Furthermore, they show a counter-intuitive scaling limit: their reasoning hard work increases with challenge complexity as much as some extent, then declines In spite of owning an satisfactory token finances. By comparing LRMs with their common LLM counterparts less than equivalent inference compute, we discover three effectiveness regimes: (1) https://www.youtube.com/watch?v=snr3is5MTiU