Furthermore, they show a counter-intuitive scaling limit: their reasoning work increases with difficulty complexity approximately a point, then declines Inspite of owning an ample token budget. By evaluating LRMs with their regular LLM counterparts underneath equivalent inference compute, we discover three effectiveness regimes: (one) reduced-complexity duties in which normal https://www.youtube.com/watch?v=snr3is5MTiU