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Subword Mapping and Anchoring across Languages ...
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Subword Mapping and Anchoring across Languages ...
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Subword Mapping and Anchoring across Languages ...
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Integrating Weakly Supervised Word Sense Disambiguation into Neural Machine Translation ...
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Integrating Weakly Supervised Word Sense Disambiguation into Neural Machine Translation ...
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Integrating Weakly Supervised Word Sense Disambiguation into Neural Machine Translation ...
Abstract: This paper demonstrates that word sense disambiguation (WSD) can improve neural machine translation (NMT) by widening the source context considered when modeling the senses of potentially ambiguous words. We first introduce three adaptive clustering algorithms for WSD, based on k-means, Chinese restaurant processes, and random walks, which are then applied to large word contexts represented in a low-rank space and evaluated on SemEval shared-task data. We then learn word vectors jointly with sense vectors defined by our best WSD method, within a state-of-the-art NMT system. We show that the concatenation of these vectors, and the use of a sense selection mechanism based on the weighted average of sense vectors, outperforms several baselines including sense-aware ones. This is demonstrated by translation on five language pairs. The improvements are above one BLEU point over strong NMT baselines, +4% accuracy over all ambiguous nouns and verbs, or +20% when scored manually over several challenging words. ... : To appear in TACL ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/1810.02614
https://dx.doi.org/10.48550/arxiv.1810.02614
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Machine Translation of Low-Resource Spoken Dialects: Strategies for Normalizing Swiss German ...
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DiscoMT 2016 Shared Task on Cross-lingual Pronoun Prediction
Guillou, Liane; Hardmeier, Christian; Nakov, Preslav. - : Uppsala University, 2017
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Consistent Translation of Repeated Nouns using Syntactic and Semantic Cues ...
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Multilingual Hierarchical Attention Networks for Document Classification ...
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The Summa Platform Prototype ...
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Multilingual Hierarchical Attention Networks for Document Classification ...
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Multilingual Hierarchical Attention Networks for Document Classification ...
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The Summa Platform Prototype ...
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Machine Translation of Spanish Personal and Possessive Pronouns Using Anaphora Probabilities ...
Luong, Ngoc Quang; Popescu-Belis, Andrei; Rios Gonzales, Annette. - : Association for Computational Linguistics, 2017
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Self-Attentive Residual Decoder for Neural Machine Translation ...
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Sense-Aware Statistical Machine Translation using Adaptive Context-Dependent Clustering ...
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Sense-Aware Statistical Machine Translation using Adaptive Context-Dependent Clustering ...
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Multilingual Hierarchical Attention Networks for Document Classification
In: http://infoscience.epfl.ch/record/231134 (2017)
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Cross-lingual Transfer for News Article Labeling: Benchmarking Statistical and Neural Models
In: http://infoscience.epfl.ch/record/231130 (2017)
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