{"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/marian-fast-neural-machine-translation-in-c","title":"Marian: Fast Neural Machine Translation in C++","arxiv_id":"1804.00344","date":"2018-04-01","proceeding":"ACL 2018 7","authors":["Marcin Junczys-Dowmunt","Roman Grundkiewicz","Tomasz Dwojak","Hieu Hoang","Kenneth Heafield","Tom Neckermann","Frank Seide","Ulrich Germann","Alham Fikri Aji","Nikolay Bogoychev","André F. T. Martins","Alexandra Birch"],"abstract":"We present Marian, an efficient and self-contained Neural Machine Translation\nframework with an integrated automatic differentiation engine based on dynamic\ncomputation graphs. Marian is written entirely in C++. We describe the design\nof the encoder-decoder framework and demonstrate that a research-friendly\ntoolkit can achieve high training and translation speed.","url_abs":"http://arxiv.org/abs/1804.00344v3","url_pdf":"http://arxiv.org/pdf/1804.00344v3.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":"marian-fast-neural-machine-translation-in-c","repo_url":"https://github.com/marian-nmt/marian","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"marian-fast-neural-machine-translation-in-c","repo_url":"https://github.com/emjotde/amunmt","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}},{"paper_slug":"marian-fast-neural-machine-translation-in-c","repo_url":"https://github.com/pwc-1/Paper-9/tree/main/marian","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"mindspore","reach":null}],"tasks":[{"task_slug":"decoder","task_name":"Decoder"},{"task_slug":"machine-translation","task_name":"Machine Translation"},{"task_slug":"translation","task_name":"Translation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"syntology_url":"https://syntology.ai/paper/1804.00344","atlas_url":"https://app.syntology.ai/?focus=1804.00344","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}