In our previous papers (Zhang and Clark 2011;Zhang, Blackwood, and Clark 2012), we applied a set of beams to this structure, which makes it similar to the data structure used for phrase-based MT decoding (Koehn 2010).
we will show later that this structure is unnecessary when the model has more discriminative power, and a conceptually simpler single beam can be used.