In addition, they show a counter-intuitive scaling limit: their reasoning effort boosts with issue complexity as many as a point, then declines Even with having an adequate token budget. By evaluating LRMs with their conventional LLM counterparts less than equal inference compute, we determine 3 performance regimes: (1) small-complexity https://www.youtube.com/watch?v=snr3is5MTiU