Moreover, they show a counter-intuitive scaling limit: their reasoning work boosts with challenge complexity around some extent, then declines In spite of having an ample token budget. By evaluating LRMs with their normal LLM counterparts under equal inference compute, we establish three overall performance regimes: (one) lower-complexity responsibilities where https://www.youtube.com/watch?v=snr3is5MTiU