In addition, they show a counter-intuitive scaling limit: their reasoning effort and hard work will increase with trouble complexity approximately a degree, then declines Even with owning an ample token budget. By comparing LRMs with their conventional LLM counterparts below equal inference compute, we identify 3 performance regimes: (1) https://www.youtube.com/watch?v=snr3is5MTiU