{"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/wsd-algorithm-based-on-a-new-method-of-vector","title":"WSD algorithm based on a new method of vector-word contexts proximity calculation via epsilon-filtration","arxiv_id":"1805.09559","date":"2018-05-24","proceeding":null,"authors":["Alexander Kirillov","Natalia Krizhanovsky","Andrew Krizhanovsky"],"abstract":"The problem of word sense disambiguation (WSD) is considered in the article.\nGiven a set of synonyms (synsets) and sentences with these synonyms. It is\nnecessary to select the meaning of the word in the sentence automatically. 1285\nsentences were tagged by experts, namely, one of the dictionary meanings was\nselected by experts for target words. To solve the WSD-problem, an algorithm\nbased on a new method of vector-word contexts proximity calculation is\nproposed. In order to achieve higher accuracy, a preliminary epsilon-filtering\nof words is performed, both in the sentence and in the set of synonyms. An\nextensive program of experiments was carried out. Four algorithms are\nimplemented, including a new algorithm. Experiments have shown that in a number\nof cases the new algorithm shows better results. The developed software and the\ntagged corpus have an open license and are available online. Wiktionary and\nWikisource are used. A brief description of this work can be viewed in slides\n(https://goo.gl/9ak6Gt). Video lecture in Russian on this research is available\nonline (https://youtu.be/-DLmRkepf58).","url_abs":"http://arxiv.org/abs/1805.09559v2","url_pdf":"http://arxiv.org/pdf/1805.09559v2.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":"wsd-algorithm-based-on-a-new-method-of-vector","repo_url":"https://github.com/componavt/wcorpus","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"sentence","task_name":"Sentence"},{"task_slug":"word-sense-disambiguation","task_name":"Word Sense Disambiguation"}],"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}