When estimating an HMM of a low order with data which was generated from a higher order model, EM does quite poorly.
if the number of latent states (and feature functions) is properly controlled with spectral algorithms, a spectral algorithm would learn a "product" HMM, where the states in the lower order model are the product of states of a higher order.