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Quark: Controllable Text Generation with Reinforced Unlearning


May 26, 2022
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


May 25, 2022
Sean Welleck, Jiacheng Liu, Ximing Lu, Hannaneh Hajishirzi, Yejin Choi


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Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations


May 24, 2022
Jaehun Jung, Lianhui Qin, Sean Welleck, Faeze Brahman, Chandra Bhagavatula, Ronan Le Bras, Yejin Choi

* 15 pages, 10 figures 

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COLD Decoding: Energy-based Constrained Text Generation with Langevin Dynamics


Mar 27, 2022
Lianhui Qin, Sean Welleck, Daniel Khashabi, Yejin Choi

* Updated. code: https://github.com/qkaren/COLD_decoding 

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


Dec 16, 2021
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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PROMPT WAYWARDNESS: The Curious Case of Discretized Interpretation of Continuous Prompts


Dec 15, 2021
Daniel Khashabi, Shane Lyu, Sewon Min, Lianhui Qin, Kyle Richardson, Sameer Singh, Sean Welleck, Hannaneh Hajishirzi, Tushar Khot, Ashish Sabharwal, Yejin Choi

* Work in Progress 

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Generated Knowledge Prompting for Commonsense Reasoning


Oct 15, 2021
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


Oct 14, 2021
Peter West, Chandra Bhagavatula, Jack Hessel, Jena D. Hwang, Liwei Jiang, Ronan Le Bras, Ximing Lu, Sean Welleck, Yejin Choi


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Symbolic Brittleness in Sequence Models: on Systematic Generalization in Symbolic Mathematics


Sep 28, 2021
Sean Welleck, Peter West, Jize Cao, Yejin Choi


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