Although traditional top-down approaches (e.g., Cade et al., 2008) and some empirical work on analyzing the structure of tutorial dialogue <cite>(Forbes-Riley et al., 2007)</cite> have yielded significant results, the field is limited by the lack of an automatic, data-driven approach to identifying dialogue structure.