{"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/the-interplay-of-semantics-and-morphology-in","title":"The Interplay of Semantics and Morphology in Word Embeddings","arxiv_id":"1704.01938","date":"2017-04-06","proceeding":"EACL 2017 4","authors":["Oded Avraham","Yoav Goldberg"],"abstract":"We explore the ability of word embeddings to capture both semantic and\nmorphological similarity, as affected by the different types of linguistic\nproperties (surface form, lemma, morphological tag) used to compose the\nrepresentation of each word. We train several models, where each uses a\ndifferent subset of these properties to compose its representations. By\nevaluating the models on semantic and morphological measures, we reveal some\nuseful insights on the relationship between semantics and morphology.","url_abs":"http://arxiv.org/abs/1704.01938v1","url_pdf":"http://arxiv.org/pdf/1704.01938v1.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":"the-interplay-of-semantics-and-morphology-in","repo_url":"https://github.com/oavraham1/prop2vec","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":{"status":"unanswered"}}],"tasks":[{"task_slug":"lemma","task_name":"LEMMA"},{"task_slug":"tag","task_name":"TAG"},{"task_slug":"word-embeddings","task_name":"Word Embeddings"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1704.01938","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}