The reason for all this past research is that (Merialdo, 1994) was a negative result: while EM is guaranteed to improve the model's likelihood, it degrades the match between the latent states and true parts of speech (if the starting point is a good one obtained with some supervision).
for the task of POS induction, there must be something wrong with the HMM model, the likelihood objective, or the search procedure.