On the positive side, Gamon (2004) found that the use of deep linguistic features extracted from phrase structure trees (which include syntactic dependency relations) yield significant improvements on the task of predicting satisfaction ratings in customer feedback data.
they observed that the addition of these dependency relationships does not improve performance over a feature space that includes unigrams, bigrams and trigrams.