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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 10 of 10 1 Learning unsupervised multilingual word embeddings with incremental multilingual hubs ... Heyman, G; Verreet, B; Vulić, I; Moens, MF. - : Apollo - University of Cambridge Repository, 2019 Abstract: Recent research has discovered that a shared bilingual word embedding space can be induced by projecting monolingual word embedding spaces from two languages using a self-learning paradigm without any bilingual supervision. However, it has also been shown that for distant language pairs such fully unsupervised self-learning methods are unstable and often get stuck in poor local optima due to reduced isomorphism between starting monolingual spaces. In this work, we propose a new robust framework for learning unsupervised multilingual word embeddings that mitigates the instability issues. We learn a shared multilingual embedding space for a variable number of languages by incrementally adding new languages one by one to the current multilingual space. Through the gradual language addition our method can leverage the interdependencies between the new language and all other languages in the current multilingual hub/space. We find that it is beneficial to project more distant languages later in the iterative ... URL: https://dx.doi.org/10.17863/cam.39779 https://www.repository.cam.ac.uk/handle/1810/292618 BASE Hide details 2 Learning unsupervised multilingual word embeddings with incremental multilingual hubs Heyman, G; Verreet, B; Vulić, I. - : NAACL HLT 2019 - 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies - Proceedings of the Conference, 2019 BASE Show details 3 Automatic detection and correction of context-dependent dt-mistakes using neural networks ... Heyman, G; Vulić, I; Laevaert, Y. - : Apollo - University of Cambridge Repository, 2018 BASE Show details 4 Automatic detection and correction of context-dependent dt-mistakes using neural networks Heyman, G; Vulić, I; Laevaert, Y. - : Computational Linguistics in the Netherlands Journal, 2018 BASE Show details 5 Bilingual lexicon induction by learning to combine word-level and character-level representations ... Heyman, G; Vulíc, I; Moens, MF. - : Apollo - University of Cambridge Repository, 2017 BASE Show details 6 Bilingual lexicon induction by learning to combine word-level and character-level representations Heyman, G; Vulíc, I; Moens, MF. - : Association for Computational Linguistics, 2017. : 15th Conference of the European Chapter of the Association for Computational Linguistics, EACL 2017 - Proceedings of Conference, 2017 BASE Show details 7 Bilingual distributed word representations from document-aligned comparable data ... Vulić, I; Moens, MF. - : Apollo - University of Cambridge Repository, 2016 BASE Show details 8 Multi-Modal Representations for Improved Bilingual Lexicon Learning ... Vulić, I; Kiela, D; Clark, Stephen. - : Apollo - University of Cambridge Repository, 2016 BASE Show details 9 Bilingual distributed word representations from document-aligned comparable data Vulić, I; Moens, MF. - : AI Access Foundation, 2016. : https://jair.org/index.php/jair/article/view/10997, 2016. : Journal of Artificial Intelligence Research, 2016 BASE Show details 10 Multi-Modal Representations for Improved Bilingual Lexicon Learning Vulić, I; Kiela, D; Clark, Stephen. - : Association for Computational Linguistics, 2016. : http://acl2016.org/, 2016. : Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, 2016 BASE Show details

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