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Contrastive Decoding: Open-ended Text Generation as Optimization


Oct 27, 2022
Xiang Lisa Li, Ari Holtzman, Daniel Fried, Percy Liang, Jason Eisner, Tatsunori Hashimoto, Luke Zettlemoyer, Mike Lewis


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What Do NLP Researchers Believe? Results of the NLP Community Metasurvey


Aug 26, 2022
Julian Michael, Ari Holtzman, Alicia Parrish, Aaron Mueller, Alex Wang, Angelica Chen, Divyam Madaan, Nikita Nangia, Richard Yuanzhe Pang, Jason Phang, Samuel R. Bowman

* 31 pages, 19 figures, 3 tables; more information at https://nlpsurvey.net 

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Rethinking the Role of Demonstrations: What Makes In-Context Learning Work?


Feb 25, 2022
Sewon Min, Xinxi Lyu, Ari Holtzman, Mikel Artetxe, Mike Lewis, Hannaneh Hajishirzi, Luke Zettlemoyer

* 14 pages; 11 figures; Code available at https://github.com/Alrope123/rethinking-demonstrations 

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DEMix Layers: Disentangling Domains for Modular Language Modeling


Aug 20, 2021
Suchin Gururangan, Mike Lewis, Ari Holtzman, Noah A. Smith, Luke Zettlemoyer

* edits: updated reference links, added related work, typo fixes 

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PIGLeT: Language Grounding Through Neuro-Symbolic Interaction in a 3D World


Jun 01, 2021
Rowan Zellers, Ari Holtzman, Matthew Peters, Roozbeh Mottaghi, Aniruddha Kembhavi, Ali Farhadi, Yejin Choi

* ACL 2021 camera ready, project page at https://rowanzellers.com/piglet/ 

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CLIPScore: A Reference-free Evaluation Metric for Image Captioning


Apr 18, 2021
Jack Hessel, Ari Holtzman, Maxwell Forbes, Ronan Le Bras, Yejin Choi


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Surface Form Competition: Why the Highest Probability Answer Isn't Always Right


Apr 16, 2021
Ari Holtzman, Peter West, Vered Schwartz, Yejin Choi, Luke Zettlemoyer


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MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations


Feb 02, 2021
Yao Dou, Maxwell Forbes, Ari Holtzman, Yejin Choi

* 7 pages, AAAI-21 

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Reflective Decoding: Unsupervised Paraphrasing and Abductive Reasoning


Oct 16, 2020
Peter West, Ximing Lu, Ari Holtzman, Chandra Bhagavatula, Jena Hwang, Yejin Choi


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