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ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k18_task7_organization

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Training in progress, step 500

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  1. README.md +533 -263
  2. model.safetensors +1 -1
  3. training_args.bin +1 -1
README.md CHANGED
@@ -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_usingALLEssays_FineTuningAraBERT_run3_AugV5_k18_task7_organization
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  results: []
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  ---
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  <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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  should probably proofread and complete it, then remove this comment. -->
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- # ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k18_task7_organization
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  This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
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  It achieves the following results on the evaluation set:
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- - Loss: 1.0413
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- - Qwk: 0.0090
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- - Mse: 1.0413
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- - Rmse: 1.0204
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  ## Model description
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@@ -47,263 +47,533 @@ 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 | 0.0345 | 2 | 2.4283 | -0.0788 | 2.4283 | 1.5583 |
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- | No log | 0.0690 | 4 | 1.2399 | 0.0379 | 1.2399 | 1.1135 |
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- | No log | 0.1034 | 6 | 1.0330 | -0.1914 | 1.0330 | 1.0164 |
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- | No log | 0.1379 | 8 | 1.0243 | -0.0215 | 1.0243 | 1.0121 |
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- | No log | 0.1724 | 10 | 1.1130 | -0.0361 | 1.1130 | 1.0550 |
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- | No log | 0.2069 | 12 | 1.5193 | -0.0870 | 1.5193 | 1.2326 |
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- | No log | 0.2414 | 14 | 1.5374 | -0.0121 | 1.5374 | 1.2399 |
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- | No log | 0.2759 | 16 | 1.0856 | -0.0076 | 1.0856 | 1.0419 |
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- | No log | 0.3103 | 18 | 0.8791 | 0.0 | 0.8791 | 0.9376 |
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- | No log | 0.3448 | 20 | 0.8685 | 0.0 | 0.8685 | 0.9319 |
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- | No log | 0.3793 | 22 | 0.8685 | 0.0 | 0.8685 | 0.9319 |
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- | No log | 0.4138 | 24 | 0.8592 | 0.0 | 0.8592 | 0.9270 |
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- | No log | 0.4483 | 26 | 0.8633 | 0.0 | 0.8633 | 0.9292 |
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- | No log | 0.4828 | 28 | 0.8833 | 0.0840 | 0.8833 | 0.9399 |
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- | No log | 0.5172 | 30 | 0.8860 | 0.0840 | 0.8860 | 0.9413 |
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- | No log | 0.5517 | 32 | 0.9001 | 0.0428 | 0.9001 | 0.9488 |
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- | No log | 0.5862 | 34 | 0.9555 | 0.0 | 0.9555 | 0.9775 |
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- | No log | 0.6207 | 36 | 0.9625 | 0.0078 | 0.9625 | 0.9811 |
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- | No log | 0.6552 | 38 | 0.8645 | 0.0495 | 0.8645 | 0.9298 |
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- | No log | 0.6897 | 40 | 0.8562 | 0.0495 | 0.8562 | 0.9253 |
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- | No log | 0.7241 | 42 | 0.8829 | 0.0940 | 0.8829 | 0.9396 |
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- | No log | 0.7586 | 44 | 0.8593 | 0.0481 | 0.8593 | 0.9270 |
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- | No log | 0.7931 | 46 | 0.8457 | 0.0 | 0.8457 | 0.9196 |
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- | No log | 0.8276 | 48 | 0.8450 | 0.0 | 0.8450 | 0.9192 |
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- | No log | 0.8621 | 50 | 0.7971 | 0.0 | 0.7971 | 0.8928 |
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- | No log | 0.8966 | 52 | 0.8061 | 0.1094 | 0.8061 | 0.8978 |
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- | No log | 0.9310 | 54 | 0.8062 | 0.1094 | 0.8062 | 0.8979 |
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- | No log | 0.9655 | 56 | 0.8214 | 0.0 | 0.8214 | 0.9063 |
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- | No log | 1.0 | 58 | 0.9359 | 0.1365 | 0.9359 | 0.9674 |
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- | No log | 1.0345 | 60 | 1.2436 | -0.0036 | 1.2436 | 1.1152 |
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- | No log | 1.0690 | 62 | 1.3288 | 0.0309 | 1.3288 | 1.1527 |
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- | No log | 1.1034 | 64 | 1.1314 | 0.0433 | 1.1314 | 1.0637 |
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- | No log | 1.1379 | 66 | 0.8908 | 0.1754 | 0.8908 | 0.9438 |
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- | No log | 1.1724 | 68 | 0.7831 | 0.0 | 0.7831 | 0.8849 |
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- | No log | 1.2069 | 70 | 0.7721 | 0.0 | 0.7721 | 0.8787 |
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- | No log | 1.2414 | 72 | 0.7904 | 0.0 | 0.7904 | 0.8890 |
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- | No log | 1.2759 | 74 | 0.8320 | 0.0027 | 0.8320 | 0.9122 |
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- | No log | 1.3103 | 76 | 0.9166 | 0.1358 | 0.9166 | 0.9574 |
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- | No log | 1.3448 | 78 | 1.0099 | 0.0255 | 1.0099 | 1.0049 |
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- | No log | 1.3793 | 80 | 1.0543 | 0.0643 | 1.0543 | 1.0268 |
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- | No log | 1.4138 | 82 | 0.9266 | 0.0185 | 0.9266 | 0.9626 |
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- | No log | 1.4483 | 84 | 0.8142 | 0.0027 | 0.8142 | 0.9023 |
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- | No log | 1.4828 | 86 | 0.7889 | 0.0 | 0.7889 | 0.8882 |
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- | No log | 1.5172 | 88 | 0.7876 | 0.0 | 0.7876 | 0.8875 |
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- | No log | 1.5517 | 90 | 0.8202 | 0.0 | 0.8202 | 0.9056 |
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- | No log | 1.5862 | 92 | 0.8616 | 0.0027 | 0.8616 | 0.9282 |
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- | No log | 1.6207 | 94 | 0.8773 | -0.0785 | 0.8773 | 0.9367 |
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- | No log | 1.6552 | 96 | 0.8301 | -0.0389 | 0.8301 | 0.9111 |
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- | No log | 1.6897 | 98 | 0.8327 | 0.0026 | 0.8327 | 0.9125 |
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- | No log | 1.7241 | 100 | 0.8748 | -0.0408 | 0.8748 | 0.9353 |
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- | No log | 1.7586 | 102 | 0.8797 | -0.0025 | 0.8797 | 0.9379 |
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- | No log | 1.7931 | 104 | 0.8933 | 0.0827 | 0.8933 | 0.9451 |
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- | No log | 1.8276 | 106 | 0.9336 | 0.0488 | 0.9336 | 0.9662 |
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- | No log | 1.8621 | 108 | 0.9546 | 0.1878 | 0.9546 | 0.9771 |
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- | No log | 1.8966 | 110 | 0.9597 | 0.2254 | 0.9597 | 0.9796 |
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- | No log | 1.9310 | 112 | 0.8606 | 0.1212 | 0.8606 | 0.9277 |
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- | No log | 1.9655 | 114 | 0.8170 | 0.2476 | 0.8170 | 0.9039 |
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- | No log | 2.0 | 116 | 0.8381 | 0.1093 | 0.8381 | 0.9155 |
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- | No log | 2.0345 | 118 | 0.8753 | 0.0426 | 0.8753 | 0.9356 |
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- | No log | 2.0690 | 120 | 0.9189 | 0.0474 | 0.9189 | 0.9586 |
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- | No log | 2.1034 | 122 | 1.0543 | 0.0271 | 1.0543 | 1.0268 |
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- | No log | 2.1379 | 124 | 1.1594 | 0.1288 | 1.1594 | 1.0768 |
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- | No log | 2.1724 | 126 | 1.1147 | 0.0974 | 1.1147 | 1.0558 |
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- | No log | 2.2069 | 128 | 1.0059 | -0.0200 | 1.0059 | 1.0030 |
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- | No log | 2.2414 | 130 | 0.9164 | 0.0 | 0.9164 | 0.9573 |
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- | No log | 2.2759 | 132 | 0.9083 | 0.0798 | 0.9083 | 0.9530 |
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- | No log | 2.3103 | 134 | 0.9078 | 0.0376 | 0.9078 | 0.9528 |
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- | No log | 2.3448 | 136 | 0.9915 | 0.0286 | 0.9915 | 0.9957 |
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- | No log | 2.3793 | 138 | 1.1122 | 0.0379 | 1.1122 | 1.0546 |
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- | No log | 2.4138 | 140 | 1.0602 | 0.0638 | 1.0602 | 1.0297 |
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- | No log | 2.4483 | 142 | 0.9709 | 0.1196 | 0.9709 | 0.9853 |
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- | No log | 2.4828 | 144 | 0.9653 | 0.0868 | 0.9653 | 0.9825 |
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- | No log | 2.5172 | 146 | 0.9113 | 0.1597 | 0.9113 | 0.9546 |
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- | No log | 2.5517 | 148 | 0.8881 | 0.1448 | 0.8881 | 0.9424 |
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- | No log | 2.5862 | 150 | 0.9175 | 0.1138 | 0.9175 | 0.9578 |
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- | No log | 2.6207 | 152 | 0.9908 | -0.0343 | 0.9908 | 0.9954 |
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- | No log | 2.6552 | 154 | 1.0347 | 0.0069 | 1.0347 | 1.0172 |
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- | No log | 2.6897 | 156 | 1.0961 | -0.0266 | 1.0961 | 1.0470 |
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- | No log | 2.7241 | 158 | 1.3398 | -0.0367 | 1.3398 | 1.1575 |
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- | No log | 2.7586 | 160 | 1.4248 | -0.0583 | 1.4248 | 1.1937 |
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- | No log | 2.7931 | 162 | 1.3765 | -0.0583 | 1.3765 | 1.1732 |
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- | No log | 2.8276 | 164 | 1.1244 | -0.0695 | 1.1244 | 1.0604 |
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- | No log | 2.8621 | 166 | 1.0405 | 0.0301 | 1.0405 | 1.0200 |
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- | No log | 2.8966 | 168 | 1.0553 | -0.0392 | 1.0553 | 1.0273 |
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- | No log | 2.9310 | 170 | 1.2086 | -0.0931 | 1.2086 | 1.0994 |
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- | No log | 2.9655 | 172 | 1.2409 | -0.1467 | 1.2409 | 1.1140 |
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- | No log | 3.0 | 174 | 1.1354 | -0.0319 | 1.1354 | 1.0655 |
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- | No log | 3.0345 | 176 | 1.1191 | 0.0186 | 1.1191 | 1.0579 |
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- | No log | 3.0690 | 178 | 1.1508 | -0.1053 | 1.1508 | 1.0727 |
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- | No log | 3.1034 | 180 | 1.2416 | 0.0274 | 1.2416 | 1.1143 |
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- | No log | 3.1379 | 182 | 1.3656 | -0.0101 | 1.3656 | 1.1686 |
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- | No log | 3.1724 | 184 | 1.3417 | -0.0101 | 1.3417 | 1.1583 |
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- | No log | 3.2069 | 186 | 1.1994 | 0.0208 | 1.1994 | 1.0952 |
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- | No log | 3.2414 | 188 | 1.1304 | -0.0042 | 1.1304 | 1.0632 |
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- | No log | 3.2759 | 190 | 1.0689 | -0.0021 | 1.0689 | 1.0339 |
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- | No log | 3.3103 | 192 | 1.0248 | -0.0117 | 1.0248 | 1.0123 |
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- | No log | 3.3448 | 194 | 0.9787 | -0.0887 | 0.9787 | 0.9893 |
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- | No log | 3.3793 | 196 | 0.9608 | -0.0295 | 0.9608 | 0.9802 |
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- | No log | 3.4138 | 198 | 1.0261 | 0.0262 | 1.0261 | 1.0130 |
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- | No log | 3.4483 | 200 | 1.1605 | 0.0715 | 1.1605 | 1.0773 |
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- | No log | 3.4828 | 202 | 1.2031 | 0.0245 | 1.2031 | 1.0968 |
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- | No log | 3.5172 | 204 | 1.0842 | 0.0379 | 1.0842 | 1.0412 |
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- | No log | 3.5517 | 206 | 0.9400 | -0.0277 | 0.9400 | 0.9695 |
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- | No log | 3.5862 | 208 | 0.8883 | 0.0376 | 0.8883 | 0.9425 |
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- | No log | 3.6207 | 210 | 0.8990 | 0.0227 | 0.8990 | 0.9482 |
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- | No log | 3.6552 | 212 | 0.8966 | 0.0227 | 0.8966 | 0.9469 |
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- | No log | 3.6897 | 214 | 0.8916 | -0.0326 | 0.8916 | 0.9443 |
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- | No log | 3.7241 | 216 | 0.9999 | 0.0934 | 0.9999 | 1.0000 |
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- | No log | 3.7586 | 218 | 1.0833 | 0.1252 | 1.0833 | 1.0408 |
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- | No log | 3.7931 | 220 | 1.0016 | 0.0939 | 1.0016 | 1.0008 |
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- | No log | 3.8276 | 222 | 0.8596 | 0.1176 | 0.8596 | 0.9272 |
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- | No log | 3.8621 | 224 | 0.8398 | 0.1498 | 0.8398 | 0.9164 |
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- | No log | 3.8966 | 226 | 0.8547 | 0.1136 | 0.8547 | 0.9245 |
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- | No log | 3.9310 | 228 | 0.9546 | -0.0193 | 0.9546 | 0.9770 |
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- | No log | 3.9655 | 230 | 1.0140 | -0.0119 | 1.0140 | 1.0070 |
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- | No log | 4.0 | 232 | 0.9771 | -0.0598 | 0.9771 | 0.9885 |
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- | No log | 4.0345 | 234 | 0.9212 | 0.0618 | 0.9212 | 0.9598 |
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- | No log | 4.0690 | 236 | 0.9579 | 0.1225 | 0.9579 | 0.9787 |
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- | No log | 4.1034 | 238 | 0.9448 | 0.1007 | 0.9448 | 0.9720 |
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- | No log | 4.1379 | 240 | 0.9279 | -0.0506 | 0.9279 | 0.9633 |
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- | No log | 4.1724 | 242 | 0.9173 | 0.0330 | 0.9173 | 0.9577 |
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- | No log | 4.2069 | 244 | 0.9680 | -0.0774 | 0.9680 | 0.9839 |
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- | No log | 4.2414 | 246 | 1.0884 | 0.0282 | 1.0884 | 1.0432 |
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- | No log | 4.2759 | 248 | 1.1396 | -0.0297 | 1.1396 | 1.0675 |
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- | No log | 4.3103 | 250 | 1.1865 | -0.0545 | 1.1865 | 1.0892 |
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- | No log | 4.3448 | 252 | 1.1277 | -0.0146 | 1.1277 | 1.0619 |
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- | No log | 4.3793 | 254 | 1.0376 | 0.0310 | 1.0376 | 1.0186 |
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- | No log | 4.4138 | 256 | 1.0160 | -0.0147 | 1.0160 | 1.0080 |
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- | No log | 4.4483 | 258 | 1.0129 | -0.0439 | 1.0129 | 1.0064 |
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- | No log | 4.4828 | 260 | 1.0634 | 0.1089 | 1.0634 | 1.0312 |
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- | No log | 4.5172 | 262 | 1.0506 | 0.0 | 1.0506 | 1.0250 |
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- | No log | 4.5517 | 264 | 0.9922 | -0.0178 | 0.9922 | 0.9961 |
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- | No log | 4.5862 | 266 | 0.9903 | 0.1706 | 0.9903 | 0.9951 |
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- | No log | 4.6207 | 268 | 0.9358 | 0.1541 | 0.9358 | 0.9674 |
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- | No log | 4.6552 | 270 | 0.9319 | 0.0289 | 0.9319 | 0.9653 |
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- | No log | 4.6897 | 272 | 1.0686 | 0.0253 | 1.0686 | 1.0337 |
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- | No log | 4.7241 | 274 | 1.0811 | 0.0915 | 1.0811 | 1.0397 |
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- | No log | 4.7586 | 276 | 1.0253 | 0.0253 | 1.0253 | 1.0126 |
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- | No log | 4.7931 | 278 | 0.9617 | -0.0634 | 0.9617 | 0.9807 |
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- | No log | 4.8276 | 280 | 0.9405 | 0.0262 | 0.9405 | 0.9698 |
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- | No log | 4.8621 | 282 | 0.9752 | 0.1673 | 0.9752 | 0.9875 |
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- | No log | 4.8966 | 284 | 1.0429 | 0.1140 | 1.0429 | 1.0212 |
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- | No log | 4.9310 | 286 | 1.0819 | 0.0760 | 1.0819 | 1.0401 |
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- | No log | 4.9655 | 288 | 1.1021 | 0.0602 | 1.1021 | 1.0498 |
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- | No log | 5.0 | 290 | 1.1327 | -0.1557 | 1.1327 | 1.0643 |
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- | No log | 5.0345 | 292 | 1.0780 | -0.0022 | 1.0780 | 1.0383 |
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- | No log | 5.0690 | 294 | 1.0360 | 0.0473 | 1.0360 | 1.0178 |
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- | No log | 5.1034 | 296 | 1.0377 | 0.1103 | 1.0377 | 1.0187 |
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- | No log | 5.1379 | 298 | 0.9759 | 0.1953 | 0.9759 | 0.9879 |
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- | No log | 5.1724 | 300 | 0.9477 | -0.0475 | 0.9477 | 0.9735 |
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- | No log | 5.2069 | 302 | 1.0787 | 0.0214 | 1.0787 | 1.0386 |
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- | No log | 5.2414 | 304 | 1.2245 | -0.0119 | 1.2245 | 1.1066 |
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- | No log | 5.2759 | 306 | 1.1534 | 0.0673 | 1.1534 | 1.0740 |
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- | No log | 5.3103 | 308 | 0.9714 | 0.0134 | 0.9714 | 0.9856 |
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- | No log | 5.3448 | 310 | 0.8819 | 0.1050 | 0.8819 | 0.9391 |
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- | No log | 5.3793 | 312 | 0.9599 | 0.1409 | 0.9599 | 0.9798 |
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- | No log | 5.4138 | 314 | 0.9743 | 0.0994 | 0.9743 | 0.9871 |
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- | No log | 5.4483 | 316 | 0.9177 | 0.0787 | 0.9177 | 0.9580 |
210
- | No log | 5.4828 | 318 | 0.8912 | 0.1479 | 0.8912 | 0.9440 |
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- | No log | 5.5172 | 320 | 1.0084 | 0.0511 | 1.0084 | 1.0042 |
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- | No log | 5.5517 | 322 | 1.2014 | 0.0660 | 1.2014 | 1.0961 |
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- | No log | 5.5862 | 324 | 1.2137 | 0.0092 | 1.2137 | 1.1017 |
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- | No log | 5.6207 | 326 | 1.0893 | 0.0471 | 1.0893 | 1.0437 |
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- | No log | 5.6552 | 328 | 1.0665 | 0.0404 | 1.0665 | 1.0327 |
216
- | No log | 5.6897 | 330 | 1.0607 | -0.0307 | 1.0607 | 1.0299 |
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- | No log | 5.7241 | 332 | 1.0258 | -0.0861 | 1.0258 | 1.0128 |
218
- | No log | 5.7586 | 334 | 1.0084 | 0.0584 | 1.0084 | 1.0042 |
219
- | No log | 5.7931 | 336 | 1.0376 | -0.0520 | 1.0376 | 1.0186 |
220
- | No log | 5.8276 | 338 | 1.0570 | -0.0861 | 1.0570 | 1.0281 |
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- | No log | 5.8621 | 340 | 1.0654 | -0.0133 | 1.0654 | 1.0322 |
222
- | No log | 5.8966 | 342 | 1.0962 | -0.0133 | 1.0962 | 1.0470 |
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- | No log | 5.9310 | 344 | 1.1038 | -0.0190 | 1.1038 | 1.0506 |
224
- | No log | 5.9655 | 346 | 1.1105 | 0.0210 | 1.1105 | 1.0538 |
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- | No log | 6.0 | 348 | 1.0959 | 0.0899 | 1.0959 | 1.0469 |
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- | No log | 6.0345 | 350 | 1.0495 | 0.0484 | 1.0495 | 1.0244 |
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- | No log | 6.0690 | 352 | 0.9894 | 0.0899 | 0.9894 | 0.9947 |
228
- | No log | 6.1034 | 354 | 0.9448 | 0.0262 | 0.9448 | 0.9720 |
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- | No log | 6.1379 | 356 | 0.9345 | 0.0347 | 0.9345 | 0.9667 |
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- | No log | 6.1724 | 358 | 0.9560 | -0.0357 | 0.9560 | 0.9777 |
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- | No log | 6.2069 | 360 | 0.9496 | -0.0357 | 0.9496 | 0.9745 |
232
- | No log | 6.2414 | 362 | 0.9071 | 0.0784 | 0.9071 | 0.9524 |
233
- | No log | 6.2759 | 364 | 0.8938 | 0.1051 | 0.8938 | 0.9454 |
234
- | No log | 6.3103 | 366 | 0.8957 | 0.1009 | 0.8957 | 0.9464 |
235
- | No log | 6.3448 | 368 | 0.9210 | 0.1135 | 0.9210 | 0.9597 |
236
- | No log | 6.3793 | 370 | 0.9613 | 0.0748 | 0.9613 | 0.9805 |
237
- | No log | 6.4138 | 372 | 1.0610 | 0.0459 | 1.0610 | 1.0300 |
238
- | No log | 6.4483 | 374 | 1.0870 | 0.0494 | 1.0870 | 1.0426 |
239
- | No log | 6.4828 | 376 | 1.0325 | 0.0406 | 1.0325 | 1.0161 |
240
- | No log | 6.5172 | 378 | 0.9983 | 0.1294 | 0.9983 | 0.9992 |
241
- | No log | 6.5517 | 380 | 0.9859 | 0.1357 | 0.9859 | 0.9929 |
242
- | No log | 6.5862 | 382 | 0.9598 | 0.0552 | 0.9598 | 0.9797 |
243
- | No log | 6.6207 | 384 | 0.9651 | 0.0321 | 0.9651 | 0.9824 |
244
- | No log | 6.6552 | 386 | 1.0547 | -0.0179 | 1.0547 | 1.0270 |
245
- | No log | 6.6897 | 388 | 1.0895 | 0.0138 | 1.0895 | 1.0438 |
246
- | No log | 6.7241 | 390 | 1.0959 | 0.0722 | 1.0959 | 1.0468 |
247
- | No log | 6.7586 | 392 | 1.0760 | 0.0203 | 1.0760 | 1.0373 |
248
- | No log | 6.7931 | 394 | 1.0945 | 0.0391 | 1.0945 | 1.0462 |
249
- | No log | 6.8276 | 396 | 1.0886 | 0.0320 | 1.0886 | 1.0434 |
250
- | No log | 6.8621 | 398 | 1.0828 | 0.0741 | 1.0828 | 1.0406 |
251
- | No log | 6.8966 | 400 | 1.0770 | 0.1213 | 1.0770 | 1.0378 |
252
- | No log | 6.9310 | 402 | 1.0628 | 0.0295 | 1.0628 | 1.0309 |
253
- | No log | 6.9655 | 404 | 1.0377 | 0.0295 | 1.0377 | 1.0187 |
254
- | No log | 7.0 | 406 | 1.0035 | -0.0022 | 1.0035 | 1.0017 |
255
- | No log | 7.0345 | 408 | 0.9743 | 0.0364 | 0.9743 | 0.9871 |
256
- | No log | 7.0690 | 410 | 0.9680 | 0.1052 | 0.9680 | 0.9839 |
257
- | No log | 7.1034 | 412 | 0.9680 | 0.1052 | 0.9680 | 0.9838 |
258
- | No log | 7.1379 | 414 | 0.9626 | 0.0941 | 0.9626 | 0.9811 |
259
- | No log | 7.1724 | 416 | 1.0005 | 0.1506 | 1.0005 | 1.0003 |
260
- | No log | 7.2069 | 418 | 1.0162 | 0.1539 | 1.0162 | 1.0081 |
261
- | No log | 7.2414 | 420 | 1.0345 | 0.1055 | 1.0345 | 1.0171 |
262
- | No log | 7.2759 | 422 | 1.1290 | 0.1476 | 1.1290 | 1.0626 |
263
- | No log | 7.3103 | 424 | 1.0982 | 0.1185 | 1.0982 | 1.0479 |
264
- | No log | 7.3448 | 426 | 0.9852 | 0.0678 | 0.9852 | 0.9926 |
265
- | No log | 7.3793 | 428 | 0.9290 | 0.1341 | 0.9290 | 0.9638 |
266
- | No log | 7.4138 | 430 | 0.9227 | 0.2237 | 0.9227 | 0.9606 |
267
- | No log | 7.4483 | 432 | 0.9123 | 0.1988 | 0.9123 | 0.9551 |
268
- | No log | 7.4828 | 434 | 0.8882 | 0.0971 | 0.8882 | 0.9425 |
269
- | No log | 7.5172 | 436 | 0.9097 | 0.0378 | 0.9097 | 0.9538 |
270
- | No log | 7.5517 | 438 | 0.9857 | 0.1528 | 0.9857 | 0.9928 |
271
- | No log | 7.5862 | 440 | 0.9637 | 0.1203 | 0.9637 | 0.9817 |
272
- | No log | 7.6207 | 442 | 0.8805 | 0.0378 | 0.8805 | 0.9384 |
273
- | No log | 7.6552 | 444 | 0.8763 | 0.0971 | 0.8763 | 0.9361 |
274
- | No log | 7.6897 | 446 | 0.9686 | 0.1598 | 0.9686 | 0.9842 |
275
- | No log | 7.7241 | 448 | 1.0085 | 0.2590 | 1.0085 | 1.0042 |
276
- | No log | 7.7586 | 450 | 0.9531 | 0.1727 | 0.9531 | 0.9763 |
277
- | No log | 7.7931 | 452 | 0.9235 | 0.0826 | 0.9235 | 0.9610 |
278
- | No log | 7.8276 | 454 | 0.9117 | 0.0860 | 0.9117 | 0.9548 |
279
- | No log | 7.8621 | 456 | 0.9123 | 0.1531 | 0.9123 | 0.9551 |
280
- | No log | 7.8966 | 458 | 0.9107 | 0.1577 | 0.9107 | 0.9543 |
281
- | No log | 7.9310 | 460 | 0.9211 | 0.1531 | 0.9211 | 0.9597 |
282
- | No log | 7.9655 | 462 | 0.8875 | 0.0971 | 0.8875 | 0.9421 |
283
- | No log | 8.0 | 464 | 0.8945 | -0.0379 | 0.8945 | 0.9458 |
284
- | No log | 8.0345 | 466 | 0.9214 | -0.0379 | 0.9214 | 0.9599 |
285
- | No log | 8.0690 | 468 | 0.9300 | 0.0310 | 0.9300 | 0.9643 |
286
- | No log | 8.1034 | 470 | 0.9402 | 0.0978 | 0.9402 | 0.9697 |
287
- | No log | 8.1379 | 472 | 0.9492 | 0.0975 | 0.9492 | 0.9743 |
288
- | No log | 8.1724 | 474 | 0.9481 | 0.0971 | 0.9481 | 0.9737 |
289
- | No log | 8.2069 | 476 | 0.9402 | 0.0245 | 0.9402 | 0.9696 |
290
- | No log | 8.2414 | 478 | 0.9574 | -0.0409 | 0.9574 | 0.9785 |
291
- | No log | 8.2759 | 480 | 0.9700 | -0.0409 | 0.9700 | 0.9849 |
292
- | No log | 8.3103 | 482 | 0.9902 | 0.0262 | 0.9902 | 0.9951 |
293
- | No log | 8.3448 | 484 | 1.0286 | 0.0138 | 1.0286 | 1.0142 |
294
- | No log | 8.3793 | 486 | 1.0460 | 0.0179 | 1.0460 | 1.0227 |
295
- | No log | 8.4138 | 488 | 1.0611 | -0.0379 | 1.0611 | 1.0301 |
296
- | No log | 8.4483 | 490 | 1.0949 | 0.1125 | 1.0949 | 1.0464 |
297
- | No log | 8.4828 | 492 | 1.1116 | 0.0199 | 1.1116 | 1.0543 |
298
- | No log | 8.5172 | 494 | 1.0182 | -0.0347 | 1.0182 | 1.0090 |
299
- | No log | 8.5517 | 496 | 0.9642 | 0.0245 | 0.9642 | 0.9819 |
300
- | No log | 8.5862 | 498 | 0.9788 | 0.0490 | 0.9788 | 0.9894 |
301
- | 0.3603 | 8.6207 | 500 | 0.9613 | 0.0930 | 0.9613 | 0.9805 |
302
- | 0.3603 | 8.6552 | 502 | 0.9464 | 0.0930 | 0.9464 | 0.9729 |
303
- | 0.3603 | 8.6897 | 504 | 0.9356 | -0.0095 | 0.9356 | 0.9673 |
304
- | 0.3603 | 8.7241 | 506 | 0.9400 | -0.0457 | 0.9400 | 0.9695 |
305
- | 0.3603 | 8.7586 | 508 | 0.9972 | -0.0343 | 0.9972 | 0.9986 |
306
- | 0.3603 | 8.7931 | 510 | 1.0413 | 0.0090 | 1.0413 | 1.0204 |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
307
 
308
 
309
  ### Framework versions
 
4
  tags:
5
  - generated_from_trainer
6
  model-index:
7
+ - name: ArabicNewSplits7_usingALLEssays_FineTuningAraBERT_run3_AugV5_k17_task7_organization
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  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_usingALLEssays_FineTuningAraBERT_run3_AugV5_k17_task7_organization
15
 
16
  This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
17
  It achieves the following results on the evaluation set:
18
+ - Loss: 0.5758
19
+ - Qwk: 0.3889
20
+ - Mse: 0.5758
21
+ - Rmse: 0.7588
22
 
23
  ## Model description
24
 
 
47
 
48
  ### Training results
49
 
50
+ | Training Loss | Epoch | Step | Validation Loss | Qwk | Mse | Rmse |
51
+ |:-------------:|:-------:|:----:|:---------------:|:-------:|:------:|:------:|
52
+ | No log | 0.0351 | 2 | 2.4547 | -0.0449 | 2.4547 | 1.5667 |
53
+ | No log | 0.0702 | 4 | 1.2929 | 0.0721 | 1.2929 | 1.1370 |
54
+ | No log | 0.1053 | 6 | 1.0143 | -0.1408 | 1.0143 | 1.0071 |
55
+ | No log | 0.1404 | 8 | 1.0201 | -0.0459 | 1.0201 | 1.0100 |
56
+ | No log | 0.1754 | 10 | 0.8285 | -0.0054 | 0.8285 | 0.9102 |
57
+ | No log | 0.2105 | 12 | 0.8973 | 0.1724 | 0.8973 | 0.9473 |
58
+ | No log | 0.2456 | 14 | 1.0291 | 0.2285 | 1.0291 | 1.0144 |
59
+ | No log | 0.2807 | 16 | 0.9773 | 0.2435 | 0.9773 | 0.9886 |
60
+ | No log | 0.3158 | 18 | 1.0315 | 0.2027 | 1.0315 | 1.0156 |
61
+ | No log | 0.3509 | 20 | 0.9851 | 0.0952 | 0.9851 | 0.9925 |
62
+ | No log | 0.3860 | 22 | 1.0002 | 0.1957 | 1.0002 | 1.0001 |
63
+ | No log | 0.4211 | 24 | 1.0133 | 0.2702 | 1.0133 | 1.0066 |
64
+ | No log | 0.4561 | 26 | 1.0850 | 0.2037 | 1.0850 | 1.0416 |
65
+ | No log | 0.4912 | 28 | 1.1509 | 0.1468 | 1.1509 | 1.0728 |
66
+ | No log | 0.5263 | 30 | 0.9873 | 0.3119 | 0.9873 | 0.9936 |
67
+ | No log | 0.5614 | 32 | 0.8012 | 0.1786 | 0.8012 | 0.8951 |
68
+ | No log | 0.5965 | 34 | 0.7100 | 0.0 | 0.7100 | 0.8426 |
69
+ | No log | 0.6316 | 36 | 0.7567 | 0.0 | 0.7567 | 0.8699 |
70
+ | No log | 0.6667 | 38 | 0.9755 | 0.1685 | 0.9755 | 0.9877 |
71
+ | No log | 0.7018 | 40 | 0.9208 | 0.1352 | 0.9208 | 0.9596 |
72
+ | No log | 0.7368 | 42 | 0.8250 | 0.1321 | 0.8250 | 0.9083 |
73
+ | No log | 0.7719 | 44 | 0.7821 | 0.0889 | 0.7821 | 0.8844 |
74
+ | No log | 0.8070 | 46 | 0.7292 | 0.1508 | 0.7292 | 0.8539 |
75
+ | No log | 0.8421 | 48 | 0.7256 | 0.1407 | 0.7256 | 0.8518 |
76
+ | No log | 0.8772 | 50 | 0.7256 | 0.2085 | 0.7256 | 0.8518 |
77
+ | No log | 0.9123 | 52 | 0.7658 | 0.1327 | 0.7658 | 0.8751 |
78
+ | No log | 0.9474 | 54 | 1.1171 | 0.1797 | 1.1171 | 1.0569 |
79
+ | No log | 0.9825 | 56 | 1.1889 | 0.0257 | 1.1889 | 1.0904 |
80
+ | No log | 1.0175 | 58 | 1.3466 | 0.0338 | 1.3466 | 1.1604 |
81
+ | No log | 1.0526 | 60 | 1.2857 | 0.0065 | 1.2857 | 1.1339 |
82
+ | No log | 1.0877 | 62 | 1.1062 | 0.1819 | 1.1062 | 1.0518 |
83
+ | No log | 1.1228 | 64 | 0.8715 | 0.2402 | 0.8715 | 0.9336 |
84
+ | No log | 1.1579 | 66 | 0.6934 | 0.2270 | 0.6934 | 0.8327 |
85
+ | No log | 1.1930 | 68 | 0.7850 | 0.3538 | 0.7850 | 0.8860 |
86
+ | No log | 1.2281 | 70 | 0.9071 | 0.3114 | 0.9071 | 0.9524 |
87
+ | No log | 1.2632 | 72 | 0.8057 | 0.3675 | 0.8057 | 0.8976 |
88
+ | No log | 1.2982 | 74 | 0.6842 | 0.2270 | 0.6842 | 0.8271 |
89
+ | No log | 1.3333 | 76 | 0.7694 | 0.0428 | 0.7694 | 0.8772 |
90
+ | No log | 1.3684 | 78 | 0.8999 | 0.0937 | 0.8999 | 0.9487 |
91
+ | No log | 1.4035 | 80 | 0.9692 | 0.1339 | 0.9692 | 0.9845 |
92
+ | No log | 1.4386 | 82 | 1.0052 | 0.1323 | 1.0052 | 1.0026 |
93
+ | No log | 1.4737 | 84 | 0.9444 | 0.0949 | 0.9444 | 0.9718 |
94
+ | No log | 1.5088 | 86 | 0.8098 | 0.0481 | 0.8098 | 0.8999 |
95
+ | No log | 1.5439 | 88 | 0.7344 | 0.1287 | 0.7344 | 0.8570 |
96
+ | No log | 1.5789 | 90 | 0.7118 | 0.1287 | 0.7118 | 0.8437 |
97
+ | No log | 1.6140 | 92 | 0.7009 | 0.2677 | 0.7009 | 0.8372 |
98
+ | No log | 1.6491 | 94 | 0.6961 | 0.1922 | 0.6961 | 0.8343 |
99
+ | No log | 1.6842 | 96 | 0.7138 | 0.0460 | 0.7138 | 0.8449 |
100
+ | No log | 1.7193 | 98 | 0.7910 | 0.1345 | 0.7910 | 0.8894 |
101
+ | No log | 1.7544 | 100 | 0.7193 | 0.2708 | 0.7193 | 0.8481 |
102
+ | No log | 1.7895 | 102 | 0.6488 | 0.2847 | 0.6488 | 0.8055 |
103
+ | No log | 1.8246 | 104 | 0.6538 | 0.2847 | 0.6538 | 0.8086 |
104
+ | No log | 1.8596 | 106 | 0.6877 | 0.3691 | 0.6877 | 0.8293 |
105
+ | No log | 1.8947 | 108 | 0.6684 | 0.2608 | 0.6684 | 0.8175 |
106
+ | No log | 1.9298 | 110 | 0.7024 | 0.2642 | 0.7024 | 0.8381 |
107
+ | No log | 1.9649 | 112 | 0.8244 | 0.2203 | 0.8244 | 0.9080 |
108
+ | No log | 2.0 | 114 | 0.9123 | 0.1528 | 0.9123 | 0.9551 |
109
+ | No log | 2.0351 | 116 | 0.7842 | 0.2525 | 0.7842 | 0.8855 |
110
+ | No log | 2.0702 | 118 | 0.7339 | 0.3162 | 0.7339 | 0.8567 |
111
+ | No log | 2.1053 | 120 | 0.7609 | 0.3496 | 0.7609 | 0.8723 |
112
+ | No log | 2.1404 | 122 | 0.6427 | 0.3336 | 0.6427 | 0.8017 |
113
+ | No log | 2.1754 | 124 | 0.6353 | 0.3546 | 0.6353 | 0.7971 |
114
+ | No log | 2.2105 | 126 | 0.6659 | 0.3465 | 0.6659 | 0.8161 |
115
+ | No log | 2.2456 | 128 | 0.6617 | 0.4100 | 0.6617 | 0.8134 |
116
+ | No log | 2.2807 | 130 | 0.6311 | 0.4182 | 0.6311 | 0.7944 |
117
+ | No log | 2.3158 | 132 | 0.6417 | 0.4044 | 0.6417 | 0.8011 |
118
+ | No log | 2.3509 | 134 | 0.8451 | 0.2614 | 0.8451 | 0.9193 |
119
+ | No log | 2.3860 | 136 | 0.9397 | 0.1755 | 0.9397 | 0.9694 |
120
+ | No log | 2.4211 | 138 | 0.8020 | 0.2821 | 0.8020 | 0.8956 |
121
+ | No log | 2.4561 | 140 | 0.7144 | 0.3886 | 0.7144 | 0.8452 |
122
+ | No log | 2.4912 | 142 | 0.7400 | 0.3937 | 0.7400 | 0.8602 |
123
+ | No log | 2.5263 | 144 | 0.6934 | 0.3886 | 0.6934 | 0.8327 |
124
+ | No log | 2.5614 | 146 | 0.7030 | 0.4717 | 0.7030 | 0.8384 |
125
+ | No log | 2.5965 | 148 | 0.6448 | 0.4338 | 0.6448 | 0.8030 |
126
+ | No log | 2.6316 | 150 | 0.6531 | 0.3051 | 0.6531 | 0.8082 |
127
+ | No log | 2.6667 | 152 | 0.6532 | 0.3314 | 0.6532 | 0.8082 |
128
+ | No log | 2.7018 | 154 | 0.6449 | 0.4299 | 0.6449 | 0.8031 |
129
+ | No log | 2.7368 | 156 | 0.6721 | 0.4294 | 0.6721 | 0.8198 |
130
+ | No log | 2.7719 | 158 | 0.6898 | 0.4672 | 0.6898 | 0.8306 |
131
+ | No log | 2.8070 | 160 | 0.6440 | 0.4752 | 0.6440 | 0.8025 |
132
+ | No log | 2.8421 | 162 | 0.5975 | 0.4240 | 0.5975 | 0.7730 |
133
+ | No log | 2.8772 | 164 | 0.5872 | 0.4240 | 0.5872 | 0.7663 |
134
+ | No log | 2.9123 | 166 | 0.6824 | 0.4634 | 0.6824 | 0.8261 |
135
+ | No log | 2.9474 | 168 | 0.7870 | 0.2905 | 0.7870 | 0.8871 |
136
+ | No log | 2.9825 | 170 | 0.7713 | 0.2881 | 0.7713 | 0.8783 |
137
+ | No log | 3.0175 | 172 | 0.6560 | 0.4370 | 0.6560 | 0.8099 |
138
+ | No log | 3.0526 | 174 | 0.6043 | 0.4201 | 0.6043 | 0.7774 |
139
+ | No log | 3.0877 | 176 | 0.6179 | 0.4201 | 0.6179 | 0.7861 |
140
+ | No log | 3.1228 | 178 | 0.6226 | 0.4504 | 0.6226 | 0.7891 |
141
+ | No log | 3.1579 | 180 | 0.6318 | 0.4448 | 0.6318 | 0.7949 |
142
+ | No log | 3.1930 | 182 | 0.7162 | 0.2031 | 0.7162 | 0.8463 |
143
+ | No log | 3.2281 | 184 | 0.7617 | 0.2505 | 0.7617 | 0.8727 |
144
+ | No log | 3.2632 | 186 | 0.6805 | 0.3779 | 0.6805 | 0.8249 |
145
+ | No log | 3.2982 | 188 | 0.6145 | 0.3352 | 0.6145 | 0.7839 |
146
+ | No log | 3.3333 | 190 | 0.6144 | 0.3603 | 0.6144 | 0.7838 |
147
+ | No log | 3.3684 | 192 | 0.6561 | 0.5046 | 0.6561 | 0.8100 |
148
+ | No log | 3.4035 | 194 | 1.0061 | 0.2280 | 1.0061 | 1.0030 |
149
+ | No log | 3.4386 | 196 | 1.3019 | 0.1453 | 1.3019 | 1.1410 |
150
+ | No log | 3.4737 | 198 | 1.2949 | 0.1453 | 1.2949 | 1.1380 |
151
+ | No log | 3.5088 | 200 | 1.0916 | 0.1484 | 1.0916 | 1.0448 |
152
+ | No log | 3.5439 | 202 | 0.7901 | 0.4032 | 0.7901 | 0.8889 |
153
+ | No log | 3.5789 | 204 | 0.5787 | 0.3835 | 0.5787 | 0.7607 |
154
+ | No log | 3.6140 | 206 | 0.7568 | 0.4992 | 0.7568 | 0.8700 |
155
+ | No log | 3.6491 | 208 | 0.9773 | 0.4050 | 0.9773 | 0.9886 |
156
+ | No log | 3.6842 | 210 | 0.8970 | 0.4209 | 0.8970 | 0.9471 |
157
+ | No log | 3.7193 | 212 | 0.6756 | 0.4144 | 0.6756 | 0.8220 |
158
+ | No log | 3.7544 | 214 | 0.6135 | 0.3380 | 0.6135 | 0.7833 |
159
+ | No log | 3.7895 | 216 | 0.7234 | 0.4468 | 0.7234 | 0.8505 |
160
+ | No log | 3.8246 | 218 | 0.7726 | 0.2951 | 0.7726 | 0.8790 |
161
+ | No log | 3.8596 | 220 | 0.7487 | 0.3327 | 0.7487 | 0.8653 |
162
+ | No log | 3.8947 | 222 | 0.6840 | 0.4036 | 0.6840 | 0.8271 |
163
+ | No log | 3.9298 | 224 | 0.6266 | 0.2819 | 0.6266 | 0.7916 |
164
+ | No log | 3.9649 | 226 | 0.6235 | 0.3701 | 0.6235 | 0.7896 |
165
+ | No log | 4.0 | 228 | 0.6337 | 0.3840 | 0.6337 | 0.7961 |
166
+ | No log | 4.0351 | 230 | 0.6470 | 0.3580 | 0.6470 | 0.8044 |
167
+ | No log | 4.0702 | 232 | 0.6707 | 0.4211 | 0.6707 | 0.8190 |
168
+ | No log | 4.1053 | 234 | 0.6671 | 0.4429 | 0.6671 | 0.8167 |
169
+ | No log | 4.1404 | 236 | 0.6562 | 0.4429 | 0.6562 | 0.8101 |
170
+ | No log | 4.1754 | 238 | 0.6506 | 0.4569 | 0.6506 | 0.8066 |
171
+ | No log | 4.2105 | 240 | 0.6718 | 0.3902 | 0.6718 | 0.8197 |
172
+ | No log | 4.2456 | 242 | 0.6348 | 0.4427 | 0.6348 | 0.7967 |
173
+ | No log | 4.2807 | 244 | 0.6077 | 0.4322 | 0.6077 | 0.7795 |
174
+ | No log | 4.3158 | 246 | 0.5992 | 0.4484 | 0.5992 | 0.7741 |
175
+ | No log | 4.3509 | 248 | 0.6140 | 0.4427 | 0.6140 | 0.7836 |
176
+ | No log | 4.3860 | 250 | 0.5977 | 0.5321 | 0.5977 | 0.7731 |
177
+ | No log | 4.4211 | 252 | 0.5769 | 0.4419 | 0.5769 | 0.7596 |
178
+ | No log | 4.4561 | 254 | 0.5746 | 0.3498 | 0.5746 | 0.7580 |
179
+ | No log | 4.4912 | 256 | 0.5650 | 0.4337 | 0.5650 | 0.7517 |
180
+ | No log | 4.5263 | 258 | 0.5616 | 0.4575 | 0.5616 | 0.7494 |
181
+ | No log | 4.5614 | 260 | 0.6043 | 0.5538 | 0.6043 | 0.7774 |
182
+ | No log | 4.5965 | 262 | 0.6623 | 0.4429 | 0.6623 | 0.8138 |
183
+ | No log | 4.6316 | 264 | 0.6244 | 0.5233 | 0.6244 | 0.7902 |
184
+ | No log | 4.6667 | 266 | 0.5879 | 0.4839 | 0.5879 | 0.7667 |
185
+ | No log | 4.7018 | 268 | 0.5989 | 0.4482 | 0.5989 | 0.7739 |
186
+ | No log | 4.7368 | 270 | 0.5982 | 0.4726 | 0.5982 | 0.7734 |
187
+ | No log | 4.7719 | 272 | 0.5888 | 0.4885 | 0.5888 | 0.7673 |
188
+ | No log | 4.8070 | 274 | 0.6050 | 0.5061 | 0.6050 | 0.7778 |
189
+ | No log | 4.8421 | 276 | 0.6546 | 0.4875 | 0.6546 | 0.8091 |
190
+ | No log | 4.8772 | 278 | 0.6427 | 0.5217 | 0.6427 | 0.8017 |
191
+ | No log | 4.9123 | 280 | 0.5722 | 0.4466 | 0.5722 | 0.7564 |
192
+ | No log | 4.9474 | 282 | 0.5574 | 0.5361 | 0.5574 | 0.7466 |
193
+ | No log | 4.9825 | 284 | 0.5588 | 0.4659 | 0.5588 | 0.7475 |
194
+ | No log | 5.0175 | 286 | 0.5601 | 0.4111 | 0.5601 | 0.7484 |
195
+ | No log | 5.0526 | 288 | 0.5661 | 0.4044 | 0.5661 | 0.7524 |
196
+ | No log | 5.0877 | 290 | 0.6073 | 0.4427 | 0.6073 | 0.7793 |
197
+ | No log | 5.1228 | 292 | 0.5876 | 0.4486 | 0.5876 | 0.7666 |
198
+ | No log | 5.1579 | 294 | 0.5564 | 0.4173 | 0.5564 | 0.7459 |
199
+ | No log | 5.1930 | 296 | 0.5585 | 0.4685 | 0.5585 | 0.7473 |
200
+ | No log | 5.2281 | 298 | 0.5478 | 0.4879 | 0.5478 | 0.7401 |
201
+ | No log | 5.2632 | 300 | 0.5557 | 0.4012 | 0.5557 | 0.7454 |
202
+ | No log | 5.2982 | 302 | 0.6215 | 0.4931 | 0.6215 | 0.7884 |
203
+ | No log | 5.3333 | 304 | 0.6756 | 0.3948 | 0.6756 | 0.8220 |
204
+ | No log | 5.3684 | 306 | 0.6465 | 0.3522 | 0.6465 | 0.8041 |
205
+ | No log | 5.4035 | 308 | 0.5961 | 0.3072 | 0.5961 | 0.7721 |
206
+ | No log | 5.4386 | 310 | 0.5821 | 0.3716 | 0.5821 | 0.7630 |
207
+ | No log | 5.4737 | 312 | 0.5975 | 0.3755 | 0.5975 | 0.7730 |
208
+ | No log | 5.5088 | 314 | 0.6511 | 0.4741 | 0.6511 | 0.8069 |
209
+ | No log | 5.5439 | 316 | 0.6314 | 0.4980 | 0.6314 | 0.7946 |
210
+ | No log | 5.5789 | 318 | 0.5749 | 0.4874 | 0.5749 | 0.7583 |
211
+ | No log | 5.6140 | 320 | 0.7419 | 0.4527 | 0.7419 | 0.8613 |
212
+ | No log | 5.6491 | 322 | 0.9234 | 0.3086 | 0.9234 | 0.9609 |
213
+ | No log | 5.6842 | 324 | 0.9026 | 0.2890 | 0.9026 | 0.9501 |
214
+ | No log | 5.7193 | 326 | 0.7228 | 0.4594 | 0.7228 | 0.8502 |
215
+ | No log | 5.7544 | 328 | 0.5664 | 0.4585 | 0.5664 | 0.7526 |
216
+ | No log | 5.7895 | 330 | 0.5993 | 0.3673 | 0.5993 | 0.7741 |
217
+ | No log | 5.8246 | 332 | 0.6405 | 0.3673 | 0.6405 | 0.8003 |
218
+ | No log | 5.8596 | 334 | 0.6268 | 0.3673 | 0.6268 | 0.7917 |
219
+ | No log | 5.8947 | 336 | 0.5925 | 0.3953 | 0.5925 | 0.7697 |
220
+ | No log | 5.9298 | 338 | 0.6022 | 0.3664 | 0.6022 | 0.7760 |
221
+ | No log | 5.9649 | 340 | 0.7217 | 0.3192 | 0.7217 | 0.8495 |
222
+ | No log | 6.0 | 342 | 0.8137 | 0.2437 | 0.8137 | 0.9020 |
223
+ | No log | 6.0351 | 344 | 0.7760 | 0.2437 | 0.7760 | 0.8809 |
224
+ | No log | 6.0702 | 346 | 0.6728 | 0.3410 | 0.6728 | 0.8202 |
225
+ | No log | 6.1053 | 348 | 0.5800 | 0.5304 | 0.5800 | 0.7616 |
226
+ | No log | 6.1404 | 350 | 0.5826 | 0.5214 | 0.5826 | 0.7633 |
227
+ | No log | 6.1754 | 352 | 0.6075 | 0.4618 | 0.6075 | 0.7794 |
228
+ | No log | 6.2105 | 354 | 0.5836 | 0.4964 | 0.5836 | 0.7639 |
229
+ | No log | 6.2456 | 356 | 0.5748 | 0.5457 | 0.5748 | 0.7582 |
230
+ | No log | 6.2807 | 358 | 0.6158 | 0.5028 | 0.6158 | 0.7847 |
231
+ | No log | 6.3158 | 360 | 0.6263 | 0.4767 | 0.6263 | 0.7914 |
232
+ | No log | 6.3509 | 362 | 0.5991 | 0.5044 | 0.5991 | 0.7740 |
233
+ | No log | 6.3860 | 364 | 0.5842 | 0.4264 | 0.5842 | 0.7644 |
234
+ | No log | 6.4211 | 366 | 0.6003 | 0.4420 | 0.6003 | 0.7748 |
235
+ | No log | 6.4561 | 368 | 0.6109 | 0.3673 | 0.6109 | 0.7816 |
236
+ | No log | 6.4912 | 370 | 0.5944 | 0.4538 | 0.5944 | 0.7710 |
237
+ | No log | 6.5263 | 372 | 0.5916 | 0.5044 | 0.5916 | 0.7691 |
238
+ | No log | 6.5614 | 374 | 0.5890 | 0.4970 | 0.5890 | 0.7674 |
239
+ | No log | 6.5965 | 376 | 0.5782 | 0.4538 | 0.5782 | 0.7604 |
240
+ | No log | 6.6316 | 378 | 0.5878 | 0.4707 | 0.5878 | 0.7667 |
241
+ | No log | 6.6667 | 380 | 0.6047 | 0.3673 | 0.6047 | 0.7776 |
242
+ | No log | 6.7018 | 382 | 0.6012 | 0.3976 | 0.6012 | 0.7754 |
243
+ | No log | 6.7368 | 384 | 0.6175 | 0.3238 | 0.6175 | 0.7858 |
244
+ | No log | 6.7719 | 386 | 0.6237 | 0.4270 | 0.6237 | 0.7897 |
245
+ | No log | 6.8070 | 388 | 0.6159 | 0.4622 | 0.6159 | 0.7848 |
246
+ | No log | 6.8421 | 390 | 0.6073 | 0.4437 | 0.6073 | 0.7793 |
247
+ | No log | 6.8772 | 392 | 0.5979 | 0.4437 | 0.5979 | 0.7732 |
248
+ | No log | 6.9123 | 394 | 0.5857 | 0.4267 | 0.5857 | 0.7653 |
249
+ | No log | 6.9474 | 396 | 0.6087 | 0.3167 | 0.6087 | 0.7802 |
250
+ | No log | 6.9825 | 398 | 0.6027 | 0.3673 | 0.6027 | 0.7764 |
251
+ | No log | 7.0175 | 400 | 0.5900 | 0.3976 | 0.5900 | 0.7681 |
252
+ | No log | 7.0526 | 402 | 0.5704 | 0.4561 | 0.5704 | 0.7553 |
253
+ | No log | 7.0877 | 404 | 0.6148 | 0.4632 | 0.6148 | 0.7841 |
254
+ | No log | 7.1228 | 406 | 0.6515 | 0.4747 | 0.6515 | 0.8071 |
255
+ | No log | 7.1579 | 408 | 0.6383 | 0.4616 | 0.6383 | 0.7989 |
256
+ | No log | 7.1930 | 410 | 0.6184 | 0.5136 | 0.6184 | 0.7864 |
257
+ | No log | 7.2281 | 412 | 0.6129 | 0.4918 | 0.6129 | 0.7829 |
258
+ | No log | 7.2632 | 414 | 0.5983 | 0.5110 | 0.5983 | 0.7735 |
259
+ | No log | 7.2982 | 416 | 0.5772 | 0.4876 | 0.5772 | 0.7597 |
260
+ | No log | 7.3333 | 418 | 0.5433 | 0.5305 | 0.5433 | 0.7371 |
261
+ | No log | 7.3684 | 420 | 0.5518 | 0.4639 | 0.5518 | 0.7428 |
262
+ | No log | 7.4035 | 422 | 0.5713 | 0.5098 | 0.5713 | 0.7558 |
263
+ | No log | 7.4386 | 424 | 0.5850 | 0.5639 | 0.5850 | 0.7648 |
264
+ | No log | 7.4737 | 426 | 0.5679 | 0.5373 | 0.5679 | 0.7536 |
265
+ | No log | 7.5088 | 428 | 0.5381 | 0.5565 | 0.5381 | 0.7335 |
266
+ | No log | 7.5439 | 430 | 0.5621 | 0.5422 | 0.5621 | 0.7497 |
267
+ | No log | 7.5789 | 432 | 0.5666 | 0.4548 | 0.5666 | 0.7527 |
268
+ | No log | 7.6140 | 434 | 0.5433 | 0.4869 | 0.5433 | 0.7371 |
269
+ | No log | 7.6491 | 436 | 0.5395 | 0.4264 | 0.5395 | 0.7345 |
270
+ | No log | 7.6842 | 438 | 0.5400 | 0.4264 | 0.5400 | 0.7349 |
271
+ | No log | 7.7193 | 440 | 0.5431 | 0.5142 | 0.5431 | 0.7370 |
272
+ | No log | 7.7544 | 442 | 0.6142 | 0.4614 | 0.6142 | 0.7837 |
273
+ | No log | 7.7895 | 444 | 0.6586 | 0.4527 | 0.6586 | 0.8115 |
274
+ | No log | 7.8246 | 446 | 0.6102 | 0.5087 | 0.6102 | 0.7811 |
275
+ | No log | 7.8596 | 448 | 0.5967 | 0.5363 | 0.5967 | 0.7725 |
276
+ | No log | 7.8947 | 450 | 0.5813 | 0.5770 | 0.5813 | 0.7624 |
277
+ | No log | 7.9298 | 452 | 0.5577 | 0.5367 | 0.5577 | 0.7468 |
278
+ | No log | 7.9649 | 454 | 0.5495 | 0.4657 | 0.5495 | 0.7413 |
279
+ | No log | 8.0 | 456 | 0.5456 | 0.4657 | 0.5456 | 0.7387 |
280
+ | No log | 8.0351 | 458 | 0.5588 | 0.5223 | 0.5588 | 0.7475 |
281
+ | No log | 8.0702 | 460 | 0.5822 | 0.4802 | 0.5822 | 0.7630 |
282
+ | No log | 8.1053 | 462 | 0.6270 | 0.4444 | 0.6270 | 0.7918 |
283
+ | No log | 8.1404 | 464 | 0.7079 | 0.3872 | 0.7079 | 0.8414 |
284
+ | No log | 8.1754 | 466 | 0.7077 | 0.4084 | 0.7077 | 0.8412 |
285
+ | No log | 8.2105 | 468 | 0.6075 | 0.4480 | 0.6075 | 0.7794 |
286
+ | No log | 8.2456 | 470 | 0.5727 | 0.5079 | 0.5727 | 0.7568 |
287
+ | No log | 8.2807 | 472 | 0.5763 | 0.4782 | 0.5763 | 0.7591 |
288
+ | No log | 8.3158 | 474 | 0.6004 | 0.4315 | 0.6004 | 0.7749 |
289
+ | No log | 8.3509 | 476 | 0.6218 | 0.4261 | 0.6218 | 0.7886 |
290
+ | No log | 8.3860 | 478 | 0.6405 | 0.3920 | 0.6405 | 0.8003 |
291
+ | No log | 8.4211 | 480 | 0.6735 | 0.4309 | 0.6735 | 0.8207 |
292
+ | No log | 8.4561 | 482 | 0.6646 | 0.4510 | 0.6646 | 0.8152 |
293
+ | No log | 8.4912 | 484 | 0.6524 | 0.4510 | 0.6524 | 0.8077 |
294
+ | No log | 8.5263 | 486 | 0.6066 | 0.4315 | 0.6066 | 0.7789 |
295
+ | No log | 8.5614 | 488 | 0.5659 | 0.4991 | 0.5659 | 0.7523 |
296
+ | No log | 8.5965 | 490 | 0.5610 | 0.4991 | 0.5610 | 0.7490 |
297
+ | No log | 8.6316 | 492 | 0.5935 | 0.4517 | 0.5935 | 0.7704 |
298
+ | No log | 8.6667 | 494 | 0.7098 | 0.4309 | 0.7098 | 0.8425 |
299
+ | No log | 8.7018 | 496 | 0.8565 | 0.2907 | 0.8565 | 0.9255 |
300
+ | No log | 8.7368 | 498 | 0.8741 | 0.2882 | 0.8741 | 0.9350 |
301
+ | 0.3351 | 8.7719 | 500 | 0.7993 | 0.3657 | 0.7993 | 0.8940 |
302
+ | 0.3351 | 8.8070 | 502 | 0.6615 | 0.3695 | 0.6615 | 0.8133 |
303
+ | 0.3351 | 8.8421 | 504 | 0.5755 | 0.5457 | 0.5755 | 0.7586 |
304
+ | 0.3351 | 8.8772 | 506 | 0.5758 | 0.4514 | 0.5758 | 0.7588 |
305
+ | 0.3351 | 8.9123 | 508 | 0.6358 | 0.4218 | 0.6358 | 0.7974 |
306
+ | 0.3351 | 8.9474 | 510 | 0.6486 | 0.4294 | 0.6486 | 0.8054 |
307
+ | 0.3351 | 8.9825 | 512 | 0.6126 | 0.4769 | 0.6126 | 0.7827 |
308
+ | 0.3351 | 9.0175 | 514 | 0.5858 | 0.4027 | 0.5858 | 0.7654 |
309
+ | 0.3351 | 9.0526 | 516 | 0.6080 | 0.3856 | 0.6080 | 0.7798 |
310
+ | 0.3351 | 9.0877 | 518 | 0.6506 | 0.4066 | 0.6506 | 0.8066 |
311
+ | 0.3351 | 9.1228 | 520 | 0.6306 | 0.4406 | 0.6306 | 0.7941 |
312
+ | 0.3351 | 9.1579 | 522 | 0.5953 | 0.4179 | 0.5953 | 0.7716 |
313
+ | 0.3351 | 9.1930 | 524 | 0.5899 | 0.4776 | 0.5899 | 0.7680 |
314
+ | 0.3351 | 9.2281 | 526 | 0.5793 | 0.4536 | 0.5793 | 0.7611 |
315
+ | 0.3351 | 9.2632 | 528 | 0.5624 | 0.4378 | 0.5624 | 0.7499 |
316
+ | 0.3351 | 9.2982 | 530 | 0.5589 | 0.4086 | 0.5589 | 0.7476 |
317
+ | 0.3351 | 9.3333 | 532 | 0.5500 | 0.4378 | 0.5500 | 0.7416 |
318
+ | 0.3351 | 9.3684 | 534 | 0.5454 | 0.4774 | 0.5454 | 0.7385 |
319
+ | 0.3351 | 9.4035 | 536 | 0.5799 | 0.5283 | 0.5799 | 0.7615 |
320
+ | 0.3351 | 9.4386 | 538 | 0.6002 | 0.4789 | 0.6002 | 0.7747 |
321
+ | 0.3351 | 9.4737 | 540 | 0.5935 | 0.4789 | 0.5935 | 0.7704 |
322
+ | 0.3351 | 9.5088 | 542 | 0.5851 | 0.5044 | 0.5851 | 0.7649 |
323
+ | 0.3351 | 9.5439 | 544 | 0.6087 | 0.5174 | 0.6087 | 0.7802 |
324
+ | 0.3351 | 9.5789 | 546 | 0.6260 | 0.4966 | 0.6260 | 0.7912 |
325
+ | 0.3351 | 9.6140 | 548 | 0.6814 | 0.4534 | 0.6814 | 0.8255 |
326
+ | 0.3351 | 9.6491 | 550 | 0.7513 | 0.3181 | 0.7513 | 0.8668 |
327
+ | 0.3351 | 9.6842 | 552 | 0.7463 | 0.3213 | 0.7463 | 0.8639 |
328
+ | 0.3351 | 9.7193 | 554 | 0.6799 | 0.4813 | 0.6799 | 0.8246 |
329
+ | 0.3351 | 9.7544 | 556 | 0.6420 | 0.4125 | 0.6420 | 0.8012 |
330
+ | 0.3351 | 9.7895 | 558 | 0.6629 | 0.4263 | 0.6629 | 0.8142 |
331
+ | 0.3351 | 9.8246 | 560 | 0.6267 | 0.4524 | 0.6267 | 0.7916 |
332
+ | 0.3351 | 9.8596 | 562 | 0.5998 | 0.4825 | 0.5998 | 0.7744 |
333
+ | 0.3351 | 9.8947 | 564 | 0.6395 | 0.4548 | 0.6395 | 0.7997 |
334
+ | 0.3351 | 9.9298 | 566 | 0.7070 | 0.3167 | 0.7070 | 0.8409 |
335
+ | 0.3351 | 9.9649 | 568 | 0.7059 | 0.3402 | 0.7059 | 0.8402 |
336
+ | 0.3351 | 10.0 | 570 | 0.6954 | 0.4140 | 0.6954 | 0.8339 |
337
+ | 0.3351 | 10.0351 | 572 | 0.6495 | 0.5286 | 0.6495 | 0.8059 |
338
+ | 0.3351 | 10.0702 | 574 | 0.6283 | 0.5334 | 0.6283 | 0.7926 |
339
+ | 0.3351 | 10.1053 | 576 | 0.6196 | 0.5290 | 0.6196 | 0.7871 |
340
+ | 0.3351 | 10.1404 | 578 | 0.6026 | 0.5107 | 0.6026 | 0.7763 |
341
+ | 0.3351 | 10.1754 | 580 | 0.6293 | 0.4253 | 0.6293 | 0.7933 |
342
+ | 0.3351 | 10.2105 | 582 | 0.6850 | 0.3930 | 0.6850 | 0.8276 |
343
+ | 0.3351 | 10.2456 | 584 | 0.6844 | 0.2833 | 0.6844 | 0.8273 |
344
+ | 0.3351 | 10.2807 | 586 | 0.6777 | 0.2833 | 0.6777 | 0.8232 |
345
+ | 0.3351 | 10.3158 | 588 | 0.6865 | 0.3373 | 0.6865 | 0.8286 |
346
+ | 0.3351 | 10.3509 | 590 | 0.6593 | 0.3373 | 0.6593 | 0.8120 |
347
+ | 0.3351 | 10.3860 | 592 | 0.6364 | 0.4182 | 0.6364 | 0.7977 |
348
+ | 0.3351 | 10.4211 | 594 | 0.6512 | 0.4635 | 0.6512 | 0.8069 |
349
+ | 0.3351 | 10.4561 | 596 | 0.7147 | 0.3967 | 0.7147 | 0.8454 |
350
+ | 0.3351 | 10.4912 | 598 | 0.7519 | 0.3076 | 0.7519 | 0.8671 |
351
+ | 0.3351 | 10.5263 | 600 | 0.6972 | 0.3739 | 0.6972 | 0.8350 |
352
+ | 0.3351 | 10.5614 | 602 | 0.6490 | 0.3761 | 0.6490 | 0.8056 |
353
+ | 0.3351 | 10.5965 | 604 | 0.5913 | 0.5044 | 0.5913 | 0.7690 |
354
+ | 0.3351 | 10.6316 | 606 | 0.5827 | 0.4212 | 0.5827 | 0.7634 |
355
+ | 0.3351 | 10.6667 | 608 | 0.5963 | 0.4352 | 0.5963 | 0.7722 |
356
+ | 0.3351 | 10.7018 | 610 | 0.5932 | 0.4774 | 0.5932 | 0.7702 |
357
+ | 0.3351 | 10.7368 | 612 | 0.5964 | 0.4774 | 0.5964 | 0.7722 |
358
+ | 0.3351 | 10.7719 | 614 | 0.6187 | 0.4270 | 0.6187 | 0.7866 |
359
+ | 0.3351 | 10.8070 | 616 | 0.6066 | 0.3814 | 0.6066 | 0.7788 |
360
+ | 0.3351 | 10.8421 | 618 | 0.5890 | 0.4243 | 0.5890 | 0.7674 |
361
+ | 0.3351 | 10.8772 | 620 | 0.5815 | 0.4724 | 0.5815 | 0.7626 |
362
+ | 0.3351 | 10.9123 | 622 | 0.6602 | 0.4199 | 0.6602 | 0.8125 |
363
+ | 0.3351 | 10.9474 | 624 | 0.7572 | 0.3137 | 0.7572 | 0.8702 |
364
+ | 0.3351 | 10.9825 | 626 | 0.7989 | 0.3381 | 0.7989 | 0.8938 |
365
+ | 0.3351 | 11.0175 | 628 | 0.7251 | 0.4279 | 0.7251 | 0.8515 |
366
+ | 0.3351 | 11.0526 | 630 | 0.6336 | 0.4410 | 0.6336 | 0.7960 |
367
+ | 0.3351 | 11.0877 | 632 | 0.5683 | 0.5344 | 0.5683 | 0.7539 |
368
+ | 0.3351 | 11.1228 | 634 | 0.5653 | 0.4637 | 0.5653 | 0.7518 |
369
+ | 0.3351 | 11.1579 | 636 | 0.5620 | 0.4637 | 0.5620 | 0.7497 |
370
+ | 0.3351 | 11.1930 | 638 | 0.5578 | 0.4637 | 0.5578 | 0.7469 |
371
+ | 0.3351 | 11.2281 | 640 | 0.5538 | 0.4637 | 0.5538 | 0.7442 |
372
+ | 0.3351 | 11.2632 | 642 | 0.5519 | 0.4569 | 0.5519 | 0.7429 |
373
+ | 0.3351 | 11.2982 | 644 | 0.5634 | 0.4314 | 0.5634 | 0.7506 |
374
+ | 0.3351 | 11.3333 | 646 | 0.5620 | 0.4314 | 0.5620 | 0.7497 |
375
+ | 0.3351 | 11.3684 | 648 | 0.5601 | 0.4837 | 0.5601 | 0.7484 |
376
+ | 0.3351 | 11.4035 | 650 | 0.5668 | 0.4468 | 0.5668 | 0.7528 |
377
+ | 0.3351 | 11.4386 | 652 | 0.5723 | 0.4468 | 0.5723 | 0.7565 |
378
+ | 0.3351 | 11.4737 | 654 | 0.5760 | 0.4468 | 0.5760 | 0.7589 |
379
+ | 0.3351 | 11.5088 | 656 | 0.5863 | 0.4656 | 0.5863 | 0.7657 |
380
+ | 0.3351 | 11.5439 | 658 | 0.5854 | 0.4590 | 0.5854 | 0.7651 |
381
+ | 0.3351 | 11.5789 | 660 | 0.5749 | 0.4634 | 0.5749 | 0.7582 |
382
+ | 0.3351 | 11.6140 | 662 | 0.5690 | 0.4492 | 0.5690 | 0.7543 |
383
+ | 0.3351 | 11.6491 | 664 | 0.5720 | 0.4425 | 0.5720 | 0.7563 |
384
+ | 0.3351 | 11.6842 | 666 | 0.5839 | 0.4724 | 0.5839 | 0.7642 |
385
+ | 0.3351 | 11.7193 | 668 | 0.5730 | 0.4492 | 0.5730 | 0.7570 |
386
+ | 0.3351 | 11.7544 | 670 | 0.5678 | 0.4492 | 0.5678 | 0.7535 |
387
+ | 0.3351 | 11.7895 | 672 | 0.5683 | 0.4492 | 0.5683 | 0.7539 |
388
+ | 0.3351 | 11.8246 | 674 | 0.5699 | 0.4468 | 0.5699 | 0.7549 |
389
+ | 0.3351 | 11.8596 | 676 | 0.5661 | 0.4774 | 0.5661 | 0.7524 |
390
+ | 0.3351 | 11.8947 | 678 | 0.5768 | 0.4569 | 0.5768 | 0.7595 |
391
+ | 0.3351 | 11.9298 | 680 | 0.6568 | 0.4160 | 0.6568 | 0.8104 |
392
+ | 0.3351 | 11.9649 | 682 | 0.6996 | 0.3675 | 0.6996 | 0.8364 |
393
+ | 0.3351 | 12.0 | 684 | 0.7114 | 0.3872 | 0.7114 | 0.8435 |
394
+ | 0.3351 | 12.0351 | 686 | 0.6790 | 0.3675 | 0.6790 | 0.8240 |
395
+ | 0.3351 | 12.0702 | 688 | 0.6418 | 0.4499 | 0.6418 | 0.8011 |
396
+ | 0.3351 | 12.1053 | 690 | 0.5927 | 0.4386 | 0.5927 | 0.7698 |
397
+ | 0.3351 | 12.1404 | 692 | 0.5801 | 0.4299 | 0.5801 | 0.7616 |
398
+ | 0.3351 | 12.1754 | 694 | 0.5717 | 0.4264 | 0.5717 | 0.7561 |
399
+ | 0.3351 | 12.2105 | 696 | 0.5687 | 0.4264 | 0.5687 | 0.7542 |
400
+ | 0.3351 | 12.2456 | 698 | 0.5769 | 0.4569 | 0.5769 | 0.7595 |
401
+ | 0.3351 | 12.2807 | 700 | 0.5877 | 0.4386 | 0.5877 | 0.7666 |
402
+ | 0.3351 | 12.3158 | 702 | 0.6060 | 0.4575 | 0.6060 | 0.7785 |
403
+ | 0.3351 | 12.3509 | 704 | 0.6150 | 0.4427 | 0.6150 | 0.7842 |
404
+ | 0.3351 | 12.3860 | 706 | 0.5768 | 0.4569 | 0.5768 | 0.7595 |
405
+ | 0.3351 | 12.4211 | 708 | 0.5640 | 0.4538 | 0.5640 | 0.7510 |
406
+ | 0.3351 | 12.4561 | 710 | 0.5679 | 0.4238 | 0.5679 | 0.7536 |
407
+ | 0.3351 | 12.4912 | 712 | 0.5665 | 0.3926 | 0.5665 | 0.7527 |
408
+ | 0.3351 | 12.5263 | 714 | 0.5691 | 0.3926 | 0.5691 | 0.7544 |
409
+ | 0.3351 | 12.5614 | 716 | 0.5798 | 0.3926 | 0.5798 | 0.7614 |
410
+ | 0.3351 | 12.5965 | 718 | 0.5831 | 0.3926 | 0.5831 | 0.7636 |
411
+ | 0.3351 | 12.6316 | 720 | 0.5923 | 0.3926 | 0.5923 | 0.7696 |
412
+ | 0.3351 | 12.6667 | 722 | 0.6093 | 0.3399 | 0.6093 | 0.7806 |
413
+ | 0.3351 | 12.7018 | 724 | 0.6165 | 0.3399 | 0.6165 | 0.7852 |
414
+ | 0.3351 | 12.7368 | 726 | 0.6109 | 0.3399 | 0.6109 | 0.7816 |
415
+ | 0.3351 | 12.7719 | 728 | 0.5776 | 0.4803 | 0.5776 | 0.7600 |
416
+ | 0.3351 | 12.8070 | 730 | 0.5635 | 0.4949 | 0.5635 | 0.7507 |
417
+ | 0.3351 | 12.8421 | 732 | 0.5954 | 0.4595 | 0.5954 | 0.7716 |
418
+ | 0.3351 | 12.8772 | 734 | 0.6187 | 0.4480 | 0.6187 | 0.7866 |
419
+ | 0.3351 | 12.9123 | 736 | 0.6268 | 0.4654 | 0.6268 | 0.7917 |
420
+ | 0.3351 | 12.9474 | 738 | 0.5869 | 0.4813 | 0.5869 | 0.7661 |
421
+ | 0.3351 | 12.9825 | 740 | 0.5516 | 0.5698 | 0.5516 | 0.7427 |
422
+ | 0.3351 | 13.0175 | 742 | 0.5470 | 0.5003 | 0.5470 | 0.7396 |
423
+ | 0.3351 | 13.0526 | 744 | 0.5636 | 0.4867 | 0.5636 | 0.7507 |
424
+ | 0.3351 | 13.0877 | 746 | 0.5732 | 0.4774 | 0.5732 | 0.7571 |
425
+ | 0.3351 | 13.1228 | 748 | 0.5545 | 0.4867 | 0.5545 | 0.7447 |
426
+ | 0.3351 | 13.1579 | 750 | 0.5383 | 0.4752 | 0.5383 | 0.7337 |
427
+ | 0.3351 | 13.1930 | 752 | 0.5390 | 0.5208 | 0.5390 | 0.7342 |
428
+ | 0.3351 | 13.2281 | 754 | 0.5461 | 0.5457 | 0.5461 | 0.7390 |
429
+ | 0.3351 | 13.2632 | 756 | 0.5519 | 0.5457 | 0.5519 | 0.7429 |
430
+ | 0.3351 | 13.2982 | 758 | 0.5501 | 0.4929 | 0.5501 | 0.7417 |
431
+ | 0.3351 | 13.3333 | 760 | 0.5790 | 0.3840 | 0.5790 | 0.7609 |
432
+ | 0.3351 | 13.3684 | 762 | 0.5887 | 0.4190 | 0.5887 | 0.7673 |
433
+ | 0.3351 | 13.4035 | 764 | 0.5888 | 0.3918 | 0.5888 | 0.7673 |
434
+ | 0.3351 | 13.4386 | 766 | 0.5607 | 0.4212 | 0.5607 | 0.7488 |
435
+ | 0.3351 | 13.4737 | 768 | 0.5391 | 0.4514 | 0.5391 | 0.7343 |
436
+ | 0.3351 | 13.5088 | 770 | 0.5265 | 0.4803 | 0.5265 | 0.7256 |
437
+ | 0.3351 | 13.5439 | 772 | 0.5200 | 0.4825 | 0.5200 | 0.7211 |
438
+ | 0.3351 | 13.5789 | 774 | 0.5273 | 0.4949 | 0.5273 | 0.7262 |
439
+ | 0.3351 | 13.6140 | 776 | 0.5823 | 0.5065 | 0.5823 | 0.7631 |
440
+ | 0.3351 | 13.6491 | 778 | 0.6449 | 0.4690 | 0.6449 | 0.8031 |
441
+ | 0.3351 | 13.6842 | 780 | 0.6442 | 0.4690 | 0.6442 | 0.8027 |
442
+ | 0.3351 | 13.7193 | 782 | 0.6053 | 0.4817 | 0.6053 | 0.7780 |
443
+ | 0.3351 | 13.7544 | 784 | 0.5585 | 0.5390 | 0.5585 | 0.7473 |
444
+ | 0.3351 | 13.7895 | 786 | 0.5465 | 0.5930 | 0.5465 | 0.7392 |
445
+ | 0.3351 | 13.8246 | 788 | 0.5513 | 0.5208 | 0.5513 | 0.7425 |
446
+ | 0.3351 | 13.8596 | 790 | 0.5553 | 0.5208 | 0.5553 | 0.7452 |
447
+ | 0.3351 | 13.8947 | 792 | 0.5560 | 0.4949 | 0.5560 | 0.7457 |
448
+ | 0.3351 | 13.9298 | 794 | 0.5627 | 0.4878 | 0.5627 | 0.7501 |
449
+ | 0.3351 | 13.9649 | 796 | 0.5694 | 0.4463 | 0.5694 | 0.7546 |
450
+ | 0.3351 | 14.0 | 798 | 0.5741 | 0.4591 | 0.5741 | 0.7577 |
451
+ | 0.3351 | 14.0351 | 800 | 0.5834 | 0.4402 | 0.5834 | 0.7638 |
452
+ | 0.3351 | 14.0702 | 802 | 0.5944 | 0.4809 | 0.5944 | 0.7710 |
453
+ | 0.3351 | 14.1053 | 804 | 0.6059 | 0.4423 | 0.6059 | 0.7784 |
454
+ | 0.3351 | 14.1404 | 806 | 0.6061 | 0.4516 | 0.6061 | 0.7785 |
455
+ | 0.3351 | 14.1754 | 808 | 0.5954 | 0.5021 | 0.5954 | 0.7716 |
456
+ | 0.3351 | 14.2105 | 810 | 0.6019 | 0.4555 | 0.6019 | 0.7758 |
457
+ | 0.3351 | 14.2456 | 812 | 0.6406 | 0.3544 | 0.6406 | 0.8004 |
458
+ | 0.3351 | 14.2807 | 814 | 0.6620 | 0.4112 | 0.6620 | 0.8136 |
459
+ | 0.3351 | 14.3158 | 816 | 0.6390 | 0.3399 | 0.6390 | 0.7994 |
460
+ | 0.3351 | 14.3509 | 818 | 0.5924 | 0.3755 | 0.5924 | 0.7697 |
461
+ | 0.3351 | 14.3860 | 820 | 0.5684 | 0.4238 | 0.5684 | 0.7539 |
462
+ | 0.3351 | 14.4211 | 822 | 0.5706 | 0.4681 | 0.5706 | 0.7553 |
463
+ | 0.3351 | 14.4561 | 824 | 0.5893 | 0.5160 | 0.5893 | 0.7677 |
464
+ | 0.3351 | 14.4912 | 826 | 0.6265 | 0.4602 | 0.6265 | 0.7915 |
465
+ | 0.3351 | 14.5263 | 828 | 0.6430 | 0.4372 | 0.6430 | 0.8019 |
466
+ | 0.3351 | 14.5614 | 830 | 0.6333 | 0.4140 | 0.6333 | 0.7958 |
467
+ | 0.3351 | 14.5965 | 832 | 0.6016 | 0.5184 | 0.6016 | 0.7756 |
468
+ | 0.3351 | 14.6316 | 834 | 0.5701 | 0.4991 | 0.5701 | 0.7550 |
469
+ | 0.3351 | 14.6667 | 836 | 0.5600 | 0.5195 | 0.5600 | 0.7483 |
470
+ | 0.3351 | 14.7018 | 838 | 0.5518 | 0.4561 | 0.5518 | 0.7428 |
471
+ | 0.3351 | 14.7368 | 840 | 0.5519 | 0.4264 | 0.5519 | 0.7429 |
472
+ | 0.3351 | 14.7719 | 842 | 0.5505 | 0.4264 | 0.5505 | 0.7419 |
473
+ | 0.3351 | 14.8070 | 844 | 0.5472 | 0.4774 | 0.5472 | 0.7397 |
474
+ | 0.3351 | 14.8421 | 846 | 0.5521 | 0.5475 | 0.5521 | 0.7430 |
475
+ | 0.3351 | 14.8772 | 848 | 0.5548 | 0.5495 | 0.5548 | 0.7448 |
476
+ | 0.3351 | 14.9123 | 850 | 0.5782 | 0.5283 | 0.5782 | 0.7604 |
477
+ | 0.3351 | 14.9474 | 852 | 0.5868 | 0.5283 | 0.5868 | 0.7660 |
478
+ | 0.3351 | 14.9825 | 854 | 0.5790 | 0.5718 | 0.5790 | 0.7609 |
479
+ | 0.3351 | 15.0175 | 856 | 0.5389 | 0.5574 | 0.5389 | 0.7341 |
480
+ | 0.3351 | 15.0526 | 858 | 0.4993 | 0.4561 | 0.4993 | 0.7066 |
481
+ | 0.3351 | 15.0877 | 860 | 0.4950 | 0.5448 | 0.4950 | 0.7036 |
482
+ | 0.3351 | 15.1228 | 862 | 0.5038 | 0.5681 | 0.5038 | 0.7098 |
483
+ | 0.3351 | 15.1579 | 864 | 0.4946 | 0.5786 | 0.4946 | 0.7033 |
484
+ | 0.3351 | 15.1930 | 866 | 0.4898 | 0.4825 | 0.4898 | 0.6998 |
485
+ | 0.3351 | 15.2281 | 868 | 0.5236 | 0.5479 | 0.5236 | 0.7236 |
486
+ | 0.3351 | 15.2632 | 870 | 0.5984 | 0.4952 | 0.5984 | 0.7736 |
487
+ | 0.3351 | 15.2982 | 872 | 0.6410 | 0.5168 | 0.6410 | 0.8006 |
488
+ | 0.3351 | 15.3333 | 874 | 0.6165 | 0.5168 | 0.6165 | 0.7851 |
489
+ | 0.3351 | 15.3684 | 876 | 0.5671 | 0.5414 | 0.5671 | 0.7530 |
490
+ | 0.3351 | 15.4035 | 878 | 0.5376 | 0.5250 | 0.5376 | 0.7332 |
491
+ | 0.3351 | 15.4386 | 880 | 0.5351 | 0.5373 | 0.5351 | 0.7315 |
492
+ | 0.3351 | 15.4737 | 882 | 0.5326 | 0.5522 | 0.5326 | 0.7298 |
493
+ | 0.3351 | 15.5088 | 884 | 0.5264 | 0.5521 | 0.5264 | 0.7256 |
494
+ | 0.3351 | 15.5439 | 886 | 0.5230 | 0.5379 | 0.5230 | 0.7232 |
495
+ | 0.3351 | 15.5789 | 888 | 0.5257 | 0.5457 | 0.5257 | 0.7250 |
496
+ | 0.3351 | 15.6140 | 890 | 0.5291 | 0.5457 | 0.5291 | 0.7274 |
497
+ | 0.3351 | 15.6491 | 892 | 0.5209 | 0.5286 | 0.5209 | 0.7217 |
498
+ | 0.3351 | 15.6842 | 894 | 0.5111 | 0.5101 | 0.5111 | 0.7149 |
499
+ | 0.3351 | 15.7193 | 896 | 0.5120 | 0.5348 | 0.5120 | 0.7155 |
500
+ | 0.3351 | 15.7544 | 898 | 0.5163 | 0.5404 | 0.5163 | 0.7185 |
501
+ | 0.3351 | 15.7895 | 900 | 0.5247 | 0.5152 | 0.5247 | 0.7244 |
502
+ | 0.3351 | 15.8246 | 902 | 0.5362 | 0.5009 | 0.5362 | 0.7322 |
503
+ | 0.3351 | 15.8596 | 904 | 0.5601 | 0.4655 | 0.5601 | 0.7484 |
504
+ | 0.3351 | 15.8947 | 906 | 0.5866 | 0.4997 | 0.5866 | 0.7659 |
505
+ | 0.3351 | 15.9298 | 908 | 0.6112 | 0.4997 | 0.6112 | 0.7818 |
506
+ | 0.3351 | 15.9649 | 910 | 0.5917 | 0.4997 | 0.5917 | 0.7692 |
507
+ | 0.3351 | 16.0 | 912 | 0.5859 | 0.4997 | 0.5859 | 0.7654 |
508
+ | 0.3351 | 16.0351 | 914 | 0.5779 | 0.5200 | 0.5779 | 0.7602 |
509
+ | 0.3351 | 16.0702 | 916 | 0.5503 | 0.5044 | 0.5503 | 0.7418 |
510
+ | 0.3351 | 16.1053 | 918 | 0.5267 | 0.4942 | 0.5267 | 0.7257 |
511
+ | 0.3351 | 16.1404 | 920 | 0.5243 | 0.5160 | 0.5243 | 0.7241 |
512
+ | 0.3351 | 16.1754 | 922 | 0.5225 | 0.5231 | 0.5225 | 0.7228 |
513
+ | 0.3351 | 16.2105 | 924 | 0.5089 | 0.5600 | 0.5089 | 0.7134 |
514
+ | 0.3351 | 16.2456 | 926 | 0.5085 | 0.5831 | 0.5085 | 0.7131 |
515
+ | 0.3351 | 16.2807 | 928 | 0.5236 | 0.5231 | 0.5236 | 0.7236 |
516
+ | 0.3351 | 16.3158 | 930 | 0.5542 | 0.4770 | 0.5542 | 0.7444 |
517
+ | 0.3351 | 16.3509 | 932 | 0.5684 | 0.4997 | 0.5684 | 0.7539 |
518
+ | 0.3351 | 16.3860 | 934 | 0.5544 | 0.4832 | 0.5544 | 0.7446 |
519
+ | 0.3351 | 16.4211 | 936 | 0.5313 | 0.5304 | 0.5313 | 0.7289 |
520
+ | 0.3351 | 16.4561 | 938 | 0.5324 | 0.6096 | 0.5324 | 0.7297 |
521
+ | 0.3351 | 16.4912 | 940 | 0.5619 | 0.5859 | 0.5619 | 0.7496 |
522
+ | 0.3351 | 16.5263 | 942 | 0.5859 | 0.5653 | 0.5859 | 0.7654 |
523
+ | 0.3351 | 16.5614 | 944 | 0.5889 | 0.5884 | 0.5889 | 0.7674 |
524
+ | 0.3351 | 16.5965 | 946 | 0.5718 | 0.5859 | 0.5718 | 0.7562 |
525
+ | 0.3351 | 16.6316 | 948 | 0.5486 | 0.5543 | 0.5486 | 0.7407 |
526
+ | 0.3351 | 16.6667 | 950 | 0.5331 | 0.5267 | 0.5331 | 0.7302 |
527
+ | 0.3351 | 16.7018 | 952 | 0.5312 | 0.5539 | 0.5312 | 0.7288 |
528
+ | 0.3351 | 16.7368 | 954 | 0.5313 | 0.5782 | 0.5313 | 0.7289 |
529
+ | 0.3351 | 16.7719 | 956 | 0.5336 | 0.5681 | 0.5336 | 0.7305 |
530
+ | 0.3351 | 16.8070 | 958 | 0.5381 | 0.5268 | 0.5381 | 0.7335 |
531
+ | 0.3351 | 16.8421 | 960 | 0.5474 | 0.5232 | 0.5474 | 0.7398 |
532
+ | 0.3351 | 16.8772 | 962 | 0.5530 | 0.5533 | 0.5530 | 0.7436 |
533
+ | 0.3351 | 16.9123 | 964 | 0.5491 | 0.4984 | 0.5491 | 0.7410 |
534
+ | 0.3351 | 16.9474 | 966 | 0.5324 | 0.5605 | 0.5324 | 0.7296 |
535
+ | 0.3351 | 16.9825 | 968 | 0.5207 | 0.5605 | 0.5207 | 0.7216 |
536
+ | 0.3351 | 17.0175 | 970 | 0.5404 | 0.5079 | 0.5404 | 0.7351 |
537
+ | 0.3351 | 17.0526 | 972 | 0.5830 | 0.4614 | 0.5830 | 0.7636 |
538
+ | 0.3351 | 17.0877 | 974 | 0.6056 | 0.4210 | 0.6056 | 0.7782 |
539
+ | 0.3351 | 17.1228 | 976 | 0.6015 | 0.4425 | 0.6015 | 0.7756 |
540
+ | 0.3351 | 17.1579 | 978 | 0.6076 | 0.4444 | 0.6076 | 0.7795 |
541
+ | 0.3351 | 17.1930 | 980 | 0.5860 | 0.4480 | 0.5860 | 0.7655 |
542
+ | 0.3351 | 17.2281 | 982 | 0.5816 | 0.4895 | 0.5816 | 0.7626 |
543
+ | 0.3351 | 17.2632 | 984 | 0.5895 | 0.4913 | 0.5895 | 0.7678 |
544
+ | 0.3351 | 17.2982 | 986 | 0.5746 | 0.4913 | 0.5746 | 0.7580 |
545
+ | 0.3351 | 17.3333 | 988 | 0.5646 | 0.4913 | 0.5646 | 0.7514 |
546
+ | 0.3351 | 17.3684 | 990 | 0.5956 | 0.4850 | 0.5956 | 0.7718 |
547
+ | 0.3351 | 17.4035 | 992 | 0.6321 | 0.4690 | 0.6321 | 0.7950 |
548
+ | 0.3351 | 17.4386 | 994 | 0.6480 | 0.4562 | 0.6480 | 0.8050 |
549
+ | 0.3351 | 17.4737 | 996 | 0.7013 | 0.4494 | 0.7013 | 0.8374 |
550
+ | 0.3351 | 17.5088 | 998 | 0.7156 | 0.4686 | 0.7156 | 0.8460 |
551
+ | 0.0728 | 17.5439 | 1000 | 0.6831 | 0.4670 | 0.6831 | 0.8265 |
552
+ | 0.0728 | 17.5789 | 1002 | 0.6567 | 0.4562 | 0.6567 | 0.8103 |
553
+ | 0.0728 | 17.6140 | 1004 | 0.6314 | 0.4892 | 0.6314 | 0.7946 |
554
+ | 0.0728 | 17.6491 | 1006 | 0.6064 | 0.5429 | 0.6064 | 0.7787 |
555
+ | 0.0728 | 17.6842 | 1008 | 0.5763 | 0.5127 | 0.5763 | 0.7591 |
556
+ | 0.0728 | 17.7193 | 1010 | 0.5617 | 0.5266 | 0.5617 | 0.7494 |
557
+ | 0.0728 | 17.7544 | 1012 | 0.5553 | 0.5028 | 0.5553 | 0.7452 |
558
+ | 0.0728 | 17.7895 | 1014 | 0.5545 | 0.5357 | 0.5545 | 0.7446 |
559
+ | 0.0728 | 17.8246 | 1016 | 0.5574 | 0.5768 | 0.5574 | 0.7466 |
560
+ | 0.0728 | 17.8596 | 1018 | 0.5633 | 0.5626 | 0.5633 | 0.7505 |
561
+ | 0.0728 | 17.8947 | 1020 | 0.5673 | 0.5626 | 0.5673 | 0.7532 |
562
+ | 0.0728 | 17.9298 | 1022 | 0.5631 | 0.5389 | 0.5631 | 0.7504 |
563
+ | 0.0728 | 17.9649 | 1024 | 0.5633 | 0.5231 | 0.5633 | 0.7505 |
564
+ | 0.0728 | 18.0 | 1026 | 0.5737 | 0.5463 | 0.5737 | 0.7574 |
565
+ | 0.0728 | 18.0351 | 1028 | 0.5852 | 0.5248 | 0.5852 | 0.7650 |
566
+ | 0.0728 | 18.0702 | 1030 | 0.5995 | 0.5135 | 0.5995 | 0.7743 |
567
+ | 0.0728 | 18.1053 | 1032 | 0.5966 | 0.4910 | 0.5966 | 0.7724 |
568
+ | 0.0728 | 18.1404 | 1034 | 0.5988 | 0.5304 | 0.5988 | 0.7738 |
569
+ | 0.0728 | 18.1754 | 1036 | 0.6051 | 0.5257 | 0.6051 | 0.7779 |
570
+ | 0.0728 | 18.2105 | 1038 | 0.5982 | 0.4782 | 0.5982 | 0.7734 |
571
+ | 0.0728 | 18.2456 | 1040 | 0.5934 | 0.4701 | 0.5934 | 0.7703 |
572
+ | 0.0728 | 18.2807 | 1042 | 0.5872 | 0.4091 | 0.5872 | 0.7663 |
573
+ | 0.0728 | 18.3158 | 1044 | 0.5751 | 0.4637 | 0.5751 | 0.7583 |
574
+ | 0.0728 | 18.3509 | 1046 | 0.5723 | 0.4538 | 0.5723 | 0.7565 |
575
+ | 0.0728 | 18.3860 | 1048 | 0.5734 | 0.4007 | 0.5734 | 0.7572 |
576
+ | 0.0728 | 18.4211 | 1050 | 0.5758 | 0.3889 | 0.5758 | 0.7588 |
577
 
578
 
579
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