Therefore, based on equation 13, we express our semantic probabilities as the product of the unigram probability, p(w), and a semantic component, ∆, which determines the factor by which this probability should be scaled up or down given the context in which it occurs.
it seems reasonable to integrate the n-gram model by replacing the unigram probabilities with the n-gram versions.