Furthermore, they exhibit a counter-intuitive scaling limit: their reasoning effort and hard work increases with problem complexity approximately a point, then declines Irrespective of owning an suitable token spending plan. By comparing LRMs with their normal LLM counterparts below equivalent inference compute, we discover a few general performance regimes: https://www.youtube.com/watch?v=snr3is5MTiU