The experiments in this section were performed using the French-English and German-English parallel corpora from the WMT09 shared translation task (Callison-Burch et al., 2009), as well as 300k parallel Arabic-English sentences from the NIST MT evaluation training data.
for applications which truly do require a distribution over translations, such as re-ranking, our method for minimising expected risk would be the objective of choice.