improve the classification accuracy, while using bigrams brings a statistically significant improvement over a simple bag-of-words representation.
medlock (2008) illustrates that "whether a particular term acts as a hedge cue is quite often a rather subtle function of its sense usage, in which case the distinctions may well not be captured by part-of-speech tagging".