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SMDT: Selective Memory-Augmented Neural Document Translation ...
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Abstract:
Existing document-level neural machine translation (NMT) models have sufficiently explored different context settings to provide guidance for target generation. However, little attention is paid to inaugurate more diverse context for abundant context information. In this paper, we propose a Selective Memory-augmented Neural Document Translation model to deal with documents containing large hypothesis space of the context. Specifically, we retrieve similar bilingual sentence pairs from the training corpus to augment global context and then extend the two-stream attention model with selective mechanism to capture local context and diverse global contexts. This unified approach allows our model to be trained elegantly on three publicly document-level machine translation datasets and significantly outperforms previous document-level NMT models. ...
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Keyword:
Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2201.01631 https://arxiv.org/abs/2201.01631
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Neural Network-Enabled Flexible Pressure and Temperature Sensor with Honeycomb-like Architecture for Voice Recognition
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In: Sensors (Basel) (2022)
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Neural Mechanisms of Hearing Recovery for Cochlear-Implanted Patients: An Electroencephalogram Follow-Up Study
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In: Front Neurosci (2021)
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Variability in the analysis of a single neuroimaging dataset by many teams
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In: ISSN: 0028-0836 ; EISSN: 1476-4679 ; Nature ; https://www.hal.inserm.fr/inserm-02914443 ; Nature, Nature Publishing Group, 2020, 582 (7810), pp.84-88. ⟨10.1038/s41586-020-2314-9⟩ (2020)
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FGraDA: A Dataset and Benchmark for Fine-Grained Domain Adaptation in Machine Translation ...
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Multi-Criteria Decision-Making Method Based on Simplified Neutrosophic Linguistic Information with Cloud Model ...
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Multi-Criteria Decision-Making Method Based on Simplified Neutrosophic Linguistic Information with Cloud Model ...
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Additional file 1: of Dog vaccination with EgM proteins against Echinococcus granulosus ...
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Additional file 1: of Dog vaccination with EgM proteins against Echinococcus granulosus ...
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Multi-Criteria Decision-Making Method Based On Simplified Neutrosophic Linguistic Information With Cloud Model ...
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Multi-Criteria Decision-Making Method Based On Simplified Neutrosophic Linguistic Information With Cloud Model ...
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A Component-Based Vocabulary-Extensible Sign Language Gesture Recognition Framework
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