For this model, we derive its convex relaxation and show that it too has strong performance despite not having the local optima problems of non-convex objectives.
the word alignment quality of this new convex model is significantly above that of the standard IBM Models 2 and 3, as well as the popular (and still non-convex) IBM Model 2 variant of (Dyer et al., 2013).