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Jointly Modeling Aspect and Sentiment with Dynamic Heterogeneous Graph Neural Networks

Apr 14, 2020
Shu Liu, Wei Li, Yunfang Wu, Qi Su, Xu Sun


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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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Improving Node Classification by Co-training Node Pair Classification: A Novel Training Framework for General Graph Neural Networks

Nov 10, 2019
Deli Chen, Xiaoqian Liu, Yankai Lin, Peng Li, Jie Zhou, Qi Su, Xu Sun

* 8 pages 

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Group, Extract and Aggregate: Summarizing a Large Amount of Finance News for Forex Movement Prediction

Oct 11, 2019
Deli Chen, Shuming ma, Keiko Harimoto, Ruihan Bao, Qi Su, Xu Sun

* Accepted by 2th ECONLP workshop in EMNLP2019 

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A Deep Reinforced Sequence-to-Set Model for Multi-Label Text Classification

Sep 10, 2018
Pengcheng Yang, Shuming Ma, Yi Zhang, Junyang Lin, Qi Su, Xu Sun


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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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Semantic-Unit-Based Dilated Convolution for Multi-Label Text Classification

Aug 26, 2018
Junyang Lin, Qi Su, Pengcheng Yang, Shuming Ma, Xu Sun

* To appear in EMNLP 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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Global Encoding for Abstractive Summarization

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

* Accepted by ACL 2018 

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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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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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Decoding-History-Based Adaptive Control of Attention for Neural Machine Translation

Feb 06, 2018
Junyang Lin, Shuming Ma, Qi Su, Xu Sun


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A Discourse-Level Named Entity Recognition and Relation Extraction Dataset for Chinese Literature Text

Nov 23, 2017
Jingjing Xu, Ji Wen, Xu Sun, Qi Su


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Improving Semantic Relevance for Sequence-to-Sequence Learning of Chinese Social Media Text Summarization

Jun 08, 2017
Shuming Ma, Xu Sun, Jingjing Xu, Houfeng Wang, Wenjie Li, Qi Su

* Accepted by ACL 

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