For instance, Toutanova and Galley (2011)  parameters for IBM Model 1 are not unique, and alignments predicted from different optimal parameters vary significantly in accuracy.
the effectiveness of observational initialization is somewhat surprising because EM training includes these unambiguous tag pairs in its expected counts, even with uniform initialization.