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News/When Should Agents Think? Adaptive Reasoning via Cross-Turn Estimation
arxiv
PublishedOctober 9, 2026 at 4:00 AM

When Should Agents Think? Adaptive Reasoning via Cross-Turn Estimation

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arXiv:2610.12061v1 Announce Type: new Abstract: Large language model (LLM)-based agents have demonstrated strong capabilities on complex tasks. They typically perform reasoning before each action throughout an interaction trajectory. However, reasoning may not be necessary at every turn, as reasonin

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