AL has been successfully applied to speed up the annotation process for many NLP tasks without sacrificing annotation quality<cite> (Engelson and Dagan, 1996</cite>; Ngai and Yarowsky, 2000; Hwa, 2001; Tomanek et al., 2007a) .