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1
Multilingual Pre-training with Language and Task Adaptation for Multilingual Text Style Transfer ...
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2
Unsupervised Translation of German--Lower Sorbian: Exploring Training and Novel Transfer Methods on a Low-Resource Language ...
Abstract: This paper describes the methods behind the systems submitted by the University of Groningen for the WMT 2021 Unsupervised Machine Translation task for German--Lower Sorbian (DE--DSB): a high-resource language to a low-resource one. Our system uses a transformer encoder-decoder architecture in which we make three changes to the standard training procedure. First, our training focuses on two languages at a time, contrasting with a wealth of research on multilingual systems. Second, we introduce a novel method for initializing the vocabulary of an unseen language, achieving improvements of 3.2 BLEU for DE$\rightarrow$DSB and 4.0 BLEU for DSB$\rightarrow$DE. Lastly, we experiment with the order in which offline and online back-translation are used to train an unsupervised system, finding that using online back-translation first works better for DE$\rightarrow$DSB by 2.76 BLEU. Our submissions ranked first (tied with another team) for DSB$\rightarrow$DE and third for DE$\rightarrow$DSB. ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2109.12012
https://dx.doi.org/10.48550/arxiv.2109.12012
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3
Generic resources are what you need: Style transfer tasks without task-specific parallel training data ...
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4
Character-level Representations Improve DRS-based Semantic Parsing Even in the Age of BERT ...
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5
A Set of Recommendations for Assessing Human-Machine Parity in Language Translation ...
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6
Quantitative Fine-Grained Human Evaluation of Machine Translation Systems: a Case Study on English to Croatian ...
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7
Fine-grained human evaluation of neural versus phrase-based machine translation ...
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8
A Multifaceted Evaluation of Neural versus Phrase-Based Machine Translation for 9 Language Directions ...
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9
Mining and Exploiting Domain-Specific Corpora in the PANACEA Platform ...
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