The HMM is the last model whose expectation step is both exact and simple, and it attains a level of accuracy that is very close to the results achieved by much more complex models.
experiments have shown that IBM Models 1, 2, and 3 all perform worse than the HMM and Model 4 benefits greatly from being seeded by the HMM (Och and Ney, 2003).