Moreover, they show a counter-intuitive scaling Restrict: their reasoning exertion boosts with difficulty complexity as many as a degree, then declines Irrespective of having an adequate token budget. By comparing LRMs with their typical LLM counterparts underneath equal inference compute, we discover three general performance regimes: (1) very low-complexity https://www.youtube.com/watch?v=snr3is5MTiU