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Also, they exhibit a counter-intuitive scaling limit: their reasoning effort and hard work boosts with dilemma complexity around a point, then declines Inspite of obtaining an sufficient token budget. By evaluating LRMs with their regular LLM counterparts under equivalent inference compute, we identify 3 efficiency regimes: (one) lower-complexity t