Abstract
The goal of this paper is to present a firststep toward integrating Incremental SpeechRecognition (ISR) and Partially-ObservableMarkov Decision Process (POMDP) based dialoguesystems. The former provides supportfor advanced turn-taking behavior whilethe other increases the semantic accuracy ofspeech recognition results. We present an IncrementalInteraction Manager that supportsthe use of ISR with strictly turn-based dialoguemanagers. We then show that usinga POMDP-based dialogue manager with ISRsubstantially improves the semantic accuracyof the incremental results.
| Original language | English (US) |
|---|---|
| Title of host publication | SIGDIAL 2012 - 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue, Proceedings of the Conference |
| Publisher | Association for Computational Linguistics (ACL) |
| Pages | 275-279 |
| Number of pages | 5 |
| ISBN (Electronic) | 9781937284442 |
| State | Published - 2012 |
| Event | 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue, SIGDIAL 2012 - Seoul, Korea, Republic of Duration: Jul 5 2012 → Jul 6 2012 |
Other
| Other | 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue, SIGDIAL 2012 |
|---|---|
| Country | Korea, Republic of |
| City | Seoul |
| Period | 7/5/12 → 7/6/12 |
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ASJC Scopus subject areas
- Computer Graphics and Computer-Aided Design
- Computer Vision and Pattern Recognition
- Modeling and Simulation
- Human-Computer Interaction
Cite this
Integrating incremental speech recognition and POMDP-based dialogue systems. / Selfridge, Ethan O.; Arizmendi, Iker; Heeman, Peter; Williams, Jason D.
SIGDIAL 2012 - 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue, Proceedings of the Conference. Association for Computational Linguistics (ACL), 2012. p. 275-279.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
}
TY - GEN
T1 - Integrating incremental speech recognition and POMDP-based dialogue systems
AU - Selfridge, Ethan O.
AU - Arizmendi, Iker
AU - Heeman, Peter
AU - Williams, Jason D.
PY - 2012
Y1 - 2012
N2 - The goal of this paper is to present a firststep toward integrating Incremental SpeechRecognition (ISR) and Partially-ObservableMarkov Decision Process (POMDP) based dialoguesystems. The former provides supportfor advanced turn-taking behavior whilethe other increases the semantic accuracy ofspeech recognition results. We present an IncrementalInteraction Manager that supportsthe use of ISR with strictly turn-based dialoguemanagers. We then show that usinga POMDP-based dialogue manager with ISRsubstantially improves the semantic accuracyof the incremental results.
AB - The goal of this paper is to present a firststep toward integrating Incremental SpeechRecognition (ISR) and Partially-ObservableMarkov Decision Process (POMDP) based dialoguesystems. The former provides supportfor advanced turn-taking behavior whilethe other increases the semantic accuracy ofspeech recognition results. We present an IncrementalInteraction Manager that supportsthe use of ISR with strictly turn-based dialoguemanagers. We then show that usinga POMDP-based dialogue manager with ISRsubstantially improves the semantic accuracyof the incremental results.
UR - http://www.scopus.com/inward/record.url?scp=84988030676&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84988030676&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84988030676
SP - 275
EP - 279
BT - SIGDIAL 2012 - 13th Annual Meeting of the Special Interest Group on Discourse and Dialogue, Proceedings of the Conference
PB - Association for Computational Linguistics (ACL)
ER -