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Self-Training Sampling with Monolingual Data Uncertainty for Neural Machine Translation ...
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Self-Training Sampling with Monolingual Data Uncertainty for Neural Machine Translation ...
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Anatomical Study on the Safety of Anterior Cervical Craniovertebral Fusion with Clival Screw Placement in Children Aged 1–6 Years
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In: Int J Gen Med (2021)
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Multi-Task Learning with Shared Encoder for Non-Autoregressive Machine Translation ...
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Abstract:
Non-Autoregressive machine Translation (NAT) models have demonstrated significant inference speedup but suffer from inferior translation accuracy. The common practice to tackle the problem is transferring the Autoregressive machine Translation (AT) knowledge to NAT models, e.g., with knowledge distillation. In this work, we hypothesize and empirically verify that AT and NAT encoders capture different linguistic properties of source sentences. Therefore, we propose to adopt Multi-Task learning to transfer the AT knowledge to NAT models through encoder sharing. Specifically, we take the AT model as an auxiliary task to enhance NAT model performance. Experimental results on WMT14 English-German and WMT16 English-Romanian datasets show that the proposed Multi-Task NAT achieves significant improvements over the baseline NAT models. Furthermore, the performance on large-scale WMT19 and WMT20 English-German datasets confirm the consistency of our proposed method. In addition, experimental results demonstrate that ... : NAACL 2021 ...
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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.2010.12868 https://arxiv.org/abs/2010.12868
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Assessing the Bilingual Knowledge Learned by Neural Machine Translation Models ...
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Information Aggregation for Multi-Head Attention with Routing-by-Agreement ...
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Neuron Interaction Based Representation Composition for Neural Machine Translation ...
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Multi-Granularity Self-Attention for Neural Machine Translation ...
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Towards Understanding Neural Machine Translation with Word Importance ...
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Towards Better Modeling Hierarchical Structure for Self-Attention with Ordered Neurons ...
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Exploiting Deep Representations for Neural Machine Translation ...
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Hardware string matching engine for large and dynamic pattern set ; Da xing dong tai zi fu chuan ji de ying jian pi pei ji ; 大型動態字符串集的硬件匹配機
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Wang, Xing (王興). - : City University of Hong Kong, 2014
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Multi-Stride String Searching for High-Speed Content Inspection
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Multi-Stride String Searching for High-Speed Content Inspection
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