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WhiteningBERT: An Easy Unsupervised Sentence Embedding Approach


Apr 06, 2021
Junjie Huang, Duyu Tang, Wanjun Zhong, Shuai Lu, Linjun Shou, Ming Gong, Daxin Jiang, Nan Duan


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Mask Attention Networks: Rethinking and Strengthen Transformer


Mar 25, 2021
Zhihao Fan, Yeyun Gong, Dayiheng Liu, Zhongyu Wei, Siyuan Wang, Jian Jiao, Nan Duan, Ruofei Zhang, Xuanjing Huang

* Accepted as a long paper to NAACL 2021 

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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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BANG: Bridging Autoregressive and Non-autoregressive Generation with Large Scale Pretraining


Dec 31, 2020
Weizhen Qi, Yeyun Gong, Jian Jiao, Yu Yan, Dayiheng Liu, Weizhu Chen, Kewen Tang, Houqiang Li, Jiusheng Chen, Ruofei Zhang, Ming Zhou, Nan Duan


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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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An Enhanced Knowledge Injection Model for Commonsense Generation


Dec 01, 2020
Zhihao Fan, Yeyun Gong, Zhongyu Wei, Siyuan Wang, Yameng Huang, Jian Jiao, Xuanjing Huang, Nan Duan, Ruofei Zhang

* Accepted to COLING 2020 

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GLGE: A New General Language Generation Evaluation Benchmark


Nov 24, 2020
Dayiheng Liu, Yu Yan, Yeyun Gong, Weizhen Qi, Hang Zhang, Jian Jiao, Weizhu Chen, Jie Fu, Linjun Shou, Ming Gong, Pengcheng Wang, Jiusheng Chen, Daxin Jiang, Jiancheng Lv, Ruofei Zhang, Winnie Wu, Ming Zhou, Nan Duan

* 11 pages 

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ProphetNet-Ads: A Looking Ahead Strategy for Generative Retrieval Models in Sponsored Search Engine


Oct 21, 2020
Weizhen Qi, Yeyun Gong, Yu Yan, Jian Jiao, Bo Shao, Ruofei Zhang, Houqiang Li, Nan Duan, Ming Zhou

* Accepted to NLPCC 2020 

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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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Tell Me How to Ask Again: Question Data Augmentation with Controllable Rewriting in Continuous Space


Oct 04, 2020
Dayiheng Liu, Yeyun Gong, Jie Fu, Yu Yan, Jiusheng Chen, Jiancheng Lv, Nan Duan, Ming Zhou

* Accepted at EMNLP 2020 

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No Answer is Better Than Wrong Answer: A Reflection Model for Document Level Machine Reading Comprehension


Sep 29, 2020
Xuguang Wang, Linjun Shou, Ming Gong, Nan Duan, Daxin Jiang

* Accepted by Findings of EMNLP 2020 

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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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GRACE: Gradient Harmonized and Cascaded Labeling for Aspect-based Sentiment Analysis


Sep 25, 2020
Huaishao Luo, Lei Ji, Tianrui Li, Nan Duan, Daxin Jiang

* to appear in Findings of EMNLP 2020 

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Tag and Correct: Question aware Open Information Extraction with Two-stage Decoding


Sep 16, 2020
Martin Kuo, Yaobo Liang, Lei Ji, Nan Duan, Linjun Shou, Ming Gong, Peng Chen

* 11 pages, 1 figure, 4 tables 

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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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M3P: Learning Universal Representations via Multitask Multilingual Multimodal Pre-training


Jun 04, 2020
Haoyang Huang, Lin Su, Di Qi, Nan Duan, Edward Cui, Taroon Bharti, Lei Zhang, Lijuan Wang, Jianfeng Gao, Bei Liu, Jianlong Fu, Dongdong Zhang, Xin Liu, Ming Zhou

* 10 pages,2 figures 

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Document Modeling with Graph Attention Networks for Multi-grained Machine Reading Comprehension


May 13, 2020
Bo Zheng, Haoyang Wen, Yaobo Liang, Nan Duan, Wanxiang Che, Daxin Jiang, Ming Zhou, Ting Liu

* ACL2020 

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Enhancing Answer Boundary Detection for Multilingual Machine Reading Comprehension


May 08, 2020
Fei Yuan, Linjun Shou, Xuanyu Bai, Ming Gong, Yaobo Liang, Nan Duan, Yan Fu, Daxin Jiang

* Accepted to ACL 2020 

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A Benchmark for Structured Procedural Knowledge Extraction from Cooking Videos


May 02, 2020
Frank F. Xu, Lei Ji, Botian Shi, Junyi Du, Graham Neubig, Yonatan Bisk, Nan Duan


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RikiNet: Reading Wikipedia Pages for Natural Question Answering


Apr 30, 2020
Dayiheng Liu, Yeyun Gong, Jie Fu, Yu Yan, Jiusheng Chen, Daxin Jiang, Jiancheng Lv, Nan Duan

* Accepted at 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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XGLUE: A New Benchmark Dataset for Cross-lingual Pre-training, Understanding and Generation


Apr 19, 2020
Yaobo Liang, Nan Duan, Yeyun Gong, Ning Wu, Fenfei Guo, Weizhen Qi, Ming Gong, Linjun Shou, Daxin Jiang, Guihong Cao, Xiaodong Fan, Bruce Zhang, Rahul Agrawal, Edward Cui, Sining Wei, Taroon Bharti, Ying Qiao, Jiun-Hung Chen, Winnie Wu, Shuguang Liu, Fan Yang, Rangan Majumder, Ming Zhou


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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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Diverse, Controllable, and Keyphrase-Aware: A Corpus and Method for News Multi-Headline Generation


Apr 08, 2020
Dayiheng Liu, Yeyun Gong, Jie Fu, Wei Liu, Yu Yan, Bo Shao, Daxin Jiang, Jiancheng Lv, Nan Duan

* 11 pages, 3 figures 

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