The above generation process defines the joint probability of source sentence s and its alignment a as follows: Our generative process provides the flexibility of incorporating different monolingual models into the probability distribution of a sentence pair.
we use the existing state-of-the-art nested Pitman-Yor n-gram language model as described by Mochihashi et al.