where the confidence is decided by the decision boundary between ˆ y(x) and y2nd(x). ˆ y(x) is the tag sequence with the highest score and y2nd(x) is the tag sequence with the second highest score. For an unannotated sentence x,the confidence learning function first considers the tag sequence with the highest score as