Semantic matching of job titles with limited contexts

Number of patents in Portfolio can not be more than 2000

United States of America Patent

PATENT NO 11875113
APP PUB NO 20210350078A1
SERIAL NO

16868575

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ATTORNEY / AGENT: (SPONSORED)

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Abstract

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A method, computer system, and a computer program product for semantic matching is provided. The present invention may include pre-processing and normalizing a job title. The present invention may include deconstructing the job title based on at least one semantic element. The present invention may include training a machine learning model. The present invention may include creating a contextual word representation of the job title using the at least one semantic element of the job title. The present invention may include computing a similarity score for each of the at least one semantic element of the job title. The present invention may lastly include applying a weight to the computed similarity score before making a final match assessment.

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Patent Owner(s)

Patent OwnerAddress
INTERNATIONAL BUSINESS MACHINES CORPORATIONNEW ORCHARD ROAD ARMONK NY 10504

International Classification(s)

Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Choudhary, Abhay Dublin, IE 2 5
Choudhury, Smitashree Dublin, IE 1 2
Dunning, Paul Charles James Ratoath, IE 2 2
George, David Glenn Cary, US 3 26
Gerard, Scott Wake Forest, US 7 22
Leung, Wing Yin Dublin, IE 1 2
Mitchell, Stephen Chapel Hill, US 18 356
Piskorski, Jacek Adam Monasterevin, IE 1 2

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