Moreover, they show a counter-intuitive scaling limit: their reasoning effort and hard work will increase with problem complexity approximately a degree, then declines Even with having an ample token spending budget. By comparing LRMs with their typical LLM counterparts below equal inference compute, we determine a few efficiency regimes: https://www.youtube.com/watch?v=snr3is5MTiU