Additionally, they show a counter-intuitive scaling limit: their reasoning effort boosts with issue complexity as many as a point, then declines Even with having an enough token spending plan. By evaluating LRMs with their regular LLM counterparts below equal inference compute, we identify 3 performance regimes: (one) low-complexity duties https://www.youtube.com/watch?v=snr3is5MTiU