Identifying subjective sentences in a document via offthe-shelf packages is an alternative way of detecting reviews without (additional) human annotations.
the OpinionFinder system (Riloff and Wiebe, 2003;Wiebe and Riloff, 2005) is a state-ofthe-art knowledge-rich sentiment-analysis system.