The major trend in context-sensitive inference models utilizes latent or class-based methods for context modeling Ritter et al., 2010;Dinu and Lapata, 2010b).
the more recent methods (Ritter et al., 2010;Dinu and Lapata, 2010b) modeled predicates in context as a probability distribution over topics learned by a Latent Dirichlet Allo-cation (LDA) model.