Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers 事件

Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers arXiv:2601.22139v2 Announce Type: replace Abstract: Reasoning-oriented Large Language Models (LLMs) have achieved remarkable progress with Chain-of-Thought (CoT) prompting, yet they remain fundamentally limited by a \emph{blind self-thinking} paradigm: performing extensive internal reasoning even when critical information is missing or ambiguous. We propose Proactive Interactive Reas