Abstract | ||
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The goal of this paper is to present a first step toward integrating Incremental Speech Recognition (ISR) and Partially-Observable Markov Decision Process (POMDP) based dialogue systems. The former provides support for advanced turn-taking behavior while the other increases the semantic accuracy of speech recognition results. We present an Incremental Interaction Manager that supports the use of ISR with strictly turn-based dialogue managers. We then show that using a POMDP-based dialogue manager with ISR substantially improves the semantic accuracy of the incremental results. |
Year | Venue | Keywords |
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2012 | SIGDIAL Conference | incremental speech recognition,turn-based dialogue manager,semantic accuracy,speech recognition result,pomdp-based dialogue system,incremental result,incremental interaction manager,pomdp-based dialogue manager,advanced turn-taking behavior,dialogue system,partially-observable markov decision process |
Field | DocType | Citations |
Computer science,Partially observable Markov decision process,Markov decision process,Speech recognition,Artificial intelligence,Machine learning | Conference | 7 |
PageRank | References | Authors |
0.54 | 12 | 4 |
Name | Order | Citations | PageRank |
---|---|---|---|
Ethan O. Selfridge | 1 | 56 | 5.41 |
Iker Arizmendi | 2 | 43 | 4.25 |
Peter A. Heeman | 3 | 417 | 63.65 |
Jason D. Williams | 4 | 11 | 1.74 |