{"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/democratizing-machine-translation-with-opus","title":"Democratizing Neural Machine Translation with OPUS-MT","arxiv_id":"2212.01936","date":"2022-12-04","proceeding":null,"authors":["Jörg Tiedemann","Mikko Aulamo","Daria Bakshandaeva","Michele Boggia","Stig-Arne Grönroos","Tommi Nieminen","Alessandro Raganato","Yves Scherrer","Raul Vazquez","Sami Virpioja"],"abstract":"This paper presents the OPUS ecosystem with a focus on the development of open machine translation models and tools, and their integration into end-user applications, development platforms and professional workflows. We discuss our on-going mission of increasing language coverage and translation quality, and also describe on-going work on the development of modular translation models and speed-optimized compact solutions for real-time translation on regular desktops and small devices.","url_abs":"https://arxiv.org/abs/2212.01936v3","url_pdf":"https://arxiv.org/pdf/2212.01936v3.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":"democratizing-machine-translation-with-opus","repo_url":"https://github.com/Helsinki-NLP/OPUS-MT-train","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":{"status":"ok","spdx":"MIT"}},{"paper_slug":"democratizing-machine-translation-with-opus","repo_url":"https://github.com/helsinki-nlp/opus-mt","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":{"status":"ok","spdx":"MIT"}}],"tasks":[{"task_slug":"machine-translation","task_name":"Machine Translation"},{"task_slug":"translation","task_name":"Translation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=2212.01936","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}