Corpus-based discourse understanding in spoken dialogue systems
ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1
Partially observable Markov decision processes for spoken dialog systems
Computer Speech and Language
The Hidden Information State model: A practical framework for POMDP-based spoken dialogue management
Computer Speech and Language
Bayesian update of dialogue state: A POMDP framework for spoken dialogue systems
Computer Speech and Language
Probabilistic ontology trees for belief tracking in dialog systems
SIGDIAL '10 Proceedings of the 11th Annual Meeting of the Special Interest Group on Discourse and Dialogue
Conversation as action under uncertainty
UAI'00 Proceedings of the Sixteenth conference on Uncertainty in artificial intelligence
Spoken Dialog Challenge 2010: comparison of live and control test results
SIGDIAL '11 Proceedings of the SIGDIAL 2011 Conference
An empirical evaluation of a statistical dialog system in public use
SIGDIAL '11 Proceedings of the SIGDIAL 2011 Conference
Towards action selection under uncertainty for a socially aware robot bartender
Proceedings of the 2014 ACM/IEEE international conference on Human-robot interaction
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Belief tracking is a promising technique for adding robustness to spoken dialog systems, but current research is fractured across different teams, techniques, and domains. This paper amplifies past informal discussions (Raux, 2011) to call for a belief tracking challenge task, based on the Spoken dialog challenge corpus (Black et al., 2011). Benefits, limitations, evaluation design issues, and next steps are presented.