{"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/unsupervised-semantic-frame-induction-using","title":"Unsupervised Semantic Frame Induction using Triclustering","arxiv_id":"1805.04715","date":"2018-05-12","proceeding":"ACL 2018 7","authors":["Dmitry Ustalov","Alexander Panchenko","Andrei Kutuzov","Chris Biemann","Simone Paolo Ponzetto"],"abstract":"We use dependency triples automatically extracted from a Web-scale corpus to\nperform unsupervised semantic frame induction. We cast the frame induction\nproblem as a triclustering problem that is a generalization of clustering for\ntriadic data. Our replicable benchmarks demonstrate that the proposed\ngraph-based approach, Triframes, shows state-of-the art results on this task on\na FrameNet-derived dataset and performing on par with competitive methods on a\nverb class clustering task.","url_abs":"http://arxiv.org/abs/1805.04715v2","url_pdf":"http://arxiv.org/pdf/1805.04715v2.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":"unsupervised-semantic-frame-induction-using","repo_url":"https://github.com/uhh-lt/triframes","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"clustering","task_name":"Clustering"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1805.04715","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}