Furthermore, they show a counter-intuitive scaling limit: their reasoning exertion raises with challenge complexity approximately a point, then declines Even with having an ample token budget. By comparing LRMs with their conventional LLM counterparts underneath equal inference compute, we recognize 3 overall performance regimes: (1) very low-complexity responsibilities in https://www.youtube.com/watch?v=snr3is5MTiU