{"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/the-university-of-edinburghs-english-german","title":"The University of Edinburgh’s English-German and English-Hausa Submissions to the WMT21 News Translation Task","arxiv_id":null,"date":"2021-11-01","proceeding":"WMT (EMNLP) 2021 11","authors":["Pinzhen Chen","Jindřich Helcl","Ulrich Germann","Laurie Burchell","Nikolay Bogoychev","Antonio Valerio Miceli Barone","Jonas Waldendorf","Alexandra Birch","Kenneth Heafield"],"abstract":"This paper presents the University of Edinburgh’s constrained submissions of English-German and English-Hausa systems to the WMT 2021 shared task on news translation. We build En-De systems in three stages: corpus filtering, back-translation, and fine-tuning. For En-Ha we use an iterative back-translation approach on top of pre-trained En-De models and investigate vocabulary embedding mapping.","url_abs":"https://aclanthology.org/2021.wmt-1.4","url_pdf":"https://aclanthology.org/2021.wmt-1.4.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":"the-university-of-edinburghs-english-german","repo_url":"https://github.com/marian-nmt/marian","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}}],"tasks":[{"task_slug":"translation","task_name":"Translation"}],"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}