{"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/a-general-purpose-tagger-with-convolutional","title":"A General-Purpose Tagger with Convolutional Neural Networks","arxiv_id":"1706.01723","date":"2017-06-06","proceeding":"WS 2017 9","authors":["Xiang Yu","Agnieszka Faleńska","Ngoc Thang Vu"],"abstract":"We present a general-purpose tagger based on convolutional neural networks\n(CNN), used for both composing word vectors and encoding context information.\nThe CNN tagger is robust across different tagging tasks: without task-specific\ntuning of hyper-parameters, it achieves state-of-the-art results in\npart-of-speech tagging, morphological tagging and supertagging. The CNN tagger\nis also robust against the out-of-vocabulary problem, it performs well on\nartificially unnormalized texts.","url_abs":"http://arxiv.org/abs/1706.01723v1","url_pdf":"http://arxiv.org/pdf/1706.01723v1.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":"a-general-purpose-tagger-with-convolutional","repo_url":"https://github.com/EggplantElf/sclem2017-tagger","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"morphological-tagging","task_name":"Morphological Tagging"},{"task_slug":"part-of-speech-tagging","task_name":"Part-Of-Speech Tagging"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}