Furthermore, they show a counter-intuitive scaling limit: their reasoning effort boosts with issue complexity as many as a point, then declines Inspite of obtaining an suitable token budget. By comparing LRMs with their common LLM counterparts below equal inference compute, we identify a few effectiveness regimes: (1) lower-complexity tasks https://www.youtube.com/watch?v=snr3is5MTiU