How Far Are We from Optimal Reasoning Efficiency?

Neural Information Processing Systems 

Large Reasoning Models (LRMs) demonstrate remarkable problem-solving capabilities through extended Chain-of-Thought (CoT) reasoning but often produce excessively verbose and redundant reasoning traces.