Unverified50% confidenceFactExact time
The arXiv paper 'Closed-World Resolution Against Tool Hallucination in LLM Agents' reveals the problem of Tool Hallucination.
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50%
Confidence
Long-term
Relevance
9/18/2026
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Related Claims
UnverifiedMulti-agent systems address the hallucination issue at the architectural level by introducing independent verification steps, rather than at the model level67% similarUnverifiedThe rise of the Agent architectural paradigm is closely related to the maturation of LLM tool-calling capabilities67% similarUnverifiedAgent能力的底层依赖于大语言模型的推理能力（Chain-of-Thought）以及ReAct（Reasoning + Acting）框架65% similarUnverified现代LLM Agent的多智能体系统采用Orchestrator-Worker模式，主智能体负责任务分解与结果聚合，工作智能体执行原子化子任务65% similarUnverified智能体的许多能力实际上是由Agent所运行的框架在LLM外部实现的，而非LLM本身64% similar
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