{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/unsupervised-sense-aware-hypernymy-extraction","title":"Unsupervised Sense-Aware Hypernymy Extraction","arxiv_id":"1809.06223","date":"2018-09-17","proceeding":null,"authors":["Dmitry Ustalov","Alexander Panchenko","Chris Biemann","Simone Paolo Ponzetto"],"abstract":"In this paper, we show how unsupervised sense representations can be used to\nimprove hypernymy extraction. We present a method for extracting disambiguated\nhypernymy relationships that propagates hypernyms to sets of synonyms\n(synsets), constructs embeddings for these sets, and establishes sense-aware\nrelationships between matching synsets. Evaluation on two gold standard\ndatasets for English and Russian shows that the method successfully recognizes\nhypernymy relationships that cannot be found with standard Hearst patterns and\nWiktionary datasets for the respective languages.","url_abs":"http://arxiv.org/abs/1809.06223v1","url_pdf":"http://arxiv.org/pdf/1809.06223v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"unsupervised-sense-aware-hypernymy-extraction","repo_url":"https://github.com/dustalov/watlink","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}