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Also, they show a counter-intuitive scaling limit: their reasoning effort and hard work raises with trouble complexity as many as some extent, then declines Irrespective of acquiring an enough token budget. By comparing LRMs with their standard LLM counterparts underneath equal inference compute, we detect three overall performance regimes: (1) low