We then evaluate the sub-sequence filtering approach to reducing the actual error rate of these models by adding both 3 and 4-grams from the Gigaword Corpus to the baseline.
a BF represents a set S = {x 1 , x 2 , ..., x n } with n elements drawn from a universe U of size N .