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Measurement of $W^{\pm}$-boson and $Z$-boson production cross-sections in $pp$ collisions at $\sqrt{s}=2.76$ TeV with the ATLAS detector
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Shared-Private Bilingual Word Embeddings for Neural Machine Translation ...
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Abstract:
Word embedding is central to neural machine translation (NMT), which has attracted intensive research interest in recent years. In NMT, the source embedding plays the role of the entrance while the target embedding acts as the terminal. These layers occupy most of the model parameters for representation learning. Furthermore, they indirectly interface via a soft-attention mechanism, which makes them comparatively isolated. In this paper, we propose shared-private bilingual word embeddings, which give a closer relationship between the source and target embeddings, and which also reduce the number of model parameters. For similar source and target words, their embeddings tend to share a part of the features and they cooperatively learn these common representation units. Experiments on 5 language pairs belonging to 6 different language families and written in 5 different alphabets demonstrate that the proposed model provides a significant performance boost over the strong baselines with dramatically fewer model ... : Accepted to ACL 2019 ...
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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://arxiv.org/abs/1906.03100 https://dx.doi.org/10.48550/arxiv.1906.03100
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Improving Back-Translation with Uncertainty-based Confidence Estimation ...
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Additional file 1: of HIV prevalence in suspected Ebola cases during the 2014â 2016 Ebola epidemic in Sierra Leone ...
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Additional file 1: of HIV prevalence in suspected Ebola cases during the 2014â 2016 Ebola epidemic in Sierra Leone ...
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An Augmented Transformer Architecture for Natural Language Generation Tasks ...
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Neural Machine Translation with Explicit Phrase Alignment ...
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Factors affecting bimodal benefit in pediatric Mandarin-speaking Chinese cochlear implant users
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In: Ear Hear (2019)
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Discourse Relations and Signaling Information: Anchoring Discourse Signals in RST-DT
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In: Proceedings of the Society for Computation in Linguistics (2019)
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Adpositional Supersenses for Mandarin Chinese
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In: Proceedings of the Society for Computation in Linguistics (2019)
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