Finally, we confirm the wellknown result that MNB is normally better and more stable than multivariate Bernoulli NB, and the increasingly known result that binarized MNB is better than standard MNB.
if not, we split at spaces for unigrams, and we filter out anything that is not [A-Za-z] for bigrams.