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 Even with obtaining an sufficient token finances. By comparing LRMs with their common LLM counterparts under equivalent inference compute, we detect three efficiency regimes: https://www.youtube.com/watch?v=snr3is5MTiU