Furthermore, they show a counter-intuitive scaling limit: their reasoning exertion will increase with difficulty complexity approximately some extent, then declines Irrespective of obtaining an satisfactory token price range. By evaluating LRMs with their typical LLM counterparts under equivalent inference compute, we detect a few effectiveness regimes: (one) low-complexity tasks https://www.youtube.com/watch?v=snr3is5MTiU