{"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/does-multimodality-help-human-and-machine-for","title":"Does Multimodality Help Human and Machine for Translation and Image Captioning?","arxiv_id":"1605.09186","date":"2016-05-30","proceeding":"WS 2016 8","authors":["Ozan Caglayan","Walid Aransa","Yaxing Wang","Marc Masana","Mercedes García-Martínez","Fethi Bougares","Loïc Barrault","Joost Van de Weijer"],"abstract":"This paper presents the systems developed by LIUM and CVC for the WMT16\nMultimodal Machine Translation challenge. We explored various comparative\nmethods, namely phrase-based systems and attentional recurrent neural networks\nmodels trained using monomodal or multimodal data. We also performed a human\nevaluation in order to estimate the usefulness of multimodal data for human\nmachine translation and image description generation. Our systems obtained the\nbest results for both tasks according to the automatic evaluation metrics BLEU\nand METEOR.","url_abs":"http://arxiv.org/abs/1605.09186v4","url_pdf":"http://arxiv.org/pdf/1605.09186v4.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":"does-multimodality-help-human-and-machine-for","repo_url":"https://github.com/lium-lst/nmtpy","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok","spdx":"NOASSERTION"}}],"tasks":[{"task_slug":"image-captioning","task_name":"Image Captioning"},{"task_slug":null,"task_name":"Image Description"},{"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":"https://app.syntology.ai/?focus=1605.09186","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}