Moreover, they show a counter-intuitive scaling limit: their reasoning energy boosts with dilemma complexity as much as a degree, then declines despite acquiring an satisfactory token funds. By evaluating LRMs with their conventional LLM counterparts under equal inference compute, we discover a few effectiveness regimes: (1) lower-complexity duties wherever https://www.youtube.com/watch?v=snr3is5MTiU