Furthermore, they show a counter-intuitive scaling limit: their reasoning effort and hard work improves with difficulty complexity up to some extent, then declines Inspite of possessing an suitable token price range. By evaluating LRMs with their typical LLM counterparts below equal inference compute, we identify three effectiveness regimes: (1) https://www.youtube.com/watch?v=snr3is5MTiU