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Simple Search
Hits 1 – 9 of 9
1
QEMind: Alibaba's Submission to the WMT21 Quality Estimation Shared Task ...
Wang, Jiayi
;
Wang, Ke
;
Chen, Boxing
. - : arXiv, 2021
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2
Rethinking Zero-shot Neural Machine Translation: From a Perspective of Latent Variables ...
Wang, Weizhi
;
Zhang, Zhirui
;
Du, Yichao
;
Chen, Boxing
;
Xie, Jun
;
Luo, Weihua
. - : arXiv, 2021
Abstract:
Zero-shot translation, directly translating between language pairs unseen in training, is a promising capability of multilingual neural machine translation (NMT). However, it usually suffers from capturing spurious correlations between the output language and language invariant semantics due to the maximum likelihood training objective, leading to poor transfer performance on zero-shot translation. In this paper, we introduce a denoising autoencoder objective based on pivot language into traditional training objective to improve the translation accuracy on zero-shot directions. The theoretical analysis from the perspective of latent variables shows that our approach actually implicitly maximizes the probability distributions for zero-shot directions. On two benchmark machine translation datasets, we demonstrate that the proposed method is able to effectively eliminate the spurious correlations and significantly outperforms state-of-the-art methods with a remarkable performance. Our code is available at ... : EMNLP Findings 2021 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://arxiv.org/abs/2109.04705
https://dx.doi.org/10.48550/arxiv.2109.04705
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3
Bilingual Dictionary Based Neural Machine Translation without Using Parallel Sentences ...
Duan, Xiangyu
;
Ji, Baijun
;
Jia, Hao
. - : arXiv, 2020
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4
Iterative Domain-Repaired Back-Translation ...
Wei, Hao-Ran
;
Zhang, Zhirui
;
Chen, Boxing
. - : arXiv, 2020
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5
Cross-lingual Pre-training Based Transfer for Zero-shot Neural Machine Translation ...
Ji, Baijun
;
Zhang, Zhirui
;
Duan, Xiangyu
. - : arXiv, 2019
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6
"Bilingual Expert" Can Find Translation Errors ...
Fan, Kai
;
Wang, Jiayi
;
Li, Bo
. - : arXiv, 2018
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7
Bilingual sense similarity for statistical machine translation
Chen, Boxing
;
Foster, George
;
Kuhn, Roland
In:
Association for Computational Linguistics. Proceedings of the conference. - Stroudsburg, Penn. : ACL
48 (2010) 2, 834-843
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8
The talp & i2r smt systems for iwslt 2008
Maxim Khalilov
;
Marta R. Costa-jussà
;
Carlos A. Henrı́quez Q
...
In: http://gps-tsc.upc.es/veu/personal/khalilov/Docs/IWSLT08-CR4.pdf (2008)
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9
The talp & i2r smt systems for iwslt 2008
Maxim Khalilov
;
Marta R. Costa-jussà
;
Carlos A. Henrı́quez Q
...
In: http://www.mt-archive.info/IWSLT-2008-Khalilov.pdf (2008)
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