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US Patent 10089580 Generating and using a knowledge-enhanced model

Patent 10089580 was granted and assigned to Microsoft on October, 2018 by the United States Patent and Trademark Office.

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Contents

Is a
Patent
Patent
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Patent attributes

Patent Applicant
Microsoft
Microsoft
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Current Assignee
Microsoft
Microsoft
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
100895800
Patent Inventor Names
Jianchang Mao0
Ying Shan0
Date of Patent
October 2, 2018
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Patent Application Number
144569850
Date Filed
August 11, 2014
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Patent Citations Received
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US Patent 12001799 Optimized graph traversal
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US Patent 11631338 Deep knowledge tracing with transformers
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US Patent 11676579 Deep learning internal state index-based search and classification
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US Patent 11314823 Method and apparatus for expanding query
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US Patent 11409800 Generating search queries for database searching
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US Patent 11921789 Search engine training apparatus and method and search engine trained using the apparatus and method
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US Patent 10380997 Deep learning internal state index-based search and classification
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US Patent 10540959 Augmented generalized deep learning with special vocabulary
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Patent Primary Examiner
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Lut Wong
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Patent abstract

Functionality is described herein for generating a model on the basis of user-behavioral data and knowledge data. In one case, the user-behavioral data identifies queries submitted by users, together with selections made by the users in response to the queries. The knowledge data represents relationships among linguistic items, as expressed by one or more structured knowledge resources. The functionality leverages the knowledge data to supply information regarding semantic relationships which may not be adequately captured by the user-behavioral data, to thereby produce a more robust and accurate model (compared to a model produced on the basis of only user-behavioral data). Functionality is also described herein for applying the model, once trained. In one case, the model may correspond to a deep learning model.

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