Additionally, they exhibit a counter-intuitive scaling limit: their reasoning effort and hard work boosts with dilemma complexity up to a point, then declines Regardless of possessing an adequate token budget. By evaluating LRMs with their conventional LLM counterparts below equivalent inference compute, we discover 3 overall performance regimes: (1) https://www.youtube.com/watch?v=snr3is5MTiU