2026
When Simple Problems Wear Complex Costumes: Improving Efficiency in LRM’s Adaptive Reasoning
ICML 2026poster
Recent Large Reasoning Models (LRMs) have demonstrated powerful multi-step problem-solving capabilities but often suffer from inefficiency due to an ``overthinking phenomenon", where they apply complex reasoning to simple tasks, resulting in unnecessary computational cost and latency. While adaptive…