Furthermore, they show a counter-intuitive scaling limit: their reasoning effort and hard work improves with trouble complexity up to some extent, then declines Irrespective of getting an suitable token funds. By evaluating LRMs with their conventional LLM counterparts beneath equivalent inference compute, we establish three functionality regimes: (1) lower-complexity https://www.youtube.com/watch?v=snr3is5MTiU