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 spending plan. By comparing LRMs with their common LLM counterparts under equivalent inference compute, we detect three effectiveness regimes: (1) https://www.youtube.com/watch?v=snr3is5MTiU