• DocumentCode
    2789489
  • Title

    Rapid integration of Parts of Speech information to improve reordering model for English-Farsi Speech to Speech Translation

  • Author

    Maskey, Sameer ; Zhou, Bowen

  • Author_Institution
    IBM T.J Watson Res. Center, Yorktown Heights, NY, USA
  • fYear
    2010
  • fDate
    14-19 March 2010
  • Firstpage
    5222
  • Lastpage
    5225
  • Abstract
    Integrating Parts of Speech (POS) information to Machine Translation (MT) model usually amounts to significant changes in the MT decoder. We present a method to rapidly integrate POS information without adding complexity to the decoder. We show how we can re-estimate the lexicalized reordering probability estimates with POS tags during the training time without having to use POS tagger at the decoding phase. We present our empirical results for two different MT decoding algorithms that use lexicalized reordering models.
  • Keywords
    decoding; language translation; natural language processing; probability; speech coding; English-Farsi speech to speech translation; lexicalized reordering probability; machine translation decoder; parts of speech information; reordering model; Engines; Iterative decoding; Memory management; Natural languages; Phase estimation; Powders; Probability; Robustness; Speech coding; Statistical analysis; Machine Translation; Reordering Model; Speech Translation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
  • Conference_Location
    Dallas, TX
  • ISSN
    1520-6149
  • Print_ISBN
    978-1-4244-4295-9
  • Electronic_ISBN
    1520-6149
  • Type

    conf

  • DOI
    10.1109/ICASSP.2010.5495001
  • Filename
    5495001