In particular, in previous work (Zhang and Wallace, 2015) we observed that CNN outperforms SVM uniformly on sentence classification tasks (the average sentence-length in these datasets was about 10).
in the datasets we consider in the present paper, documents often comprise hundreds of sentences, each in turn containing multiple words.