Taxonomy generation to insert out of vocabulary terms and hypernym-hyponym pair induction

Authors
Pan, Feifei
Chowdhury, Md Faisal Mahbub
Gliozzo, Alfio Massimiliano
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Issue Date
2022-11-15
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Attribution-NonCommercial-NoDerivs 3.0 United States
Full Citation
Pan, F. (2022) Taxonomy generation to insert out of vocabulary terms and hypernym-hyponym pair induction. (U.S. Patent No. 11501070B2). U.S. Patent and Trademark Office.
Abstract
An approach to induction of unknown terms into a term taxonomy graph may be provided. The approach may include analyzing a domain specific corpus to generate a term taxonomy graph using a term taxonomy graph generation model with a term knowledge base and determining which terms within the domain specific corpus are out of vocabulary (OOV) terms. The approach may also analyze the terms in the domain specific corpus with a semantic representation model to generate feature vectors of the OOV terms and terms known within the generated term taxonomy graph. The approach may determine if an OOV can be a hyponym of a term within the term taxonomy graph based on the feature vectors and insert the OOV term into the graph at the appropriate location.
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USPTO
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