EM convergence experiments provided in Section 4.4 showed that the log-likelihood of HMM-based word alignment models using the incremental version of the EM algorithm is competitive with that obtained by using the conventional version.
it is still unclear if the use of online learning will cause a degradation in the quality of the translations with respect to the use of batch learning.