Beyond the Imitation Game: Quantifying and extrapolating the capabilities of language models

unnatural in-context learning task

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Ryan Roberts, @Bao Sheng Loe, @Barret Zoph, @Bartłomiej Bojanowski, @Batuhan Özyurt, @Behnam Hedayatnia, @Behnam Neyshabur, @Benjamin Inden, @Benno Stein, @Berk Ekmekci, @Bill Yuchen Lin, @Blake Howald, @Cameron Diao, @Cameron Dour, @Catherine Stinson, @Cedrick Argueta, @César Ferri Ramírez, @Chandan Singh, @Charles Rathkopf, @Chenlin Meng, @Chitta Baral, @Chiyu Wu, @Chris Callison-Burch, @Chris Waites, @Christian Voigt, @Christopher D. Manning, @Christopher Potts, @Cindy Ramirez, @Clara E. 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Chi, @Ethan Dyer, @Ethan Jerzak, @Ethan Kim, @Eunice Engefu Manyasi, @Evgenii Zheltonozhskii, @Fanyue Xia, @Fatemeh Siar, @Fernando Martínez-Plumed, @Francesca Happé, @Francois Chollet, @Frieda Rong, @Gaurav Mishra, @Genta Indra Winata, @Gerard de Melo, @Germán Kruszewski, @Giambattista Parascandolo, @Giorgio Mariani, @Gloria Wang, @Gonzalo Jaimovitch-López, @Gregor Betz, @Guy Gur-Ari, @Hana Galijasevic, @Hannah Kim, @Hannah Rashkin, @Hannaneh Hajishirzi, @Harsh Mehta, @Hayden Bogar, @Henry Shevlin, @Hinrich Schütze, @Hiromu Yakura, @Hongming Zhang, @Hugh Mee Wong, @Ian Ng, @Isaac Noble, @Jaap Jumelet, @Jack Geissinger, @Jackson Kernion, @Jacob Hilton, @Jaehoon Lee, @Jaime Fernández Fisac, @James B. Simon, @James Koppel, @James Zheng, @James Zou, @Jan Kocoń, @Jana Thompson, @Jared Kaplan, @Jarema Radom, @Jascha Sohl-Dickstein, @Jason Phang, @Jason Wei, @Jason Yosinski, @Jekaterina Novikova, @Jelle Bosscher, @Jennifer Marsh, @Jeremy Kim, @Jeroen Taal, @Jesse Engel, @Jesujoba Alabi, @Jiacheng Xu, @Jiaming Song, @Jillian Tang, @Joan Waweru, @John Burden, @John Miller, @John U. Balis, @Jonathan Berant, @Jörg Frohberg, @Jos Rozen, @Jose Hernandez-Orallo, @Joseph Boudeman, @Joseph Jones, @Joshua B. Tenenbaum, @Joshua S. Rule, @Joyce Chua, @Kamil Kanclerz, @Karen Livescu, @Karl Krauth, @Karthik Gopalakrishnan, @Katerina Ignatyeva, @Katja Markert, @Kaustubh D. Dhole, @Kevin Gimpel, @Kevin Omondi, @Kory Mathewson, @Kristen Chiafullo, @Ksenia Shkaruta, @Kumar Shridhar, @Kyle McDonell, @Kyle Richardson, @Laria Reynolds, @Leo Gao, @Li Zhang, @Liam Dugan, @Lianhui Qin, @Lidia Contreras-Ochando, @Louis-Philippe Morency, @Luca Moschella, @Lucas Lam, @Lucy Noble, @Ludwig Schmidt, @Luheng He, @Luis Oliveros Colón, @Luke Metz, @Lütfi Kerem Şenel, @Maarten Bosma, @Maarten Sap, @Maartje ter Hoeve, @Maheen Farooqi, @Manaal Faruqui, @Mantas Mazeika, @Marco Baturan, @Marco Marelli, @Marco Maru, @Maria Jose Ramírez Quintana, @Marie Tolkiehn, @Mario Giulianelli, @Martha Lewis, @Martin Potthast, @Matthew L. Leavitt, @Matthias Hagen, @Mátyás Schubert, @Medina Orduna Baitemirova, @Melody Arnaud, @Melvin McElrath, @Michael A. Yee, @Michael Cohen, @Michael Gu, @Michael Ivanitskiy, @Michael Starritt, @Michael Strube, @Michał Swędrowski, @Michele Bevilacqua, @Michihiro Yasunaga, @Mihir Kale, @Mike Cain, @Mimee Xu, @Mirac Suzgun, @Mo Tiwari, @Mohit Bansal, @Moin Aminnaseri, @Mor Geva, @Mozhdeh Gheini, @Mukund Varma T, @Nanyun Peng, @Nathan Chi, @Nayeon Lee, @Neta Gur-Ari Krakover, @Nicholas Cameron, @Nicholas Roberts, @Nick Doiron, @Nikita Nangia, @Niklas Deckers, @Niklas Muennighoff, @Nitish Shirish Keskar, @Niveditha S. Iyer, @Noah Constant, @Noah Fiedel, @Nuan Wen, @Oliver Zhang, @Omar Agha, @Omar Elbaghdadi, @Omer Levy, @Owain Evans, @Pablo Antonio Moreno Casares, @Parth Doshi, @Pascale Fung, @Paul Pu Liang, @Paul Vicol, @Pegah Alipoormolabashi, @Peiyuan Liao, @Percy Liang, @Peter Chang, @Peter Eckersley, @Phu Mon Htut, @Pinyu Hwang, @Piotr Miłkowski, @Piyush Patil, @Pouya Pezeshkpour, @Priti Oli, @Qiaozhu Mei, @Qing Lyu, @Qinlang Chen, @Rabin Banjade, @Rachel Etta Rudolph, @Raefer Gabriel, @Rahel Habacker, @Ramón Risco Delgado, @Raphaël Millière, @Rhythm Garg, @Richard Barnes, @Rif A. Saurous, @Riku Arakawa, @Robbe Raymaekers, @Robert Frank, @Rohan Sikand, @Roman Novak, @Roman Sitelew, @Ronan LeBras, @Rosanne Liu, @Rowan Jacobs, @Rui Zhang, @Ruslan Salakhutdinov, @Ryan Chi, @Ryan Lee, @Ryan Stovall, @Ryan Teehan, @Rylan Yang, @Sahib Singh, @Saif M. Mohammad, @Sajant Anand, @Sam Dillavou, @Sam Shleifer, @Sam Wiseman, @Samuel Gruetter, @Samuel R. Bowman, @Samuel S. 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Shieber, @Summer Misherghi, @Svetlana Kiritchenko, @Swaroop Mishra, @Tal Linzen, @Tal Schuster, @Tao Li, @Tao Yu, @Tariq Ali, @Tatsu Hashimoto, @Te-Lin Wu, @Théo Desbordes, @Theodore Rothschild, @Thomas Phan, @Tianle Wang, @Tiberius Nkinyili, @Timo Schick, @Timofei Kornev, @Timothy Telleen-Lawton, @Titus Tunduny, @Tobias Gerstenberg, @Trenton Chang, @Trishala Neeraj, @Tushar Khot, @Tyler Shultz, @Uri Shaham, @Vedant Misra, @Vera Demberg, @Victoria Nyamai, @Vikas Raunak, @Vinay Ramasesh, @Vinay Uday Prabhu, @Vishakh Padmakumar, @Vivek Srikumar, @William Fedus, @William Saunders, @William Zhang, @Wout Vossen, @Xiang Ren, @Xiaoyu Tong, @Xinran Zhao, @Xinyi Wu, @Xudong Shen, @Yadollah Yaghoobzadeh, @Yair Lakretz, @Yangqiu Song, @Yasaman Bahri, @Yejin Choi, @Yichi Yang, @Yiding Hao, @Yifu Chen, @Yonatan Belinkov, @Yu Hou, @Yufang Hou, @Yuntao Bai, @Zachary Seid, @Zhuoye Zhao, @Zijian Wang, @Zijie J. Wang, @Zirui Wang, @Ziyi Wu

How well do large language models perform on an unnatural in-context learning task?