If it is the event tagger, this sample is informative for the event tagger and adding this sample will improve the performance; if it is the sentence classifier, it is not guaranteed that this sample is informative for the event tagger.
since the updated sentence classifier will serve to select subsequent queries, samples informative for the sentence classifier should accelerate subsequent active learning.