We believe that in face-to-face discourse, it is important to consider the possibility that non-verbal communication may offer features that are critical to language understanding.
due to the long-standing emphasis on text datasets, there has been relatively little work on non-textual features in unconstrained natural language (prosody being the most notable exception).