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Rethinking Skip Connection with Layer Normalization in Transformers and ResNets


May 15, 2021
Fenglin Liu, Xuancheng Ren, Zhiyuan Zhang, Xu Sun, Yuexian Zou

* Accepted by COLING2020 (The 28th International Conference on Computational Linguistics (COLING 2020)) 

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Be Careful about Poisoned Word Embeddings: Exploring the Vulnerability of the Embedding Layers in NLP Models


Mar 29, 2021
Wenkai Yang, Lei Li, Zhiyuan Zhang, Xuancheng Ren, Xu Sun, Bin He

* NAACL-HLT 2021, Long Paper 

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Multi-View Feature Representation for Dialogue Generation with Bidirectional Distillation


Feb 22, 2021
Shaoxiong Feng, Xuancheng Ren, Kan Li, Xu Sun

* Accepted by AAAI 2021; Camera ready version 

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Accelerating Pre-trained Language Models via Calibrated Cascade


Dec 29, 2020
Lei Li, Yankai Lin, Shuhuai Ren, Deli Chen, Xuancheng Ren, Peng Li, Jie Zhou, Xu Sun

* Preprint 

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CAPT: Contrastive Pre-Training for Learning Denoised Sequence Representations


Oct 30, 2020
Fuli Luo, Pengcheng Yang, Shicheng Li, Xuancheng Ren, Xu Sun

* Corrected typos 

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CAPT: Contrastive Pre-Training for LearningDenoised Sequence Representations


Oct 13, 2020
Fuli Luo, Pengcheng Yang, Shicheng Li, Xuancheng Ren, Xu Sun

* 9 pages 

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Regularizing Dialogue Generation by Imitating Implicit Scenarios


Oct 06, 2020
Shaoxiong Feng, Xuancheng Ren, Hongshen Chen, Bin Sun, Kan Li, Xu Sun

* Accepted by EMNLP 2020 (long paper) 

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Collaborative Group Learning


Sep 16, 2020
Shaoxiong Feng, Hongshen Chen, Xuancheng Ren, Zhuoye Ding, Kan Li, Xu Sun


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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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Exploring and Distilling Cross-Modal Information for Image Captioning


Mar 15, 2020
Fenglin Liu, Xuancheng Ren, Yuanxin Liu, Kai Lei, Xu Sun

* Accepted by IJCAI 2019 

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Explicit Sparse Transformer: Concentrated Attention Through Explicit Selection


Dec 25, 2019
Guangxiang Zhao, Junyang Lin, Zhiyuan Zhang, Xuancheng Ren, Qi Su, Xu Sun


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An Adaptive and Momental Bound Method for Stochastic Learning


Oct 27, 2019
Jianbang Ding, Xuancheng Ren, Ruixuan Luo, Xu Sun


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PKUSEG: A Toolkit for Multi-Domain Chinese Word Segmentation


Jun 28, 2019
Ruixuan Luo, Jingjing Xu, Yi Zhang, Xuancheng Ren, Xu Sun


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A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer


Jun 05, 2019
Chen Wu, Xuancheng Ren, Fuli Luo, Xu Sun

* Accepted to ACL 2019 

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Memorized Sparse Backpropagation


Jun 01, 2019
Zhiyuan Zhang, Pengcheng Yang, Xuancheng Ren, Xu Sun


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Aligning Visual Regions and Textual Concepts: Learning Fine-Grained Image Representations for Image Captioning


May 26, 2019
Fenglin Liu, Yuanxin Liu, Xuancheng Ren, Kai Lei, Xu Sun


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Evaluating Semantic Rationality of a Sentence: A Sememe-Word-Matching Neural Network based on HowNet


Sep 11, 2018
Shu Liu, Jingjing Xu, Xuancheng Ren, Xu Sun


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simNet: Stepwise Image-Topic Merging Network for Generating Detailed and Comprehensive Image Captions


Aug 27, 2018
Fenglin Liu, Xuancheng Ren, Yuanxin Liu, Houfeng Wang, Xu Sun

* Accepted by Conference on Empirical Methods in Natural Language Processing 2018 

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A Skeleton-Based Model for Promoting Coherence Among Sentences in Narrative Story Generation


Aug 27, 2018
Jingjing Xu, Xuancheng Ren, Yi Zhang, Qi Zeng, Xiaoyan Cai, Xu Sun

* Accepted by EMNLP 2018 

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Learning When to Concentrate or Divert Attention: Self-Adaptive Attention Temperature for Neural Machine Translation


Aug 26, 2018
Junyang Lin, Xu Sun, Xuancheng Ren, Muyu Li, Qi Su

* To appear in EMNLP 2018 

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Review-Driven Multi-Label Music Style Classification by Exploiting Style Correlations


Aug 23, 2018
Guangxiang Zhao, Jingjing Xu, Qi Zeng, Xuancheng Ren


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DP-GAN: Diversity-Promoting Generative Adversarial Network for Generating Informative and Diversified Text


Aug 21, 2018
Jingjing Xu, Xuancheng Ren, Junyang Lin, Xu Sun

* Accepted by EMNLP 2018 

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Sememe Prediction: Learning Semantic Knowledge from Unstructured Textual Wiki Descriptions


Aug 16, 2018
Wei Li, Xuancheng Ren, Damai Dai, Yunfang Wu, Houfeng Wang, Xu Sun


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Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach


Aug 05, 2018
Jingjing Xu, Xu Sun, Qi Zeng, Xuancheng Ren, Xiaodong Zhang, Houfeng Wang, Wenjie Li

* Accepted by ACL 2018 

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