The MeMAD Submission to the WMT18 Multimodal Translation Task

August 31, 2018 ยท Declared Dead ยท ๐Ÿ› Conference on Machine Translation

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Authors Stig-Arne Grรถnroos, Benoit Huet, Mikko Kurimo, Jorma Laaksonen, Bernard Merialdo, Phu Pham, Mats Sjรถberg, Umut Sulubacak, Jรถrg Tiedemann, Raphael Troncy, Raรบl Vรกzquez arXiv ID 1808.10802 Category cs.CL: Computation & Language Citations 68 Venue Conference on Machine Translation Last Checked 3 months ago
Abstract
This paper describes the MeMAD project entry to the WMT Multimodal Machine Translation Shared Task. We propose adapting the Transformer neural machine translation (NMT) architecture to a multi-modal setting. In this paper, we also describe the preliminary experiments with text-only translation systems leading us up to this choice. We have the top scoring system for both English-to-German and English-to-French, according to the automatic metrics for flickr18. Our experiments show that the effect of the visual features in our system is small. Our largest gains come from the quality of the underlying text-only NMT system. We find that appropriate use of additional data is effective.
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