{"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/effective-strategies-in-zero-shot-neural","title":"Effective Strategies in Zero-Shot Neural Machine Translation","arxiv_id":"1711.07893","date":"2017-11-21","proceeding":"IWSLT 2017 12","authors":["Thanh-Le Ha","Jan Niehues","Alexander Waibel"],"abstract":"In this paper, we proposed two strategies which can be applied to a\nmultilingual neural machine translation system in order to better tackle\nzero-shot scenarios despite not having any parallel corpus. The experiments\nshow that they are effective in terms of both performance and computing\nresources, especially in multilingual translation of unbalanced data in real\nzero-resourced condition when they alleviate the language bias problem.","url_abs":"http://arxiv.org/abs/1711.07893v2","url_pdf":"http://arxiv.org/pdf/1711.07893v2.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":"effective-strategies-in-zero-shot-neural","repo_url":"https://github.com/minhcongnguyen1508/Tool_preprocess_NLP","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"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=1711.07893","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}