Furthermore, they show a counter-intuitive scaling limit: their reasoning effort and hard work will increase with problem complexity as many as a point, then declines despite obtaining an adequate token finances. By comparing LRMs with their common LLM counterparts below equivalent inference compute, we discover 3 performance regimes: (one) https://www.youtube.com/watch?v=snr3is5MTiU