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Adversarial Parameter Defense by Multi-Step Risk Minimization


Sep 07, 2021
Zhiyuan Zhang, Ruixuan Luo, Xuancheng Ren, Qi Su, Liangyou Li, Xu Sun

* Neural Networks 144C (2021) pp. 154-163 
* Accepted to Neural Networks. arXiv admin note: text overlap with arXiv:2006.05620 

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Uncertainty-Aware Balancing for Multilingual and Multi-Domain Neural Machine Translation Training


Sep 06, 2021
Minghao Wu, Yitong Li, Meng Zhang, Liangyou Li, Gholamreza Haffari, Qun Liu

* 15 pages, 4 figures, to appear at EMNLP 2021 main conference 

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The HW-TSC's Offline Speech Translation Systems for IWSLT 2021 Evaluation


Aug 09, 2021
Minghan Wang, Yuxia Wang, Chang Su, Jiaxin Guo, Yingtao Zhang, Yujia Liu, Min Zhang, Shimin Tao, Xingshan Zeng, Liangyou Li, Hao Yang, Ying Qin


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Multilingual Speech Translation with Unified Transformer: Huawei Noah's Ark Lab at IWSLT 2021


Jun 22, 2021
Xingshan Zeng, Liangyou Li, Qun Liu

* IWSLT 2021 

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Learning Multilingual Representation for Natural Language Understanding with Enhanced Cross-Lingual Supervision


Jun 09, 2021
Yinpeng Guo, Liangyou Li, Xin Jiang, Qun Liu


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RealTranS: End-to-End Simultaneous Speech Translation with Convolutional Weighted-Shrinking Transformer


Jun 09, 2021
Xingshan Zeng, Liangyou Li, Qun Liu

* Accepted by ACL2021 Findings 

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An Approach to Improve Robustness of NLP Systems against ASR Errors


Mar 25, 2021
Tong Cui, Jinghui Xiao, Liangyou Li, Xin Jiang, Qun Liu

* 9 pages, 3 figures 

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Dependency Graph-to-String Statistical Machine Translation


Mar 20, 2021
Liangyou Li, Andy Way, Qun Liu


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Future-Guided Incremental Transformer for Simultaneous Translation


Dec 23, 2020
Shaolei Zhang, Yang Feng, Liangyou Li

* Accepted by AAAI 2021. 9 pages, 5 figures 

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Document Graph for Neural Machine Translation


Dec 08, 2020
Mingzhou Xu, Liangyou Li, Derek. F. Wong, Qun Liu, Lidia S. Chao


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Exploring the Vulnerability of Deep Neural Networks: A Study of Parameter Corruption


Jun 10, 2020
Xu Sun, Zhiyuan Zhang, Xuancheng Ren, Ruixuan Luo, Liangyou Li


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Layer-Wise Cross-View Decoding for Sequence-to-Sequence Learning


Jun 03, 2020
Fenglin Liu, Xuancheng Ren, Guangxiang Zhao, Xu Sun, Liangyou Li

* Achieve state-of-the-art BLEU scores on WMT14 EN-DE, EN-FR, and IWSLT DE-EN datasets 

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How to Do Simultaneous Translation Better with Consecutive Neural Machine Translation?


Nov 08, 2019
Yun Chen, Liangyou Li, Xin Jiang, Xiao Chen, Qun Liu


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Pretrained Language Models for Document-Level Neural Machine Translation


Nov 08, 2019
Liangyou Li, Xin Jiang, Qun Liu


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