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1
Multilingual Neural Machine Translation:Can Linguistic Hierarchies Help? ...
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2
Generalised Unsupervised Domain Adaptation of Neural Machine Translation with Cross-Lingual Data Selection ...
Abstract: This paper considers the unsupervised domain adaptation problem for neural machine translation (NMT), where we assume the access to only monolingual text in either the source or target language in the new domain. We propose a cross-lingual data selection method to extract in-domain sentences in the missing language side from a large generic monolingual corpus. Our proposed method trains an adaptive layer on top of multilingual BERT by contrastive learning to align the representation between the source and target language. This then enables the transferability of the domain classifier between the languages in a zero-shot manner. Once the in-domain data is detected by the classifier, the NMT model is then adapted to the new domain by jointly learning translation and domain discrimination tasks. We evaluate our cross-lingual data selection method on NMT across five diverse domains in three language pairs, as well as a real-world scenario of translation for COVID-19. The results show that our proposed method ... : EMNLP2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2109.04292
https://dx.doi.org/10.48550/arxiv.2109.04292
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3
Uncertainty-Aware Balancing for Multilingual and Multi-Domain Neural Machine Translation Training ...
Wu, Minghao; Li, Yitong; Zhang, Meng. - : arXiv, 2021
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4
Neural-Symbolic Commonsense Reasoner with Relation Predictors ...
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5
Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection ...
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6
Learning to Explain: Generating Stable Explanations Fast ...
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7
It Is Not As Good As You Think! Evaluating Simultaneous Machine Translation on Interpretation Data ...
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8
Total Recall: a Customized Continual Learning Method for Neural Semantic Parsers ...
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9
Cognition-aware Cognate Detection ...
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10
Generalised Unsupervised Domain Adaptation of Neural Machine Translation with Cross-Lingual Data Selection ...
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11
Multilingual Neural Machine Translation: Can Linguistic Hierarchies Help? ...
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12
Multilingual Simultaneous Neural Machine Translation ...
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13
Uncertainty-Aware Balancing for Multilingual and Multi-Domain Neural Machine Translation Training ...
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14
Harnessing Cross-lingual Features to Improve Cognate Detection for Low-resource Languages ...
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15
Two-Stage Recognition and beyond for Compound Facial Emotion Recognition
In: Electronics ; Volume 10 ; Issue 22 (2021)
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16
Psychometric properties of modified MOS social support survey 5-item (MSSS-5-item) among Iranian older adults
In: BMC Geriatr (2021)
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17
Concurrent Group-Dynamic Assessment of Intermediate EFL Learners’ Receptive and Productive Vocabulary Size
In: Porta Linguarum: revista internacional de didáctica de las lenguas extranjeras, ISSN 1697-7467, Nº. 36, 2021, pags. 119-137 (2021)
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