Previous work in speech act recognition used a large set of lexical features, e.g., bag-of-words, bigrams and trigrams (Stolcke et al., 2000;Cohen et al., 2004;Ang et al., 2005;Ravi and Kim, 2007).
these methods create a large number of lexical features that might not be necessary for speech act identification.