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#instruction-conflicts

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

arXiv cs.CL ↗ · 2026-10-27 Cached

This paper introduces WhoWins, a benchmark of 1,080 code-scored scenarios and controlled experiments testing how instruction position, chat role, and label affect which conflicting instruction LLM agents follow across 14 open-weight models. Key findings show that earlier instructions within a message win 72-95% of conflicts, and that system-message policy lines surprisingly lose to later instructions in Qwen models but win on gpt-oss.

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#instruction-conflicts

Who May Release an Agent's Promise? Standing over Commitments in Multi-Party Chat

arXiv cs.AI ↗ · 2026-10-16 Cached

该论文提出'standing'概念,研究多用户聊天中智能体的承诺能否被非债权人取消,并在六个模型上区分未授权释放与覆盖两类错误,发现自维护承诺账本加释放策略可显著提升严格准确率。

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