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Furthermore, they exhibit a counter-intuitive scaling limit: their reasoning energy improves with difficulty complexity around a point, then declines Inspite of acquiring an ample token price range. By evaluating LRMs with their common LLM counterparts underneath equivalent inference compute, we detect a few performance regimes: (1) low-complexity