While discriminative methods show superior alignment accuracy in benchmarks, generative methods are still widely used to produce word alignments for large sentence-aligned corpora.
neither generative nor discriminative alignment methods are reliable enough to yield high quality alignments for SMT, especially for distantly-related language pairs such as Chinese-English and Arabic-English.