In addition, they show a counter-intuitive scaling limit: their reasoning work improves with challenge complexity as much as some extent, then declines Regardless of acquiring an satisfactory token spending budget. By evaluating LRMs with their regular LLM counterparts underneath equivalent inference compute, we recognize 3 functionality regimes: (one) minimal-complexity https://www.youtube.com/watch?v=snr3is5MTiU