{"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/umons-submission-for-wmt18-multimodal","title":"UMONS Submission for WMT18 Multimodal Translation Task","arxiv_id":"1810.06233","date":"2018-10-15","proceeding":null,"authors":["Jean-Benoit Delbrouck","Stéphane Dupont"],"abstract":"This paper describes the UMONS solution for the Multimodal Machine\nTranslation Task presented at the third conference on machine translation\n(WMT18). We explore a novel architecture, called deepGRU, based on recent\nfindings in the related task of Neural Image Captioning (NIC). The models\npresented in the following sections lead to the best METEOR translation score\nfor both constrained (English, image) -> German and (English, image) -> French\nsub-tasks.","url_abs":"http://arxiv.org/abs/1810.06233v1","url_pdf":"http://arxiv.org/pdf/1810.06233v1.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":"umons-submission-for-wmt18-multimodal","repo_url":"https://github.com/jbdel/WMT18_MNMT","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"image-captioning","task_name":"Image Captioning"},{"task_slug":"machine-translation","task_name":"Machine Translation"},{"task_slug":"multimodal-machine-translation","task_name":"Multimodal Machine Translation"},{"task_slug":"translation","task_name":"Translation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}