The alignment models proposed mostly follow the original generative stories while introducing additional phrasal conditioning into models 3 and 4.
in addition to sampling the alignments, we also place a uniform Beta prior on the discount parameters and a vague Gamma prior on the strength parameters, and sample them using slice sampling (Neal, 2003).