Presentation | 2000/12/15 Speech Understanding Based on Key-Phrase Spotting and Combined Language Models Hiroaki Kashima, Tatsuya Kawahara, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | We propose combined N-gram models and descriptive grammars used in key-phrases spotting for robust speech understanding. We apply task dependent descriptive grammars to inside of key-phrases and word bigram models trained on similar task dialogue corpus to others. The combined language models for whole of sentence improve the accuracy in detecting key-phrases. Furthermore connecting key-phrase hypotheses based on inter key-phrases grammars realize robust speech understanding. The proposed approach was tested on data collected from realworld dialogue system on hotel retrieval task. The speech understanding strategy improves the accuracy in handling both in-grammar and out-of-grammar utterances over the conventional decoding approaches. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | dialogue system / speech understanding / key-phrase spotting / descriptive grammar / word N-gram |
Paper # | NLC2000-66,SP2000-114 |
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Conference Information | |
Committee | NLC |
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Conference Date | 2000/12/15(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Natural Language Understanding and Models of Communication (NLC) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Speech Understanding Based on Key-Phrase Spotting and Combined Language Models |
Sub Title (in English) | |
Keyword(1) | dialogue system |
Keyword(2) | speech understanding |
Keyword(3) | key-phrase spotting |
Keyword(4) | descriptive grammar |
Keyword(5) | word N-gram |
1st Author's Name | Hiroaki Kashima |
1st Author's Affiliation | School of Informatics, Kyoto University() |
2nd Author's Name | Tatsuya Kawahara |
2nd Author's Affiliation | School of Informatics, Kyoto University |
Date | 2000/12/15 |
Paper # | NLC2000-66,SP2000-114 |
Volume (vol) | vol.100 |
Number (no) | 521 |
Page | pp.pp.- |
#Pages | 6 |
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