We run off-the-shelf coreference resolution system from Stanford CoreNLP (Manning et al., 2014) on the input articles to extract entities, each represented as a cluster of mentions.
from each input article, we extract the coreferenced entities, and construct the mention clusters for all the mentions of each entity in that article.