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CodeReviewer: Pre-Training for Automating Code Review Activities



Zhiyu Li , Shuai Lu , Daya Guo , Nan Duan , Shailesh Jannu , Grant Jenks , Deep Majumder , Jared Green , Alexey Svyatkovskiy , Shengyu Fu , Neel Sundaresan

* Preprint; 17 pages 

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ReACC: A Retrieval-Augmented Code Completion Framework



Shuai Lu , Nan Duan , Hojae Han , Daya Guo , Seung-won Hwang , Alexey Svyatkovskiy

* Published in ACL 2022 

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LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval



Canwen Xu , Daya Guo , Nan Duan , Julian McAuley

* ACL 2022 (Findings) 

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UniXcoder: Unified Cross-Modal Pre-training for Code Representation



Daya Guo , Shuai Lu , Nan Duan , Yanlin Wang , Ming Zhou , Jian Yin

* Published in ACL 2022 

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Multi-modal Representation Learning for Video Advertisement Content Structuring



Daya Guo , Zhaoyang Zeng


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Learning to Generate Code Sketches



Daya Guo , Alexey Svyatkovskiy , Jian Yin , Nan Duan , Marc Brockschmidt , Miltiadis Allamanis


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AR-LSAT: Investigating Analytical Reasoning of Text



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



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



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


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GraphCodeBERT: Pre-training Code Representations with Data Flow



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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