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Summarization as Indirect Supervision for Relation Extraction



Keming Lu , I-Hung Hsu , Wenxuan Zhou , Mingyu Derek Ma , Muhao Chen


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GRAPHCACHE: Message Passing as Caching for Sentence-Level Relation Extraction



Yiwei Wang , Muhao Chen , Wenxuan Zhou , Yujun Cai , Yuxuan Liang , Bryan Hooi

* NAACL 2022 (Findings) 

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Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis



Yiwei Wang , Muhao Chen , Wenxuan Zhou , Yujun Cai , Yuxuan Liang , Dayiheng Liu , Baosong Yang , Juncheng Liu , Bryan Hooi

* NAACL 2022 

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Answer Consolidation: Formulation and Benchmarking



Wenxuan Zhou , Qiang Ning , Heba Elfardy , Kevin Small , Muhao Chen

* NAACL 2022 

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Offline Distillation for Robot Lifelong Learning with Imbalanced Experience



Wenxuan Zhou , Steven Bohez , Jan Humplik , Abbas Abdolmaleki , Dushyant Rao , Markus Wulfmeier , Tuomas Haarnoja , Nicolas Heess


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δ-SAM: Sharpness-Aware Minimization with Dynamic Reweighting



Wenxuan Zhou , Muhao Chen


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Prix-LM: Pretraining for Multilingual Knowledge Base Construction



Wenxuan Zhou , Fangyu Liu , Ivan Vulić , Nigel Collier , Muhao Chen


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Contrastive Out-of-Distribution Detection for Pretrained Transformers



Wenxuan Zhou , Muhao Chen


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Learning from Noisy Labels for Entity-Centric Information Extraction



Wenxuan Zhou , Muhao Chen


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Lyapunov Barrier Policy Optimization



Harshit Sikchi , Wenxuan Zhou , David Held


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