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Eider: Evidence-enhanced Document-level Relation Extraction


Jun 16, 2021
Yiqing Xie, Jiaming Shen, Sha Li, Yuning Mao, Jiawei Han


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Extract, Denoise, and Enforce: Evaluating and Predicting Lexical Constraints for Conditional Text Generation


Apr 18, 2021
Yuning Mao, Wenchang Ma, Deren Lei, Xiang Ren


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Taxonomy Completion via Triplet Matching Network


Jan 07, 2021
Jieyu Zhang, Xiangchen Song, Ying Zeng, Jiaze Chen, Jiaming Shen, Yuning Mao, Lei Li

* AAA1 2021 

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Reader-Guided Passage Reranking for Open-Domain Question Answering


Jan 01, 2021
Yuning Mao, Pengcheng He, Xiaodong Liu, Yelong Shen, Jianfeng Gao, Jiawei Han, Weizhu Chen

* TLDR: Reranking retrieved passages by reader predictions can achieve 10~20 gains in top-1 retrieval accuracy and 1~4 gains in Exact Match (EM) without any training 

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Constrained Abstractive Summarization: Preserving Factual Consistency with Constrained Generation


Oct 24, 2020
Yuning Mao, Xiang Ren, Heng Ji, Jiawei Han


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Multi-document Summarization with Maximal Marginal Relevance-guided Reinforcement Learning


Sep 30, 2020
Yuning Mao, Yanru Qu, Yiqing Xie, Xiang Ren, Jiawei Han

* EMNLP 2020 

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Generation-Augmented Retrieval for Open-domain Question Answering


Sep 17, 2020
Yuning Mao, Pengcheng He, Xiaodong Liu, Yelong Shen, Jianfeng Gao, Jiawei Han, Weizhu Chen


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AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types


Jun 24, 2020
Xin Luna Dong, Xiang He, Andrey Kan, Xian Li, Yan Liang, Jun Ma, Yifan Ethan Xu, Chenwei Zhang, Tong Zhao, Gabriel Blanco Saldana, Saurabh Deshpande, Alexandre Michetti Manduca, Jay Ren, Surender Pal Singh, Fan Xiao, Haw-Shiuan Chang, Giannis Karamanolakis, Yuning Mao, Yaqing Wang, Christos Faloutsos, Andrew McCallum, Jiawei Han

* KDD 2020 

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Octet: Online Catalog Taxonomy Enrichment with Self-Supervision


Jun 18, 2020
Yuning Mao, Tong Zhao, Andrey Kan, Chenwei Zhang, Xin Luna Dong, Christos Faloutsos, Jiawei Han

* KDD 2020 

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Learning Collaborative Agents with Rule Guidance for Knowledge Graph Reasoning


May 01, 2020
Deren Lei, Gangrong Jiang, Xiaotao Gu, Kexuan Sun, Yuning Mao, Xiang Ren


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Generating Representative Headlines for News Stories


Feb 01, 2020
Xiaotao Gu, Yuning Mao, Jiawei Han, Jialu Liu, Hongkun Yu, You Wu, Cong Yu, Daniel Finnie, Jiaqi Zhai, Nicholas Zukoski

* WebConf 2020 (WWW 2020) 

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Hierarchical Text Classification with Reinforced Label Assignment


Aug 27, 2019
Yuning Mao, Jingjing Tian, Jiawei Han, Xiang Ren

* EMNLP 2019 

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Facet-Aware Evaluation for Extractive Text Summarization


Aug 27, 2019
Yuning Mao, Liyuan Liu, Qi Zhu, Xiang Ren, Jiawei Han


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End-to-End Reinforcement Learning for Automatic Taxonomy Induction


May 10, 2018
Yuning Mao, Xiang Ren, Jiaming Shen, Xiaotao Gu, Jiawei Han

* 11 Pages. ACL 2018 Camera Ready 

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