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Selective Annotation Makes Language Models Better Few-Shot Learners


Sep 05, 2022
Hongjin Su, Jungo Kasai, Chen Henry Wu, Weijia Shi, Tianlu Wang, Jiayi Xin, Rui Zhang, Mari Ostendorf, Luke Zettlemoyer, Noah A. Smith, Tao Yu


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Elaboration-Generating Commonsense Question Answering at Scale


Sep 02, 2022
Wenya Wang, Vivek Srikumar, Hanna Hajishirzi, Noah A. Smith


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Branch-Train-Merge: Embarrassingly Parallel Training of Expert Language Models


Aug 05, 2022
Margaret Li, Suchin Gururangan, Tim Dettmers, Mike Lewis, Tim Althoff, Noah A. Smith, Luke Zettlemoyer


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RealTime QA: What's the Answer Right Now?


Jul 27, 2022
Jungo Kasai, Keisuke Sakaguchi, Yoichi Takahashi, Ronan Le Bras, Akari Asai, Xinyan Yu, Dragomir Radev, Noah A. Smith, Yejin Choi, Kentaro Inui

* RealTime QA Website: https://realtimeqa.github.io/ 

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Measuring the Carbon Intensity of AI in Cloud Instances


Jun 10, 2022
Jesse Dodge, Taylor Prewitt, Remi Tachet Des Combes, Erika Odmark, Roy Schwartz, Emma Strubell, Alexandra Sasha Luccioni, Noah A. Smith, Nicole DeCario, Will Buchanan

* In ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT) 2022 

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Unsupervised Learning of Hierarchical Conversation Structure


May 24, 2022
Bo-Ru Lu, Yushi Hu, Hao Cheng, Noah A. Smith, Mari Ostendorf

* 14 pages, 4 figures 

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Twist Decoding: Diverse Generators Guide Each Other


May 19, 2022
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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Beam Decoding with Controlled Patience


Apr 29, 2022
Jungo Kasai, Keisuke Sakaguchi, Ronan Le Bras, Dragomir Radev, Yejin Choi, Noah A. Smith

* Code: https://github.com/jungokasai/beam_with_patience 

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Benchmarking Generalization via In-Context Instructions on 1,600+ Language Tasks


Apr 16, 2022
Yizhong Wang, Swaroop Mishra, Pegah Alipoormolabashi, Yeganeh Kordi, Amirreza Mirzaei, Anjana Arunkumar, Arjun Ashok, Arut Selvan Dhanasekaran, Atharva Naik, David Stap, Eshaan Pathak, Giannis Karamanolakis, Haizhi Gary Lai, Ishan Purohit, Ishani Mondal, Jacob Anderson, Kirby Kuznia, Krima Doshi, Maitreya Patel, Kuntal Kumar Pal, Mehrad Moradshahi, Mihir Parmar, Mirali Purohit, Neeraj Varshney, Phani Rohitha Kaza, Pulkit Verma, Ravsehaj Singh Puri, Rushang Karia, Shailaja Keyur Sampat, Savan Doshi, Siddhartha Mishra, Sujan Reddy, Sumanta Patro, Tanay Dixit, Xudong Shen, Chitta Baral, Yejin Choi, Hannaneh Hajishirzi, Noah A. Smith, Daniel Khashabi

* 16 pages, 9 figures 

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