Moreover, they show a counter-intuitive scaling limit: their reasoning effort and hard work will increase with trouble complexity nearly some extent, then declines Regardless of possessing an suitable token spending budget. By comparing LRMs with their conventional LLM counterparts below equivalent inference compute, we discover a few functionality regimes: https://www.youtube.com/watch?v=snr3is5MTiU