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What's more, they show a counter-intuitive scaling limit: their reasoning effort improves with dilemma complexity around a point, then declines Irrespective of obtaining an sufficient token spending plan. By comparing LRMs with their conventional LLM counterparts beneath equivalent inference compute, we establish three performance regimes: (one) lo