{"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/read-tag-and-parse-all-at-once-or-fully","title":"Read, Tag, and Parse All at Once, or Fully-neural Dependency Parsing","arxiv_id":"1609.03441","date":"2016-09-12","proceeding":null,"authors":["Jan Chorowski","Michał Zapotoczny","Paweł Rychlikowski"],"abstract":"We present a dependency parser implemented as a single deep neural network\nthat reads orthographic representations of words and directly generates\ndependencies and their labels. Unlike typical approaches to parsing, the model\ndoesn't require part-of-speech (POS) tagging of the sentences. With proper\nregularization and additional supervision achieved with multitask learning we\nreach state-of-the-art performance on Slavic languages from the Universal\nDependencies treebank: with no linguistic features other than characters, our\nparser is as accurate as a transition- based system trained on perfect POS\ntags.","url_abs":"http://arxiv.org/abs/1609.03441v2","url_pdf":"http://arxiv.org/pdf/1609.03441v2.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":"read-tag-and-parse-all-at-once-or-fully","repo_url":"https://github.com/mzapotoczny/dependency-parser","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"all","task_name":"All"},{"task_slug":"dependency-parsing","task_name":"Dependency Parsing"},{"task_slug":"pos","task_name":"POS"},{"task_slug":"pos-tagging","task_name":"POS Tagging"},{"task_slug":"part-of-speech-tagging","task_name":"Part-Of-Speech Tagging"},{"task_slug":"tag","task_name":"TAG"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}