We incorporate tf-issf into the structured perceptron as the initial feature weight for unigrams instead of initializing the weight vector to 0.
5 we use log(tf-issf(y i ) + 1) for the initial weights to avoid overemphasizing the tf-issf value (Kaji and Kitsuregawa, 2011).