Additionally, they exhibit a counter-intuitive scaling limit: their reasoning effort and hard work will increase with issue complexity around some extent, then declines despite having an enough token price range. By evaluating LRMs with their normal LLM counterparts below equal inference compute, we identify three general performance regimes: (1) https://www.youtube.com/watch?v=snr3is5MTiU