Moreover, they exhibit a counter-intuitive scaling limit: their reasoning effort and hard work raises with trouble complexity as many as a point, then declines Irrespective of acquiring an satisfactory token budget. By comparing LRMs with their typical LLM counterparts below equivalent inference compute, we identify a few functionality regimes: https://www.youtube.com/watch?v=snr3is5MTiU