In addition, they show a counter-intuitive scaling Restrict: their reasoning energy raises with dilemma complexity as much as a degree, then declines Irrespective of acquiring an satisfactory token funds. By evaluating LRMs with their regular LLM counterparts under equal inference compute, we discover three general performance regimes: (1) low-comp