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cs.CL 1

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2025 1

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CONDITIONAL 1

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The Resurgence of GCG Adversarial Attacks on Large Language Models

cs.CL · 2025-08-30 · conditional · novelty 3.0

The paper reports that GCG attack success drops with model size, prefix-based metrics overestimate harm, and coding prompts are more vulnerable, but these findings rest on a small model set and a GPT-4o pipeline that generates and judges prompts.

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  • The Resurgence of GCG Adversarial Attacks on Large Language Models cs.CL · 2025-08-30 · conditional · none · ref 38

    The paper reports that GCG attack success drops with model size, prefix-based metrics overestimate harm, and coding prompts are more vulnerable, but these findings rest on a small model set and a GPT-4o pipeline that generates and judges prompts.