UPAIR: Diagnosing Reasoning States via Uncertainty-Progress Alignment for Selective Intervention

Cheng Yan, Guangyang Ye, Wuyang Zhang +5

While test-time scaling improves the problem-solving ability of large reasoning models (LRMs) through additional inference-time computation, it can also exacerbate overthinking and…