Entities are generated by the semantic module by drawing a type t according to φ, and then using that type's multinomials to populate word lists for each property.
these changes led to improvements in coreference F-score of 10.06, 5.71, 6.78, 6.63 and 3.09 on the MUC, B 3 , Ceaf-e, Ceaf-m and Blanc, metrics, respectively, and a final task score of 47.10.