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Why does it change the baseline?
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It didn't the documentation was stale. I verified this without the prior trainer change from the master branch (removed the change that changes label type to boolean) and below is the output:
Accuracy: 0.50
AUC: 0.50
F1 Score: 0.67
Negative Precision: 0.00
Negative Recall: 0.00
Positive Precision: 0.50
Positive Recall: 1.00
Log Loss: 1.05
Log Loss Reduction: -0.05
Entropy: 1.00