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Anish Laddha

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#artificial intelligence Preprint Oct 2026

Position, Role or Label? A Controlled Study of Instruction Conflicts in LLM Agents

LLM agents take instructions from the operator, repository configuration, user, tool results and saved memory, which often conflict. Instruction-hierarchy benchmarks ask whether the higher-ranked source wins, but a source sets position, role and label at once. First, we build WhoWins, 1,080 code-scored scenarios in fiv...

Anish Laddha, Nitesh Pradhan, Gaurav Srivastava · 2 citations

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