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Additionally, they show a counter-intuitive scaling limit: their reasoning effort raises with problem complexity around a point, then declines despite acquiring an satisfactory token spending budget. By comparing LRMs with their standard LLM counterparts underneath equal inference compute, we identify 3 performance regimes: (one) small-complexity j