Furthermore, they show a counter-intuitive scaling limit: their reasoning hard work increases with dilemma complexity up to some extent, then declines despite obtaining an adequate token funds. By evaluating LRMs with their normal LLM counterparts under equivalent inference compute, we establish three functionality regimes: (1) very low-complexity tasks the https://www.youtube.com/watch?v=snr3is5MTiU