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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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Abstract:
The goal of this work is to design a machine translation (MT) system for a low-resource family of dialects, collectively known as Swiss German, which are widely spoken in Switzerland but seldom written. We collected a significant number of parallel written resources to start with, up to a total of about 60k words. Moreover, we identified several other promising data sources for Swiss German. Then, we designed and compared three strategies for normalizing Swiss German input in order to address the regional diversity. We found that character-based neural MT was the best solution for text normalization. In combination with phrase-based statistical MT, our solution reached 36% BLEU score when translating from the Bernese dialect. This value, however, decreases as the testing data becomes more remote from the training one, geographically and topically. These resources and normalization techniques are a first step towards full MT of Swiss German dialects. ... : 11th Language Resources and Evaluation Conference (LREC), 7-12 May 2018, Miyazaki (Japan) ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/1710.11035 https://dx.doi.org/10.48550/arxiv.1710.11035
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DiscoMT 2016 Shared Task on Cross-lingual Pronoun Prediction
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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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Multilingual Hierarchical Attention Networks for Document Classification ...
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Multilingual Hierarchical Attention Networks for Document Classification ...
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Machine Translation of Spanish Personal and Possessive Pronouns Using Anaphora Probabilities ...
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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
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In: http://infoscience.epfl.ch/record/231134 (2017)
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Cross-lingual Transfer for News Article Labeling: Benchmarking Statistical and Neural Models
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In: http://infoscience.epfl.ch/record/231130 (2017)
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