What's more, they exhibit a counter-intuitive scaling limit: their reasoning energy increases with dilemma complexity as much as a degree, then declines Regardless of acquiring an enough token spending budget. By evaluating LRMs with their conventional LLM counterparts under equivalent inference compute, we identify 3 effectiveness regimes: (one) low-complexity https://www.youtube.com/watch?v=snr3is5MTiU