We use the manual gold dialog act annotations present in our corpus, which use a very small dialog act tag set. An utterance has one of 5 dialog acts: RequestAction, RequestInformation, Inform, Commit and Conventional (see <cite>(Hu et al., 2009</cite> ) for details).