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US Patent 9384450 Training machine learning models for open-domain question answering system

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Is a
Patent
Patent
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Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
0
Patent Number
93844500
Patent Inventor Names
Sara Weber0
Tolga Oral0
David Osofsky0
Di Wang0
Michael Cordes0
Date of Patent
July 5, 2016
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Patent Application Number
146030190
Date Filed
January 22, 2015
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Patent Citations Received
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US Patent 12020130 Automated training and selection of models for document analysis
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US Patent 11663320 System and methods for automated software analysis and classification
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Patent Primary Examiner
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Stanley K. Hill
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Patent abstract

A method for training a machine learning model for open domain question answering includes receiving trained classifiers for question answering. The received trained classifiers are used to generate a set of candidate answers to a question. Second trained classifiers are used for scoring each of the candidate answers. The scoring indicates a measure of how well each candidate answer answers the question. Using the second trained classifiers for scoring each of the candidate answers includes comparing each candidate answer to a first ground truth corresponding to the question. A set of top-scoring candidate answers is presented to a human operator who marks each as correct or incorrect. The correct candidate answers are treated as additional ground truths for further training the first trained classifiers.

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