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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 ...
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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 ...
Abstract: Hierarchical attention networks have recently achieved remarkable performance for document classification in a given language. However, when multilingual document collections are considered, training such models separately for each language entails linear parameter growth and lack of cross-language transfer. Learning a single multilingual model with fewer parameters is therefore a challenging but potentially beneficial objective. To this end, we propose multilingual hierarchical attention networks for learning document structures, with shared encoders and/or attention mechanisms across languages, using multi-task learning and an aligned semantic space as input. We evaluate the proposed models on multilingual document classification with disjoint label sets, on a large dataset which we provide, with 600k news documents in 8 languages, and 5k labels. The multilingual models outperform strong monolingual ones in low-resource as well as full-resource settings, and use fewer parameters, thus confirming their ...
URL: https://zenodo.org/record/834307
https://dx.doi.org/10.5281/zenodo.834307
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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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19
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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