{"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/syntactic-scaffolds-for-semantic-structures","title":"Syntactic Scaffolds for Semantic Structures","arxiv_id":"1808.10485","date":"2018-08-30","proceeding":"EMNLP 2018 10","authors":["Swabha Swayamdipta","Sam Thomson","Kenton Lee","Luke Zettlemoyer","Chris Dyer","Noah A. Smith"],"abstract":"We introduce the syntactic scaffold, an approach to incorporating syntactic\ninformation into semantic tasks. Syntactic scaffolds avoid expensive syntactic\nprocessing at runtime, only making use of a treebank during training, through a\nmultitask objective. We improve over strong baselines on PropBank semantics,\nframe semantics, and coreference resolution, achieving competitive performance\non all three tasks.","url_abs":"http://arxiv.org/abs/1808.10485v1","url_pdf":"http://arxiv.org/pdf/1808.10485v1.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":"syntactic-scaffolds-for-semantic-structures","repo_url":"https://github.com/swabhs/scaffolding","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"coreference-resolution","task_name":"Coreference Resolution"},{"task_slug":"coreference-resolution-1","task_name":"coreference-resolution"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1808.10485","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}