Furthermore, they show a counter-intuitive scaling limit: their reasoning hard work increases with challenge complexity as much as a degree, then declines Even with having an ample token budget. By comparing LRMs with their conventional LLM counterparts below equal inference compute, we recognize 3 performance regimes: (1) very low-complexity https://www.youtube.com/watch?v=snr3is5MTiU