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

May 16, 2020
Fenglin Liu, Xuancheng Ren, Guangxiang Zhao, Xu Sun

* 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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Does Higher Order LSTM Have Better Accuracy for Segmenting and Labeling Sequence Data?

Jun 13, 2018
Yi Zhang, Xu Sun, Shuming Ma, Yang Yang, Xuancheng Ren

* Accepted by COLING 2018 

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Deconvolution-Based Global Decoding for Neural Machine Translation

Jun 10, 2018
Junyang Lin, Xu Sun, Xuancheng Ren, Shuming Ma, Jinsong Su, Qi Su

* Accepted by COLING 2018 

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A Hierarchical End-to-End Model for Jointly Improving Text Summarization and Sentiment Classification

May 30, 2018
Shuming Ma, Xu Sun, Junyang Lin, Xuancheng Ren

* accepted by IJCAI-18 

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Regularizing Output Distribution of Abstractive Chinese Social Media Text Summarization for Improved Semantic Consistency

May 10, 2018
Bingzhen Wei, Xuancheng Ren, Xu Sun, Yi Zhang, Xiaoyan Cai, Qi Su


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Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation

Mar 30, 2018
Shuming Ma, Xu Sun, Wei Li, Sujian Li, Wenjie Li, Xuancheng Ren

* arXiv admin note: text overlap with arXiv:1710.02318 

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Structure Regularized Neural Network for Entity Relation Classification for Chinese Literature Text

Mar 15, 2018
Ji Wen, Xu Sun, Xuancheng Ren, Qi Su

* Accepted at NAACL HLT 2018. arXiv admin note: substantial text overlap with arXiv:1711.02509 

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Hybrid Oracle: Making Use of Ambiguity in Transition-based Chinese Dependency Parsing

Feb 06, 2018
Xuancheng Ren, Xu Sun


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Building an Ellipsis-aware Chinese Dependency Treebank for Web Text

Jan 23, 2018
Xuancheng Ren, Xu Sun, Ji Wen, Bingzhen Wei, Weidong Zhan, Zhiyuan Zhang

* The treebank is available at https://github.com/lancopku/Chinese-Dependency-Treebank-with-Ellipsis 

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Complex Structure Leads to Overfitting: A Structure Regularization Decoding Method for Natural Language Processing

Nov 25, 2017
Xu Sun, Weiwei Sun, Shuming Ma, Xuancheng Ren, Yi Zhang, Wenjie Li, Houfeng Wang

* arXiv admin note: text overlap with arXiv:1411.6243 

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Training Simplification and Model Simplification for Deep Learning: A Minimal Effort Back Propagation Method

Nov 17, 2017
Xu Sun, Xuancheng Ren, Shuming Ma, Bingzhen Wei, Wei Li, Houfeng Wang


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meProp: Sparsified Back Propagation for Accelerated Deep Learning with Reduced Overfitting

Oct 31, 2017
Xu Sun, Xuancheng Ren, Shuming Ma, Houfeng Wang

* Accepted by The 34th International Conference on Machine Learning (ICML 2017) 

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