The ability to generalize and learn complex semantic relationships (Mikolov et al., 2013b) and its compelling empirical results gives a strong motivation to use the NNJM model for the problem of domain adaptation in machine translation.
the vanilla NNJM described above is limited in its ability to effectively learn from a large and diverse out-domain data in the best favor of an indomain data.