{"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/greedy-joint-syntactic-semantic-parsing-with","title":"Greedy, Joint Syntactic-Semantic Parsing with Stack LSTMs","arxiv_id":"1606.08954","date":"2016-06-29","proceeding":"CONLL 2016 8","authors":["Swabha Swayamdipta","Miguel Ballesteros","Chris Dyer","Noah A. Smith"],"abstract":"We present a transition-based parser that jointly produces syntactic and\nsemantic dependencies. It learns a representation of the entire algorithm\nstate, using stack long short-term memories. Our greedy inference algorithm has\nlinear time, including feature extraction. On the CoNLL 2008--9 English shared\ntasks, we obtain the best published parsing performance among models that\njointly learn syntax and semantics.","url_abs":"http://arxiv.org/abs/1606.08954v2","url_pdf":"http://arxiv.org/pdf/1606.08954v2.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":"greedy-joint-syntactic-semantic-parsing-with","repo_url":"https://github.com/clab/joint-lstm-parser","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"semantic-parsing","task_name":"Semantic Parsing"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/1606.08954","atlas_url":"https://app.syntology.ai/?focus=1606.08954","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}