Knowledge source personalization to improve language models

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United States of America Patent

PATENT NO 9997157
APP PUB NO 20150332672A1
SERIAL NO

14280070

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Abstract

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Systems and methods are provided for improving language models for speech recognition by personalizing knowledge sources utilized by the language models to specific users or user-population characteristics. A knowledge source, such as a knowledge graph, is personalized for a particular user by mapping entities or user actions from usage history for the user, such as query logs, to the knowledge source. The personalized knowledge source may be used to build a personal language model by training a language model with queries corresponding to entities or entity pairs that appear in usage history. In some embodiments, a personalized knowledge source for a specific user can be extended based on personalized knowledge sources of similar users.

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Patent Owner(s)

Patent OwnerAddress
MICROSOFT CORPORATIONONE MICROSOFT WAY REDMOND WA 98052

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Akbacak, Murat Burlingame, US 6 624
Dumoulin, Benoit Palo Alto, US 36 1449
Hakkani-Tur, Dilek Z Los Altos, US 57 2969
Heck, Larry P Los Altos, US 16 1100
Tur, Gokhan Los Altos, US 102 4560

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