AINeutralarXiv – CS AI · 7h ago7/10
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THRD: A Training-Free Multi-Turn Defense Framework for Jailbreak Attacks on Large Language Models
Researchers have developed THRD, a training-free defense framework that detects multi-turn jailbreak attacks on large language models by tracking how safety risks accumulate across conversation turns. The system achieves 0.2-4.0% attack success rates while maintaining model utility, addressing a critical vulnerability where attackers exploit conversational dynamics rather than single prompts.