A non-generative alternative is one that estimates the similarity of the latent variable distributions associated with seeing n and o in context C. The principle that similarity between topic distributions corresponds to semantic similarity is well-known in document modelling and was proposed in the context of lexical substitution by<cite> Dinu and Lapata (2010)</cite> .