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Frontier Language Models Are Not Robust to Adversarial Arithmetic, or "what Do I Need to Say So You Agree 2+2=5?

C. Daniel Freeman,Laura Culp,Aaron Parisi,Maxwell L Bileschi,Gamaleldin F Elsayed, Alex Rizkowsky,Isabelle Simpson,Alex Alemi,Azade Nova,Ben Adlam,Bernd Bohnet,Gaurav Mishra,Hanie Sedghi,Igor Mordatch,Izzeddin Gur,Jaehoon Lee,JD Co-Reyes,Jeffrey Pennington,Kelvin Xu,Kevin Swersky,Kshiteej Mahajan,Lechao Xiao,Rosanne Liu,Simon Kornblith,Noah Constant,Peter J. Liu,Roman Novak,Yundi Qian,Noah Fiedel,Jascha Sohl-Dickstein

CoRR（2023）

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Key words
Adversarial Examples,Language Modeling,Topic Modeling
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