The BP ITG model performs comparably to the Viterbi ITG model.
because posterior decoding permits explicit tradeoffs between precision and recall, it can do much better in the recallbiased measures, even though the Viterbi ITG model was explicitly trained to maximize F 5 (DeNero and   Klein, 2010).