Polarity shifting plays a crucial role in phrase-level, sentence-level, and document-level sentiment classification.
in the literature, machine learning approaches have dominated the research in sentiment classification and achieved the state-of-the-art performance (e.g., Kennedy and inkpen, 2006;Pang et al., 2002).