{"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/incorporating-glosses-into-neural-word-sense","title":"Incorporating Glosses into Neural Word Sense Disambiguation","arxiv_id":"1805.08028","date":"2018-05-21","proceeding":"ACL 2018 7","authors":["Fuli Luo","Tianyu Liu","Qiaolin Xia","Baobao Chang","Zhifang Sui"],"abstract":"Word Sense Disambiguation (WSD) aims to identify the correct meaning of\npolysemous words in the particular context. Lexical resources like WordNet\nwhich are proved to be of great help for WSD in the knowledge-based methods.\nHowever, previous neural networks for WSD always rely on massive labeled data\n(context), ignoring lexical resources like glosses (sense definitions). In this\npaper, we integrate the context and glosses of the target word into a unified\nframework in order to make full use of both labeled data and lexical knowledge.\nTherefore, we propose GAS: a gloss-augmented WSD neural network which jointly\nencodes the context and glosses of the target word. GAS models the semantic\nrelationship between the context and the gloss in an improved memory network\nframework, which breaks the barriers of the previous supervised methods and\nknowledge-based methods. We further extend the original gloss of word sense via\nits semantic relations in WordNet to enrich the gloss information. The\nexperimental results show that our model outperforms the state-of-theart\nsystems on several English all-words WSD datasets.","url_abs":"http://arxiv.org/abs/1805.08028v2","url_pdf":"http://arxiv.org/pdf/1805.08028v2.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":"incorporating-glosses-into-neural-word-sense","repo_url":"https://github.com/jimiyulu/WSD_MemNN","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"tf","reach":null}],"tasks":[{"task_slug":"word-sense-disambiguation","task_name":"Word Sense Disambiguation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/word-sense-disambiguation-on-semeval-2013","task":"Word Sense Disambiguation","dataset":"SemEval 2013 Task 12","model":"GASext (Concatenation)","rank_in_archive_order":7,"of":12,"metrics":{"F1":"67.2"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-semeval-2013","task":"Word Sense Disambiguation","dataset":"SemEval 2013 Task 12","model":"GASext (Linear)","rank_in_archive_order":8,"of":12,"metrics":{"F1":"67.1"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-semeval-2013","task":"Word Sense Disambiguation","dataset":"SemEval 2013 Task 12","model":"GAS (Concatenation)","rank_in_archive_order":9,"of":12,"metrics":{"F1":"67.0"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-semeval-2013","task":"Word Sense Disambiguation","dataset":"SemEval 2013 Task 12","model":"GAS (Linear)","rank_in_archive_order":11,"of":12,"metrics":{"F1":"66.7"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-semeval-2015","task":"Word Sense Disambiguation","dataset":"SemEval 2015 Task 13","model":"GASext (Concatenation)","rank_in_archive_order":3,"of":6,"metrics":{"F1":"72.6"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-semeval-2015","task":"Word Sense Disambiguation","dataset":"SemEval 2015 Task 13","model":"GASext (Linear)","rank_in_archive_order":4,"of":6,"metrics":{"F1":"72.1"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-semeval-2015","task":"Word Sense Disambiguation","dataset":"SemEval 2015 Task 13","model":"GAS (Concatenation)","rank_in_archive_order":5,"of":6,"metrics":{"F1":"71.8"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-semeval-2015","task":"Word Sense Disambiguation","dataset":"SemEval 2015 Task 13","model":"GAS (Linear)","rank_in_archive_order":6,"of":6,"metrics":{"F1":"71.6"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-senseval-2","task":"Word Sense Disambiguation","dataset":"SensEval 2","model":"GASext (Linear)","rank_in_archive_order":7,"of":11,"metrics":{"F1":"72.4"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-senseval-2","task":"Word Sense Disambiguation","dataset":"SensEval 2","model":"GASext (Concatenation)","rank_in_archive_order":9,"of":11,"metrics":{"F1":"72.2"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-senseval-2","task":"Word Sense Disambiguation","dataset":"SensEval 2","model":"GAS (Concatenation)","rank_in_archive_order":10,"of":11,"metrics":{"F1":"72.1"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-senseval-2","task":"Word Sense Disambiguation","dataset":"SensEval 2","model":"GAS (Linear)","rank_in_archive_order":11,"of":11,"metrics":{"F1":"72.0"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-senseval-3-task","task":"Word Sense Disambiguation","dataset":"SensEval 3 Task 1","model":"GASext (Concatenation)","rank_in_archive_order":5,"of":11,"metrics":{"F1":"70.5"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-senseval-3-task","task":"Word Sense Disambiguation","dataset":"SensEval 3 Task 1","model":"GAS (Concatenation)","rank_in_archive_order":6,"of":11,"metrics":{"F1":"70.2"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-senseval-3-task","task":"Word Sense Disambiguation","dataset":"SensEval 3 Task 1","model":"GASext (Linear)","rank_in_archive_order":8,"of":11,"metrics":{"F1":"70.1"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-senseval-3-task","task":"Word Sense Disambiguation","dataset":"SensEval 3 Task 1","model":"GAS (Linear)","rank_in_archive_order":9,"of":11,"metrics":{"F1":"70.0"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-supervised","task":"Word Sense Disambiguation","dataset":"Supervised:","model":"GAS<sub>ext</sub>","rank_in_archive_order":20,"of":27,"metrics":{"SemEval 2007":"--*","SemEval 2013":"67.2","SemEval 2015":"72.6","Senseval 2":"72.2","Senseval 3":"70.5"},"uses_additional_data":false},{"leaderboard":"/sota/word-sense-disambiguation-on-supervised","task":"Word Sense Disambiguation","dataset":"Supervised:","model":"GAS","rank_in_archive_order":21,"of":27,"metrics":{"SemEval 2007":"--*","SemEval 2013":"66.7","SemEval 2015":"71.6","Senseval 2":"72.0","Senseval 3":"70.0"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1805.08028","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}