A fine example of this cross-over is Chapter 9, "Kernel-Based Machine Translation," in which a novel approach to estimating translation models is presented.
this promise is not entirely fulfilled, as some contributions either fail to make use of machine learning or are somewhat obscure, unlikely to impact on the mainstream SMT community.