In addition, they exhibit a counter-intuitive scaling limit: their reasoning effort boosts with issue complexity as many as a point, then declines Inspite of acquiring an sufficient token spending plan. By comparing LRMs with their common LLM counterparts under equivalent inference compute, we establish three general performance regimes: (1) https://www.youtube.com/watch?v=snr3is5MTiU