Additionally, they show a counter-intuitive scaling limit: their reasoning effort and hard work will increase with problem complexity approximately a point, then declines despite having an ample token budget. By comparing LRMs with their conventional LLM counterparts below equal inference compute, we identify 3 efficiency regimes: (one) small-complexity jobs https://www.youtube.com/watch?v=snr3is5MTiU