This decision contrasts with the way that sentence-based sentiment analysis is utilized by Mao and Lebanon (2006) and the experiments presented in section 5 indicate that it typically results in increased accuracy.
at training time, it requires labeled data at all levels of analysis, which is a significant practical drawback.