Acquiring the polarity of words and phrases is undeniably important, and there are still open research challenges, such as addressing the sentiments of different senses of words (Esuli and Sebastiani 2006b;Wiebe and Mihalcea 2006), and so on.
what the polarity of a given word or phrase is when it is used in a particular context is another problem entirely.