Dialogue Systems Go Multimodal: The SmartKom Experience

Summary

Multimodal dialogue systems exploit one of the major characteristics of humanhuman interaction: the coordinated use of different modalities. Allowing all of the modalities to refer to and depend upon each other is a key to the richness of multimodal communication. We introduce the notion of symmetric multimodality for dialogue systems in which all input modes (e.g., speech, gesture, facial expression) are also available for output, and vice versa. A dialogue system with symmetric multimodality must not only understand and represent the user’s multimodal input, but also its own multimodal output. We present an overview of the SmartKom system that provides full symmetric multimodality in a mixed-initiative dialogue system with an embodied conversational agent. SMARTKOM represents a new generation of multimodal dialogue systems that deal not only with simple modality integration and synchronization but cover the full spectrum of dialogue phenomena that are associated with symmetric multimodality (including crossmodal references, one-anaphora, and backchannelling). We show that SmartKom’s plug-and-play architecture supports multiple recognizers for a single modality, e.g., the user’s speech signal can be processed by three unimodal recognizers in parallel (speech recognition, emotional prosody, boundary prosody). We detail SmartKom’s three-tiered representation of multimodal discourse, consisting of a domain layer, a discourse layer, and a modality layer. We discuss the limitations of SmartKom and how they are overcome in the follow-up project SmartWeb. In addition, we present the research roadmap for multimodality addressing the key open research questions in this young field. To conclude, we discuss the economic and scientific impact of the SMARTKOM project, which has led to more than 50 patents and 29 spin-off products.