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Contextualized Scene Imagination for Generative Commonsense Reasoning


Dec 16, 2021
PeiFeng Wang, Jonathan Zamora, Junfeng Liu, Filip Ilievski, Muhao Chen, Xiang Ren


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δ-SAM: Sharpness-Aware Minimization with Dynamic Reweighting


Dec 16, 2021
Wenxuan Zhou, Muhao Chen


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Structure-Aware Label Smoothing for Graph Neural Networks


Dec 01, 2021
Yiwei Wang, Yujun Cai, Yuxuan Liang, Wei Wang, Henghui Ding, Muhao Chen, Jing Tang, Bryan Hooi


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Prix-LM: Pretraining for Multilingual Knowledge Base Construction


Oct 16, 2021
Wenxuan Zhou, Fangyu Liu, Ivan Vulić, Nigel Collier, Muhao Chen


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HyperExpan: Taxonomy Expansion with Hyperbolic Representation Learning


Sep 22, 2021
Mingyu Derek Ma, Muhao Chen, Te-Lin Wu, Nanyun Peng

* To appear in Findings of ACL: EMNLP 2021 

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Salience-Aware Event Chain Modeling for Narrative Understanding


Sep 22, 2021
Xiyang Zhang, Muhao Chen, Jonathan May

* EMNLP 2021 

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Learning Constraints and Descriptive Segmentation for Subevent Detection


Sep 13, 2021
Haoyu Wang, Hongming Zhang, Muhao Chen, Dan Roth

* EMNLP 2021 

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Table-based Fact Verification with Salience-aware Learning


Sep 09, 2021
Fei Wang, Kexuan Sun, Jay Pujara, Pedro Szekely, Muhao Chen

* EMNLP 2021 (Findings) 

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Do Language Models Perform Generalizable Commonsense Inference?


Jun 22, 2021
Peifeng Wang, Filip Ilievski, Muhao Chen, Xiang Ren

* 8 pages, 4 figures. Accepted to ACL'21 Findings 

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DREAMS: Drilling and Extraction Automated System


Jun 09, 2021
Mohamed Khaled, Srivignesh Srinivasan, Alkassoum Toure, Muhao Chen, Emily Kincaid, Thomas Lopaz, Luis Rodriguez, Jessica Ezemba, Ayodeji Adeniran, Teresa Valdez, Uthej Vattipalli, Le linh, Ahmed Madi, Eduardo Gildin, Robert Skelton, Sam Noynaert, George Moridis

* 17 pages 

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Knowing the No-match: Entity Alignment with Dangling Cases


Jun 04, 2021
Zequn Sun, Muhao Chen, Wei Hu

* ACL 2021 

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Retrieving Complex Tables with Multi-Granular Graph Representation Learning


May 04, 2021
Fei Wang, Kexuan Sun, Muhao Chen, Jay Pujara, Pedro Szekely

* Accepted by SIGIR 2021 

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Contrastive Out-of-Distribution Detection for Pretrained Transformers


Apr 18, 2021
Wenxuan Zhou, Muhao Chen


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CoreQuisite: Circumstantial Preconditions of Common Sense Knowledge


Apr 18, 2021
Ehsan Qasemi, Filip Ilievski, Muhao Chen, Pedro Szekely


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Learning from Noisy Labels for Entity-Centric Information Extraction


Apr 17, 2021
Wenxuan Zhou, Muhao Chen


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Probabilistic Box Embeddings for Uncertain Knowledge Graph Reasoning


Apr 09, 2021
Xuelu Chen, Michael Boratko, Muhao Chen, Shib Sankar Dasgupta, Xiang Lorraine Li, Andrew McCallum

* NAACL-HLT 2021 

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Universal Representation Learning of Knowledge Bases by Jointly Embedding Instances and Ontological Concepts


Mar 15, 2021
Junheng Hao, Muhao Chen, Wenchao Yu, Yizhou Sun, Wei Wang

* KDD-19 

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Bio-JOIE: Joint Representation Learning of Biological Knowledge Bases


Mar 07, 2021
Junheng Hao, Chelsea Ju, Muhao Chen, Yizhou Sun, Carlo Zaniolo, Wei Wang

* In Procs of the 11th ACM BCB, pp. 1-10. 2020 
* ACM BCB 2020, Best Student Paper 

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ReadNet: A Hierarchical Transformer Framework for Web Article Readability Analysis


Mar 06, 2021
Changping Meng, Muhao Chen, Jie Mao, Jennifer Neville

* ECIR 2020 

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An Improved Baseline for Sentence-level Relation Extraction


Feb 02, 2021
Wenxuan Zhou, Muhao Chen


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Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation Networks


Dec 15, 2020
Cunchao Zhu, Muhao Chen, Changjun Fan, Guangquan Cheng, Yan Zhan

* AAAI 2021; preprint with Appendices 

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Markov Data-Based Reference Tracking of Tensegrity Morphing Airfoils


Oct 21, 2020
Yuling Shen, Muhao Chen, Manoranjan Majji, Robert E. Skelton


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Analogous Process Structure Induction for Sub-event Sequence Prediction


Oct 16, 2020
Hongming Zhang, Muhao Chen, Haoyu Wang, Yangqiu Song, Dan Roth

* Accepted by EMNLP 2020 

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Joint Constrained Learning for Event-Event Relation Extraction


Oct 13, 2020
Haoyu Wang, Muhao Chen, Hongming Zhang, Dan Roth

* EMNLP 2020 

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"What Are You Trying to Do?" Semantic Typing of Event Processes


Oct 13, 2020
Muhao Chen, Hongming Zhang, Haoyu Wang, Dan Roth

* CoNLL 2020 

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Multilingual Knowledge Graph Completion via Ensemble Knowledge Transfer


Oct 08, 2020
Xuelu Chen, Muhao Chen, Changjun Fan, Ankith Uppunda, Yizhou Sun, Carlo Zaniolo

* Findings of EMNLP 2020 

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Knowledge Association with Hyperbolic Knowledge Graph Embeddings


Oct 05, 2020
Zequn Sun, Muhao Chen, Wei Hu, Chengming Wang, Jian Dai, Wei Zhang

* EMNLP 2020 

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Visual Pivoting for (Unsupervised) Entity Alignment


Sep 28, 2020
Fangyu Liu, Muhao Chen, Dan Roth, Nigel Collier

* Preprint. 11 pages 

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Cross-lingual Entity Alignment for Knowledge Graphs with Incidental Supervision from Free Text


May 01, 2020
Muhao Chen, Weijia Shi, Ben Zhou, Dan Roth


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