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OPERA: Harmonizing Task-Oriented Dialogs and Information Seeking Experience



Miaoran Li , Baolin Peng , Jianfeng Gao , Zhu Zhang


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GODEL: Large-Scale Pre-Training for Goal-Directed Dialog



Baolin Peng , Michel Galley , Pengcheng He , Chris Brockett , Lars Liden , Elnaz Nouri , Zhou Yu , Bill Dolan , Jianfeng Gao


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Coarse-to-Fine Vision-Language Pre-training with Fusion in the Backbone



Zi-Yi Dou , Aishwarya Kamath , Zhe Gan , Pengchuan Zhang , Jianfeng Wang , Linjie Li , Zicheng Liu , Ce Liu , Yann LeCun , Nanyun Peng , Jianfeng Gao , Lijuan Wang

* Project Website: https://ashkamath.github.io/FIBER_page 

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GLIPv2: Unifying Localization and Vision-Language Understanding



Haotian Zhang , Pengchuan Zhang , Xiaowei Hu , Yen-Chun Chen , Liunian Harold Li , Xiyang Dai , Lijuan Wang , Lu Yuan , Jenq-Neng Hwang , Jianfeng Gao

* Code will be released at https://github.com/microsoft/GLIP 

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Fault-Aware Neural Code Rankers



Jeevana Priya Inala , Chenglong Wang , Mei Yang , Andres Codas , Mark Encarnación , Shuvendu K Lahiri , Madanlal Musuvathi , Jianfeng Gao


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Learning from Self-Sampled Correct and Partially-Correct Programs



Ansong Ni , Jeevana Priya Inala , Chenglong Wang , Oleksandr Polozov , Christopher Meek , Dragomir Radev , Jianfeng Gao

* 15 pages 

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AdaMix: Mixture-of-Adapter for Parameter-efficient Tuning of Large Language Models



Yaqing Wang , Subhabrata Mukherjee , Xiaodong Liu , Jing Gao , Ahmed Hassan Awadallah , Jianfeng Gao


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Visually-Augmented Language Modeling



Weizhi Wang , Li Dong , Hao Cheng , Haoyu Song , Xiaodong Liu , Xifeng Yan , Jianfeng Gao , Furu Wei


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Training Vision-Language Transformers from Captions Alone



Liangke Gui , Qiuyuan Huang , Alex Hauptmann , Yonatan Bisk , Jianfeng Gao


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Neurocompositional computing: From the Central Paradox of Cognition to a new generation of AI systems



Paul Smolensky , R. Thomas McCoy , Roland Fernandez , Matthew Goldrick , Jianfeng Gao

* 21 pages, 6 figures. For a general AI audience: to appear in AI Magazine. A more extensive presentation of this work is "Neurocompositional computing in human and machine intelligence: A tutorial", Microsoft Technical Report MSR-TR-2022-5; see https://www.microsoft.com/en-us/research/publication/neurocompositional-computing-in-human-and-machine-intelligence-a-tutorial/ 

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