{"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/cytonmt-an-efficient-neural-machine","title":"CytonMT: an Efficient Neural Machine Translation Open-source Toolkit Implemented in C++","arxiv_id":"1802.07170","date":"2018-02-17","proceeding":"EMNLP 2018 11","authors":["Xiaolin Wang","Masao Utiyama","Eiichiro Sumita"],"abstract":"This paper presents an open-source neural machine translation toolkit named\nCytonMT (https://github.com/arthurxlw/cytonMt). The toolkit is built from\nscratch only using C++ and NVIDIA's GPU-accelerated libraries. The toolkit\nfeatures training efficiency, code simplicity and translation quality.\nBenchmarks show that CytonMT accelerates the training speed by 64.5% to 110.8%\non neural networks of various sizes, and achieves competitive translation\nquality.","url_abs":"http://arxiv.org/abs/1802.07170v2","url_pdf":"http://arxiv.org/pdf/1802.07170v2.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":"cytonmt-an-efficient-neural-machine","repo_url":"https://github.com/arthurxlw/cytonMt","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null}],"tasks":[{"task_slug":null,"task_name":"GPU"},{"task_slug":"machine-translation","task_name":"Machine Translation"},{"task_slug":"translation","task_name":"Translation"}],"methods":[{"method_slug":"speed","method_name":"SPEED"}],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1802.07170","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}