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Quark: Controllable Text Generation with Reinforced Unlearning



Ximing Lu , Sean Welleck , Liwei Jiang , Jack Hessel , Lianhui Qin , Peter West , Prithviraj Ammanabrolu , Yejin Choi


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NaturalProver: Grounded Mathematical Proof Generation with Language Models



Sean Welleck , Jiacheng Liu , Ximing Lu , Hannaneh Hajishirzi , Yejin Choi


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ProsocialDialog: A Prosocial Backbone for Conversational Agents



Hyunwoo Kim , Youngjae Yu , Liwei Jiang , Ximing Lu , Daniel Khashabi , Gunhee Kim , Yejin Choi , Maarten Sap

* 25 pages, 10 figures 

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Multimodal Knowledge Alignment with Reinforcement Learning



Youngjae Yu , Jiwan Chung , Heeseung Yun , Jack Hessel , JaeSung Park , Ximing Lu , Prithviraj Ammanabrolu , Rowan Zellers , Ronan Le Bras , Gunhee Kim , Yejin Choi


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Twist Decoding: Diverse Generators Guide Each Other



Jungo Kasai , Keisuke Sakaguchi , Ronan Le Bras , Hao Peng , Ximing Lu , Dragomir Radev , Yejin Choi , Noah A. Smith

* Code is available at https://github.com/jungokasai/twist_decoding 

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MERLOT Reserve: Neural Script Knowledge through Vision and Language and Sound



Rowan Zellers , Jiasen Lu , Ximing Lu , Youngjae Yu , Yanpeng Zhao , Mohammadreza Salehi , Aditya Kusupati , Jack Hessel , Ali Farhadi , Yejin Choi

* project page at https://rowanzellers.com/merlotreserve 

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Connecting the Dots between Audio and Text without Parallel Data through Visual Knowledge Transfer



Yanpeng Zhao , Jack Hessel , Youngjae Yu , Ximing Lu , Rowan Zellers , Yejin Choi

* Our code is available at https://github.com/zhaoyanpeng/vipant 

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NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead Heuristics



Ximing Lu , Sean Welleck , Peter West , Liwei Jiang , Jungo Kasai , Daniel Khashabi , Ronan Le Bras , Lianhui Qin , Youngjae Yu , Rowan Zellers , Noah A. Smith , Yejin Choi


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Generated Knowledge Prompting for Commonsense Reasoning



Jiacheng Liu , Alisa Liu , Ximing Lu , Sean Welleck , Peter West , Ronan Le Bras , Yejin Choi , Hannaneh Hajishirzi


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Symbolic Knowledge Distillation: from General Language Models to Commonsense Models



Peter West , Chandra Bhagavatula , Jack Hessel , Jena D. Hwang , Liwei Jiang , Ronan Le Bras , Ximing Lu , Sean Welleck , Yejin Choi


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