There are two main reasons for this: On the one hand, their model makes use of much larger resources to compute alignments, including a paraphrasing database that contains over 7 million rewriting rules; on the other hand, their model is supervised and makes use of additional data to learn weights for each of their features.
full and EMNLP'12 only make use of a small development data set to determine a threshold for graph construction.