What's more, they show a counter-intuitive scaling limit: their reasoning effort and hard work increases with difficulty complexity nearly a degree, then declines Even with having an ample token budget. By comparing LRMs with their conventional LLM counterparts below equal inference compute, we detect three functionality regimes: (one) small-complexity https://www.youtube.com/watch?v=snr3is5MTiU