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README.md ADDED
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+ ---
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+ library_name: transformers
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+ license: apache-2.0
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+ base_model: answerdotai/ModernBERT-large
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+ tags:
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+ - generated_from_trainer
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+ model-index:
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+ - name: answerdotai-ModernBERT-large_20241230-093521
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+ results: []
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+ ---
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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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+
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+ # answerdotai-ModernBERT-large_20241230-093521
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+
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+ This model is a fine-tuned version of [answerdotai/ModernBERT-large](https://huggingface.co/answerdotai/ModernBERT-large) on an unknown dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.1709
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+ - Precision@0.01: 0.9292
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+ - Recall@0.01: 0.9890
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+ - F1@0.01: 0.9581
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+ - Accuracy@0.01: 0.9627
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+ - Precision@0.02: 0.9339
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+ - Recall@0.02: 0.9873
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+ - F1@0.02: 0.9599
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+ - Accuracy@0.02: 0.9644
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+ - Precision@0.03: 0.9363
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+ - Recall@0.03: 0.9867
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+ - F1@0.03: 0.9608
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+ - Accuracy@0.03: 0.9653
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+ - Precision@0.04: 0.9374
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+ - Recall@0.04: 0.9866
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+ - F1@0.04: 0.9614
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+ - Accuracy@0.04: 0.9658
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+ - Precision@0.05: 0.9379
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+ - Recall@0.05: 0.9865
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+ - F1@0.05: 0.9616
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+ - Accuracy@0.05: 0.9660
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+ - Precision@0.06: 0.9382
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+ - Recall@0.06: 0.9862
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+ - F1@0.06: 0.9616
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+ - Accuracy@0.06: 0.9660
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+ - Precision@0.07: 0.9388
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+ - Recall@0.07: 0.9859
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+ - F1@0.07: 0.9617
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+ - Accuracy@0.07: 0.9662
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+ - Precision@0.08: 0.9393
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+ - Recall@0.08: 0.9859
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+ - F1@0.08: 0.9620
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+ - Accuracy@0.08: 0.9664
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+ - Precision@0.09: 0.9395
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+ - Recall@0.09: 0.9858
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+ - F1@0.09: 0.9621
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+ - Accuracy@0.09: 0.9665
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+ - Precision@0.1: 0.9397
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+ - Recall@0.1: 0.9857
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+ - F1@0.1: 0.9622
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+ - Accuracy@0.1: 0.9666
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+ - Precision@0.11: 0.9400
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+ - Recall@0.11: 0.9856
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+ - F1@0.11: 0.9623
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+ - Accuracy@0.11: 0.9667
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+ - Precision@0.12: 0.9403
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+ - Recall@0.12: 0.9856
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+ - F1@0.12: 0.9624
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+ - Accuracy@0.12: 0.9668
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+ - Precision@0.13: 0.9406
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+ - Recall@0.13: 0.9855
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+ - F1@0.13: 0.9625
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+ - Accuracy@0.13: 0.9669
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+ - Precision@0.14: 0.9407
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+ - Recall@0.14: 0.9855
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+ - F1@0.14: 0.9626
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+ - Accuracy@0.14: 0.9670
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+ - Precision@0.15: 0.9408
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+ - Recall@0.15: 0.9855
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+ - F1@0.15: 0.9626
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+ - Accuracy@0.15: 0.9670
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+ - Precision@0.16: 0.9411
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+ - Recall@0.16: 0.9855
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+ - F1@0.16: 0.9628
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+ - Accuracy@0.16: 0.9671
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+ - Precision@0.17: 0.9414
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+ - Recall@0.17: 0.9853
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+ - F1@0.17: 0.9628
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+ - Accuracy@0.17: 0.9672
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+ - Precision@0.18: 0.9415
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+ - Recall@0.18: 0.9852
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+ - F1@0.18: 0.9628
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+ - Accuracy@0.18: 0.9672
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+ - Precision@0.19: 0.9416
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+ - Recall@0.19: 0.9850
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+ - F1@0.19: 0.9628
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+ - Accuracy@0.19: 0.9672
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+ - Precision@0.2: 0.9416
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+ - Recall@0.2: 0.9850
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+ - F1@0.2: 0.9628
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+ - Accuracy@0.2: 0.9672
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+ - Precision@0.21: 0.9416
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+ - Recall@0.21: 0.9849
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+ - F1@0.21: 0.9628
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+ - Accuracy@0.21: 0.9671
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+ - Precision@0.22: 0.9419
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+ - Recall@0.22: 0.9849
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+ - F1@0.22: 0.9629
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+ - Accuracy@0.22: 0.9673
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+ - Precision@0.23: 0.9421
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+ - Recall@0.23: 0.9849
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+ - F1@0.23: 0.9630
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+ - Accuracy@0.23: 0.9674
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+ - Precision@0.24: 0.9421
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+ - Recall@0.24: 0.9849
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+ - F1@0.24: 0.9630
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+ - Accuracy@0.24: 0.9674
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+ - Precision@0.25: 0.9422
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+ - Recall@0.25: 0.9846
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+ - F1@0.25: 0.9629
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+ - Accuracy@0.25: 0.9673
120
+ - Precision@0.26: 0.9422
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+ - Recall@0.26: 0.9846
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+ - F1@0.26: 0.9629
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+ - Accuracy@0.26: 0.9673
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+ - Precision@0.27: 0.9423
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+ - Recall@0.27: 0.9846
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+ - F1@0.27: 0.9629
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+ - Accuracy@0.27: 0.9673
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+ - Precision@0.28: 0.9423
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+ - Recall@0.28: 0.9845
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+ - F1@0.28: 0.9629
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+ - Accuracy@0.28: 0.9673
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+ - Precision@0.29: 0.9424
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+ - Recall@0.29: 0.9844
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+ - F1@0.29: 0.9629
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+ - Accuracy@0.29: 0.9673
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+ - Precision@0.3: 0.9425
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+ - Recall@0.3: 0.9843
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+ - F1@0.3: 0.9629
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+ - Accuracy@0.3: 0.9673
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+ - Precision@0.31: 0.9425
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+ - Recall@0.31: 0.9843
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+ - F1@0.31: 0.9629
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+ - Accuracy@0.31: 0.9673
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+ - Precision@0.32: 0.9428
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+ - Recall@0.32: 0.9841
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+ - F1@0.32: 0.9630
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+ - Accuracy@0.32: 0.9674
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+ - Precision@0.33: 0.9428
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+ - Recall@0.33: 0.9840
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+ - F1@0.33: 0.9630
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+ - Accuracy@0.33: 0.9674
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+ - Precision@0.34: 0.9429
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+ - Recall@0.34: 0.9839
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+ - F1@0.34: 0.9630
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+ - Accuracy@0.34: 0.9674
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+ - Precision@0.35: 0.9431
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+ - Recall@0.35: 0.9838
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+ - F1@0.35: 0.9630
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+ - Accuracy@0.35: 0.9674
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+ - Precision@0.36: 0.9431
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+ - Recall@0.36: 0.9838
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+ - F1@0.36: 0.9631
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+ - Accuracy@0.36: 0.9674
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+ - Precision@0.37: 0.9432
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+ - Recall@0.37: 0.9837
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+ - F1@0.37: 0.9631
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+ - Accuracy@0.37: 0.9674
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+ - Precision@0.38: 0.9432
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+ - Recall@0.38: 0.9837
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+ - F1@0.38: 0.9631
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+ - Accuracy@0.38: 0.9674
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+ - Precision@0.39: 0.9432
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+ - Recall@0.39: 0.9837
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+ - F1@0.39: 0.9631
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+ - Accuracy@0.39: 0.9674
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+ - Precision@0.4: 0.9433
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+ - Recall@0.4: 0.9836
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+ - F1@0.4: 0.9631
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+ - Accuracy@0.4: 0.9674
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+ - Precision@0.41: 0.9433
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+ - Recall@0.41: 0.9835
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+ - F1@0.41: 0.9630
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+ - Accuracy@0.41: 0.9674
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+ - Precision@0.42: 0.9433
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+ - Recall@0.42: 0.9835
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+ - F1@0.42: 0.9630
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+ - Accuracy@0.42: 0.9674
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+ - Precision@0.43: 0.9434
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+ - Recall@0.43: 0.9834
190
+ - F1@0.43: 0.9630
191
+ - Accuracy@0.43: 0.9674
192
+ - Precision@0.44: 0.9435
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+ - Recall@0.44: 0.9834
194
+ - F1@0.44: 0.9630
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+ - Accuracy@0.44: 0.9674
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+ - Precision@0.45: 0.9436
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+ - Recall@0.45: 0.9832
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+ - F1@0.45: 0.9630
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+ - Accuracy@0.45: 0.9674
200
+ - Precision@0.46: 0.9438
201
+ - Recall@0.46: 0.9832
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+ - F1@0.46: 0.9631
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+ - Accuracy@0.46: 0.9675
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+ - Precision@0.47: 0.9438
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+ - Recall@0.47: 0.9831
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+ - F1@0.47: 0.9631
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+ - Accuracy@0.47: 0.9675
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+ - Precision@0.48: 0.9440
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+ - Recall@0.48: 0.9831
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+ - F1@0.48: 0.9632
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+ - Accuracy@0.48: 0.9676
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+ - Precision@0.49: 0.9442
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+ - Recall@0.49: 0.9831
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+ - F1@0.49: 0.9633
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+ - Accuracy@0.49: 0.9677
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+ - Precision@0.5: 0.9445
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+ - Recall@0.5: 0.9830
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+ - F1@0.5: 0.9634
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+ - Accuracy@0.5: 0.9678
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+ - Precision@0.51: 0.9446
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+ - Recall@0.51: 0.9829
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+ - F1@0.51: 0.9634
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+ - Accuracy@0.51: 0.9678
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+ - Precision@0.52: 0.9447
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+ - Recall@0.52: 0.9829
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+ - F1@0.52: 0.9634
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+ - Accuracy@0.52: 0.9678
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+ - Precision@0.53: 0.9448
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+ - Recall@0.53: 0.9828
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+ - F1@0.53: 0.9635
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+ - Accuracy@0.53: 0.9678
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+ - Precision@0.54: 0.9449
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+ - Recall@0.54: 0.9827
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+ - F1@0.54: 0.9635
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+ - Accuracy@0.54: 0.9678
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+ - Precision@0.55: 0.9449
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+ - Recall@0.55: 0.9827
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+ - F1@0.55: 0.9635
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+ - Accuracy@0.55: 0.9678
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+ - Precision@0.56: 0.9450
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+ - Recall@0.56: 0.9826
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+ - F1@0.56: 0.9635
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+ - Accuracy@0.56: 0.9678
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+ - Precision@0.57: 0.9451
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+ - Recall@0.57: 0.9826
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+ - F1@0.57: 0.9635
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+ - Accuracy@0.57: 0.9679
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+ - Precision@0.58: 0.9453
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+ - Recall@0.58: 0.9826
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+ - F1@0.58: 0.9636
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+ - Accuracy@0.58: 0.9680
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+ - Precision@0.59: 0.9456
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+ - Recall@0.59: 0.9826
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+ - F1@0.59: 0.9637
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+ - Accuracy@0.59: 0.9681
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+ - Precision@0.6: 0.9457
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+ - Recall@0.6: 0.9825
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+ - F1@0.6: 0.9637
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+ - Accuracy@0.6: 0.9681
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+ - Precision@0.61: 0.9457
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+ - Recall@0.61: 0.9825
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+ - F1@0.61: 0.9637
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+ - Accuracy@0.61: 0.9681
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+ - Precision@0.62: 0.9459
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+ - Recall@0.62: 0.9824
266
+ - F1@0.62: 0.9638
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+ - Accuracy@0.62: 0.9682
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+ - Precision@0.63: 0.9459
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+ - Recall@0.63: 0.9824
270
+ - F1@0.63: 0.9638
271
+ - Accuracy@0.63: 0.9682
272
+ - Precision@0.64: 0.9460
273
+ - Recall@0.64: 0.9824
274
+ - F1@0.64: 0.9639
275
+ - Accuracy@0.64: 0.9682
276
+ - Precision@0.65: 0.9461
277
+ - Recall@0.65: 0.9824
278
+ - F1@0.65: 0.9639
279
+ - Accuracy@0.65: 0.9683
280
+ - Precision@0.66: 0.9462
281
+ - Recall@0.66: 0.9822
282
+ - F1@0.66: 0.9639
283
+ - Accuracy@0.66: 0.9682
284
+ - Precision@0.67: 0.9463
285
+ - Recall@0.67: 0.9822
286
+ - F1@0.67: 0.9639
287
+ - Accuracy@0.67: 0.9683
288
+ - Precision@0.68: 0.9464
289
+ - Recall@0.68: 0.9820
290
+ - F1@0.68: 0.9639
291
+ - Accuracy@0.68: 0.9682
292
+ - Precision@0.69: 0.9464
293
+ - Recall@0.69: 0.9817
294
+ - F1@0.69: 0.9637
295
+ - Accuracy@0.69: 0.9681
296
+ - Precision@0.7: 0.9465
297
+ - Recall@0.7: 0.9817
298
+ - F1@0.7: 0.9638
299
+ - Accuracy@0.7: 0.9682
300
+ - Precision@0.71: 0.9466
301
+ - Recall@0.71: 0.9817
302
+ - F1@0.71: 0.9638
303
+ - Accuracy@0.71: 0.9682
304
+ - Precision@0.72: 0.9467
305
+ - Recall@0.72: 0.9816
306
+ - F1@0.72: 0.9639
307
+ - Accuracy@0.72: 0.9682
308
+ - Precision@0.73: 0.9467
309
+ - Recall@0.73: 0.9816
310
+ - F1@0.73: 0.9639
311
+ - Accuracy@0.73: 0.9682
312
+ - Precision@0.74: 0.9468
313
+ - Recall@0.74: 0.9815
314
+ - F1@0.74: 0.9638
315
+ - Accuracy@0.74: 0.9682
316
+ - Precision@0.75: 0.9471
317
+ - Recall@0.75: 0.9815
318
+ - F1@0.75: 0.9640
319
+ - Accuracy@0.75: 0.9684
320
+ - Precision@0.76: 0.9475
321
+ - Recall@0.76: 0.9815
322
+ - F1@0.76: 0.9642
323
+ - Accuracy@0.76: 0.9686
324
+ - Precision@0.77: 0.9476
325
+ - Recall@0.77: 0.9815
326
+ - F1@0.77: 0.9642
327
+ - Accuracy@0.77: 0.9686
328
+ - Precision@0.78: 0.9478
329
+ - Recall@0.78: 0.9813
330
+ - F1@0.78: 0.9643
331
+ - Accuracy@0.78: 0.9686
332
+ - Precision@0.79: 0.9479
333
+ - Recall@0.79: 0.9812
334
+ - F1@0.79: 0.9643
335
+ - Accuracy@0.79: 0.9686
336
+ - Precision@0.8: 0.9479
337
+ - Recall@0.8: 0.9812
338
+ - F1@0.8: 0.9643
339
+ - Accuracy@0.8: 0.9686
340
+ - Precision@0.81: 0.9480
341
+ - Recall@0.81: 0.9811
342
+ - F1@0.81: 0.9643
343
+ - Accuracy@0.81: 0.9686
344
+ - Precision@0.82: 0.9481
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+ - Recall@0.82: 0.9809
346
+ - F1@0.82: 0.9642
347
+ - Accuracy@0.82: 0.9686
348
+ - Precision@0.83: 0.9484
349
+ - Recall@0.83: 0.9809
350
+ - F1@0.83: 0.9644
351
+ - Accuracy@0.83: 0.9687
352
+ - Precision@0.84: 0.9487
353
+ - Recall@0.84: 0.9807
354
+ - F1@0.84: 0.9644
355
+ - Accuracy@0.84: 0.9688
356
+ - Precision@0.85: 0.9489
357
+ - Recall@0.85: 0.9806
358
+ - F1@0.85: 0.9645
359
+ - Accuracy@0.85: 0.9689
360
+ - Precision@0.86: 0.9492
361
+ - Recall@0.86: 0.9805
362
+ - F1@0.86: 0.9646
363
+ - Accuracy@0.86: 0.9689
364
+ - Precision@0.87: 0.9497
365
+ - Recall@0.87: 0.9805
366
+ - F1@0.87: 0.9648
367
+ - Accuracy@0.87: 0.9692
368
+ - Precision@0.88: 0.9500
369
+ - Recall@0.88: 0.9801
370
+ - F1@0.88: 0.9648
371
+ - Accuracy@0.88: 0.9692
372
+ - Precision@0.89: 0.9502
373
+ - Recall@0.89: 0.9798
374
+ - F1@0.89: 0.9648
375
+ - Accuracy@0.89: 0.9691
376
+ - Precision@0.9: 0.9505
377
+ - Recall@0.9: 0.9797
378
+ - F1@0.9: 0.9649
379
+ - Accuracy@0.9: 0.9692
380
+ - Precision@0.91: 0.9506
381
+ - Recall@0.91: 0.9794
382
+ - F1@0.91: 0.9648
383
+ - Accuracy@0.91: 0.9692
384
+ - Precision@0.92: 0.9509
385
+ - Recall@0.92: 0.9792
386
+ - F1@0.92: 0.9649
387
+ - Accuracy@0.92: 0.9693
388
+ - Precision@0.93: 0.9519
389
+ - Recall@0.93: 0.9790
390
+ - F1@0.93: 0.9653
391
+ - Accuracy@0.93: 0.9696
392
+ - Precision@0.94: 0.9525
393
+ - Recall@0.94: 0.9782
394
+ - F1@0.94: 0.9652
395
+ - Accuracy@0.94: 0.9696
396
+ - Precision@0.95: 0.9536
397
+ - Recall@0.95: 0.9774
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+ - F1@0.95: 0.9654
399
+ - Accuracy@0.95: 0.9697
400
+ - Precision@0.96: 0.9547
401
+ - Recall@0.96: 0.9761
402
+ - F1@0.96: 0.9653
403
+ - Accuracy@0.96: 0.9697
404
+ - Precision@0.97: 0.9565
405
+ - Recall@0.97: 0.9745
406
+ - F1@0.97: 0.9655
407
+ - Accuracy@0.97: 0.9699
408
+ - Precision@0.98: 0.9615
409
+ - Recall@0.98: 0.9707
410
+ - F1@0.98: 0.9661
411
+ - Accuracy@0.98: 0.9706
412
+ - Precision@0.99: 0.9671
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+ - Recall@0.99: 0.9612
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+ - F1@0.99: 0.9642
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+ - Accuracy@0.99: 0.9692
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 0.0001
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+ - train_batch_size: 4
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+ - eval_batch_size: 4
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+ - seed: 42
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+ - gradient_accumulation_steps: 16
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+ - total_train_batch_size: 64
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+ - optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
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+ - lr_scheduler_type: linear
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+ - num_epochs: 3
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+
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+ ### Training results
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+
446
+ | Training Loss | Epoch | Step | Validation Loss | Precision@0.01 | Recall@0.01 | F1@0.01 | Accuracy@0.01 | Precision@0.02 | Recall@0.02 | F1@0.02 | Accuracy@0.02 | Precision@0.03 | Recall@0.03 | F1@0.03 | Accuracy@0.03 | Precision@0.04 | Recall@0.04 | F1@0.04 | Accuracy@0.04 | Precision@0.05 | Recall@0.05 | F1@0.05 | Accuracy@0.05 | Precision@0.06 | Recall@0.06 | F1@0.06 | Accuracy@0.06 | Precision@0.07 | Recall@0.07 | F1@0.07 | Accuracy@0.07 | Precision@0.08 | Recall@0.08 | F1@0.08 | Accuracy@0.08 | Precision@0.09 | Recall@0.09 | F1@0.09 | Accuracy@0.09 | Precision@0.1 | Recall@0.1 | F1@0.1 | Accuracy@0.1 | Precision@0.11 | Recall@0.11 | F1@0.11 | Accuracy@0.11 | Precision@0.12 | Recall@0.12 | F1@0.12 | Accuracy@0.12 | Precision@0.13 | Recall@0.13 | F1@0.13 | Accuracy@0.13 | Precision@0.14 | Recall@0.14 | F1@0.14 | Accuracy@0.14 | Precision@0.15 | Recall@0.15 | F1@0.15 | Accuracy@0.15 | Precision@0.16 | Recall@0.16 | F1@0.16 | Accuracy@0.16 | Precision@0.17 | Recall@0.17 | F1@0.17 | Accuracy@0.17 | Precision@0.18 | Recall@0.18 | F1@0.18 | Accuracy@0.18 | Precision@0.19 | Recall@0.19 | F1@0.19 | Accuracy@0.19 | Precision@0.2 | Recall@0.2 | F1@0.2 | Accuracy@0.2 | Precision@0.21 | Recall@0.21 | F1@0.21 | Accuracy@0.21 | Precision@0.22 | Recall@0.22 | F1@0.22 | Accuracy@0.22 | Precision@0.23 | Recall@0.23 | F1@0.23 | Accuracy@0.23 | Precision@0.24 | Recall@0.24 | F1@0.24 | Accuracy@0.24 | Precision@0.25 | Recall@0.25 | F1@0.25 | Accuracy@0.25 | Precision@0.26 | Recall@0.26 | F1@0.26 | Accuracy@0.26 | Precision@0.27 | Recall@0.27 | F1@0.27 | Accuracy@0.27 | Precision@0.28 | Recall@0.28 | F1@0.28 | Accuracy@0.28 | Precision@0.29 | Recall@0.29 | F1@0.29 | Accuracy@0.29 | Precision@0.3 | Recall@0.3 | F1@0.3 | Accuracy@0.3 | Precision@0.31 | Recall@0.31 | F1@0.31 | Accuracy@0.31 | Precision@0.32 | Recall@0.32 | F1@0.32 | Accuracy@0.32 | Precision@0.33 | Recall@0.33 | F1@0.33 | Accuracy@0.33 | Precision@0.34 | Recall@0.34 | F1@0.34 | Accuracy@0.34 | Precision@0.35 | Recall@0.35 | F1@0.35 | Accuracy@0.35 | Precision@0.36 | Recall@0.36 | F1@0.36 | Accuracy@0.36 | Precision@0.37 | Recall@0.37 | F1@0.37 | Accuracy@0.37 | Precision@0.38 | Recall@0.38 | F1@0.38 | Accuracy@0.38 | Precision@0.39 | Recall@0.39 | F1@0.39 | Accuracy@0.39 | Precision@0.4 | Recall@0.4 | F1@0.4 | Accuracy@0.4 | Precision@0.41 | Recall@0.41 | F1@0.41 | Accuracy@0.41 | Precision@0.42 | Recall@0.42 | F1@0.42 | Accuracy@0.42 | Precision@0.43 | Recall@0.43 | F1@0.43 | Accuracy@0.43 | Precision@0.44 | Recall@0.44 | F1@0.44 | Accuracy@0.44 | Precision@0.45 | Recall@0.45 | F1@0.45 | Accuracy@0.45 | Precision@0.46 | Recall@0.46 | F1@0.46 | Accuracy@0.46 | Precision@0.47 | Recall@0.47 | F1@0.47 | Accuracy@0.47 | Precision@0.48 | Recall@0.48 | F1@0.48 | Accuracy@0.48 | Precision@0.49 | Recall@0.49 | F1@0.49 | Accuracy@0.49 | Precision@0.5 | Recall@0.5 | F1@0.5 | Accuracy@0.5 | Precision@0.51 | Recall@0.51 | F1@0.51 | Accuracy@0.51 | Precision@0.52 | Recall@0.52 | F1@0.52 | Accuracy@0.52 | Precision@0.53 | Recall@0.53 | F1@0.53 | Accuracy@0.53 | Precision@0.54 | Recall@0.54 | F1@0.54 | Accuracy@0.54 | Precision@0.55 | Recall@0.55 | F1@0.55 | Accuracy@0.55 | Precision@0.56 | Recall@0.56 | F1@0.56 | Accuracy@0.56 | Precision@0.57 | Recall@0.57 | F1@0.57 | Accuracy@0.57 | Precision@0.58 | Recall@0.58 | F1@0.58 | Accuracy@0.58 | Precision@0.59 | Recall@0.59 | F1@0.59 | Accuracy@0.59 | Precision@0.6 | Recall@0.6 | F1@0.6 | Accuracy@0.6 | Precision@0.61 | Recall@0.61 | F1@0.61 | Accuracy@0.61 | Precision@0.62 | Recall@0.62 | F1@0.62 | Accuracy@0.62 | Precision@0.63 | Recall@0.63 | F1@0.63 | Accuracy@0.63 | Precision@0.64 | Recall@0.64 | F1@0.64 | Accuracy@0.64 | Precision@0.65 | Recall@0.65 | F1@0.65 | Accuracy@0.65 | Precision@0.66 | Recall@0.66 | F1@0.66 | Accuracy@0.66 | Precision@0.67 | Recall@0.67 | F1@0.67 | Accuracy@0.67 | Precision@0.68 | Recall@0.68 | F1@0.68 | Accuracy@0.68 | Precision@0.69 | Recall@0.69 | F1@0.69 | Accuracy@0.69 | Precision@0.7 | Recall@0.7 | F1@0.7 | Accuracy@0.7 | Precision@0.71 | Recall@0.71 | F1@0.71 | Accuracy@0.71 | Precision@0.72 | Recall@0.72 | F1@0.72 | Accuracy@0.72 | Precision@0.73 | Recall@0.73 | F1@0.73 | Accuracy@0.73 | Precision@0.74 | Recall@0.74 | F1@0.74 | Accuracy@0.74 | Precision@0.75 | Recall@0.75 | F1@0.75 | Accuracy@0.75 | Precision@0.76 | Recall@0.76 | F1@0.76 | Accuracy@0.76 | Precision@0.77 | Recall@0.77 | F1@0.77 | Accuracy@0.77 | Precision@0.78 | Recall@0.78 | F1@0.78 | Accuracy@0.78 | Precision@0.79 | Recall@0.79 | F1@0.79 | Accuracy@0.79 | Precision@0.8 | Recall@0.8 | F1@0.8 | Accuracy@0.8 | Precision@0.81 | Recall@0.81 | F1@0.81 | Accuracy@0.81 | Precision@0.82 | Recall@0.82 | F1@0.82 | Accuracy@0.82 | Precision@0.83 | Recall@0.83 | F1@0.83 | Accuracy@0.83 | Precision@0.84 | Recall@0.84 | F1@0.84 | Accuracy@0.84 | Precision@0.85 | Recall@0.85 | F1@0.85 | Accuracy@0.85 | Precision@0.86 | Recall@0.86 | F1@0.86 | Accuracy@0.86 | Precision@0.87 | Recall@0.87 | F1@0.87 | Accuracy@0.87 | Precision@0.88 | Recall@0.88 | F1@0.88 | Accuracy@0.88 | Precision@0.89 | Recall@0.89 | F1@0.89 | Accuracy@0.89 | Precision@0.9 | Recall@0.9 | F1@0.9 | Accuracy@0.9 | Precision@0.91 | Recall@0.91 | F1@0.91 | Accuracy@0.91 | Precision@0.92 | Recall@0.92 | F1@0.92 | Accuracy@0.92 | Precision@0.93 | Recall@0.93 | F1@0.93 | Accuracy@0.93 | Precision@0.94 | Recall@0.94 | F1@0.94 | Accuracy@0.94 | Precision@0.95 | Recall@0.95 | F1@0.95 | Accuracy@0.95 | Precision@0.96 | Recall@0.96 | F1@0.96 | Accuracy@0.96 | Precision@0.97 | Recall@0.97 | F1@0.97 | Accuracy@0.97 | Precision@0.98 | Recall@0.98 | F1@0.98 | Accuracy@0.98 | Precision@0.99 | Recall@0.99 | F1@0.99 | Accuracy@0.99 |
447
+ 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-------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:-------------:|:----------:|:------:|:------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|:--------------:|:-----------:|:-------:|:-------------:|
448
+ | 1.1673 | 1.0 | 2436 | 0.1657 | 0.8037 | 0.9994 | 0.8909 | 0.8945 | 0.8203 | 0.9993 | 0.9010 | 0.9053 | 0.8287 | 0.9991 | 0.9060 | 0.9106 | 0.8359 | 0.9989 | 0.9101 | 0.9149 | 0.8403 | 0.9987 | 0.9127 | 0.9176 | 0.8450 | 0.9985 | 0.9153 | 0.9203 | 0.8501 | 0.9983 | 0.9183 | 0.9233 | 0.8540 | 0.9981 | 0.9204 | 0.9255 | 0.8574 | 0.9980 | 0.9224 | 0.9275 | 0.8616 | 0.9979 | 0.9247 | 0.9299 | 0.8640 | 0.9979 | 0.9261 | 0.9313 | 0.8666 | 0.9979 | 0.9276 | 0.9328 | 0.8694 | 0.9978 | 0.9291 | 0.9344 | 0.8711 | 0.9976 | 0.9301 | 0.9353 | 0.8732 | 0.9974 | 0.9312 | 0.9364 | 0.8752 | 0.9974 | 0.9323 | 0.9375 | 0.8772 | 0.9974 | 0.9335 | 0.9387 | 0.8786 | 0.9973 | 0.9342 | 0.9394 | 0.8801 | 0.9973 | 0.9350 | 0.9402 | 0.8812 | 0.9971 | 0.9356 | 0.9408 | 0.8824 | 0.9970 | 0.9362 | 0.9414 | 0.8844 | 0.9969 | 0.9373 | 0.9425 | 0.8854 | 0.9967 | 0.9378 | 0.9429 | 0.8861 | 0.9966 | 0.9381 | 0.9433 | 0.8865 | 0.9966 | 0.9383 | 0.9435 | 0.8871 | 0.9966 | 0.9387 | 0.9439 | 0.8883 | 0.9965 | 0.9393 | 0.9445 | 0.8895 | 0.9965 | 0.9400 | 0.9451 | 0.8898 | 0.9965 | 0.9401 | 0.9453 | 0.8913 | 0.9964 | 0.9409 | 0.9461 | 0.8919 | 0.9963 | 0.9412 | 0.9463 | 0.8930 | 0.9961 | 0.9418 | 0.9469 | 0.8940 | 0.9961 | 0.9423 | 0.9474 | 0.8949 | 0.9960 | 0.9427 | 0.9478 | 0.8953 | 0.9959 | 0.9429 | 0.9480 | 0.8961 | 0.9959 | 0.9434 | 0.9484 | 0.8969 | 0.9959 | 0.9438 | 0.9489 | 0.8977 | 0.9958 | 0.9442 | 0.9492 | 0.8981 | 0.9956 | 0.9443 | 0.9494 | 0.8988 | 0.9955 | 0.9447 | 0.9497 | 0.8997 | 0.9954 | 0.9451 | 0.9502 | 0.9006 | 0.9954 | 0.9456 | 0.9506 | 0.9011 | 0.9954 | 0.9459 | 0.9509 | 0.9014 | 0.9954 | 0.9461 | 0.9510 | 0.9023 | 0.9954 | 0.9466 | 0.9515 | 0.9026 | 0.9954 | 0.9467 | 0.9517 | 0.9032 | 0.9954 | 0.9471 | 0.9520 | 0.9036 | 0.9954 | 0.9473 | 0.9522 | 0.9045 | 0.9952 | 0.9477 | 0.9526 | 0.9047 | 0.9950 | 0.9477 | 0.9526 | 0.9053 | 0.9950 | 0.9480 | 0.9529 | 0.9063 | 0.9950 | 0.9486 | 0.9535 | 0.9068 | 0.9950 | 0.9489 | 0.9537 | 0.9076 | 0.9950 | 0.9493 | 0.9541 | 0.9081 | 0.9950 | 0.9495 | 0.9544 | 0.9088 | 0.9950 | 0.9499 | 0.9547 | 0.9089 | 0.9950 | 0.9500 | 0.9548 | 0.9093 | 0.9949 | 0.9502 | 0.9550 | 0.9098 | 0.9949 | 0.9504 | 0.9552 | 0.9103 | 0.9949 | 0.9507 | 0.9555 | 0.9106 | 0.9948 | 0.9508 | 0.9556 | 0.9116 | 0.9948 | 0.9514 | 0.9562 | 0.9120 | 0.9945 | 0.9515 | 0.9562 | 0.9126 | 0.9944 | 0.9517 | 0.9565 | 0.9129 | 0.9941 | 0.9518 | 0.9566 | 0.9135 | 0.9940 | 0.9521 | 0.9568 | 0.9144 | 0.9939 | 0.9525 | 0.9572 | 0.9149 | 0.9939 | 0.9527 | 0.9575 | 0.9152 | 0.9939 | 0.9529 | 0.9577 | 0.9158 | 0.9938 | 0.9532 | 0.9579 | 0.9159 | 0.9936 | 0.9532 | 0.9579 | 0.9169 | 0.9934 | 0.9536 | 0.9583 | 0.9175 | 0.9931 | 0.9538 | 0.9585 | 0.9180 | 0.9931 | 0.9541 | 0.9588 | 0.9188 | 0.9929 | 0.9544 | 0.9591 | 0.9198 | 0.9927 | 0.9549 | 0.9595 | 0.9209 | 0.9926 | 0.9554 | 0.9600 | 0.9216 | 0.9925 | 0.9557 | 0.9603 | 0.9223 | 0.9923 | 0.9560 | 0.9606 | 0.9239 | 0.9923 | 0.9569 | 0.9615 | 0.9247 | 0.9922 | 0.9573 | 0.9618 | 0.9251 | 0.9921 | 0.9575 | 0.9620 | 0.9264 | 0.9919 | 0.9580 | 0.9625 | 0.9272 | 0.9915 | 0.9583 | 0.9628 | 0.9285 | 0.9914 | 0.9589 | 0.9633 | 0.9294 | 0.9911 | 0.9593 | 0.9637 | 0.9306 | 0.9907 | 0.9597 | 0.9641 | 0.9316 | 0.9901 | 0.9599 | 0.9644 | 0.9324 | 0.9894 | 0.9600 | 0.9644 | 0.9338 | 0.9888 | 0.9605 | 0.9649 | 0.9359 | 0.9880 | 0.9612 | 0.9656 | 0.9380 | 0.9871 | 0.9619 | 0.9663 | 0.9407 | 0.9860 | 0.9628 | 0.9671 | 0.9436 | 0.9854 | 0.9640 | 0.9683 | 0.9471 | 0.9839 | 0.9652 | 0.9694 | 0.9521 | 0.9818 | 0.9667 | 0.9708 | 0.9577 | 0.9781 | 0.9678 | 0.9719 | 0.9653 | 0.9709 | 0.9681 | 0.9724 | 0.9751 | 0.9542 | 0.9645 | 0.9697 |
449
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