DocumentCode
3051702
Title
Speech Recognition error correction by using combinational measures
Author
Baoxiang Li ; Fengxiang Chang ; Jun Guo ; Gang Liu
Author_Institution
Sch. of Inf. & Commun. Eng., Beijing Univ. of Posts & Telecommun., Beijing, China
fYear
2012
fDate
21-23 Sept. 2012
Firstpage
375
Lastpage
379
Abstract
We present a post-processing technique for correcting misrecognition results derived from a continuous speech recognizer with more sophisticated linguistic knowledge. Firstly, we propose a novel confidence measure called word viability that is based on word activation force (WAF) model, which has the ability to correct some syntactic and semantic errors by means of taking the information about the neighbors into consideration. Secondly, the error correction algorithm corrects recognition errors by first creating candidate list for errors, and then re-ranking the candidates with a combination of mutual information score, trigram score and word viability score. Mandarin film experiments show that the combination of mutual information, trigram and word viability can effectively reduce the character error rate of speech recognition.
Keywords
combinatorial mathematics; error correction; linguistics; speech recognition; Mandarin film experiments; character error rate; combinational measures; confidence measure; continuous speech recognizer; error correction algorithm; linguistic knowledge; misrecognition results; mutual information score; post-processing technique; recognition errors; semantic errors; speech recognition error correction; syntactic errors; trigram score; word activation force model; word viability score; Error correction; Measurement uncertainty; Mutual information; Pragmatics; Semantics; Speech; Speech recognition; Confidence measure; Error correction; Speech recognition; Word activation force;
fLanguage
English
Publisher
ieee
Conference_Titel
Network Infrastructure and Digital Content (IC-NIDC), 2012 3rd IEEE International Conference on
Conference_Location
Beijing
Print_ISBN
978-1-4673-2201-0
Type
conf
DOI
10.1109/ICNIDC.2012.6418778
Filename
6418778
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