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cs.CL2025
Geometry-Guided Adversarial Prompt Detection via Curvature and Local Intrinsic Dimension
Canaan Yung, Hanxun Huang, Christopher Leckie +1
Adversarial prompts are capable of jailbreaking frontier large language models (LLMs) and inducing undesirable behaviours, posing a significant obstacle to their safe deployment. C…
cs.CL2025
Round Trip Translation Defence against Large Language Model Jailbreaking Attacks
Canaan Yung, Hadi Mohaghegh Dolatabadi, Sarah Erfani +1
Large language models (LLMs) are susceptible to social-engineered attacks that are human-interpretable but require a high level of comprehension for LLMs to counteract. Existing de…