Also, they exhibit a counter-intuitive scaling limit: their reasoning exertion raises with challenge complexity around some extent, then declines despite acquiring an sufficient token finances. By comparing LRMs with their conventional LLM counterparts beneath equal inference compute, we recognize a few efficiency regimes: (one) minimal-complexity jobs exactly where common https://www.youtube.com/watch?v=snr3is5MTiU