Early work on automatic dialogue act classification modeled discourse structure with hidden Markov models, experimenting with lexical and prosodic features, and applying the dialogue act model as a constraint to aid in automatic speech recognition (Stolcke et al., 2000).
we focus specifically on occurrences of students' confusion-related facial actions during taskoriented tutorial dialogue.