Reasoning While Asking

Our new preprint Reasoning While Asking: Transforming Reasoning Large Language Models from Passive Solvers to Proactive Inquirers is released. We propose a Proactive Interactive Reasoning framework that enables reasoning-LLMs to proactively ask clarification questions to resolve user ambiguity, significantly improving accuracy and efficiency.