Previous approaches have used structured predictors such as hidden Markov models (HMMs) or conditional random fields (CRFs), which consider the interactions between neighboring words and parts of speech (Nagata, 1994; Asahara and Matsumoto, 2000;<cite> Kudo et al., 2004)</cite> .