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

A. Srivastava, A. Rastogi, A. Rao, A. Shoeb, A. Abid, A. Fisch, A. Brown, A. Santoro, A. Gupta, A. Garriga-Alonso, A. Kluska, A. Lewkowycz, A. Agarwal, A. Power, A. Ray, A. Warstadt, A. Kocurek, A. Safaya, A. Tazarv, A. Xiang, A. Parrish, A. Nie, A. Hussain, A. Askell, A. Dsouza, A. Slone, A. Rahane, A. Iyer, A. Andreassen, A. Madotto, A. Santilli, A. Stuhlmüller, A. Dai, A. La, A. Lampinen, A. Zou, A. Jiang, A. Chen, A. Vuong, A. Gupta, A. Gottardi, A. Norelli, A. Venkatesh, A. Gholamidavoodi, A. Tabassum, A. Menezes, A. Kirubarajan, A. Mullokandov, A. Sabharwal, A. Herrick, A. Efrat, A. Erdem, A. Karakas, B. Roberts, B. Loe, B. Zoph, B. Bojanowski, B. Özyurt, B. Hedayatnia, B. Neyshabur, B. Inden, B. Stein, B. Ekmekci, B. Lin, B. Howald, C. Diao, C. Dour, C. Stinson, C. Argueta, C. Ram\'ırez, C. Singh, C. Rathkopf, C. Meng, C. Baral, C. Wu, C. Callison-Burch, C. Waites, C. Voigt, C. Manning, C. Potts, C. Ramirez, C. Rivera, C. Siro, C. Raffel, C. Ashcraft, C. Garbacea, D. Sileo, D. Garrette, D. Hendrycks, D. Kilman, D. Roth, D. Freeman, D. Khashabi, D. Levy, D. González, D. Perszyk, D. Hernandez, D. Chen, D. Ippolito, D. Gilboa, D. Dohan, D. Drakard, D. Jurgens, D. Datta, D. Ganguli, D. Emelin, D. Kleyko, D. Yuret, D. Chen, D. Tam, D. Hupkes, D. Misra, D. Buzan, D. Mollo, D. Yang, D. Lee, E. Shutova, E. Cubuk, E. Segal, E. Hagerman, E. Barnes, E. Donoway, E. Pavlick, E. Rodola, E. Lam, E. Chu, E. Tang, E. Erdem, E. Chang, E. Chi, E. Dyer, E. Jerzak, E. Kim, E. Manyasi, E. Zheltonozhskii, F. Xia, F. Siar, F. Mart\'ınez-Plumed, F. Happé, F. Chollet, F. Rong, G. Mishra, G. Winata, G. de Melo, G. Kruszewski, G. Parascandolo, G. Mariani, G. Wang, G. Jaimovitch-López, G. Betz, G. Gur-Ari, H. Galijasevic, H. Kim, H. Rashkin, H. Hajishirzi, H. Mehta, H. Bogar, H. Shevlin, H. Schütze, H. Yakura, H. Zhang, H. Wong, I. Ng, I. Noble, J. Jumelet, J. Geissinger, J. Kernion, J. Hilton, J. Lee, J. Fisac, J. Simon, J. Koppel, J. Zheng, J. Zou, J. Kocoń, J. Thompson, J. Kaplan, J. Radom, J. Sohl-Dickstein, J. Phang, J. Wei, J. Yosinski, J. Novikova, J. Bosscher, J. Marsh, J. Kim, J. Taal, J. Engel, J. Alabi, J. Xu, J. Song, J. Tang, J. Waweru, J. Burden, J. Miller, J. Balis, J. Berant, J. Frohberg, J. Rozen, J. Hernandez-Orallo, J. Boudeman, J. Jones, J. Tenenbaum, J. Rule, J. Chua, K. Kanclerz, K. Livescu, K. Krauth, K. Gopalakrishnan, K. Ignatyeva, K. Markert, K. Dhole, K. Gimpel, K. Omondi, K. Mathewson, K. Chiafullo, K. Shkaruta, K. Shridhar, K. McDonell, K. Richardson, L. Reynolds, L. Gao, L. Zhang, L. Dugan, L. Qin, L. Contreras-Ochando, L. Morency, L. Moschella, L. Lam, L. Noble, L. Schmidt, L. He, L. Colón, L. Metz, L. Senel, M. Bosma, M. Sap, M. ter Hoeve, M. Farooqi, M. Faruqui, M. Mazeika, M. Baturan, M. Marelli, M. Maru, M. Quintana, M. Tolkiehn, M. Giulianelli, M. Lewis, M. Potthast, M. Leavitt, M. Hagen, M. Schubert, M. Baitemirova, M. Arnaud, M. McElrath, M. Yee, M. Cohen, M. Gu, M. Ivanitskiy, M. Starritt, M. Strube, M. Swedrowski, M. Bevilacqua, M. Yasunaga, M. Kale, M. Cain, M. Xu, M. Suzgun, M. Tiwari, M. Bansal, M. Aminnaseri, M. Geva, M. Gheini, T, Mukund Varma, N. Peng, N. Chi, N. Lee, N. Krakover, N. Cameron, N. Roberts, N. Doiron, N. Nangia, N. Deckers, N. Muennighoff, N. Keskar, N. Iyer, N. Constant, N. Fiedel, N. Wen, O. Zhang, O. Agha, O. Elbaghdadi, O. Levy, O. Evans, P. Casares, P. Doshi, P. Fung, P. Liang, P. Vicol, P. Alipoormolabashi, P. Liao, P. Liang, P. Chang, P. Eckersley, P. Htut, P. Hwang, P. Miłkowski, P. Patil, P. Pezeshkpour, P. Oli, Q. Mei, Q. Lyu, Q. Chen, R. Banjade, R. Rudolph, R. Gabriel, R. Habacker, R. Delgado, R. Millière, R. Garg, R. Barnes, R. Saurous, R. Arakawa, R. Raymaekers, R. Frank, R. Sikand, R. Novak, R. Sitelew, R. LeBras, R. Liu, R. Jacobs, R. Zhang, R. Salakhutdinov, R. Chi, R. Lee, R. Stovall, R. Teehan, R. Yang, S. Singh, S. Mohammad, S. Anand, S. Dillavou, S. Shleifer, S. Wiseman, S. Gruetter, S. Bowman, S. Schoenholz, S. Han, S. Kwatra, S. Rous, S. Ghazarian, S. Ghosh, S. Casey, S. Bischoff, S. Gehrmann, S. Schuster, S. Sadeghi, S. Hamdan, S. Zhou, S. Srivastava, S. Shi, S. Singh, S. Asaadi, S. Gu, S. Pachchigar, S. Toshniwal, S. Upadhyay, Shyamolima, Debnath, S. Shakeri, S. Thormeyer, S. Melzi, S. Reddy, S. Makini, S. Lee, S. Torene, S. Hatwar, S. Dehaene, S. Divic, S. Ermon, S. Biderman, S. Lin, S. Prasad, S. Piantadosi, S. Shieber, S. Misherghi, S. Kiritchenko, S. Mishra, T. Linzen, T. Schuster, T. Li, T. Yu, T. Ali, T. Hashimoto, T. Wu, T. Desbordes, T. Rothschild, T. Phan, T. Wang, T. Nkinyili, T. Schick, T. Kornev, T. Telleen-Lawton, T. Tunduny, T. Gerstenberg, T. Chang, T. Neeraj, T. Khot, T. Shultz, U. Shaham, V. Misra, V. Demberg, V. Nyamai, V. Raunak, V. Ramasesh, V. Prabhu, V. Padmakumar, V. Srikumar, W. Fedus, W. Saunders, W. Zhang, W. Vossen, X. Ren, X. Tong, X. Zhao, X. Wu, X. Shen, Y. Yaghoobzadeh, Y. Lakretz, Y. Song, Y. Bahri, Y. Choi, Y. Yang, Y. Hao, Y. Chen, Y. Belinkov, Y. Hou, Y. Hou, Y. Bai, Z. Seid, Z. Zhao, Z. Wang, Z. Wang, Z. Wang, and Z. Wu. (2022)

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Identifying queries in instant search logsM. Fischer, K. Komlossy, B. Stein, M. Potthast, and M. Hagen. Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, New York, NY, USA, ACM, (July 2021)28. September - 2. Oktober 2020M. Völske, J. Bevendorff, J. Kiesel, B. Stein, M. Fröbe, M. Hagen, and M. Potthast. Gesellschaft für Informatik, Bonn, (2021)Overview of Touché 2021: Argument RetrievalA. Bondarenko, L. Gienapp, M. Fröbe, M. Beloucif, Y. Ajjour, A. Panchenko, C. Biemann, B. Stein, H. Wachsmuth, M. Potthast and 1 other author(s). Lecture Notes in Computer Science, Springer International Publishing, Cham, (2021)Employing Argumentation Knowledge Graphs for Neural Argument GenerationK. Khatib, L. Trautner, H. Wachsmuth, Y. Hou, and B. Stein. Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), Association for Computational Linguistics, (2021)Overview of PAN 2021: Authorship verification, profiling hate speech spreaders on twitter, and style change detectionJ. Bevendorff, B. Chulvi, G. De La Peña Sarracén, M. Kestemont, E. Manjavacas, I. Markov, M. Mayerl, M. Potthast, F. Rangel, P. Rosso and 5 other author(s). Lecture Notes in Computer Science, Springer International Publishing, Cham, (2021)Shared Tasks on Authorship Analysis at PAN 2020J. Bevendorff, B. Ghanem, A. Giachanou, M. Kestemont, E. Manjavacas, M. Potthast, F. Rangel, P. Rosso, G. Specht, E. Stamatatos and 3 other author(s). Advances in Information Retrieval, page 508--516. Cham, Springer International Publishing, (2020)SemEval-2019 Task 4: Hyperpartisan News DetectionJ. Kiesel, M. Mestre, R. Shukla, E. Vincent, P. Adineh, D. Corney, B. Stein, and M. Potthast. Proceedings of the 13th International Workshop on Semantic Evaluation, page 349–350. Association for Computational Linguistics, (June 2019)Touché: First shared task on argument retrievalA. Bondarenko, M. Hagen, M. Potthast, H. Wachsmuth, M. Beloucif, C. Biemann, A. Panchenko, and B. Stein. Lecture Notes in Computer Science, Springer International Publishing, Cham, (2020)Heuristic Authorship ObfuscationJ. Bevendorff, M. Potthast, M. Hagen, and B. Stein. Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, page 1098--1108. Florence, Italy, Association for Computational Linguistics, (July 2019)Overview of Touché 2020: Argument RetrievalA. Bondarenko, M. Fröbe, M. Beloucif, L. Gienapp, Y. Ajjour, A. Panchenko, C. Biemann, B. Stein, H. Wachsmuth, M. Potthast and 1 other author(s). Experimental IR Meets Multilinguality, Multimodality, and Interaction, page 384--395. Cham, Springer International Publishing, (2020)

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

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