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ML4C: Seeing Causality Through Latent Vicinity


Oct 01, 2021
Haoyue Dai, Rui Ding, Yuanyuan Jiang, Shi Han, Dongmei Zhang

* causal discovery, supervised causal learning, vicinity, conditional dependency, entanglement, learnability 

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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

* 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

* Pre-print. Under review 

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Neuron Campaign for Initialization Guided by Information Bottleneck Theory


Aug 14, 2021
Haitao Mao, Xu Chen, Qiang Fu, Lun Du, Shi Han, Dongmei Zhang

* 5 pages, Accepted by CIKM'21 

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On the Evaluation of Commit Message Generation Models: An Experimental Study


Jul 26, 2021
Wei Tao, Yanlin Wang, Ensheng Shi, Lun Du, Shi Han, Hongyu Zhang, Dongmei Zhang, Wenqiang Zhang

* Accepted to International Conference on Software Maintenance and Evolution (ICSME) 2021 

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Neural Code Summarization: How Far Are We?


Jul 15, 2021
Ensheng Shi, Yanlin Wang, Lun Du, Junjie Chen, Shi Han, Hongyu Zhang, Dongmei Zhang, Hongbin Sun


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Learning Algebraic Recombination for Compositional Generalization


Jul 14, 2021
Chenyao Liu, Shengnan An, Zeqi Lin, Qian Liu, Bei Chen, Jian-Guang Lou, Lijie Wen, Nanning Zheng, Dongmei Zhang

* ACL Findings 2021 

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Is a Single Model Enough? MuCoS: A Multi-Model Ensemble Learning for Semantic Code Search


Jul 13, 2021
Lun Du, Xiaozhou Shi, Yanlin Wang, Ensheng Shi, Shi Han, Dongmei Zhang

* 5 pages 

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TableSense: Spreadsheet Table Detection with Convolutional Neural Networks


Jun 25, 2021
Haoyu Dong, Shijie Liu, Shi Han, Zhouyu Fu, Dongmei Zhang


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TabularNet: A Neural Network Architecture for Understanding Semantic Structures of Tabular Data


Jun 16, 2021
Lun Du, Fei Gao, Xu Chen, Ran Jia, Junshan Wang, Jiang Zhang, Shi Han, Dongmei Zhang

* 10 pages, 7 figures, to be published in the proceedings of KDD 2021 

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Understanding and Improvement of Adversarial Training for Network Embedding from an Optimization Perspective


May 17, 2021
Lun Du, Xu Chen, Fei Gao, Kunqing Xie, Shi Han, Dongmei Zhang

* 9 pages, 0 figures 

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Iterative Utterance Segmentation for Neural Semantic Parsing


Dec 13, 2020
Yinuo Guo, Zeqi Lin, Jian-Guang Lou, Dongmei Zhang

* Accepted by AAAI 2021 

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Revisiting Iterative Back-Translation from the Perspective of Compositional Generalization


Dec 08, 2020
Yinuo Guo, Hualei Zhu, Zeqi Lin, Bei Chen, Jian-Guang Lou, Dongmei Zhang

* accepted in AAAI 2021 

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"What Do You Mean by That?" A Parser-Independent Interactive Approach for Enhancing Text-to-SQL


Nov 09, 2020
Yuntao Li, Bei Chen, Qian Liu, Yan Gao, Jian-Guang Lou, Yan Zhang, Dongmei Zhang


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Structure-aware Pre-training for Table Understanding with Tree-based Transformers


Nov 06, 2020
Zhiruo Wang, Haoyu Dong, Ran Jia, Jia Li, Zhiyi Fu, Shi Han, Dongmei Zhang


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Hierarchical Poset Decoding for Compositional Generalization in Language


Oct 15, 2020
Yinuo Guo, Zeqi Lin, Jian-Guang Lou, Dongmei Zhang

* Accepted by Neurips 2020 

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Incomplete Utterance Rewriting as Semantic Segmentation


Sep 28, 2020
Qian Liu, Bei Chen, Jian-Guang Lou, Bin Zhou, Dongmei Zhang

* To appear in EMNLP 2020 (Long Paper) 

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Table2Charts: Learning Shared Representations for Recommending Charts on Multi-dimensional Data


Aug 24, 2020
Mengyu Zhou, Qingtao Li, Yuejiang Li, Shi Han, Dongmei Zhang


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Compositional Generalization by Learning Analytical Expressions


Jun 18, 2020
Qian Liu, Shengnan An, Jian-Guang Lou, Bei Chen, Zeqi Lin, Yan Gao, Bin Zhou, Nanning Zheng, Dongmei Zhang

* 14 pages, 6 figures 

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You Impress Me: Dialogue Generation via Mutual Persona Perception


Apr 11, 2020
Qian Liu, Yihong Chen, Bei Chen, Jian-Guang Lou, Zixuan Chen, Bin Zhou, Dongmei Zhang

* Accepted by ACL 2020, code is avaiable at https://github.com/SivilTaram/Persona-Dialogue-Generation 

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How Far are We from Effective Context Modeling ? An Exploratory Study on Semantic Parsing in Context


Feb 03, 2020
Qian Liu, Bei Chen, Jiaqi Guo, Jian-Guang Lou, Bin Zhou, Dongmei Zhang

* 7 pages, 7 figures 

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A Hybrid Semantic Parsing Approach for Tabular Data Analysis


Oct 24, 2019
Yan Gao, Jian-Guang Lou, Dongmei Zhang

* 10 pages, 5 figures 

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A Split-and-Recombine Approach for Follow-up Query Analysis


Sep 19, 2019
Qian Liu, Bei Chen, Haoyan Liu, Lei Fang, Jian-Guang Lou, Bin Zhou, Dongmei Zhang

* Accepted by EMNLP 2019 

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Towards Complex Text-to-SQL in Cross-Domain Database with Intermediate Representation


May 29, 2019
Jiaqi Guo, Zecheng Zhan, Yan Gao, Yan Xiao, Jian-Guang Lou, Ting Liu, Dongmei Zhang

* To appear in ACL 2019 

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FANDA: A Novel Approach to Perform Follow-up Query Analysis


Jan 24, 2019
Qian Liu, Bei Chen, Jian-Guang Lou, Ge Jin, Dongmei Zhang

* Accepted by AAAI 2019 

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