THRD: A Training-Free Multi-Turn Defense Framework for Jailbreak Attacks on Large Language Models 事件

THRD: A Training-Free Multi-Turn Defense Framework for Jailbreak Attacks on Large Language Models arXiv:2606.01738v1 Announce Type: new Abstract: Multi-turn jailbreak attacks pose a growing threat to LLMs by exploiting conversational dynamics such as gradual escalation and cross-turn coordination. Existing defenses either rely on costly retraining -- often degrading model utility -- or apply single-turn analysis independently at each turn, failing to capture how risk accumulates along interacti