{"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/viable-dependency-parsing-as-sequence","title":"Viable Dependency Parsing as Sequence Labeling","arxiv_id":"1902.10505","date":"2019-02-27","proceeding":"NAACL 2019 6","authors":["Michalina Strzyz","David Vilares","Carlos Gómez-Rodríguez"],"abstract":"We recast dependency parsing as a sequence labeling problem, exploring\nseveral encodings of dependency trees as labels. While dependency parsing by\nmeans of sequence labeling had been attempted in existing work, results\nsuggested that the technique was impractical. We show instead that with a\nconventional BiLSTM-based model it is possible to obtain fast and accurate\nparsers. These parsers are conceptually simple, not needing traditional parsing\nalgorithms or auxiliary structures. However, experiments on the PTB and a\nsample of UD treebanks show that they provide a good speed-accuracy tradeoff,\nwith results competitive with more complex approaches.","url_abs":"http://arxiv.org/abs/1902.10505v2","url_pdf":"http://arxiv.org/pdf/1902.10505v2.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":"viable-dependency-parsing-as-sequence","repo_url":"https://github.com/mstrise/dep2label","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"pytorch","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"dependency-parsing","task_name":"Dependency Parsing"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1902.10505","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}