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Graph-based Multi-hop Reasoning for Long Text Generation

Sep 28, 2020
Liang Zhao, Jingjing Xu, Junyang Lin, Yichang Zhang, Hongxia Yang, Xu Sun


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InterBERT: Vision-and-Language Interaction for Multi-modal Pretraining

Mar 30, 2020
Junyang Lin, An Yang, Yichang Zhang, Jie Liu, Jingren Zhou, Hongxia Yang

* 11 pages, 4 figures 

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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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Understanding and Improving Layer Normalization

Nov 16, 2019
Jingjing Xu, Xu Sun, Zhiyuan Zhang, Guangxiang Zhao, Junyang Lin

* Accepted by NeurIPS 2019 

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Towards Knowledge-Based Recommender Dialog System

Sep 03, 2019
Qibin Chen, Junyang Lin, Yichang Zhang, Ming Ding, Yukuo Cen, Hongxia Yang, Jie Tang

* To appear in EMNLP 2019 

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Imitation Learning for Non-Autoregressive Neural Machine Translation

Jul 18, 2019
Bingzhen Wei, Mingxuan Wang, Hao Zhou, Junyang Lin, Jun Xie, Xu Sun

* Accepted by ACL 2019. arXiv admin note: text overlap with arXiv:1902.10245, arXiv:1812.09664 by other authors 

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Towards Knowledge-Based Personalized Product Description Generation in E-commerce

Apr 30, 2019
Qibin Chen, Junyang Lin, Yichang Zhang, Hongxia Yang, Jingren Zhou, Jie Tang

* Accepted to KDD 2019. Website: https://sites.google.com/view/kobe2019 

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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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Future-Prediction-Based Model for Neural Machine Translation

Sep 02, 2018
Bingzhen Wei, Junyang Lin


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An Auto-Encoder Matching Model for Learning Utterance-Level Semantic Dependency in Dialogue Generation

Aug 27, 2018
Liangchen Luo, Jingjing Xu, Junyang Lin, Qi Zeng, 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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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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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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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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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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Bag-of-Words as Target for Neural Machine Translation

May 13, 2018
Shuming Ma, Xu Sun, Yizhong Wang, Junyang Lin

* accepted by ACL 2018 

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Autoencoder as Assistant Supervisor: Improving Text Representation for Chinese Social Media Text Summarization

May 13, 2018
Shuming Ma, Xu Sun, Junyang Lin, Houfeng Wang

* accepted by ACL 2018 

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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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