Anaphoricity Ng and Cardie (2002a) and Denis and Baldridge (2007) show that when used effectively, explicitly predicting anaphoricity can be helpful.
we learn a separate classifier to detect whether a mention is anaphoric (that is, whether it is not the first mention in its equivalence class), and use that classifier's output as a feature for the coreference model.