Additionally, they show a counter-intuitive scaling limit: their reasoning exertion raises with challenge complexity as much as a degree, then declines In spite of owning an sufficient token funds. By evaluating LRMs with their regular LLM counterparts underneath equal inference compute, we detect three functionality regimes: (1) small-complexity tasks https://www.youtube.com/watch?v=snr3is5MTiU