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This work was supported by the Scientific Research Innovation Capability Support Project for Young Faculty, Fundamental Research Funds for the Central Universities, and the Talent Fund of Beijing Jiaotong University. Shan Sha, Shenglong Zhou, Xin Wang, and Lingchen Kong are with the School of Mathematics and Statistics, Beijing Jiaotong University, Beijing, China. E-mail: {shansha, shlzhou, xinwang2, lchkong}@bjtu.edu.cn. Geoffrey Ye Li are with the Department of Electrical and Electronic Engineering, Faculty of Engineering, Imperial College London, London, U.K. E-mail: geoffrey.li@imperial.ac.uk.Corresponding author: Shenglong Zhou
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Even state-of-the-art multimodal LLMs like GPT-5.2 and Claude 4.5 can be jailbroken nearly half the time using OpenRT's diverse suite of attacks, revealing a critical lack of generalization across attack paradigms.
