Presentation 1998/12/11
Evaluation of a stack decoder on a Japanese Newspaper Dictation Task
Mike Schuster,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) This paper describes some of the implementation details of the"Nozomi"stack decoder for LVCSR. The decoder was tasted on a Japanese Newspaper Dictation Task using a 5000 word vocabulary. Using continuous density acoustic models with 2000 and 3000 states trained on the JNAS/ASJ corpora and a 3-gram LM trained on the RWC text corpus, both models peovided by the IPA group[9], it was possible to reach more than 95% word accuracy on the standard test set. With computationally cheap acoustic models we could achieve around 89% accuracy in nearly realtime on a 300 Mhz Pentium II. Using a disk-based LM the memory usage could be optimized to 4 MB in total.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) speech recognition / Japanese newspaper dictation / one-pass stack decoder
Paper # NLC98-48,SP98-112
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Committee NLC
Conference Date 1998/12/11(1days)
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Registration To Natural Language Understanding and Models of Communication (NLC)
Language ENG
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Evaluation of a stack decoder on a Japanese Newspaper Dictation Task
Sub Title (in English)
Keyword(1) speech recognition
Keyword(2) Japanese newspaper dictation
Keyword(3) one-pass stack decoder
1st Author's Name Mike Schuster
1st Author's Affiliation ATR Interpreting Telecommunications Research Laboratories()
Date 1998/12/11
Paper # NLC98-48,SP98-112
Volume (vol) vol.98
Number (no) 461
Page pp.pp.-
#Pages 8
Date of Issue