However, this basic approach for emission probabilities produces bad unknown-word probabilities.
if for each tag we simply assume one count for each entry in the tag dictionary and one count for unknowns and then normalize, the probability of an unknown word having a specific tag is inversely correlated with the number of word types associated with the tag in the tag dictionary.