System and method of inferring synonyms using ensemble learning techniques
Embodiments are directed to a method of utilizing an ensemble of distributional semantics systems in conjunction with a domain term extractor for generating domain-specific synonyms. The method allows for extraction of high-quality, domain-specific synonyms that can be used in an information handlin...
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creator | Krishnamurthy, Lakshminarayanan Kaufmann, Joseph M Mendes, Pablo N |
description | Embodiments are directed to a method of utilizing an ensemble of distributional semantics systems in conjunction with a domain term extractor for generating domain-specific synonyms. The method allows for extraction of high-quality, domain-specific synonyms that can be used in an information handling system, such as a question-answer system or in an information retrieval (IR) system, capable of processing natural language. According to embodiments, the domain term extractor identifies the words for which synonyms are sought, and the ensemble of distributional semantics systems determines the synonyms. |
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The method allows for extraction of high-quality, domain-specific synonyms that can be used in an information handling system, such as a question-answer system or in an information retrieval (IR) system, capable of processing natural language. According to embodiments, the domain term extractor identifies the words for which synonyms are sought, and the ensemble of distributional semantics systems determines the synonyms.</description><language>eng</language><subject>CALCULATING ; COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS ; COMPUTING ; COUNTING ; ELECTRIC DIGITAL DATA PROCESSING ; PHYSICS</subject><creationdate>2020</creationdate><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20201110&DB=EPODOC&CC=US&NR=10832146B2$$EHTML$$P50$$Gepo$$Hfree_for_read</linktohtml><link.rule.ids>230,308,776,881,25543,76293</link.rule.ids><linktorsrc>$$Uhttps://worldwide.espacenet.com/publicationDetails/biblio?FT=D&date=20201110&DB=EPODOC&CC=US&NR=10832146B2$$EView_record_in_European_Patent_Office$$FView_record_in_$$GEuropean_Patent_Office$$Hfree_for_read</linktorsrc></links><search><creatorcontrib>Krishnamurthy, Lakshminarayanan</creatorcontrib><creatorcontrib>Kaufmann, Joseph M</creatorcontrib><creatorcontrib>Mendes, Pablo N</creatorcontrib><title>System and method of inferring synonyms using ensemble learning techniques</title><description>Embodiments are directed to a method of utilizing an ensemble of distributional semantics systems in conjunction with a domain term extractor for generating domain-specific synonyms. 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According to embodiments, the domain term extractor identifies the words for which synonyms are sought, and the ensemble of distributional semantics systems determines the synonyms.</description><subject>CALCULATING</subject><subject>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</subject><subject>COMPUTING</subject><subject>COUNTING</subject><subject>ELECTRIC DIGITAL DATA PROCESSING</subject><subject>PHYSICS</subject><fulltext>true</fulltext><rsrctype>patent</rsrctype><creationdate>2020</creationdate><recordtype>patent</recordtype><sourceid>EVB</sourceid><recordid>eNqNikEKwjAUBbNxIeodvgcQbCviWlHEbXVdYvvSBpKfmp8ucnspeABXwwyzVI86S4InzR15pCF0FAxZNojRck-SOXD2QpPMChb4twM56MhzSWgHtp8JslYLo51g8-NKbW_X5-W-wxgayKhbMFLzqov9qSqLw_FcVv88X2bKNdM</recordid><startdate>20201110</startdate><enddate>20201110</enddate><creator>Krishnamurthy, Lakshminarayanan</creator><creator>Kaufmann, Joseph M</creator><creator>Mendes, Pablo N</creator><scope>EVB</scope></search><sort><creationdate>20201110</creationdate><title>System and method of inferring synonyms using ensemble learning techniques</title><author>Krishnamurthy, Lakshminarayanan ; Kaufmann, Joseph M ; Mendes, Pablo N</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-epo_espacenet_US10832146B23</frbrgroupid><rsrctype>patents</rsrctype><prefilter>patents</prefilter><language>eng</language><creationdate>2020</creationdate><topic>CALCULATING</topic><topic>COMPUTER SYSTEMS BASED ON SPECIFIC COMPUTATIONAL MODELS</topic><topic>COMPUTING</topic><topic>COUNTING</topic><topic>ELECTRIC DIGITAL DATA PROCESSING</topic><topic>PHYSICS</topic><toplevel>online_resources</toplevel><creatorcontrib>Krishnamurthy, Lakshminarayanan</creatorcontrib><creatorcontrib>Kaufmann, Joseph M</creatorcontrib><creatorcontrib>Mendes, Pablo N</creatorcontrib><collection>esp@cenet</collection></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Krishnamurthy, Lakshminarayanan</au><au>Kaufmann, Joseph M</au><au>Mendes, Pablo N</au><format>patent</format><genre>patent</genre><ristype>GEN</ristype><title>System and method of inferring synonyms using ensemble learning techniques</title><date>2020-11-10</date><risdate>2020</risdate><abstract>Embodiments are directed to a method of utilizing an ensemble of distributional semantics systems in conjunction with a domain term extractor for generating domain-specific synonyms. The method allows for extraction of high-quality, domain-specific synonyms that can be used in an information handling system, such as a question-answer system or in an information retrieval (IR) system, capable of processing natural language. According to embodiments, the domain term extractor identifies the words for which synonyms are sought, and the ensemble of distributional semantics systems determines the synonyms.</abstract><oa>free_for_read</oa></addata></record> |
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title | System and method of inferring synonyms using ensemble learning techniques |
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