Furthermore, they show a counter-intuitive scaling limit: their reasoning exertion improves with dilemma complexity up to some extent, then declines despite obtaining an adequate token funds. By comparing LRMs with their standard LLM counterparts less than equal inference compute, we establish a few overall performance regimes: (one) reduced-complexity jobs https://www.youtube.com/watch?v=snr3is5MTiU