{"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/random-walks-for-knowledge-based-word-sense","title":"Random Walks for Knowledge-Based Word Sense Disambiguation","arxiv_id":null,"date":"2014-03-01","proceeding":"CL 2014 3","authors":["Eneko Agirre","Oier L{\\'o}pez de Lacalle","Aitor Soroa"],"abstract":"","url_abs":"https://aclanthology.org/J14-1003","url_pdf":"https://aclanthology.org/J14-1003.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":[],"tasks":[{"task_slug":"information-retrieval","task_name":"Information Retrieval"},{"task_slug":"machine-translation","task_name":"Machine Translation"},{"task_slug":"question-answering","task_name":"Question Answering"},{"task_slug":"word-sense-disambiguation","task_name":"Word Sense Disambiguation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/word-sense-disambiguation-on-knowledge-based","task":"Word Sense Disambiguation","dataset":"Knowledge-based:","model":"UKBppr_w2w-nf","rank_in_archive_order":5,"of":6,"metrics":{"All":"57.5","SemEval 2007":"40.0","SemEval 2013":"64.5","SemEval 2015":"64.5","Senseval 2":"64.2","Senseval 3":"54.8"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-knowledge-based","task":"Word Sense Disambiguation","dataset":"Knowledge-based:","model":"UKBppr_w2w","rank_in_archive_order":6,"of":6,"metrics":{"All":"**67.3**","SemEval 2007":"53.0","SemEval 2013":"**68.8**","SemEval 2015":"**70.3**","Senseval 2":"68.8","Senseval 3":"66.1"},"uses_additional_data":false}],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}