Further study (Kennedy and Inkpen, 2006;Andreevskaia and Bergler, 2008;Qiu et al., 2009) shows that corpus-based and lexicon-based approaches have complementary performances.
the corpus-based approach has high precision but low recall on positive instances, while the lexicon-based approach has high recall but low precision on positive instances.