• DocumentCode
    3317096
  • Title

    Automatic creation and tuning of context free grammars for interactive voice response systems

  • Author

    Balakrishna, Mithun ; Moldovan, Dan ; Cave, Ellis K.

  • Author_Institution
    Human Language Technol. Res. Inst., Texas Univ., Dallas, TX, USA
  • fYear
    2005
  • fDate
    30 Oct.-1 Nov. 2005
  • Firstpage
    158
  • Lastpage
    163
  • Abstract
    In this paper, we focus on the design of an AUTOCFGPROCESSOR procedure to automatically create and tune context free grammars (CFGs) for directed dialog speech applications without the use of any domain specific text corpora. A reranking mechanism is used to post-process the large vocabulary continuous speech recognizer (LVCSR) n-best lists with additional phonetic and higher level linguistic knowledge for transcribing the user utterances with improved word error rate (WER). We also depict the classification of LVCSR transcriptions into semantic categories and the use of a statistical filtering mechanism on the valid LVCSR-transcriptions for the CFG creation and tuning tasks. We also illustrate the importance of the additional improvements gained by using semantic classification strength in a feedback loop to the transcription mechanism.
  • Keywords
    context-free grammars; interactive systems; speech processing; speech recognition; speech-based user interfaces; statistical analysis; AUTOCFGPROCESSOR procedure; context free grammars; directed dialog speech applications; interactive voice response systems; large vocabulary continuous speech recognizer; linguistic knowledge; reranking mechanism; statistical filtering mechanism; user utterances; word error rate; Automatic speech recognition; Context modeling; DC generators; Error analysis; Feedback loop; Humans; Natural languages; Speech recognition; Speech synthesis; Vocabulary;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Natural Language Processing and Knowledge Engineering, 2005. IEEE NLP-KE '05. Proceedings of 2005 IEEE International Conference on
  • Print_ISBN
    0-7803-9361-9
  • Type

    conf

  • DOI
    10.1109/NLPKE.2005.1598726
  • Filename
    1598726