Ng and Cardie (N&C) do not attempt to improve P A , simply using the anaphoricity information it provides as hard constraints for coreference resolution.
the coreference system resolves only those mentions that are determined as anaphoric by P A , where a mention is classified as anaphoric if the classification threshold is at least 0.5.