{"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-subword-information-into-matrix","title":"Incorporating Subword Information into Matrix Factorization Word Embeddings","arxiv_id":"1805.03710","date":"2018-05-09","proceeding":"WS 2018 6","authors":["Alexandre Salle","Aline Villavicencio"],"abstract":"The positive effect of adding subword information to word embeddings has been\ndemonstrated for predictive models. In this paper we investigate whether\nsimilar benefits can also be derived from incorporating subwords into counting\nmodels. We evaluate the impact of different types of subwords (n-grams and\nunsupervised morphemes), with results confirming the importance of subword\ninformation in learning representations of rare and out-of-vocabulary words.","url_abs":"http://arxiv.org/abs/1805.03710v1","url_pdf":"http://arxiv.org/pdf/1805.03710v1.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-subword-information-into-matrix","repo_url":"https://github.com/alexandres/lexvec","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"word-embeddings","task_name":"Word Embeddings"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1805.03710","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}