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Few Clean Instances Help Denoising Distant Supervision


Sep 14, 2022
Yufang Liu, Ziyin Huang, Yijun Wang, Changzhi Sun, Man Lan, Yuanbin Wu, Xiaofeng Mou, Ding Wang

* Accepted by COLING 2022 

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Causal Intervention Improves Implicit Sentiment Analysis


Aug 19, 2022
Siyin Wang, Jie Zhou, Changzhi Sun, Junjie Ye, Tao Gui, Qi Zhang, Xuanjing Huang


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E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning


Mar 16, 2022
Jiangjie Chen, Rui Xu, Ziquan Fu, Wei Shi, Zhongqiao Li, Xinbo Zhang, Changzhi Sun, Lei Li, Yanghua Xiao, Hao Zhou

* Accepted to ACL 2022 (Findings) 

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Learning Logic Rules for Document-level Relation Extraction


Nov 09, 2021
Dongyu Ru, Changzhi Sun, Jiangtao Feng, Lin Qiu, Hao Zhou, Weinan Zhang, Yong Yu, Lei Li

* Appear at EMNLP 2021 main conference 

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UniRE: A Unified Label Space for Entity Relation Extraction


Jul 09, 2021
Yijun Wang, Changzhi Sun, Yuanbin Wu, Hao Zhou, Lei Li, Junchi Yan

* ACL2021 

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Probabilistic Graph Reasoning for Natural Proof Generation


Jul 06, 2021
Changzhi Sun, Xinbo Zhang, Jiangjie Chen, Chun Gan, Yuanbin Wu, Jiaze Chen, Hao Zhou, Lei Li

* Accepted by Findings of ACL2021 

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LOREN: Logic Enhanced Neural Reasoning for Fact Verification


Dec 25, 2020
Jiangjie Chen, Qiaoben Bao, Jiaze Chen, Changzhi Sun, Hao Zhou, Yanghua Xiao, Lei Li


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