In addition, they exhibit a counter-intuitive scaling Restrict: their reasoning effort and hard work increases with challenge complexity as much as a degree, then declines Regardless of acquiring an ample token budget. By comparing LRMs with their conventional LLM counterparts below equal inference compute, we detect three performance regimes: https://www.youtube.com/watch?v=snr3is5MTiU