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Moreover, they exhibit a counter-intuitive scaling Restrict: their reasoning hard work raises with problem complexity as much as a point, then declines despite acquiring an satisfactory token budget. By evaluating LRMs with their standard LLM counterparts underneath equivalent inference compute, we identify three efficiency regimes: (1) small-compl