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Wenjuan Lian

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Open access Jul 2026

TSA: A Two-Stage Jailbreak Attack Exploiting Logical Consistency of Large Language Models

The findings suggest that such logical-consistency-based vulnerability may exist among the tested mainstream LLMs, highlighting the necessity to optimize safety alignment for defending against this category of reasoning-driven jailbreak attacks.

Yiming Du, Wenjuan Lian, Hongbao Zhang et al. · 0 citations