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Learning from Multiple Noisy Augmented Data Sets for Better Cross-Lingual Spoken Language Understanding


Sep 03, 2021
Yingmei Guo, Linjun Shou, Jian Pei, Ming Gong, Mingxing Xu, Zhiyong Wu, Daxin Jiang

* Long paper at EMNLP 2021 

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A Joint and Domain-Adaptive Approach to Spoken Language Understanding


Jul 25, 2021
Linhao Zhang, Yu Shi, Linjun Shou, Ming Gong, Houfeng Wang, Michael Zeng


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Reinforced Iterative Knowledge Distillation for Cross-Lingual Named Entity Recognition


Jun 01, 2021
Shining Liang, Ming Gong, Jian Pei, Linjun Shou, Wanli Zuo, Xianglin Zuo, Daxin Jiang

* KDD 2021 

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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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Retrieval Enhanced Model for Commonsense Generation


May 24, 2021
Han Wang, Yang Liu, Chenguang Zhu, Linjun Shou, Ming Gong, Yichong Xu, Michael Zeng

* Findings of ACL-IJCNLP 2021 

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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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Generating Human Readable Transcript for Automatic Speech Recognition with Pre-trained Language Model


Feb 22, 2021
Junwei Liao, Yu Shi, Ming Gong, Linjun Shou, Sefik Eskimez, Liyang Lu, Hong Qu, Michael Zeng

* Accepted in 2021 IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2021) 

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Improving Zero-shot Neural Machine Translation on Language-specific Encoders-Decoders


Feb 12, 2021
Junwei Liao, Yu Shi, Ming Gong, Linjun Shou, Hong Qu, Michael Zeng


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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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Reinforced Multi-Teacher Selection for Knowledge Distillation


Dec 14, 2020
Fei Yuan, Linjun Shou, Jian Pei, Wutao Lin, Ming Gong, Yan Fu, Daxin Jiang

* AAAI 2021 

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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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CalibreNet: Calibration Networks for Multilingual Sequence Labeling


Nov 11, 2020
Shining Liang, Linjun Shou, Jian Pei, Ming Gong, Wanli Zuo, Daxin Jiang

* Long paper in WSDM 2021 

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Cross-lingual Machine Reading Comprehension with Language Branch Knowledge Distillation


Oct 27, 2020
Junhao Liu, Linjun Shou, Jian Pei, Ming Gong, Min Yang, Daxin Jiang

* Accepted as long paper in COLING 2020 

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Learning Better Representation for Tables by Self-Supervised Tasks


Oct 15, 2020
Liang Li, Can Ma, Yinliang Yue, Linjun Shou, Dayong Hu


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A Graph Representation of Semi-structured Data for Web Question Answering


Oct 14, 2020
Xingyao Zhang, Linjun Shou, Jian Pei, Ming Gong, Lijie Wen, Daxin Jiang

* Accepted as long paper in COLING 2020 

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MaP: A Matrix-based Prediction Approach to Improve Span Extraction in Machine Reading Comprehension


Sep 29, 2020
Huaishao Luo, Yu Shi, Ming Gong, Linjun Shou, Tianrui Li

* to appear at AACL-IJCNLP 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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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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Mining Implicit Relevance Feedback from User Behavior for Web Question Answering


Jun 16, 2020
Linjun Shou, Shining Bo, Feixiang Cheng, Ming Gong, Jian Pei, Daxin Jiang

* Accepted by KDD 2020 

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Mining Implicit Relevance Feedback from User Behavior forWeb Question Answering


Jun 13, 2020
Linjun Shou, Shining Bo, Feixiang Cheng, Ming Gong, Jian Pei, Daxin Jiang

* Accepted by KDD 2020 

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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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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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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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Improving Readability for Automatic Speech Recognition Transcription


Apr 09, 2020
Junwei Liao, Sefik Emre Eskimez, Liyang Lu, Yu Shi, Ming Gong, Linjun Shou, Hong Qu, Michael Zeng


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