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1
Multi-Modal Representations for Improved Bilingual Lexicon Learning ...
Vulić, I
;
Kiela, D
;
Clark, Stephen
. - : Apollo - University of Cambridge Repository, 2016
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2
Multi-Modal Representations for Improved Bilingual Lexicon Learning
Vulić, I
;
Kiela, D
;
Clark, Stephen
;
Moens, MF
. - : Association for Computational Linguistics, 2016. : http://acl2016.org/, 2016. : Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, 2016
Abstract:
Recent work has revealed the potential of using visual representations for bilingual lexicon learning (BLL). Such image-based BLL methods, however, still fall short of linguistic approaches. In this paper, we propose a simple yet effective multimodal approach that learns bilingual semantic representations that fuse linguistic and visual input. These new bilingual multi-modal embeddings display significant performance gains in the BLL task for three language pairs on two benchmarking test sets, outperforming linguistic-only BLL models using three different types of state-of-the-art bilingual word embeddings, as well as visual-only BLL models. ; This work is supported by ERC Consolidator Grant LEXICAL (648909) and KU Leuven Grant PDMK/14/117. SC is supported by ERC Starting Grant DisCoTex (306920).
URL:
https://doi.org/10.17863/CAM.9719
https://www.repository.cam.ac.uk/handle/1810/267177
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