Large-vocabulary speech recognition using an integrated syntactic and semantic statistical language model

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United States of America Patent

PATENT NO 5839106
SERIAL NO

08768122

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ATTORNEY / AGENT: (SPONSORED)

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Abstract

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Methods and apparatus for performing large-vocabulary speech recognition employing an integrated syntactic and semantic statistical language model. In an exemplary embodiment, a stochastic language model is developed using a hybrid paradigm in which latent semantic analysis is combined with, and subordinated to, a conventional n-gram paradigm. The hybrid paradigm provides an estimate of the likelihood that a particular word, chosen from an underlying vocabulary will occur given a prevailing contextual history. The estimate is computed as a conditional probability that a word will occur given an 'integrated' history combining an n-word, syntactic-type history with a semantic-type history based on a much larger contextual framework. Thus, the exemplary embodiment seamlessly blends local language structures with global usage patterns to provide, in a single language model, the proficiency of a short-horizon, syntactic model with the large-span effectiveness of semantic analysis.

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Patent Owner(s)

Patent OwnerAddressTotal Patents
APPLE INC.CUPERTINO, CA18826

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Bellegarda, Jerome R Los Gatos, CA 80 2734

Cited Art Landscape

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