Polanyi and Zaenen (2006) investigate the usage of contextual valence shifters and discourse connectives inside a text.
there are some open issues related to this research area, commonly known as Opinion Mining, which can be summarized as follows: (1) Opinions are potentially ambiguous, and (2) Contextual interpretation of polarity is hard to achieve.