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Reflection of Thought: Inversely Eliciting Numerical Reasoning in Language Models via Solving Linear Systems


Oct 11, 2022
Fan Zhou, Haoyu Dong, Qian Liu, Zhoujun Cheng, Shi Han, Dongmei Zhang

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Binding Language Models in Symbolic Languages


Oct 06, 2022
Zhoujun Cheng, Tianbao Xie, Peng Shi, Chengzu Li, Rahul Nadkarni, Yushi Hu, Caiming Xiong, Dragomir Radev, Mari Ostendorf, Luke Zettlemoyer, Noah A. Smith, Tao Yu

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* 24 pages, 10 figures 

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TaCube: Pre-computing Data Cubes for Answering Numerical-Reasoning Questions over Tabular Data


May 25, 2022
Fan Zhou, Mengkang Hu, Haoyu Dong, Zhoujun Cheng, Shi Han, Dongmei Zhang

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Table Pre-training: A Survey on Model Architectures, Pretraining Objectives, and Downstream Tasks


Jan 27, 2022
Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang

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* Work in progress 

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Table Pretraining: A Survey on Model Architectures, Pretraining Objectives, and Downstream Tasks


Jan 24, 2022
Haoyu Dong, Zhoujun Cheng, Xinyi He, Mengyu Zhou, Anda Zhou, Fan Zhou, Ao Liu, Shi Han, Dongmei Zhang

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* Work in progress 

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Understanding Pixel-level 2D Image Semantics with 3D Keypoint Knowledge Engine


Nov 21, 2021
Yang You, Chengkun Li, Yujing Lou, Zhoujun Cheng, Liangwei Li, Lizhuang Ma, Weiming Wang, Cewu Lu

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* Accepted to IEEE Transactions on Pattern Analysis and Machine Intelligence; To appear in upcoming issues 

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FORTAP: Using Formulae for Numerical-Reasoning-Aware Table Pretraining


Sep 15, 2021
Zhoujun Cheng, Haoyu Dong, Fan Cheng, Ran Jia, Pengfei Wu, Shi Han, Dongmei Zhang

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* Work in progress 

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HiTab: A Hierarchical Table Dataset for Question Answering and Natural Language Generation


Aug 30, 2021
Zhoujun Cheng, Haoyu Dong, Zhiruo Wang, Ran Jia, Jiaqi Guo, Yan Gao, Shi Han, Jian-Guang Lou, Dongmei Zhang

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* Pre-print. Under review 

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Semantic Correspondence via 2D-3D-2D Cycle


Apr 20, 2020
Yang You, Chengkun Li, Yujing Lou, Zhoujun Cheng, Lizhuang Ma, Cewu Lu, Weiming Wang

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