<cite>Boulis and Ostendorf (2005)</cite> have also constrained themselves to lexical n-gram features, while we show improvements via the incorporation of non-lexical features such as the percentage domination of the conversation, degree of passive usage, usage of subordinate clauses, speaker rate, usage profiles for filler words (e.g. "umm"), mean-utterance length, and other such properties.