Another area of future work is to empirically investigate the use of these models on longer documents that require more levels of sentiment analysis than product reviews.
the relative position of a phrase to a contrastive discourse connective or a cue phrase like "in conclusion" or "to summarize" may lead to improved performance since higher level classifications can learn to weigh information passed from these lower level components more heavily.