Furthermore, they show a counter-intuitive scaling limit: their reasoning work improves with difficulty complexity around a degree, then declines Regardless of obtaining an enough token spending budget. By comparing LRMs with their common LLM counterparts beneath equal inference compute, we detect 3 overall performance regimes: (one) minimal-complexity responsibilities where https://www.youtube.com/watch?v=snr3is5MTiU