Additionally, they show a counter-intuitive scaling limit: their reasoning hard work increases with challenge complexity as much as a degree, then declines Regardless of acquiring an sufficient token budget. By comparing LRMs with their typical LLM counterparts less than equal inference compute, we identify three effectiveness regimes: (one) lower-complexity https://www.youtube.com/watch?v=snr3is5MTiU