In particular, we follow recent work <cite>(Dinu and Lapata, 2010</cite>; Ó Séaghdha, 2010; Ritter et al., 2010) in assuming a latent variable model that associates contexts with distributions over a shared set of variables and associates each variable with a distribution over the vocabulary of word types: