When Lower Privileges Suffice: Investigating Over-Privileged Tool Selection in LLM Agents
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When Lower Privileges Suffice: Investigating Over-Privileged Tool Selection in LLM Agents

LLM agents frequently select higher-privilege tools unnecessarily, and while safety alignment doesn't ensure least-privilege choices, a post-training defense can reduce excessive p…

Hugging Face · Daily Papers ·Kaiyue Yang, Yuyan Bu · ·▲ 3 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Kaiyue Yang, Yuyan Bu, Jingwei Yi, Yuchi Wang, Biyu Zhou, Juntao Dai

  • 3 upvotes da comunidade
  • Temas: tool selection, privilege-sensitive choices, over-privileged tool selection, ToolPrivBench, least-privilege tool choice, post-training defense

Resumo

Resumo original (em inglês), extraído do paper:

LLM agents frequently select higher-privilege tools unnecessarily, and while safety alignment doesn't ensure least-privilege choices, a post-training defense can reduce excessive privilege use without sacrificing performance.

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