If we were using more than unigram features, then simply deleting a rationale substring would not always be the best way to create a contrast document, as the resulting ungrammatical sentences might cause deep feature extraction to behave strangely (e.g., parse errors during preprocessing).
we require w which makes w 0 play the role of a bias term).