The use of the mention-pair model implies that an instance consists of a pair of mentions, and, since vectors for machine learning (ML) need to be of a fixed length, each mention is generally represented by its syntactic head, plus informative features that describe the phrases and their context.
there is an additional subtask of CR that needs to be performed before the actual resolution process: mention head detection (MHD).