The importance of neutral examples has previously been noted for classifying the sentiment of documents (Koppel and Schler 2006), but ours is the first work to explore how neutral instances affect classifying the contextual polarity of words and phrases.
we found that the performance of features for distinguishing between positive and negative polarity greatly degrades when neutral instances are included in the experiments.