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Furthermore, they show a counter-intuitive scaling limit: their reasoning effort boosts with dilemma complexity around a point, then declines Irrespective of acquiring an ample token spending budget. By evaluating LRMs with their normal LLM counterparts under equal inference compute, we determine a few effectiveness regimes: (one) minimal-complexit