DeepListener: Harnessing Expected Utility to Guide
Clarification Dialog in Spoken Language Systems
Redmond, Washington 98052
Redmond, WA 98052
Author email: firstname.lastname@example.org, email@example.com
We describe research on endowing spoken language systems with the ability to consider the cost of misrecognition, and using that knowledge to guide clarification dialog about a userís intentions. Our approach relies on coupling utility-directed policies for dialog with the ongoing Bayesian fusion of evidence obtained from multiple utterances recognized during an interaction. After describing the methodology, we review the operation of a prototype system called DeepListener. DeepListener considers evidence gathered about utterances over time to make decisions about the optimal dialog strategy or real-world action to take given uncertainties about a userís intentions and the costs and benefits of different outcomes.
Click here to access postscript or Click here to access pdf format.
Keywords: Bayesian user models, Hidden Markov Model, clarification dialog, joint activity, conversational systems, utility-directed conversation, dialog systems.
In: Proceedings of the 6th International Conference on Spoken Language Processing (ICSLP 2000), Beijing, November
E. Horvitz and T. Paek, A Computational Architecture for Conversation, Proceedings of the Seventh International Conference on User Modeling, Banff, Canada, June 1999. New York: Springer Wien, pp. 201-210.
E. Horvitz. Uncertainty, Action, and Interaction: In Pursuit of Mixed-Initiative Computing, Intelligent Systems, Sept./ October Issue, IEEE Computer Society.
T. Paek and E. Horvitz,
Conversation as Action Under Uncertainty, Proceedings of the 16th Conference on Uncertainty in Artificial Intelligence (UAI-2000), Stanford, CA, June.
T. Paek and E. Horvitz, Uncertainty, Utility, and Misunderstanding: A
Decision-Theoretic Perspective on Grounding in Conversational Systems,
AAAI Fall Symposium on Psychological Models of Communication in
Collaborative Systems, Cape Cod, MA. November 5-7, 1999.
T. Paek, E. Horvitz, E. Ringger,
Continuous Listening for Unconstrained Spoken Dialog, 6th International Conference on Spoken Language Processing (ICSLP 2000), Beijing, November