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🤖 AI·大模型 arXiv AI 2026-08-17

Second Thought: Reasoning in Parallel as LLM Agents Act and Observe

ReAct范式下智能体行动观察时推理停滞，新研究提出并行推理机制，让LLM在环境交互中持续思考，显著提升决策效率。

arXiv:2608.13667v1 Announce Type: new Abstract: LLM agents in the ReAct paradigm alternate between reasoning, acting, and observing, but deliberate re…

llm react范式并行推理 ai智能体推理效率

🤖 AI·大模型 arXiv AI 2026-07-30

Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents

针对边缘设备上LLM代理的推理延迟与不确定性校准策略，提出“短思考、智能延迟、行动”循环新范式。

arXiv:2607.26865v1 Announce Type: cross Abstract: LLM agents following the ReAct paradigm are promising enablers of complex multi-step tasks, includin…

边缘llm 不确定性感知延迟决策 react范式多步推理

📅 日期

2026-05-20 2026-05-19

🐂 牛哥精选

Second Thought: Reasoning in Parallel as LLM Agents Act and Observe

Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents

📅 日期