Then the algorithm chooses the least confident sentence, breaking ties by favoring shorter sentences (assuming they contain relatively more informative words to be labeled than long sentences).
(Scheffer et al., 2001) estimate confidence of single token label in HMM based information extraction system by a method similar to the Delta method we used.