• 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