Since a cluster ranker is a hybrid of a mention-ranking model and an entity-mention model, the way it is trained and applied is also a hybrid of the two.
the instance representation employed by a cluster ranker is identical to that used by an entity-mention model, where each training instance i(c j , m k ) represents a preceding cluster c j and a discourse-old mention m k and consists of cluster-level features formed from predicates.