Pang and Lee, for example, are aware of prior work in the field on fact and event-based text analysis and, within that context, focus consciously on the description of "new challenges 1 raised by sentiment-aware applications" as well as the methods proposed to address them.
the survey proves to be an easy, comfortable (and entertaining) read for those with an NLP-centric ancestry.