However, alignment inference in neither of these works is exactly Bayesian since the alignments are updated by running GIZA++ (Xu et al., 2008) or by local maximization (Nguyen et al., 2010).
chung and Gildea (2009) apply a sparse Dirichlet prior on the multinomial parameters to prevent overfitting.