Calculate a source-to-target posterior probability − → p θ (z|x) and a target-to-source posterior probability ← − p θ (z|x) for each bilingual sentence x = {f , e} under the current model parameters θ, where z denotes an alignment in a sentence pair x.
z i,j =1, if f i is aligned to e j (otherwise z i,j =0).