chain-of-thought reasoning 技术

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CoT reasoningCoTChain-of-thoughtchain-of-thoughtChain-of-Thoughtchain-of-thought (CoT) reasoning

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arXiv:2512.03818v2
arXiv:2605.24286v1

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confidence-aware selective sampling framework

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Mean-Field Dynamics of Chain-of-Thought Reasoning in Large Language Models
ArXiv CS.CL2026-08-07
Trace, Verify, and Correct: A Training-Free Framework for Spatial Reasoning in Multimodal LLMs
ArXiv CS.CV2026-08-06
LLM-Ideoplasticity: Measuring Ideological Plasticity in the Political Behavior of LLMs as a Context-Conditioned Distribution
ArXiv CS.CL2026-07-28
Progressive Reasoning with Primitive Correction for Compositional Zero-Shot Learning
ArXiv CS.CV2026-07-08