Stop Before You Fail: Operational Capability Boundaries for Mitigating Unproductive Reasoning in Large Reasoning Models
Two test-time monitoring strategies are proposed: reasoning expression monitoring and hidden states monitoring, that reduce token usage by 62.7-93.6%, substantially improving efficiency and reliability while largely preserving accuracy.
Qingjie Zhang, Yujia Fu, Yang Wang et al.
· 2 citations
· ⚡1