Additionally, they exhibit a counter-intuitive scaling limit: their reasoning energy boosts with dilemma complexity nearly a degree, then declines Irrespective of getting an enough token spending budget. By evaluating LRMs with their standard LLM counterparts beneath equivalent inference compute, we recognize a few effectiveness regimes: (1) low-complexity duties where https://www.youtube.com/watch?v=snr3is5MTiU