Documents in IMDB consist of several sentences and thus very long: the average length is 241 tokens per document and the maximum length is 2526 words (Dai and Le, 2015).
there is no result reported using CNN-based models due to prohibited computation time, and most previous works are unordered models including variations of bag-of-words.