A natural next step is to attempt to integrate the two approaches in order to develop a representation that is informed by both unstructured text and a structured knowledge base (Faruqui et al., 2015;Xu et al., 2014;Fried and Duh, 2015;Yang et al., 2015).
this model uses two vectors to represent each entity and relation; one to represent the meaning of the entity, and one to construct a mapping matrix dynamically.