shows that instead of human annotated event coreference relations, using system predicted relations resulted in a significant performance reduction in identifying the central event of a document.
we add the following objective function (equation 3) to the basic objective function and add the new constraint 4 in order to encourage coreferent event mentions to occur in topic transition sentences.