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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Jason Martin

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Jul 2026

IH-Benchmark: A Conflict-Centered Benchmark for Instruction-Hierarchy Robustness in LLM Applications

IH-Benchmark is a conflict-centered benchmark for instruction-hierarchy robustness across direct system-user conflicts (S>U) and tool-mediated user-tool (U>T) conflicts and suggests that instruction-hierarchy robustness is not a single capability, but a set of behaviors that must be evaluated across conflict surfaces,...

Conor McCauley, Zeliang Kan, Jason Martin · 2 citations · ⚡1

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