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CoSQA: 20,000+ Web Queries for Code Search and Question Answering


May 27, 2021
Junjie Huang, Duyu Tang, Linjun Shou, Ming Gong, Ke Xu, Daxin Jiang, Ming Zhou, Nan Duan

* ACL 2021 main conference. The CoSQA data and leaderboard are available at https://github.com/microsoft/CodeXGLUE/tree/main/Text-Code/NL-code-search-WebQuery. The code is available at https://github.com/Jun-jie-Huang/CoCLR 

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Logic-Driven Context Extension and Data Augmentation for Logical Reasoning of Text


May 08, 2021
Siyuan Wang, Wanjun Zhong, Duyu Tang, Zhongyu Wei, Zhihao Fan, Daxin Jiang, Ming Zhou, Nan Duan

* 10 pages, 4 figures 

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AR-LSAT: Investigating Analytical Reasoning of Text


Apr 15, 2021
Wanjun Zhong, Siyuan Wang, Duyu Tang, Zenan Xu, Daya Guo, Jiahai Wang, Jian Yin, Ming Zhou, Nan Duan

* 13 pages, 5 figures 

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WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach


Apr 09, 2021
Junjie Huang, Duyu Tang, Wanjun Zhong, Shuai Lu, Linjun Shou, Ming Gong, Daxin Jiang, Nan Duan


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CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and Generation


Feb 09, 2021
Shuai Lu, Daya Guo, Shuo Ren, Junjie Huang, Alexey Svyatkovskiy, Ambrosio Blanco, Colin Clement, Dawn Drain, Daxin Jiang, Duyu Tang, Ge Li, Lidong Zhou, Linjun Shou, Long Zhou, Michele Tufano, Ming Gong, Ming Zhou, Nan Duan, Neel Sundaresan, Shao Kun Deng, Shengyu Fu, Shujie Liu


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Syntax-Enhanced Pre-trained Model


Dec 28, 2020
Zenan Xu, Daya Guo, Duyu Tang, Qinliang Su, Linjun Shou, Ming Gong, Wanjun Zhong, Xiaojun Quan, Nan Duan, Daxin Jiang


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Neural Deepfake Detection with Factual Structure of Text


Oct 15, 2020
Wanjun Zhong, Duyu Tang, Zenan Xu, Ruize Wang, Nan Duan, Ming Zhou, Jiahai Wang, Jian Yin

* EMNLP2020;10 pages 

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GraphCodeBERT: Pre-training Code Representations with Data Flow


Sep 29, 2020
Daya Guo, Shuo Ren, Shuai Lu, Zhangyin Feng, Duyu Tang, Shujie Liu, Long Zhou, Nan Duan, Alexey Svyatkovskiy, Shengyu Fu, Michele Tufano, Shao Kun Deng, Colin Clement, Dawn Drain, Neel Sundaresan, Jian Yin, Daxin Jiang, Ming Zhou


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CodeBLEU: a Method for Automatic Evaluation of Code Synthesis


Sep 27, 2020
Shuo Ren, Daya Guo, Shuai Lu, Long Zhou, Shujie Liu, Duyu Tang, Neel Sundaresan, Ming Zhou, Ambrosio Blanco, Shuai Ma

* 8 pages, 6 figures 

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Evidence-Aware Inferential Text Generation with Vector Quantised Variational AutoEncoder


Jun 15, 2020
Daya Guo, Duyu Tang, Nan Duan, Jian Yin, Daxin Jiang, Ming Zhou

* Accepted by ACL 2020 

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Leveraging Declarative Knowledge in Text and First-Order Logic for Fine-Grained Propaganda Detection


Apr 29, 2020
Ruize Wang, Duyu Tang, Nan Duan, Wanjun Zhong, Zhongyu Wei, Xuanjing Huang, Daxin Jiang, Ming Zhou


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LogicalFactChecker: Leveraging Logical Operations for Fact Checking with Graph Module Network


Apr 28, 2020
Wanjun Zhong, Duyu Tang, Zhangyin Feng, Nan Duan, Ming Zhou, Ming Gong, Linjun Shou, Daxin Jiang, Jiahai Wang, Jian Yin

* 13 pages; 7 figures; Accepted by ACL2020 as a long paper 

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A Heterogeneous Graph with Factual, Temporal and Logical Knowledge for Question Answering Over Dynamic Contexts


Apr 25, 2020
Wanjun Zhong, Duyu Tang, Nan Duan, Ming Zhou, Jiahai Wang, Jian Yin

* 9 pages 

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Inferential Text Generation with Multiple Knowledge Sources and Meta-Learning


Apr 15, 2020
Daya Guo, Akari Asai, Duyu Tang, Nan Duan, Ming Gong, Linjun Shou, Daxin Jiang, Jian Yin, Ming Zhou


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Pre-training Text Representations as Meta Learning


Apr 12, 2020
Shangwen Lv, Yuechen Wang, Daya Guo, Duyu Tang, Nan Duan, Fuqing Zhu, Ming Gong, Linjun Shou, Ryan Ma, Daxin Jiang, Guihong Cao, Ming Zhou, Songlin Hu

* 2 figures, 3 tables 

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CodeBERT: A Pre-Trained Model for Programming and Natural Languages


Feb 19, 2020
Zhangyin Feng, Daya Guo, Duyu Tang, Nan Duan, Xiaocheng Feng, Ming Gong, Linjun Shou, Bing Qin, Ting Liu, Daxin Jiang, Ming Zhou

* 10 pages 

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K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters


Feb 10, 2020
Ruize Wang, Duyu Tang, Nan Duan, Zhongyu Wei, Xuanjing Huang, Jianshu ji, Guihong Cao, Daxin Jiang, Ming Zhou


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Multi-Task Learning for Conversational Question Answering over a Large-Scale Knowledge Base


Oct 11, 2019
Tao Shen, Xiubo Geng, Tao Qin, Daya Guo, Duyu Tang, Nan Duan, Guodong Long, Daxin Jiang

* Accepted to appear at EMNLP-IJCNLP 2019 

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Reasoning Over Semantic-Level Graph for Fact Checking


Sep 13, 2019
Wanjun Zhong, Jingjing Xu, Duyu Tang, Zenan Xu, Nan Duan, Ming Zhou, Jiahai Wang, Jian Yin

* 8pages, 4 figures 

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Neural Semantic Parsing in Low-Resource Settings with Back-Translation and Meta-Learning


Sep 12, 2019
Yibo Sun, Duyu Tang, Nan Duan, Yeyun Gong, Xiaocheng Feng, Bing Qin, Daxin Jiang


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Graph-Based Reasoning over Heterogeneous External Knowledge for Commonsense Question Answering


Sep 09, 2019
Shangwen Lv, Daya Guo, Jingjing Xu, Duyu Tang, Nan Duan, Ming Gong, Linjun Shou, Daxin Jiang, Guihong Cao, Songlin Hu

* 8 pages, 5 figure 

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Coupling Retrieval and Meta-Learning for Context-Dependent Semantic Parsing


Jun 17, 2019
Daya Guo, Duyu Tang, Nan Duan, Ming Zhou, Jian Yin

* Accepted by ACL 2019 

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Deep Reason: A Strong Baseline for Real-World Visual Reasoning


May 24, 2019
Chenfei Wu, Yanzhao Zhou, Gen Li, Nan Duan, Duyu Tang, Xiaojie Wang


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Improving Question Answering by Commonsense-Based Pre-Training


Oct 05, 2018
Wanjun Zhong, Duyu Tang, Nan Duan, Ming Zhou, Jiahai Wang, Jian Yin

* 8 pages 

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