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Tian-Xiao Huang

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#natural language process... Preprint Sep 2026

Combating Instruction Conflict via Energy-Driven Latent Conflict Detection

Large Language Models (LLMs) are increasingly deployed with hierarchical instructions, yet they remain vulnerable to conflicts in which user directives override system-level constraints. Existing defense mechanisms predominantly focus on static input inspection and therefore fail to detect Response Drift, a phenomenon...

Mi Ma, Yu-Xin Wu, Jing-Bo Wang et al. · 0 citations

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