We will do this by decomposing the problem into two components that are easier to estimate: where L is the size of the source vocabulary.
p(t i | M Qs ) can be approximated by combining the translation model p(t i | s j ), which we can estimate on the parallel Web corpus, and the familiar p(s j | M Qs ), which can be estimated using relative frequencies.