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1
Learning unsupervised multilingual word embeddings with incremental multilingual hubs ...
Heyman, G; Verreet, B; Vulić, I. - : Apollo - University of Cambridge Repository, 2019
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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
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3
Automatic detection and correction of context-dependent dt-mistakes using neural networks ...
Heyman, G; Vulić, I; Laevaert, Y; Moens, MF. - : Apollo - University of Cambridge Repository, 2018
Abstract: We introduce a novel approach to correcting context-dependent dt-mistakes, one of the most frequent spelling errors in the Dutch language. We show that by using a neural network to estimate the probability distribution of a verb's suffix conditioned jointly on its stem and context, we obtain large improvements over state-of-the-art spell checkers on three different benchmarking datasets, achieving a perfect score on a verb spelling test from \emph{de Standaard}, a Flemish newspaper. The method is unsupervised and only relies on basic preprocessing tools to tokenize the text and identify verbs, which enables training on millions of sentences. Furthermore, we propose a method to determine which words in a sentence cause the system to make corrections, which is valuable for providing feedback to the user. ...
URL: https://dx.doi.org/10.17863/cam.37762
https://www.repository.cam.ac.uk/handle/1810/290532
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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
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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
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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
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7
Bilingual distributed word representations from document-aligned comparable data ...
Vulić, I; Moens, MF. - : Apollo - University of Cambridge Repository, 2016
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8
Multi-Modal Representations for Improved Bilingual Lexicon Learning ...
Vulić, I; Kiela, D; Clark, Stephen. - : Apollo - University of Cambridge Repository, 2016
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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
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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
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