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Srinivas Banglore

from Morristown, NJ

Srinivas Banglore Phones & Addresses

  • Morristown, NJ

Us Patents

  • System And Method For Feature-Rich Continuous Space Language Models

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  • US Patent:
    20120150532, Jun 14, 2012
  • Filed:
    Dec 8, 2010
  • Appl. No.:
    12/963161
  • Inventors:
    Piotr Wojciech Mirowski - New York NY, US
    Srinivas Banglore - Morristown NJ, US
    Suhrid Balakrishnan - Scotch Plains NJ, US
    Sumit Chopra - Jersey City NJ, US
  • Assignee:
    AT&T Intellectual Property I, L.P. - Reno NV
  • International Classification:
    G06F 17/27
  • US Classification:
    704 9, 704E11001
  • Abstract:
    Disclosed herein are systems, methods, and non-transitory computer-readable storage media for predicting probabilities of words for a language model. An exemplary system configured to practice the method receives a sequence of words and external data associated with the sequence of words and maps the sequence of words to an X-dimensional vector, corresponding to a vocabulary size. Then the system processes each X-dimensional vector, based on the external data, to generate respective Y-dimensional vectors, wherein each Y-dimensional vector represents a dense continuous space, and outputs at least one next word predicted to follow the sequence of words based on the respective Y-dimensional vectors. The X-dimensional vector, which is a binary sparse representation, can be higher dimensional than the Y-dimensional vector, which is a dense continuous space. The external data can include part-of-speech tags, topic information, word similarity, word relationships, a particular topic, and succeeding parts of speech in a given history.

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