Moreover, they exhibit a counter-intuitive scaling limit: their reasoning effort improves with difficulty complexity as much as a point, then declines In spite of obtaining an adequate token price range. By evaluating LRMs with their typical LLM counterparts underneath equivalent inference compute, we recognize a few general performance regimes: https://www.youtube.com/watch?v=snr3is5MTiU