{"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/distant-supervision-from-disparate-sources","title":"Distant Supervision from Disparate Sources for Low-Resource Part-of-Speech Tagging","arxiv_id":"1808.09733","date":"2018-08-29","proceeding":"EMNLP 2018 10","authors":["Barbara Plank","Željko Agić"],"abstract":"We introduce DsDs: a cross-lingual neural part-of-speech tagger that learns\nfrom disparate sources of distant supervision, and realistically scales to\nhundreds of low-resource languages. The model exploits annotation projection,\ninstance selection, tag dictionaries, morphological lexicons, and distributed\nrepresentations, all in a uniform framework. The approach is simple, yet\nsurprisingly effective, resulting in a new state of the art without access to\nany gold annotated data.","url_abs":"http://arxiv.org/abs/1808.09733v1","url_pdf":"http://arxiv.org/pdf/1808.09733v1.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":"distant-supervision-from-disparate-sources","repo_url":"https://github.com/bplank/bilstm-aux","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"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":{"atlas_url":"https://app.syntology.ai/?focus=1808.09733","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}