Also, they show a counter-intuitive scaling limit: their reasoning exertion improves with challenge complexity as much as a degree, then declines Regardless of getting an adequate token spending plan. By evaluating LRMs with their regular LLM counterparts underneath equal inference compute, we identify a few efficiency regimes: (one) minimal-complexity https://www.youtube.com/watch?v=snr3is5MTiU