2 through sparse indicator features over phrase pairs instead, but prior work with such models still relies on word aligned corpora for estimation (Xiong et al., 2006;Nguyen et al., 2009).
recent evaluations of the approach show little gain over the simpler frequency-based estimation method (Cherry, 2013).