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Expanding Pretrained Models to Thousands More Languages via Lexicon-based Adaptation ...
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Efficient Test Time Adapter Ensembling for Low-resource Language Varieties ...
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Modeling Disclosive Transparency in NLP Application Descriptions ...
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Efficient Test Time Adapter Ensembling for Low-resource Language Varieties ...
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Balancing Training for Multilingual Neural Machine Translation ...
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Improving Target-side Lexical Transfer in Multilingual Neural Machine Translation ...
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Abstract:
To improve the performance of Neural Machine Translation~(NMT) for low-resource languages~(LRL), one effective strategy is to leverage parallel data from a related high-resource language~(HRL). However, multilingual data has been found more beneficial for NMT models that translate from the LRL to a target language than the ones that translate into the LRLs. In this paper, we aim to improve the effectiveness of multilingual transfer for NMT models that translate \emph{into} the LRL, by designing a better decoder word embedding. Extending upon a general-purpose multilingual encoding method Soft Decoupled Encoding~\citep{SDE}, we propose DecSDE, an efficient character n-gram based embedding specifically designed for the NMT decoder. Our experiments show that DecSDE leads to consistent gains of up to 1.8 BLEU on translation from English to four different languages. ... : Accepted to Findings of EMNLP 2020 ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2010.01667 https://arxiv.org/abs/2010.01667
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Target Conditioned Sampling: Optimizing Data Selection for Multilingual Neural Machine Translation ...
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Multilingual Neural Machine Translation With Soft Decoupled Encoding ...
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Influence of Ideological Manipulation on Slogan Translation - A Comparative Study on Two Chinese Versions of George Orwell's novel Nineteen Eighty-Four
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Wang, Xinyi. - : The University of Queensland, School of Languages and Cultures, 2018
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Generic decision-making on the retreatment of copper tailings dams
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Generic decision-making on the retreatment of copper tailings dams
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Generic decision-making on the retreatment of copper tailings dams ...
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Generic decision-making on the retreatment of copper tailings dams
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