Moreover, they exhibit a counter-intuitive scaling limit: their reasoning hard work increases with challenge complexity as much as a degree, then declines Regardless of having an ample token price range. By evaluating LRMs with their common LLM counterparts under equivalent inference compute, we discover a few performance regimes: (1) https://www.youtube.com/watch?v=snr3is5MTiU