We implement our multiple-rank model with full coreference resolution using Ng and Cardie's coreference resolution system, and entity extraction approach as described above -the Coref-erence+ condition.
as argued by Elsner and Charniak (2011), to better simulate the real situations that human readers might encounter in machine-generated documents, such oracular information should not be taken into account.