Given that we do not have access to the parser used by the live system , as we had for Let's Go, we couldn't use dialogue acts from both system and user, nor extract the dialogue acts from the transcriptions.
we only used features that could be derived from the transcriptions, such as number of words or words repeated in consecutive turns, combined with the annotations for anger, valence, arousal, barge in, satisfaction and repetition.