Globally normalized discriminative models with latent variables (Quattoni et al., 2004) have been used for a number of language processing problems, including MT (Dyer and Resnik, 2010;Blunsom et al., 2008a).
word association features are at the heart of all lexical translation models, whether generative or discriminative.