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First Target and Opinion then Polarity: Enhancing Target-opinion Correlation for Aspect Sentiment Triplet Extraction


Feb 22, 2021
Lianzhe Huang, Peiyi Wang, Sujian Li, Tianyu Liu, Xiaodong Zhang, Zhicong Cheng, Dawei Yin, Houfeng Wang


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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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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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SGM: Sequence Generation Model for Multi-label Classification


Jun 15, 2018
Pengcheng Yang, Xu Sun, Wei Li, Shuming Ma, Wei Wu, Houfeng Wang

* Accepted by COLING 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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Tag-Enhanced Tree-Structured Neural Networks for Implicit Discourse Relation Classification


Mar 03, 2018
Yizhong Wang, Sujian Li, Jingfeng Yang, Xu Sun, Houfeng Wang

* Accepted by IJCNLP 2017, 10 pages 

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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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Interactive Attention Networks for Aspect-Level Sentiment Classification


Sep 04, 2017
Dehong Ma, Sujian Li, Xiaodong Zhang, Houfeng Wang

* Accepted by IJCAI 2017 

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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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Towards Label Imbalance in Multi-label Classification with Many Labels


Apr 05, 2016
Li Li, Houfeng Wang


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A Dependency-Based Neural Network for Relation Classification


Jul 16, 2015
Yang Liu, Furu Wei, Sujian Li, Heng Ji, Ming Zhou, Houfeng Wang

* This preprint is the full version of a short paper accepted in the annual meeting of the Association for Computational Linguistics (ACL) 2015 (Beijing, China) 

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