AI RESEARCH
Early Stopping for Large Reasoning Models via Confidence Dynamics
arXiv CS.AI
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ArXi:2604.04930v1 Announce Type: cross Large reasoning models rely on long chain-of-thought generation to solve complex problems, but extended reasoning often incurs substantial computational cost and can even degrade performance due to overthinking. A key challenge is determining when the model should stop reasoning and produce the final answer.