Moreover, they show a counter-intuitive scaling limit: their reasoning energy increases with dilemma complexity approximately a point, then declines despite possessing an satisfactory token spending plan. By comparing LRMs with their standard LLM counterparts less than equivalent inference compute, we detect a few efficiency regimes: (1) reduced-complexity duties where https://www.youtube.com/watch?v=snr3is5MTiU