This kind of method has been adopted in many studies (Filippova and Strube, 2007;Barzilay and Lapata, 2008;Burstein et al., 2010).
filatova and Hatzivassiloglou (2004) extends entity grids to model semantical relations between entities, which provides a possible further improvement for our models.