LLM Prompt Leakage & AREA Defense
Arxiv
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2026-06-01T00:00:00
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Abstract
Large language model (LLM)based applications rely on system prompts to encode their core logic and developer-defined constraints, making them a critical form of intellectual property. However, these prompts are highly vulnerable to prompt leaking attacks. While the feasibility of such attacks has been demonstrated in controlled settings, a significant gap exists in understanding their prevalence, underlying mechanisms, and practical defenses within real-world deployments.
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