No log | 11.92 | 298 | 0.7972 | 0.0094 | 0.7972 | 0.8929 |
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- | No log | 12.0 | 300 | 0.7744 | 0.0 | 0.7744 | 0.8800 |
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- | No log | 12.08 | 302 | 0.7758 | -0.0520 | 0.7758 | 0.8808 |
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- | No log | 12.16 | 304 | 0.7734 | -0.0032 | 0.7734 | 0.8794 |
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- | No log | 12.24 | 306 | 0.8048 | -0.0091 | 0.8048 | 0.8971 |
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- | No log | 12.32 | 308 | 0.8221 | -0.0427 | 0.8221 | 0.9067 |
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- | No log | 12.4 | 310 | 0.8733 | -0.0558 | 0.8733 | 0.9345 |
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- | No log | 12.48 | 312 | 0.8835 | -0.0300 | 0.8835 | 0.9399 |
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- | No log | 12.56 | 314 | 0.8727 | -0.0027 | 0.8727 | 0.9342 |
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- | No log | 12.64 | 316 | 0.8687 | 0.1705 | 0.8687 | 0.9320 |
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- | No log | 12.72 | 318 | 0.8489 | 0.1486 | 0.8489 | 0.9213 |
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- | No log | 12.8 | 320 | 0.8266 | -0.0032 | 0.8266 | 0.9092 |
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- | No log | 12.88 | 322 | 0.8136 | -0.0541 | 0.8136 | 0.9020 |
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- | No log | 12.96 | 324 | 0.8216 | -0.2006 | 0.8216 | 0.9064 |
214
- | No log | 13.04 | 326 | 0.8022 | -0.0493 | 0.8022 | 0.8956 |
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- | No log | 13.12 | 328 | 0.8817 | -0.0690 | 0.8817 | 0.9390 |
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- | No log | 13.2 | 330 | 1.0846 | -0.1882 | 1.0846 | 1.0415 |
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- | No log | 13.28 | 332 | 1.2358 | -0.0959 | 1.2358 | 1.1117 |
218
- | No log | 13.36 | 334 | 1.1317 | -0.1245 | 1.1317 | 1.0638 |
219
- | No log | 13.44 | 336 | 0.9250 | -0.0391 | 0.9250 | 0.9617 |
220
- | No log | 13.52 | 338 | 0.7969 | 0.0496 | 0.7969 | 0.8927 |
221
- | No log | 13.6 | 340 | 0.8194 | -0.1917 | 0.8194 | 0.9052 |
222
- | No log | 13.68 | 342 | 0.8195 | -0.1263 | 0.8195 | 0.9053 |
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- | No log | 13.76 | 344 | 0.7638 | -0.0551 | 0.7638 | 0.8740 |
224
- | No log | 13.84 | 346 | 0.8434 | -0.0316 | 0.8434 | 0.9184 |
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- | No log | 13.92 | 348 | 0.8497 | -0.0316 | 0.8497 | 0.9218 |
226
- | No log | 14.0 | 350 | 0.8154 | 0.0723 | 0.8154 | 0.9030 |
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- | No log | 14.08 | 352 | 0.8071 | 0.1311 | 0.8071 | 0.8984 |
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- | No log | 14.16 | 354 | 0.7976 | 0.1311 | 0.7976 | 0.8931 |
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- | No log | 14.24 | 356 | 0.7838 | 0.0 | 0.7838 | 0.8853 |
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- | No log | 14.32 | 358 | 0.8037 | -0.0967 | 0.8037 | 0.8965 |
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- | No log | 14.4 | 360 | 0.8183 | -0.0967 | 0.8183 | 0.9046 |
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- | No log | 14.48 | 362 | 0.8511 | -0.1330 | 0.8511 | 0.9226 |
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- | No log | 14.56 | 364 | 0.8435 | -0.1468 | 0.8435 | 0.9184 |
234
- | No log | 14.64 | 366 | 0.8413 | 0.0394 | 0.8413 | 0.9172 |
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- | No log | 14.72 | 368 | 0.8567 | 0.1249 | 0.8567 | 0.9256 |
236
- | No log | 14.8 | 370 | 0.8350 | 0.1254 | 0.8350 | 0.9138 |
237
- | No log | 14.88 | 372 | 0.8085 | 0.0768 | 0.8085 | 0.8991 |
238
- | No log | 14.96 | 374 | 0.7629 | 0.0496 | 0.7629 | 0.8734 |
239
- | No log | 15.04 | 376 | 0.7755 | -0.0493 | 0.7755 | 0.8806 |
240
- | No log | 15.12 | 378 | 0.7895 | 0.0863 | 0.7895 | 0.8885 |
241
- | No log | 15.2 | 380 | 0.7859 | 0.0768 | 0.7859 | 0.8865 |
242
- | No log | 15.28 | 382 | 0.7695 | 0.0355 | 0.7695 | 0.8772 |
243
- | No log | 15.36 | 384 | 0.7532 | 0.0436 | 0.7532 | 0.8679 |
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- | No log | 15.44 | 386 | 0.8022 | 0.1495 | 0.8022 | 0.8956 |
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- | No log | 15.52 | 388 | 0.8530 | 0.1336 | 0.8530 | 0.9236 |
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- | No log | 15.6 | 390 | 0.8000 | 0.1095 | 0.8000 | 0.8944 |
247
- | No log | 15.68 | 392 | 0.8195 | 0.0741 | 0.8195 | 0.9053 |
248
- | No log | 15.76 | 394 | 0.9219 | 0.0016 | 0.9219 | 0.9602 |
249
- | No log | 15.84 | 396 | 0.9172 | 0.0456 | 0.9172 | 0.9577 |
250
- | No log | 15.92 | 398 | 0.8855 | 0.0226 | 0.8855 | 0.9410 |
251
- | No log | 16.0 | 400 | 0.8375 | 0.0106 | 0.8375 | 0.9152 |
252
- | No log | 16.08 | 402 | 0.8143 | -0.0280 | 0.8143 | 0.9024 |
253
- | No log | 16.16 | 404 | 0.7975 | -0.0810 | 0.7975 | 0.8930 |
254
- | No log | 16.24 | 406 | 0.8310 | 0.0376 | 0.8310 | 0.9116 |
255
- | No log | 16.32 | 408 | 0.8896 | -0.0295 | 0.8896 | 0.9432 |
256
- | No log | 16.4 | 410 | 0.8924 | -0.0295 | 0.8924 | 0.9447 |
257
- | No log | 16.48 | 412 | 0.8505 | -0.0086 | 0.8505 | 0.9222 |
258
- | No log | 16.56 | 414 | 0.8410 | -0.0859 | 0.8410 | 0.9170 |
259
- | No log | 16.64 | 416 | 0.8682 | -0.0750 | 0.8682 | 0.9317 |
260
- | No log | 16.72 | 418 | 0.8607 | -0.0350 | 0.8607 | 0.9277 |
261
- | No log | 16.8 | 420 | 0.8578 | 0.0846 | 0.8578 | 0.9261 |
262
- | No log | 16.88 | 422 | 0.8511 | 0.0393 | 0.8511 | 0.9225 |
263
- | No log | 16.96 | 424 | 0.8335 | 0.0393 | 0.8335 | 0.9129 |
264
- | No log | 17.04 | 426 | 0.8003 | -0.0506 | 0.8003 | 0.8946 |
265
- | No log | 17.12 | 428 | 0.7711 | 0.0869 | 0.7711 | 0.8781 |
266
- | No log | 17.2 | 430 | 0.7518 | 0.0414 | 0.7518 | 0.8671 |
267
- | No log | 17.28 | 432 | 0.7482 | -0.0032 | 0.7482 | 0.8650 |
268
- | No log | 17.36 | 434 | 0.7852 | -0.1470 | 0.7852 | 0.8861 |
269
- | No log | 17.44 | 436 | 0.7924 | -0.0859 | 0.7924 | 0.8902 |
270
- | No log | 17.52 | 438 | 0.8282 | -0.0387 | 0.8282 | 0.9101 |
271
- | No log | 17.6 | 440 | 0.8530 | 0.0129 | 0.8530 | 0.9236 |
272
- | No log | 17.68 | 442 | 0.8622 | 0.0590 | 0.8622 | 0.9285 |
273
- | No log | 17.76 | 444 | 0.8383 | -0.0133 | 0.8383 | 0.9156 |
274
- | No log | 17.84 | 446 | 0.7768 | -0.1398 | 0.7768 | 0.8814 |
275
- | No log | 17.92 | 448 | 0.7628 | -0.1001 | 0.7628 | 0.8734 |
276
- | No log | 18.0 | 450 | 0.7176 | -0.0551 | 0.7176 | 0.8471 |
277
- | No log | 18.08 | 452 | 0.7009 | 0.0967 | 0.7009 | 0.8372 |
278
- | No log | 18.16 | 454 | 0.6982 | 0.0967 | 0.6982 | 0.8356 |
279
- | No log | 18.24 | 456 | 0.7041 | -0.0551 | 0.7041 | 0.8391 |
280
- | No log | 18.32 | 458 | 0.7623 | -0.0499 | 0.7623 | 0.8731 |
281
- | No log | 18.4 | 460 | 0.8556 | -0.1917 | 0.8556 | 0.9250 |
282
- | No log | 18.48 | 462 | 0.8516 | -0.1329 | 0.8516 | 0.9228 |
283
- | No log | 18.56 | 464 | 0.7768 | -0.1010 | 0.7768 | 0.8813 |
284
- | No log | 18.64 | 466 | 0.7884 | 0.1807 | 0.7884 | 0.8879 |
285
- | No log | 18.72 | 468 | 0.8684 | -0.0031 | 0.8684 | 0.9319 |
286
- | No log | 18.8 | 470 | 0.8263 | 0.0152 | 0.8263 | 0.9090 |
287
- | No log | 18.88 | 472 | 0.7721 | 0.0 | 0.7721 | 0.8787 |
288
- | No log | 18.96 | 474 | 0.8048 | -0.1753 | 0.8048 | 0.8971 |
289
- | No log | 19.04 | 476 | 0.8009 | -0.1753 | 0.8009 | 0.8949 |
290
- | No log | 19.12 | 478 | 0.7832 | -0.1018 | 0.7832 | 0.8850 |
291
- | No log | 19.2 | 480 | 0.7973 | 0.1254 | 0.7973 | 0.8929 |
292
- | No log | 19.28 | 482 | 0.8105 | 0.1254 | 0.8105 | 0.9003 |
293
- | No log | 19.36 | 484 | 0.8126 | 0.1362 | 0.8126 | 0.9014 |
294
- | No log | 19.44 | 486 | 0.8277 | -0.0027 | 0.8277 | 0.9098 |
295
- | No log | 19.52 | 488 | 0.8471 | -0.0500 | 0.8471 | 0.9204 |
296
- | No log | 19.6 | 490 | 0.8557 | -0.0955 | 0.8557 | 0.9250 |
297
- | No log | 19.68 | 492 | 0.8697 | -0.0240 | 0.8697 | 0.9326 |
298
- | No log | 19.76 | 494 | 0.9044 | 0.0304 | 0.9044 | 0.9510 |
299
- | No log | 19.84 | 496 | 0.8514 | -0.0295 | 0.8514 | 0.9227 |
300
- | No log | 19.92 | 498 | 0.7828 | 0.0454 | 0.7828 | 0.8848 |
301
- | 0.2768 | 20.0 | 500 | 0.7789 | -0.1397 | 0.7789 | 0.8825 |
302
- | 0.2768 | 20.08 | 502 | 0.7740 | 0.0 | 0.7740 | 0.8798 |
303
- | 0.2768 | 20.16 | 504 | 0.7929 | 0.1807 | 0.7929 | 0.8905 |
304
- | 0.2768 | 20.24 | 506 | 0.8031 | 0.1787 | 0.8031 | 0.8962 |
305
- | 0.2768 | 20.32 | 508 | 0.8217 | 0.0723 | 0.8217 | 0.9065 |
306
- | 0.2768 | 20.4 | 510 | 0.7999 | 0.1254 | 0.7999 | 0.8944 |
307
- | 0.2768 | 20.48 | 512 | 0.7671 | 0.1371 | 0.7671 | 0.8759 |
308
- | 0.2768 | 20.56 | 514 | 0.7455 | 0.0479 | 0.7455 | 0.8634 |
309
- | 0.2768 | 20.64 | 516 | 0.7391 | 0.0033 | 0.7391 | 0.8597 |
310
- | 0.2768 | 20.72 | 518 | 0.7308 | 0.0033 | 0.7308 | 0.8549 |
311
- | 0.2768 | 20.8 | 520 | 0.7233 | 0.0479 | 0.7233 | 0.8505 |
312
- | 0.2768 | 20.88 | 522 | 0.7711 | 0.1807 | 0.7711 | 0.8781 |
313
- | 0.2768 | 20.96 | 524 | 0.8796 | -0.0373 | 0.8796 | 0.9379 |
314
- | 0.2768 | 21.04 | 526 | 0.8962 | -0.0373 | 0.8962 | 0.9467 |
315
- | 0.2768 | 21.12 | 528 | 0.8756 | 0.0269 | 0.8756 | 0.9358 |
316
- | 0.2768 | 21.2 | 530 | 0.8717 | -0.0113 | 0.8717 | 0.9336 |
317
- | 0.2768 | 21.28 | 532 | 0.8533 | 0.0821 | 0.8533 | 0.9238 |
318
- | 0.2768 | 21.36 | 534 | 0.8704 | -0.0336 | 0.8704 | 0.9329 |
319
- | 0.2768 | 21.44 | 536 | 0.8766 | -0.0336 | 0.8766 | 0.9363 |
320
- | 0.2768 | 21.52 | 538 | 0.8807 | -0.0336 | 0.8807 | 0.9384 |
321
- | 0.2768 | 21.6 | 540 | 0.8497 | 0.0123 | 0.8497 | 0.9218 |
322
- | 0.2768 | 21.68 | 542 | 0.8166 | -0.0170 | 0.8166 | 0.9037 |
323
- | 0.2768 | 21.76 | 544 | 0.7952 | 0.0432 | 0.7952 | 0.8917 |
324
- | 0.2768 | 21.84 | 546 | 0.8017 | -0.0643 | 0.8017 | 0.8954 |
325
- | 0.2768 | 21.92 | 548 | 0.8132 | -0.0643 | 0.8132 | 0.9018 |
326
- | 0.2768 | 22.0 | 550 | 0.8057 | 0.0432 | 0.8057 | 0.8976 |
327
- | 0.2768 | 22.08 | 552 | 0.8156 | -0.0902 | 0.8156 | 0.9031 |
328
- | 0.2768 | 22.16 | 554 | 0.8104 | -0.0967 | 0.8104 | 0.9002 |
329
- | 0.2768 | 22.24 | 556 | 0.7994 | 0.0 | 0.7994 | 0.8941 |
330
- | 0.2768 | 22.32 | 558 | 0.8065 | 0.0318 | 0.8065 | 0.8980 |
331
- | 0.2768 | 22.4 | 560 | 0.8092 | -0.0152 | 0.8092 | 0.8996 |
332
- | 0.2768 | 22.48 | 562 | 0.8037 | 0.0454 | 0.8037 | 0.8965 |
333
- | 0.2768 | 22.56 | 564 | 0.8100 | -0.1468 | 0.8100 | 0.9000 |
334
- | 0.2768 | 22.64 | 566 | 0.8216 | -0.0837 | 0.8216 | 0.9064 |
335
- | 0.2768 | 22.72 | 568 | 0.8184 | -0.1542 | 0.8184 | 0.9047 |
336
- | 0.2768 | 22.8 | 570 | 0.8481 | 0.1249 | 0.8481 | 0.9209 |
337
- | 0.2768 | 22.88 | 572 | 0.8597 | -0.0029 | 0.8597 | 0.9272 |
338
- | 0.2768 | 22.96 | 574 | 0.8684 | -0.0407 | 0.8684 | 0.9319 |
339
- | 0.2768 | 23.04 | 576 | 0.8723 | -0.0027 | 0.8723 | 0.9340 |
340
- | 0.2768 | 23.12 | 578 | 0.8677 | -0.0056 | 0.8677 | 0.9315 |
341
- | 0.2768 | 23.2 | 580 | 0.8622 | -0.0056 | 0.8622 | 0.9286 |
342
- | 0.2768 | 23.28 | 582 | 0.8777 | -0.0743 | 0.8777 | 0.9368 |
343
- | 0.2768 | 23.36 | 584 | 0.8957 | -0.0818 | 0.8957 | 0.9464 |
344
- | 0.2768 | 23.44 | 586 | 0.8973 | -0.0809 | 0.8973 | 0.9473 |
345
- | 0.2768 | 23.52 | 588 | 0.8156 | 0.1740 | 0.8156 | 0.9031 |
346
- | 0.2768 | 23.6 | 590 | 0.7442 | 0.1878 | 0.7442 | 0.8627 |
347
- | 0.2768 | 23.68 | 592 | 0.7595 | 0.1371 | 0.7595 | 0.8715 |
348
- | 0.2768 | 23.76 | 594 | 0.7927 | 0.0375 | 0.7927 | 0.8903 |
349
- | 0.2768 | 23.84 | 596 | 0.8346 | 0.0375 | 0.8346 | 0.9136 |
350
- | 0.2768 | 23.92 | 598 | 0.8611 | 0.0814 | 0.8611 | 0.9280 |
351
- | 0.2768 | 24.0 | 600 | 0.8928 | -0.0755 | 0.8928 | 0.9449 |
352
- | 0.2768 | 24.08 | 602 | 0.8872 | -0.0718 | 0.8872 | 0.9419 |
353
- | 0.2768 | 24.16 | 604 | 0.8815 | -0.1832 | 0.8815 | 0.9389 |
354
- | 0.2768 | 24.24 | 606 | 0.9009 | -0.1336 | 0.9009 | 0.9492 |
355
- | 0.2768 | 24.32 | 608 | 0.9329 | -0.1088 | 0.9329 | 0.9659 |
356
- | 0.2768 | 24.4 | 610 | 0.9191 | -0.1337 | 0.9191 | 0.9587 |
357
- | 0.2768 | 24.48 | 612 | 0.8852 | -0.0051 | 0.8852 | 0.9409 |
358
- | 0.2768 | 24.56 | 614 | 0.8327 | -0.0407 | 0.8327 | 0.9125 |
359
- | 0.2768 | 24.64 | 616 | 0.8311 | -0.0730 | 0.8311 | 0.9116 |
360
- | 0.2768 | 24.72 | 618 | 0.8531 | -0.0268 | 0.8531 | 0.9236 |
361
- | 0.2768 | 24.8 | 620 | 0.8935 | 0.0514 | 0.8935 | 0.9453 |
362
- | 0.2768 | 24.88 | 622 | 0.9014 | 0.0501 | 0.9014 | 0.9494 |
363
- | 0.2768 | 24.96 | 624 | 0.8881 | -0.1033 | 0.8881 | 0.9424 |
364
- | 0.2768 | 25.04 | 626 | 0.8680 | -0.1606 | 0.8680 | 0.9317 |
365
- | 0.2768 | 25.12 | 628 | 0.8519 | -0.0958 | 0.8519 | 0.9230 |
366
- | 0.2768 | 25.2 | 630 | 0.8450 | -0.0056 | 0.8450 | 0.9192 |
367
- | 0.2768 | 25.28 | 632 | 0.8733 | 0.0723 | 0.8733 | 0.9345 |
368
- | 0.2768 | 25.36 | 634 | 0.8831 | 0.0183 | 0.8831 | 0.9398 |
369
- | 0.2768 | 25.44 | 636 | 0.8471 | 0.0768 | 0.8471 | 0.9204 |
370
- | 0.2768 | 25.52 | 638 | 0.8327 | 0.1371 | 0.8327 | 0.9125 |
371
- | 0.2768 | 25.6 | 640 | 0.8242 | -0.0056 | 0.8242 | 0.9079 |
372
- | 0.2768 | 25.68 | 642 | 0.8200 | -0.0859 | 0.8200 | 0.9056 |
373
- | 0.2768 | 25.76 | 644 | 0.8219 | -0.1268 | 0.8219 | 0.9066 |
374
- | 0.2768 | 25.84 | 646 | 0.8007 | -0.0912 | 0.8007 | 0.8948 |
375
- | 0.2768 | 25.92 | 648 | 0.7853 | -0.0029 | 0.7853 | 0.8861 |
376
- | 0.2768 | 26.0 | 650 | 0.7906 | 0.1807 | 0.7906 | 0.8891 |
377
- | 0.2768 | 26.08 | 652 | 0.8124 | 0.1199 | 0.8124 | 0.9013 |
378
- | 0.2768 | 26.16 | 654 | 0.8117 | 0.1146 | 0.8117 | 0.9009 |
379
- | 0.2768 | 26.24 | 656 | 0.7833 | 0.1807 | 0.7833 | 0.8851 |
380
- | 0.2768 | 26.32 | 658 | 0.7803 | 0.1371 | 0.7803 | 0.8833 |
381
- | 0.2768 | 26.4 | 660 | 0.7909 | 0.0 | 0.7909 | 0.8893 |
382
- | 0.2768 | 26.48 | 662 | 0.8061 | -0.0407 | 0.8061 | 0.8978 |
383
- | 0.2768 | 26.56 | 664 | 0.8148 | -0.0446 | 0.8148 | 0.9027 |
384
- | 0.2768 | 26.64 | 666 | 0.8136 | 0.1362 | 0.8136 | 0.9020 |
385
- | 0.2768 | 26.72 | 668 | 0.8007 | 0.0970 | 0.8007 | 0.8948 |
386
- | 0.2768 | 26.8 | 670 | 0.7816 | -0.0551 | 0.7816 | 0.8841 |
387
- | 0.2768 | 26.88 | 672 | 0.7806 | -0.0551 | 0.7806 | 0.8835 |
388
- | 0.2768 | 26.96 | 674 | 0.7908 | -0.0499 | 0.7908 | 0.8892 |
389
- | 0.2768 | 27.04 | 676 | 0.7982 | -0.0499 | 0.7982 | 0.8934 |
390
- | 0.2768 | 27.12 | 678 | 0.8446 | -0.1833 | 0.8446 | 0.9190 |
391
- | 0.2768 | 27.2 | 680 | 0.9558 | -0.0761 | 0.9558 | 0.9776 |
392
- | 0.2768 | 27.28 | 682 | 1.0011 | -0.0936 | 1.0011 | 1.0006 |
393
- | 0.2768 | 27.36 | 684 | 0.9939 | -0.0650 | 0.9939 | 0.9969 |
394
- | 0.2768 | 27.44 | 686 | 0.9542 | -0.0393 | 0.9542 | 0.9769 |
395
- | 0.2768 | 27.52 | 688 | 0.8725 | -0.0248 | 0.8725 | 0.9341 |
396
- | 0.2768 | 27.6 | 690 | 0.8433 | 0.0376 | 0.8433 | 0.9183 |
397
- | 0.2768 | 27.68 | 692 | 0.8262 | 0.1199 | 0.8262 | 0.9090 |
398
- | 0.2768 | 27.76 | 694 | 0.7707 | 0.1807 | 0.7707 | 0.8779 |
399
- | 0.2768 | 27.84 | 696 | 0.7313 | 0.1024 | 0.7313 | 0.8551 |
400
- | 0.2768 | 27.92 | 698 | 0.7423 | 0.0033 | 0.7423 | 0.8616 |
401
- | 0.2768 | 28.0 | 700 | 0.7593 | -0.1010 | 0.7593 | 0.8714 |
402
- | 0.2768 | 28.08 | 702 | 0.7914 | -0.0062 | 0.7914 | 0.8896 |
403
- | 0.2768 | 28.16 | 704 | 0.8892 | 0.0123 | 0.8892 | 0.9430 |
404
- | 0.2768 | 28.24 | 706 | 0.9082 | -0.1200 | 0.9082 | 0.9530 |
405
- | 0.2768 | 28.32 | 708 | 0.8938 | -0.0295 | 0.8938 | 0.9454 |
406
- | 0.2768 | 28.4 | 710 | 0.8869 | 0.0918 | 0.8869 | 0.9417 |
407
- | 0.2768 | 28.48 | 712 | 0.8957 | -0.1331 | 0.8957 | 0.9464 |
408
- | 0.2768 | 28.56 | 714 | 0.8883 | -0.0488 | 0.8883 | 0.9425 |
409
- | 0.2768 | 28.64 | 716 | 0.8677 | 0.0914 | 0.8677 | 0.9315 |
410
- | 0.2768 | 28.72 | 718 | 0.8553 | 0.0282 | 0.8553 | 0.9248 |
411
- | 0.2768 | 28.8 | 720 | 0.8593 | -0.0274 | 0.8593 | 0.9270 |
412
- | 0.2768 | 28.88 | 722 | 0.8567 | -0.0274 | 0.8567 | 0.9256 |
413
- | 0.2768 | 28.96 | 724 | 0.8357 | 0.1199 | 0.8357 | 0.9142 |
414
- | 0.2768 | 29.04 | 726 | 0.8137 | 0.1433 | 0.8137 | 0.9021 |
415
- | 0.2768 | 29.12 | 728 | 0.8292 | -0.0532 | 0.8292 | 0.9106 |
416
- | 0.2768 | 29.2 | 730 | 0.8493 | -0.0446 | 0.8493 | 0.9216 |
417
- | 0.2768 | 29.28 | 732 | 0.8424 | -0.0407 | 0.8424 | 0.9178 |
418
- | 0.2768 | 29.36 | 734 | 0.8359 | -0.0407 | 0.8359 | 0.9143 |
419
- | 0.2768 | 29.44 | 736 | 0.8239 | 0.0918 | 0.8239 | 0.9077 |
420
- | 0.2768 | 29.52 | 738 | 0.8254 | 0.0814 | 0.8254 | 0.9085 |
421
- | 0.2768 | 29.6 | 740 | 0.8238 | 0.1254 | 0.8238 | 0.9076 |
422
- | 0.2768 | 29.68 | 742 | 0.8247 | 0.1807 | 0.8247 | 0.9082 |
423
- | 0.2768 | 29.76 | 744 | 0.7984 | 0.0918 | 0.7984 | 0.8935 |
424
- | 0.2768 | 29.84 | 746 | 0.7849 | 0.0471 | 0.7849 | 0.8859 |
425
- | 0.2768 | 29.92 | 748 | 0.7703 | 0.0471 | 0.7703 | 0.8777 |
426
- | 0.2768 | 30.0 | 750 | 0.7548 | 0.0970 | 0.7548 | 0.8688 |
427
- | 0.2768 | 30.08 | 752 | 0.7498 | 0.1878 | 0.7498 | 0.8659 |
428
- | 0.2768 | 30.16 | 754 | 0.7652 | 0.1740 | 0.7652 | 0.8748 |
429
- | 0.2768 | 30.24 | 756 | 0.8061 | 0.1146 | 0.8061 | 0.8978 |
430
- | 0.2768 | 30.32 | 758 | 0.9011 | -0.0799 | 0.9011 | 0.9493 |
431
- | 0.2768 | 30.4 | 760 | 0.9115 | -0.1609 | 0.9115 | 0.9547 |
432
- | 0.2768 | 30.48 | 762 | 0.8691 | 0.0123 | 0.8691 | 0.9323 |
433
- | 0.2768 | 30.56 | 764 | 0.8458 | 0.1740 | 0.8458 | 0.9197 |
434
- | 0.2768 | 30.64 | 766 | 0.8312 | 0.0874 | 0.8312 | 0.9117 |
435
- | 0.2768 | 30.72 | 768 | 0.8250 | -0.0446 | 0.8250 | 0.9083 |
436
- | 0.2768 | 30.8 | 770 | 0.8082 | -0.0912 | 0.8082 | 0.8990 |
437
- | 0.2768 | 30.88 | 772 | 0.8030 | 0.0922 | 0.8031 | 0.8961 |
438
- | 0.2768 | 30.96 | 774 | 0.8529 | 0.0639 | 0.8529 | 0.9235 |
439
- | 0.2768 | 31.04 | 776 | 0.9462 | -0.1593 | 0.9462 | 0.9727 |
440
- | 0.2768 | 31.12 | 778 | 0.9456 | -0.1217 | 0.9457 | 0.9724 |
441
- | 0.2768 | 31.2 | 780 | 0.8685 | 0.0600 | 0.8685 | 0.9319 |
442
- | 0.2768 | 31.28 | 782 | 0.8171 | 0.1362 | 0.8171 | 0.9040 |
443
- | 0.2768 | 31.36 | 784 | 0.7910 | 0.0918 | 0.7910 | 0.8894 |
444
- | 0.2768 | 31.44 | 786 | 0.7920 | -0.1992 | 0.7920 | 0.8899 |
445
- | 0.2768 | 31.52 | 788 | 0.8202 | -0.1833 | 0.8202 | 0.9056 |
446
- | 0.2768 | 31.6 | 790 | 0.8230 | -0.1823 | 0.8230 | 0.9072 |
447
- | 0.2768 | 31.68 | 792 | 0.8220 | -0.0912 | 0.8220 | 0.9067 |
448
- | 0.2768 | 31.76 | 794 | 0.8465 | -0.0446 | 0.8465 | 0.9201 |
449
- | 0.2768 | 31.84 | 796 | 0.8802 | 0.0236 | 0.8802 | 0.9382 |
450
- | 0.2768 | 31.92 | 798 | 0.9028 | -0.0262 | 0.9028 | 0.9502 |
451
- | 0.2768 | 32.0 | 800 | 0.8906 | -0.0218 | 0.8906 | 0.9437 |
452
- | 0.2768 | 32.08 | 802 | 0.8677 | 0.0357 | 0.8677 | 0.9315 |
453
- | 0.2768 | 32.16 | 804 | 0.8745 | 0.0357 | 0.8745 | 0.9352 |
454
- | 0.2768 | 32.24 | 806 | 0.8706 | -0.0086 | 0.8706 | 0.9331 |
455
- | 0.2768 | 32.32 | 808 | 0.8644 | -0.0170 | 0.8644 | 0.9297 |
456
- | 0.2768 | 32.4 | 810 | 0.9257 | -0.0767 | 0.9257 | 0.9621 |
457
- | 0.2768 | 32.48 | 812 | 0.9913 | -0.1226 | 0.9913 | 0.9957 |
458
- | 0.2768 | 32.56 | 814 | 0.9913 | -0.1228 | 0.9913 | 0.9956 |
459
- | 0.2768 | 32.64 | 816 | 0.9688 | -0.1226 | 0.9688 | 0.9843 |
460
- | 0.2768 | 32.72 | 818 | 0.9172 | -0.0778 | 0.9172 | 0.9577 |
461
- | 0.2768 | 32.8 | 820 | 0.8739 | 0.0680 | 0.8739 | 0.9348 |
462
- | 0.2768 | 32.88 | 822 | 0.8620 | -0.0599 | 0.8620 | 0.9285 |
463
- | 0.2768 | 32.96 | 824 | 0.8874 | 0.0049 | 0.8874 | 0.9420 |
464
- | 0.2768 | 33.04 | 826 | 0.9091 | 0.0114 | 0.9091 | 0.9535 |
465
- | 0.2768 | 33.12 | 828 | 0.9169 | 0.0434 | 0.9169 | 0.9575 |
466
- | 0.2768 | 33.2 | 830 | 0.9305 | -0.0149 | 0.9305 | 0.9646 |
467
- | 0.2768 | 33.28 | 832 | 0.9432 | -0.1115 | 0.9432 | 0.9712 |
468
- | 0.2768 | 33.36 | 834 | 0.9479 | -0.1551 | 0.9479 | 0.9736 |
469
- | 0.2768 | 33.44 | 836 | 0.9166 | -0.0283 | 0.9166 | 0.9574 |
470
- | 0.2768 | 33.52 | 838 | 0.8986 | 0.0680 | 0.8986 | 0.9479 |
471
- | 0.2768 | 33.6 | 840 | 0.9114 | -0.0767 | 0.9114 | 0.9547 |
472
- | 0.2768 | 33.68 | 842 | 0.9176 | -0.1200 | 0.9176 | 0.9579 |
473
- | 0.2768 | 33.76 | 844 | 0.8992 | 0.0639 | 0.8992 | 0.9482 |
474
- | 0.2768 | 33.84 | 846 | 0.8699 | 0.0680 | 0.8699 | 0.9327 |
475
- | 0.2768 | 33.92 | 848 | 0.8419 | 0.0680 | 0.8419 | 0.9176 |
476
- | 0.2768 | 34.0 | 850 | 0.8162 | 0.0680 | 0.8162 | 0.9035 |
477
- | 0.2768 | 34.08 | 852 | 0.8005 | 0.1199 | 0.8005 | 0.8947 |
478
- | 0.2768 | 34.16 | 854 | 0.8091 | 0.1199 | 0.8091 | 0.8995 |
479
- | 0.2768 | 34.24 | 856 | 0.8281 | 0.1807 | 0.8281 | 0.9100 |
480
- | 0.2768 | 34.32 | 858 | 0.8471 | -0.0056 | 0.8471 | 0.9204 |
481
- | 0.2768 | 34.4 | 860 | 0.8678 | 0.0376 | 0.8678 | 0.9316 |
482
- | 0.2768 | 34.48 | 862 | 0.9016 | 0.0205 | 0.9016 | 0.9495 |
483
- | 0.2768 | 34.56 | 864 | 0.9295 | 0.0123 | 0.9295 | 0.9641 |
484
- | 0.2768 | 34.64 | 866 | 0.9446 | -0.1206 | 0.9446 | 0.9719 |
485
- | 0.2768 | 34.72 | 868 | 0.9149 | 0.0095 | 0.9149 | 0.9565 |
486
- | 0.2768 | 34.8 | 870 | 0.8519 | 0.0639 | 0.8519 | 0.9230 |
487
- | 0.2768 | 34.88 | 872 | 0.7927 | 0.1433 | 0.7927 | 0.8903 |
488
- | 0.2768 | 34.96 | 874 | 0.7796 | 0.0033 | 0.7796 | 0.8830 |
489
- | 0.2768 | 35.04 | 876 | 0.7879 | -0.1551 | 0.7879 | 0.8876 |
490
- | 0.2768 | 35.12 | 878 | 0.7705 | 0.0033 | 0.7705 | 0.8778 |
491
- | 0.2768 | 35.2 | 880 | 0.7715 | 0.0967 | 0.7715 | 0.8783 |
492
- | 0.2768 | 35.28 | 882 | 0.8040 | 0.1740 | 0.8040 | 0.8966 |
493
- | 0.2768 | 35.36 | 884 | 0.8510 | 0.0680 | 0.8510 | 0.9225 |
494
- | 0.2768 | 35.44 | 886 | 0.8639 | 0.0680 | 0.8639 | 0.9295 |
495
- | 0.2768 | 35.52 | 888 | 0.8749 | 0.0680 | 0.8749 | 0.9354 |
496
- | 0.2768 | 35.6 | 890 | 0.8817 | 0.0680 | 0.8817 | 0.9390 |
497
- | 0.2768 | 35.68 | 892 | 0.8592 | 0.1304 | 0.8592 | 0.9269 |
498
- | 0.2768 | 35.76 | 894 | 0.8535 | 0.0874 | 0.8535 | 0.9238 |
499
- | 0.2768 | 35.84 | 896 | 0.8538 | 0.0874 | 0.8538 | 0.9240 |
500
- | 0.2768 | 35.92 | 898 | 0.8285 | 0.0869 | 0.8285 | 0.9102 |
501
- | 0.2768 | 36.0 | 900 | 0.8236 | 0.0869 | 0.8236 | 0.9075 |
502
- | 0.2768 | 36.08 | 902 | 0.8491 | 0.0680 | 0.8491 | 0.9215 |
503
- | 0.2768 | 36.16 | 904 | 0.8694 | 0.0152 | 0.8694 | 0.9324 |
504
- | 0.2768 | 36.24 | 906 | 0.8519 | 0.0680 | 0.8519 | 0.9230 |
505
- | 0.2768 | 36.32 | 908 | 0.8252 | 0.1371 | 0.8252 | 0.9084 |
506
- | 0.2768 | 36.4 | 910 | 0.8163 | 0.0874 | 0.8163 | 0.9035 |
507
- | 0.2768 | 36.48 | 912 | 0.8225 | 0.0869 | 0.8225 | 0.9069 |
508
- | 0.2768 | 36.56 | 914 | 0.8269 | 0.1311 | 0.8269 | 0.9093 |
509
- | 0.2768 | 36.64 | 916 | 0.8343 | 0.0768 | 0.8343 | 0.9134 |
510
- | 0.2768 | 36.72 | 918 | 0.8218 | 0.1311 | 0.8218 | 0.9065 |
511
- | 0.2768 | 36.8 | 920 | 0.8386 | 0.0680 | 0.8386 | 0.9157 |
512
- | 0.2768 | 36.88 | 922 | 0.8528 | 0.0183 | 0.8528 | 0.9235 |
513
- | 0.2768 | 36.96 | 924 | 0.8564 | 0.0680 | 0.8564 | 0.9254 |
514
- | 0.2768 | 37.04 | 926 | 0.8437 | 0.0680 | 0.8437 | 0.9185 |
515
- | 0.2768 | 37.12 | 928 | 0.8249 | 0.0869 | 0.8249 | 0.9082 |
516
- | 0.2768 | 37.2 | 930 | 0.8212 | 0.0869 | 0.8212 | 0.9062 |
517
- | 0.2768 | 37.28 | 932 | 0.8298 | 0.1199 | 0.8298 | 0.9109 |
518
- | 0.2768 | 37.36 | 934 | 0.8580 | 0.0152 | 0.8580 | 0.9263 |
519
- | 0.2768 | 37.44 | 936 | 0.8777 | -0.0767 | 0.8777 | 0.9368 |
520
- | 0.2768 | 37.52 | 938 | 0.8755 | -0.0767 | 0.8755 | 0.9357 |
521
- | 0.2768 | 37.6 | 940 | 0.8576 | 0.0152 | 0.8576 | 0.9261 |
522
- | 0.2768 | 37.68 | 942 | 0.8473 | 0.1199 | 0.8473 | 0.9205 |
523
- | 0.2768 | 37.76 | 944 | 0.8441 | 0.1199 | 0.8441 | 0.9187 |
524
- | 0.2768 | 37.84 | 946 | 0.8505 | 0.0680 | 0.8505 | 0.9222 |
525
- | 0.2768 | 37.92 | 948 | 0.8497 | 0.0680 | 0.8497 | 0.9218 |
526
- | 0.2768 | 38.0 | 950 | 0.8157 | 0.0680 | 0.8157 | 0.9032 |
527
- | 0.2768 | 38.08 | 952 | 0.7945 | 0.1311 | 0.7945 | 0.8913 |
528
- | 0.2768 | 38.16 | 954 | 0.7923 | 0.0768 | 0.7923 | 0.8901 |
529
- | 0.2768 | 38.24 | 956 | 0.8295 | 0.0680 | 0.8295 | 0.9108 |
530
- | 0.2768 | 38.32 | 958 | 0.8647 | 0.0068 | 0.8647 | 0.9299 |
531
- | 0.2768 | 38.4 | 960 | 0.8941 | -0.0818 | 0.8941 | 0.9455 |
532
- | 0.2768 | 38.48 | 962 | 0.8998 | -0.0818 | 0.8998 | 0.9486 |
533
- | 0.2768 | 38.56 | 964 | 0.8835 | -0.0373 | 0.8835 | 0.9399 |
534
- | 0.2768 | 38.64 | 966 | 0.8881 | 0.0068 | 0.8881 | 0.9424 |
535
- | 0.2768 | 38.72 | 968 | 0.8972 | 0.0091 | 0.8972 | 0.9472 |
536
- | 0.2768 | 38.8 | 970 | 0.9029 | 0.0091 | 0.9029 | 0.9502 |
537
- | 0.2768 | 38.88 | 972 | 0.9107 | 0.0118 | 0.9107 | 0.9543 |
538
- | 0.2768 | 38.96 | 974 | 0.8999 | 0.0611 | 0.8999 | 0.9487 |
539
- | 0.2768 | 39.04 | 976 | 0.8688 | 0.0690 | 0.8688 | 0.9321 |
540
- | 0.2768 | 39.12 | 978 | 0.8348 | 0.0690 | 0.8348 | 0.9137 |
541
- | 0.2768 | 39.2 | 980 | 0.8093 | 0.0918 | 0.8093 | 0.8996 |
542
- | 0.2768 | 39.28 | 982 | 0.7952 | 0.0970 | 0.7952 | 0.8917 |
543
- | 0.2768 | 39.36 | 984 | 0.7922 | 0.0970 | 0.7922 | 0.8901 |
544
- | 0.2768 | 39.44 | 986 | 0.8108 | 0.0247 | 0.8108 | 0.9004 |
545
- | 0.2768 | 39.52 | 988 | 0.8647 | 0.0041 | 0.8647 | 0.9299 |
546
- | 0.2768 | 39.6 | 990 | 0.9099 | -0.0828 | 0.9099 | 0.9539 |
547
- | 0.2768 | 39.68 | 992 | 0.9044 | -0.0828 | 0.9044 | 0.9510 |
548
- | 0.2768 | 39.76 | 994 | 0.8939 | -0.0818 | 0.8939 | 0.9455 |
549
- | 0.2768 | 39.84 | 996 | 0.8933 | -0.0818 | 0.8933 | 0.9452 |
550
- | 0.2768 | 39.92 | 998 | 0.8717 | 0.0152 | 0.8717 | 0.9336 |
551
- | 0.052 | 40.0 | 1000 | 0.8698 | 0.0680 | 0.8698 | 0.9326 |
552
- | 0.052 | 40.08 | 1002 | 0.8638 | 0.0690 | 0.8638 | 0.9294 |
553
- | 0.052 | 40.16 | 1004 | 0.8727 | 0.0690 | 0.8727 | 0.9342 |
554
- | 0.052 | 40.24 | 1006 | 0.8882 | 0.0690 | 0.8882 | 0.9425 |
555
- | 0.052 | 40.32 | 1008 | 0.8728 | 0.0690 | 0.8728 | 0.9342 |
556
- | 0.052 | 40.4 | 1010 | 0.8943 | 0.0690 | 0.8943 | 0.9457 |
557
- | 0.052 | 40.48 | 1012 | 0.9072 | 0.0040 | 0.9072 | 0.9525 |
558
- | 0.052 | 40.56 | 1014 | 0.9141 | 0.0016 | 0.9141 | 0.9561 |
559
- | 0.052 | 40.64 | 1016 | 0.9116 | 0.0016 | 0.9116 | 0.9548 |
560
- | 0.052 | 40.72 | 1018 | 0.8954 | 0.0680 | 0.8954 | 0.9463 |
561
- | 0.052 | 40.8 | 1020 | 0.8739 | 0.0690 | 0.8739 | 0.9348 |
562
- | 0.052 | 40.88 | 1022 | 0.8790 | 0.0690 | 0.8790 | 0.9375 |
563
- | 0.052 | 40.96 | 1024 | 0.8886 | 0.0680 | 0.8886 | 0.9427 |
564
- | 0.052 | 41.04 | 1026 | 0.8754 | 0.0680 | 0.8754 | 0.9356 |
565
- | 0.052 | 41.12 | 1028 | 0.8661 | 0.0152 | 0.8661 | 0.9307 |
566
- | 0.052 | 41.2 | 1030 | 0.8580 | -0.0274 | 0.8580 | 0.9263 |
567
- | 0.052 | 41.28 | 1032 | 0.8593 | -0.1194 | 0.8593 | 0.9270 |
568
 
569
 
570
  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: ArabicNewSplits7_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k11_task3_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_usingWellWrittenEssays_FineTuningAraBERT_run3_AugV5_k11_task3_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: 0.9065
19
+ - Qwk: -0.0939
20
+ - Mse: 0.9065
21
+ - Rmse: 0.9521
22
 
23
  ## Model description
24
 
 
47
 
48
  ### Training results
49
 
50
+ | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
+ |:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
52
+ | No log | 0.0714 | 2 | 4.0078 | -0.0086 | 4.0078 | 2.0019 |
53
+ | No log | 0.1429 | 4 | 2.3040 | 0.0050 | 2.3040 | 1.5179 |
54
+ | No log | 0.2143 | 6 | 1.7188 | 0.0213 | 1.7188 | 1.3110 |
55
+ | No log | 0.2857 | 8 | 2.5964 | -0.0173 | 2.5964 | 1.6113 |
56
+ | No log | 0.3571 | 10 | 1.6501 | 0.0 | 1.6501 | 1.2845 |
57
+ | No log | 0.4286 | 12 | 0.9892 | 0.0338 | 0.9892 | 0.9946 |
58
+ | No log | 0.5 | 14 | 0.8504 | -0.0008 | 0.8504 | 0.9222 |
59
+ | No log | 0.5714 | 16 | 0.8559 | -0.0852 | 0.8559 | 0.9252 |
60
+ | No log | 0.6429 | 18 | 0.9104 | -0.0345 | 0.9104 | 0.9542 |
61
+ | No log | 0.7143 | 20 | 0.8016 | -0.0331 | 0.8016 | 0.8953 |
62
+ | No log | 0.7857 | 22 | 0.7142 | 0.0964 | 0.7142 | 0.8451 |
63
+ | No log | 0.8571 | 24 | 0.7123 | -0.0101 | 0.7123 | 0.8440 |
64
+ | No log | 0.9286 | 26 | 0.7582 | -0.0215 | 0.7582 | 0.8708 |
65
+ | No log | 1.0 | 28 | 0.7863 | -0.0778 | 0.7863 | 0.8867 |
66
+ | No log | 1.0714 | 30 | 0.7845 | -0.0778 | 0.7845 | 0.8857 |
67
+ | No log | 1.1429 | 32 | 0.7984 | -0.0331 | 0.7984 | 0.8935 |
68
+ | No log | 1.2143 | 34 | 0.9085 | -0.0200 | 0.9085 | 0.9531 |
69
+ | No log | 1.2857 | 36 | 1.0486 | -0.0398 | 1.0486 | 1.0240 |
70
+ | No log | 1.3571 | 38 | 1.1888 | -0.0247 | 1.1888 | 1.0903 |
71
+ | No log | 1.4286 | 40 | 1.2154 | -0.0247 | 1.2154 | 1.1024 |
72
+ | No log | 1.5 | 42 | 1.2591 | 0.0 | 1.2591 | 1.1221 |
73
+ | No log | 1.5714 | 44 | 1.5619 | 0.0 | 1.5619 | 1.2497 |
74
+ | No log | 1.6429 | 46 | 1.7773 | 0.0 | 1.7773 | 1.3331 |
75
+ | No log | 1.7143 | 48 | 1.6927 | 0.0 | 1.6927 | 1.3010 |
76
+ | No log | 1.7857 | 50 | 1.3587 | 0.0 | 1.3587 | 1.1656 |
77
+ | No log | 1.8571 | 52 | 1.0400 | -0.0247 | 1.0400 | 1.0198 |
78
+ | No log | 1.9286 | 54 | 0.8784 | -0.0200 | 0.8784 | 0.9372 |
79
+ | No log | 2.0 | 56 | 0.9407 | -0.0385 | 0.9407 | 0.9699 |
80
+ | No log | 2.0714 | 58 | 1.1677 | -0.0457 | 1.1677 | 1.0806 |
81
+ | No log | 2.1429 | 60 | 0.9736 | 0.0111 | 0.9736 | 0.9867 |
82
+ | No log | 2.2143 | 62 | 0.8485 | 0.0129 | 0.8485 | 0.9212 |
83
+ | No log | 2.2857 | 64 | 0.9610 | 0.0089 | 0.9610 | 0.9803 |
84
+ | No log | 2.3571 | 66 | 1.6775 | 0.0 | 1.6775 | 1.2952 |
85
+ | No log | 2.4286 | 68 | 2.0345 | 0.0 | 2.0345 | 1.4264 |
86
+ | No log | 2.5 | 70 | 1.6961 | 0.0 | 1.6961 | 1.3023 |
87
+ | No log | 2.5714 | 72 | 0.9915 | -0.0648 | 0.9915 | 0.9957 |
88
+ | No log | 2.6429 | 74 | 0.7193 | 0.0 | 0.7193 | 0.8481 |
89
+ | No log | 2.7143 | 76 | 0.7240 | 0.0 | 0.7240 | 0.8509 |
90
+ | No log | 2.7857 | 78 | 0.8240 | -0.0753 | 0.8240 | 0.9078 |
91
+ | No log | 2.8571 | 80 | 1.1512 | 0.0065 | 1.1512 | 1.0729 |
92
+ | No log | 2.9286 | 82 | 1.4776 | 0.0 | 1.4776 | 1.2156 |
93
+ | No log | 3.0 | 84 | 1.5124 | 0.0 | 1.5124 | 1.2298 |
94
+ | No log | 3.0714 | 86 | 1.2389 | -0.0490 | 1.2389 | 1.1130 |
95
+ | No log | 3.1429 | 88 | 0.8617 | 0.0867 | 0.8617 | 0.9283 |
96
+ | No log | 3.2143 | 90 | 0.7712 | -0.1067 | 0.7712 | 0.8782 |
97
+ | No log | 3.2857 | 92 | 0.7764 | -0.0499 | 0.7764 | 0.8811 |
98
+ | No log | 3.3571 | 94 | 0.7584 | -0.0035 | 0.7584 | 0.8709 |
99
+ | No log | 3.4286 | 96 | 0.7949 | -0.0725 | 0.7949 | 0.8916 |
100
+ | No log | 3.5 | 98 | 1.0811 | -0.0997 | 1.0811 | 1.0398 |
101
+ | No log | 3.5714 | 100 | 1.4950 | 0.0 | 1.4950 | 1.2227 |
102
+ | No log | 3.6429 | 102 | 1.5608 | 0.0 | 1.5608 | 1.2493 |
103
+ | No log | 3.7143 | 104 | 1.4641 | 0.0 | 1.4641 | 1.2100 |
104
+ | No log | 3.7857 | 106 | 1.2625 | 0.0032 | 1.2625 | 1.1236 |
105
+ | No log | 3.8571 | 108 | 1.0650 | -0.0686 | 1.0650 | 1.0320 |
106
+ | No log | 3.9286 | 110 | 1.0235 | 0.0006 | 1.0235 | 1.0117 |
107
+ | No log | 4.0 | 112 | 1.0047 | 0.0026 | 1.0047 | 1.0023 |
108
+ | No log | 4.0714 | 114 | 1.1076 | 0.0006 | 1.1076 | 1.0524 |
109
+ | No log | 4.1429 | 116 | 1.0311 | 0.0067 | 1.0311 | 1.0154 |
110
+ | No log | 4.2143 | 118 | 0.8567 | 0.0476 | 0.8567 | 0.9256 |
111
+ | No log | 4.2857 | 120 | 0.8541 | 0.0071 | 0.8541 | 0.9242 |
112
+ | No log | 4.3571 | 122 | 0.8219 | 0.0159 | 0.8219 | 0.9066 |
113
+ | No log | 4.4286 | 124 | 0.8759 | 0.0099 | 0.8759 | 0.9359 |
114
+ | No log | 4.5 | 126 | 0.8327 | -0.1599 | 0.8327 | 0.9125 |
115
+ | No log | 4.5714 | 128 | 0.8956 | -0.0204 | 0.8956 | 0.9464 |
116
+ | No log | 4.6429 | 130 | 0.9031 | -0.0144 | 0.9031 | 0.9503 |
117
+ | No log | 4.7143 | 132 | 1.0854 | -0.0327 | 1.0854 | 1.0418 |
118
+ | No log | 4.7857 | 134 | 1.3102 | -0.0746 | 1.3102 | 1.1446 |
119
+ | No log | 4.8571 | 136 | 1.0427 | -0.0355 | 1.0427 | 1.0211 |
120
+ | No log | 4.9286 | 138 | 0.9299 | -0.1737 | 0.9299 | 0.9643 |
121
+ | No log | 5.0 | 140 | 0.8625 | -0.1628 | 0.8625 | 0.9287 |
122
+ | No log | 5.0714 | 142 | 0.8067 | -0.1148 | 0.8067 | 0.8982 |
123
+ | No log | 5.1429 | 144 | 0.8360 | -0.0679 | 0.8360 | 0.9143 |
124
+ | No log | 5.2143 | 146 | 0.8128 | -0.0679 | 0.8128 | 0.9015 |
125
+ | No log | 5.2857 | 148 | 0.7983 | -0.1220 | 0.7983 | 0.8935 |
126
+ | No log | 5.3571 | 150 | 0.8530 | -0.1622 | 0.8530 | 0.9236 |
127
+ | No log | 5.4286 | 152 | 0.9466 | -0.2335 | 0.9466 | 0.9729 |
128
+ | No log | 5.5 | 154 | 1.0113 | -0.0853 | 1.0113 | 1.0056 |
129
+ | No log | 5.5714 | 156 | 0.9187 | 0.0955 | 0.9187 | 0.9585 |
130
+ | No log | 5.6429 | 158 | 0.8965 | -0.0089 | 0.8965 | 0.9468 |
131
+ | No log | 5.7143 | 160 | 0.8105 | -0.1893 | 0.8105 | 0.9003 |
132
+ | No log | 5.7857 | 162 | 0.8725 | 0.0191 | 0.8725 | 0.9341 |
133
+ | No log | 5.8571 | 164 | 1.1973 | -0.0892 | 1.1973 | 1.0942 |
134
+ | No log | 5.9286 | 166 | 1.0704 | -0.0877 | 1.0704 | 1.0346 |
135
+ | No log | 6.0 | 168 | 0.8192 | -0.0711 | 0.8192 | 0.9051 |
136
+ | No log | 6.0714 | 170 | 0.8452 | -0.0892 | 0.8452 | 0.9193 |
137
+ | No log | 6.1429 | 172 | 0.9274 | -0.1301 | 0.9274 | 0.9630 |
138
+ | No log | 6.2143 | 174 | 0.9220 | -0.1722 | 0.9220 | 0.9602 |
139
+ | No log | 6.2857 | 176 | 0.9018 | -0.1795 | 0.9018 | 0.9496 |
140
+ | No log | 6.3571 | 178 | 0.8776 | -0.1871 | 0.8776 | 0.9368 |
141
+ | No log | 6.4286 | 180 | 0.8677 | -0.1106 | 0.8677 | 0.9315 |
142
+ | No log | 6.5 | 182 | 0.9072 | 0.0152 | 0.9072 | 0.9525 |
143
+ | No log | 6.5714 | 184 | 0.8640 | -0.1395 | 0.8640 | 0.9295 |
144
+ | No log | 6.6429 | 186 | 0.8658 | -0.1795 | 0.8658 | 0.9305 |
145
+ | No log | 6.7143 | 188 | 0.8598 | -0.0999 | 0.8598 | 0.9272 |
146
+ | No log | 6.7857 | 190 | 0.8958 | 0.0095 | 0.8958 | 0.9465 |
147
+ | No log | 6.8571 | 192 | 0.9228 | 0.0476 | 0.9228 | 0.9606 |
148
+ | No log | 6.9286 | 194 | 0.8151 | -0.1939 | 0.8151 | 0.9028 |
149
+ | No log | 7.0 | 196 | 0.8725 | -0.1606 | 0.8725 | 0.9341 |
150
+ | No log | 7.0714 | 198 | 0.8588 | -0.1753 | 0.8588 | 0.9267 |
151
+ | No log | 7.1429 | 200 | 0.7776 | -0.0499 | 0.7776 | 0.8818 |
152
+ | No log | 7.2143 | 202 | 0.7261 | -0.0035 | 0.7261 | 0.8521 |
153
+ | No log | 7.2857 | 204 | 0.7522 | 0.0296 | 0.7522 | 0.8673 |
154
+ | No log | 7.3571 | 206 | 0.7696 | 0.0334 | 0.7696 | 0.8773 |
155
+ | No log | 7.4286 | 208 | 0.7941 | -0.0560 | 0.7941 | 0.8911 |
156
+ | No log | 7.5 | 210 | 0.9058 | 0.0297 | 0.9058 | 0.9517 |
157
+ | No log | 7.5714 | 212 | 0.9425 | 0.0734 | 0.9425 | 0.9708 |
158
+ | No log | 7.6429 | 214 | 0.8681 | -0.0173 | 0.8681 | 0.9317 |
159
+ | No log | 7.7143 | 216 | 0.8121 | -0.1333 | 0.8121 | 0.9012 |
160
+ | No log | 7.7857 | 218 | 0.8278 | 0.0680 | 0.8278 | 0.9098 |
161
+ | No log | 7.8571 | 220 | 0.8043 | 0.0714 | 0.8043 | 0.8968 |
162
+ | No log | 7.9286 | 222 | 0.7498 | 0.0964 | 0.7498 | 0.8659 |
163
+ | No log | 8.0 | 224 | 0.7339 | -0.0035 | 0.7339 | 0.8567 |
164
+ | No log | 8.0714 | 226 | 0.7192 | -0.0035 | 0.7192 | 0.8481 |
165
+ | No log | 8.1429 | 228 | 0.7245 | 0.0506 | 0.7245 | 0.8512 |
166
+ | No log | 8.2143 | 230 | 0.7477 | -0.0595 | 0.7477 | 0.8647 |
167
+ | No log | 8.2857 | 232 | 0.7746 | 0.0481 | 0.7746 | 0.8801 |
168
+ | No log | 8.3571 | 234 | 0.8002 | -0.0108 | 0.8002 | 0.8946 |
169
+ | No log | 8.4286 | 236 | 0.7968 | -0.0108 | 0.7968 | 0.8926 |
170
+ | No log | 8.5 | 238 | 0.8144 | -0.0541 | 0.8144 | 0.9025 |
171
+ | No log | 8.5714 | 240 | 0.8439 | -0.0354 | 0.8439 | 0.9186 |
172
+ | No log | 8.6429 | 242 | 0.8522 | -0.1273 | 0.8522 | 0.9231 |
173
+ | No log | 8.7143 | 244 | 0.8489 | -0.0567 | 0.8489 | 0.9214 |
174
+ | No log | 8.7857 | 246 | 0.8415 | -0.1040 | 0.8415 | 0.9173 |
175
+ | No log | 8.8571 | 248 | 0.8458 | -0.1106 | 0.8458 | 0.9197 |
176
+ | No log | 8.9286 | 250 | 0.8791 | -0.0660 | 0.8791 | 0.9376 |
177
+ | No log | 9.0 | 252 | 0.8953 | -0.1106 | 0.8953 | 0.9462 |
178
+ | No log | 9.0714 | 254 | 0.9150 | -0.0870 | 0.9150 | 0.9566 |
179
+ | No log | 9.1429 | 256 | 0.9315 | -0.0821 | 0.9315 | 0.9651 |
180
+ | No log | 9.2143 | 258 | 0.9346 | -0.0939 | 0.9346 | 0.9667 |
181
+ | No log | 9.2857 | 260 | 0.9359 | -0.0643 | 0.9359 | 0.9674 |
182
+ | No log | 9.3571 | 262 | 0.9072 | -0.1106 | 0.9072 | 0.9525 |
183
+ | No log | 9.4286 | 264 | 0.9146 | -0.2030 | 0.9146 | 0.9564 |
184
+ | No log | 9.5 | 266 | 0.9356 | -0.2550 | 0.9356 | 0.9673 |
185
+ | No log | 9.5714 | 268 | 0.8882 | -0.2326 | 0.8882 | 0.9425 |
186
+ | No log | 9.6429 | 270 | 0.9101 | -0.0228 | 0.9101 | 0.9540 |
187
+ | No log | 9.7143 | 272 | 0.9498 | 0.0953 | 0.9498 | 0.9746 |
188
+ | No log | 9.7857 | 274 | 0.9362 | 0.0588 | 0.9362 | 0.9676 |
189
+ | No log | 9.8571 | 276 | 0.9414 | -0.1066 | 0.9414 | 0.9702 |
190
+ | No log | 9.9286 | 278 | 0.9206 | -0.1334 | 0.9206 | 0.9595 |
191
+ | No log | 10.0 | 280 | 0.8991 | -0.1851 | 0.8991 | 0.9482 |
192
+ | No log | 10.0714 | 282 | 0.9021 | -0.1851 | 0.9021 | 0.9498 |
193
+ | No log | 10.1429 | 284 | 0.8954 | -0.2416 | 0.8954 | 0.9462 |
194
+ | No log | 10.2143 | 286 | 0.9040 | 0.0628 | 0.9040 | 0.9508 |
195
+ | No log | 10.2857 | 288 | 0.8856 | 0.0628 | 0.8856 | 0.9411 |
196
+ | No log | 10.3571 | 290 | 0.8401 | -0.1230 | 0.8401 | 0.9166 |
197
+ | No log | 10.4286 | 292 | 0.8473 | -0.1033 | 0.8473 | 0.9205 |
198
+ | No log | 10.5 | 294 | 0.8653 | -0.0921 | 0.8653 | 0.9302 |
199
+ | No log | 10.5714 | 296 | 0.8720 | -0.1395 | 0.8720 | 0.9338 |
200
+ | No log | 10.6429 | 298 | 0.9071 | -0.1409 | 0.9071 | 0.9524 |
201
+ | No log | 10.7143 | 300 | 0.9007 | -0.1409 | 0.9007 | 0.9490 |
202
+ | No log | 10.7857 | 302 | 0.8965 | 0.0218 | 0.8965 | 0.9468 |
203
+ | No log | 10.8571 | 304 | 0.8458 | 0.0173 | 0.8458 | 0.9197 |
204
+ | No log | 10.9286 | 306 | 0.8280 | -0.0488 | 0.8280 | 0.9100 |
205
+ | No log | 11.0 | 308 | 0.8465 | -0.0921 | 0.8465 | 0.9201 |
206
+ | No log | 11.0714 | 310 | 0.8645 | -0.0648 | 0.8645 | 0.9298 |
207
+ | No log | 11.1429 | 312 | 0.8466 | -0.1722 | 0.8466 | 0.9201 |
208
+ | No log | 11.2143 | 314 | 0.8362 | -0.0567 | 0.8362 | 0.9144 |
209
+ | No log | 11.2857 | 316 | 0.8188 | -0.0059 | 0.8188 | 0.9049 |
210
+ | No log | 11.3571 | 318 | 0.7921 | -0.1158 | 0.7921 | 0.8900 |
211
+ | No log | 11.4286 | 320 | 0.7992 | -0.0949 | 0.7992 | 0.8940 |
212
+ | No log | 11.5 | 322 | 0.8025 | -0.0949 | 0.8025 | 0.8959 |
213
+ | No log | 11.5714 | 324 | 0.7980 | 0.0031 | 0.7980 | 0.8933 |
214
+ | No log | 11.6429 | 326 | 0.8088 | -0.0204 | 0.8088 | 0.8993 |
215
+ | No log | 11.7143 | 328 | 0.9440 | 0.0748 | 0.9440 | 0.9716 |
216
+ | No log | 11.7857 | 330 | 1.0642 | -0.0163 | 1.0642 | 1.0316 |
217
+ | No log | 11.8571 | 332 | 1.0006 | 0.0748 | 1.0006 | 1.0003 |
218
+ | No log | 11.9286 | 334 | 0.9172 | -0.0138 | 0.9172 | 0.9577 |
219
+ | No log | 12.0 | 336 | 0.9494 | -0.1945 | 0.9494 | 0.9744 |
220
+ | No log | 12.0714 | 338 | 0.9906 | -0.1111 | 0.9906 | 0.9953 |
221
+ | No log | 12.1429 | 340 | 0.9452 | -0.2138 | 0.9452 | 0.9722 |
222
+ | No log | 12.2143 | 342 | 0.8794 | -0.1916 | 0.8794 | 0.9378 |
223
+ | No log | 12.2857 | 344 | 0.9150 | -0.0351 | 0.9150 | 0.9566 |
224
+ | No log | 12.3571 | 346 | 0.9193 | 0.0476 | 0.9193 | 0.9588 |
225
+ | No log | 12.4286 | 348 | 0.9086 | 0.0476 | 0.9086 | 0.9532 |
226
+ | No log | 12.5 | 350 | 0.8871 | -0.0287 | 0.8871 | 0.9419 |
227
+ | No log | 12.5714 | 352 | 0.8837 | -0.0354 | 0.8837 | 0.9400 |
228
+ | No log | 12.6429 | 354 | 0.8966 | 0.0617 | 0.8966 | 0.9469 |
229
+ | No log | 12.7143 | 356 | 0.8690 | 0.0606 | 0.8690 | 0.9322 |
230
+ | No log | 12.7857 | 358 | 0.8574 | -0.0955 | 0.8574 | 0.9260 |
231
+ | No log | 12.8571 | 360 | 0.8944 | 0.0628 | 0.8944 | 0.9457 |
232
+ | No log | 12.9286 | 362 | 0.9553 | 0.0786 | 0.9553 | 0.9774 |
233
+ | No log | 13.0 | 364 | 0.8912 | 0.0549 | 0.8912 | 0.9440 |
234
+ | No log | 13.0714 | 366 | 0.8174 | -0.0240 | 0.8174 | 0.9041 |
235
+ | No log | 13.1429 | 368 | 0.8302 | 0.0085 | 0.8302 | 0.9111 |
236
+ | No log | 13.2143 | 370 | 0.8938 | -0.0138 | 0.8938 | 0.9454 |
237
+ | No log | 13.2857 | 372 | 0.8845 | -0.0268 | 0.8845 | 0.9405 |
238
+ | No log | 13.3571 | 374 | 0.8778 | -0.1278 | 0.8778 | 0.9369 |
239
+ | No log | 13.4286 | 376 | 0.9218 | -0.0734 | 0.9218 | 0.9601 |
240
+ | No log | 13.5 | 378 | 0.9513 | -0.0706 | 0.9513 | 0.9753 |
241
+ | No log | 13.5714 | 380 | 0.9456 | -0.1227 | 0.9456 | 0.9724 |
242
+ | No log | 13.6429 | 382 | 0.9136 | -0.0734 | 0.9136 | 0.9558 |
243
+ | No log | 13.7143 | 384 | 0.8860 | -0.1584 | 0.8860 | 0.9413 |
244
+ | No log | 13.7857 | 386 | 0.8287 | -0.1604 | 0.8287 | 0.9103 |
245
+ | No log | 13.8571 | 388 | 0.8223 | -0.0240 | 0.8223 | 0.9068 |
246
+ | No log | 13.9286 | 390 | 0.8788 | 0.0588 | 0.8788 | 0.9374 |
247
+ | No log | 14.0 | 392 | 0.8831 | 0.0628 | 0.8831 | 0.9397 |
248
+ | No log | 14.0714 | 394 | 0.8764 | -0.0690 | 0.8764 | 0.9362 |
249
+ | No log | 14.1429 | 396 | 0.8928 | -0.1126 | 0.8928 | 0.9449 |
250
+ | No log | 14.2143 | 398 | 0.9355 | -0.0699 | 0.9355 | 0.9672 |
251
+ | No log | 14.2857 | 400 | 0.9487 | 0.0826 | 0.9487 | 0.9740 |
252
+ | No log | 14.3571 | 402 | 0.8732 | 0.1047 | 0.8732 | 0.9344 |
253
+ | No log | 14.4286 | 404 | 0.8321 | -0.1585 | 0.8321 | 0.9122 |
254
+ | No log | 14.5 | 406 | 0.8285 | -0.1860 | 0.8285 | 0.9102 |
255
+ | No log | 14.5714 | 408 | 0.8140 | -0.1604 | 0.8140 | 0.9022 |
256
+ | No log | 14.6429 | 410 | 0.8098 | -0.0264 | 0.8098 | 0.8999 |
257
+ | No log | 14.7143 | 412 | 0.8968 | 0.0442 | 0.8968 | 0.9470 |
258
+ | No log | 14.7857 | 414 | 0.9016 | -0.0008 | 0.9016 | 0.9495 |
259
+ | No log | 14.8571 | 416 | 0.8447 | -0.0252 | 0.8447 | 0.9191 |
260
+ | No log | 14.9286 | 418 | 0.8419 | -0.1939 | 0.8419 | 0.9176 |
261
+ | No log | 15.0 | 420 | 0.8776 | -0.1643 | 0.8776 | 0.9368 |
262
+ | No log | 15.0714 | 422 | 0.8878 | -0.2206 | 0.8878 | 0.9422 |
263
+ | No log | 15.1429 | 424 | 0.9218 | -0.1131 | 0.9218 | 0.9601 |
264
+ | No log | 15.2143 | 426 | 0.9430 | -0.1140 | 0.9430 | 0.9711 |
265
+ | No log | 15.2857 | 428 | 0.9250 | 0.0095 | 0.9250 | 0.9617 |
266
+ | No log | 15.3571 | 430 | 0.8944 | -0.0274 | 0.8944 | 0.9457 |
267
+ | No log | 15.4286 | 432 | 0.8689 | -0.0252 | 0.8689 | 0.9321 |
268
+ | No log | 15.5 | 434 | 0.9009 | -0.1072 | 0.9009 | 0.9492 |
269
+ | No log | 15.5714 | 436 | 0.9437 | -0.0686 | 0.9437 | 0.9714 |
270
+ | No log | 15.6429 | 438 | 0.9184 | -0.2354 | 0.9184 | 0.9583 |
271
+ | No log | 15.7143 | 440 | 0.9218 | -0.1993 | 0.9218 | 0.9601 |
272
+ | No log | 15.7857 | 442 | 0.8872 | -0.1851 | 0.8872 | 0.9419 |
273
+ | No log | 15.8571 | 444 | 0.8510 | -0.1939 | 0.8510 | 0.9225 |
274
+ | No log | 15.9286 | 446 | 0.8280 | -0.0967 | 0.8280 | 0.9099 |
275
+ | No log | 16.0 | 448 | 0.7917 | -0.0062 | 0.7917 | 0.8898 |
276
+ | No log | 16.0714 | 450 | 0.7839 | -0.1599 | 0.7839 | 0.8854 |
277
+ | No log | 16.1429 | 452 | 0.8247 | -0.0690 | 0.8247 | 0.9081 |
278
+ | No log | 16.2143 | 454 | 0.8815 | 0.0600 | 0.8815 | 0.9389 |
279
+ | No log | 16.2857 | 456 | 0.9336 | 0.0476 | 0.9336 | 0.9662 |
280
+ | No log | 16.3571 | 458 | 0.9673 | -0.0101 | 0.9673 | 0.9835 |
281
+ | No log | 16.4286 | 460 | 1.0251 | -0.0236 | 1.0251 | 1.0125 |
282
+ | No log | 16.5 | 462 | 0.9654 | -0.0163 | 0.9654 | 0.9826 |
283
+ | No log | 16.5714 | 464 | 0.9218 | -0.1337 | 0.9218 | 0.9601 |
284
+ | No log | 16.6429 | 466 | 0.9466 | -0.1027 | 0.9466 | 0.9729 |
285
+ | No log | 16.7143 | 468 | 0.9577 | -0.0983 | 0.9577 | 0.9786 |
286
+ | No log | 16.7857 | 470 | 0.9649 | -0.0946 | 0.9649 | 0.9823 |
287
+ | No log | 16.8571 | 472 | 1.0196 | 0.0207 | 1.0196 | 1.0098 |
288
+ | No log | 16.9286 | 474 | 1.0147 | 0.0207 | 1.0147 | 1.0073 |
289
+ | No log | 17.0 | 476 | 0.9067 | 0.0476 | 0.9067 | 0.9522 |
290
+ | No log | 17.0714 | 478 | 0.8287 | -0.0725 | 0.8287 | 0.9104 |
291
+ | No log | 17.1429 | 480 | 0.8238 | -0.1594 | 0.8238 | 0.9076 |
292
+ | No log | 17.2143 | 482 | 0.8092 | -0.1172 | 0.8092 | 0.8996 |
293
+ | No log | 17.2857 | 484 | 0.8238 | 0.0191 | 0.8238 | 0.9077 |
294
+ | No log | 17.3571 | 486 | 0.8305 | 0.1047 | 0.8305 | 0.9113 |
295
+ | No log | 17.4286 | 488 | 0.8473 | 0.0512 | 0.8473 | 0.9205 |
296
+ | No log | 17.5 | 490 | 0.8783 | 0.1196 | 0.8783 | 0.9372 |
297
+ | No log | 17.5714 | 492 | 0.8827 | 0.0442 | 0.8827 | 0.9395 |
298
+ | No log | 17.6429 | 494 | 0.8944 | 0.0409 | 0.8944 | 0.9457 |
299
+ | No log | 17.7143 | 496 | 0.8620 | -0.0186 | 0.8620 | 0.9284 |
300
+ | No log | 17.7857 | 498 | 0.8633 | -0.1060 | 0.8633 | 0.9291 |
301
+ | 0.3351 | 17.8571 | 500 | 0.8633 | -0.0614 | 0.8633 | 0.9292 |
302
+ | 0.3351 | 17.9286 | 502 | 0.8778 | 0.1096 | 0.8778 | 0.9369 |
303
+ | 0.3351 | 18.0 | 504 | 0.9725 | 0.1107 | 0.9725 | 0.9862 |
304
+ | 0.3351 | 18.0714 | 506 | 0.9738 | 0.1107 | 0.9738 | 0.9868 |
305
+ | 0.3351 | 18.1429 | 508 | 0.9064 | -0.0230 | 0.9064 | 0.9520 |
306
+ | 0.3351 | 18.2143 | 510 | 0.8827 | -0.1638 | 0.8827 | 0.9395 |
307
+ | 0.3351 | 18.2857 | 512 | 0.8731 | -0.0785 | 0.8731 | 0.9344 |
308
+ | 0.3351 | 18.3571 | 514 | 0.8349 | -0.1395 | 0.8349 | 0.9137 |
309
+ | 0.3351 | 18.4286 | 516 | 0.8199 | -0.0309 | 0.8199 | 0.9055 |
310
+ | 0.3351 | 18.5 | 518 | 0.8477 | 0.0512 | 0.8477 | 0.9207 |
311
+ | 0.3351 | 18.5714 | 520 | 0.8439 | 0.0099 | 0.8439 | 0.9186 |
312
+ | 0.3351 | 18.6429 | 522 | 0.8697 | -0.2066 | 0.8697 | 0.9326 |
313
+ | 0.3351 | 18.7143 | 524 | 0.9301 | -0.0808 | 0.9301 | 0.9644 |
314
+ | 0.3351 | 18.7857 | 526 | 0.9237 | -0.0498 | 0.9237 | 0.9611 |
315
+ | 0.3351 | 18.8571 | 528 | 0.9271 | -0.0123 | 0.9271 | 0.9629 |
316
+ | 0.3351 | 18.9286 | 530 | 0.9231 | 0.1466 | 0.9231 | 0.9608 |
317
+ | 0.3351 | 19.0 | 532 | 0.8780 | -0.2207 | 0.8780 | 0.9370 |
318
+ | 0.3351 | 19.0714 | 534 | 0.8166 | -0.0612 | 0.8166 | 0.9037 |
319
+ | 0.3351 | 19.1429 | 536 | 0.8171 | 0.0152 | 0.8171 | 0.9039 |
320
+ | 0.3351 | 19.2143 | 538 | 0.8411 | 0.0909 | 0.8411 | 0.9171 |
321
+ | 0.3351 | 19.2857 | 540 | 0.8385 | 0.0909 | 0.8385 | 0.9157 |
322
+ | 0.3351 | 19.3571 | 542 | 0.8286 | 0.0123 | 0.8286 | 0.9103 |
323
+ | 0.3351 | 19.4286 | 544 | 0.8382 | -0.1905 | 0.8382 | 0.9155 |
324
+ | 0.3351 | 19.5 | 546 | 0.8791 | -0.0563 | 0.8791 | 0.9376 |
325
+ | 0.3351 | 19.5714 | 548 | 0.8978 | -0.0119 | 0.8978 | 0.9475 |
326
+ | 0.3351 | 19.6429 | 550 | 0.8861 | 0.0600 | 0.8861 | 0.9413 |
327
+ | 0.3351 | 19.7143 | 552 | 0.8449 | -0.2222 | 0.8449 | 0.9192 |
328
+ | 0.3351 | 19.7857 | 554 | 0.8185 | -0.1589 | 0.8185 | 0.9047 |
329
+ | 0.3351 | 19.8571 | 556 | 0.8236 | -0.1121 | 0.8236 | 0.9075 |
330
+ | 0.3351 | 19.9286 | 558 | 0.8376 | -0.1841 | 0.8376 | 0.9152 |
331
+ | 0.3351 | 20.0 | 560 | 0.8742 | 0.0185 | 0.8742 | 0.9350 |
332
+ | 0.3351 | 20.0714 | 562 | 0.8761 | -0.0598 | 0.8761 | 0.9360 |
333
+ | 0.3351 | 20.1429 | 564 | 0.8671 | -0.0563 | 0.8671 | 0.9312 |
334
+ | 0.3351 | 20.2143 | 566 | 0.8473 | -0.0578 | 0.8473 | 0.9205 |
335
+ | 0.3351 | 20.2857 | 568 | 0.8296 | 0.0095 | 0.8296 | 0.9108 |
336
+ | 0.3351 | 20.3571 | 570 | 0.8160 | 0.0095 | 0.8160 | 0.9033 |
337
+ | 0.3351 | 20.4286 | 572 | 0.8166 | 0.0095 | 0.8166 | 0.9037 |
338
+ | 0.3351 | 20.5 | 574 | 0.8149 | 0.0175 | 0.8149 | 0.9027 |
339
+ | 0.3351 | 20.5714 | 576 | 0.8242 | -0.0549 | 0.8242 | 0.9079 |
340
+ | 0.3351 | 20.6429 | 578 | 0.8405 | -0.0373 | 0.8405 | 0.9168 |
341
+ | 0.3351 | 20.7143 | 580 | 0.8571 | 0.0172 | 0.8571 | 0.9258 |
342
+ | 0.3351 | 20.7857 | 582 | 0.8679 | 0.0603 | 0.8679 | 0.9316 |
343
+ | 0.3351 | 20.8571 | 584 | 0.8555 | 0.0654 | 0.8555 | 0.9249 |
344
+ | 0.3351 | 20.9286 | 586 | 0.8065 | 0.1395 | 0.8065 | 0.8981 |
345
+ | 0.3351 | 21.0 | 588 | 0.7635 | -0.0612 | 0.7635 | 0.8738 |
346
+ | 0.3351 | 21.0714 | 590 | 0.7570 | -0.0188 | 0.7570 | 0.8700 |
347
+ | 0.3351 | 21.1429 | 592 | 0.7557 | -0.0725 | 0.7557 | 0.8693 |
348
+ | 0.3351 | 21.2143 | 594 | 0.7652 | -0.0188 | 0.7652 | 0.8747 |
349
+ | 0.3351 | 21.2857 | 596 | 0.7707 | -0.0188 | 0.7707 | 0.8779 |
350
+ | 0.3351 | 21.3571 | 598 | 0.7751 | -0.0188 | 0.7751 | 0.8804 |
351
+ | 0.3351 | 21.4286 | 600 | 0.7769 | -0.0188 | 0.7769 | 0.8814 |
352
+ | 0.3351 | 21.5 | 602 | 0.7838 | -0.0188 | 0.7838 | 0.8853 |
353
+ | 0.3351 | 21.5714 | 604 | 0.7908 | -0.0188 | 0.7908 | 0.8892 |
354
+ | 0.3351 | 21.6429 | 606 | 0.7960 | 0.0225 | 0.7960 | 0.8922 |
355
+ | 0.3351 | 21.7143 | 608 | 0.8039 | 0.0225 | 0.8039 | 0.8966 |
356
+ | 0.3351 | 21.7857 | 610 | 0.8067 | -0.0240 | 0.8067 | 0.8982 |
357
+ | 0.3351 | 21.8571 | 612 | 0.8118 | -0.2008 | 0.8118 | 0.9010 |
358
+ | 0.3351 | 21.9286 | 614 | 0.8239 | -0.1851 | 0.8239 | 0.9077 |
359
+ | 0.3351 | 22.0 | 616 | 0.8192 | -0.2465 | 0.8192 | 0.9051 |
360
+ | 0.3351 | 22.0714 | 618 | 0.8073 | -0.0240 | 0.8073 | 0.8985 |
361
+ | 0.3351 | 22.1429 | 620 | 0.8289 | -0.1589 | 0.8289 | 0.9105 |
362
+ | 0.3351 | 22.2143 | 622 | 0.8528 | -0.1832 | 0.8528 | 0.9235 |
363
+ | 0.3351 | 22.2857 | 624 | 0.8723 | -0.2114 | 0.8723 | 0.9340 |
364
+ | 0.3351 | 22.3571 | 626 | 0.8908 | -0.1690 | 0.8908 | 0.9438 |
365
+ | 0.3351 | 22.4286 | 628 | 0.9065 | -0.0939 | 0.9065 | 0.9521 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
366
 
367
 
368
  ### Framework versions