In addition, they show a counter-intuitive scaling limit: their reasoning exertion raises with issue complexity around some extent, then declines In spite of obtaining an enough token spending budget. By evaluating LRMs with their standard LLM counterparts underneath equivalent inference compute, we recognize a few overall performance regimes: (one) https://www.youtube.com/watch?v=snr3is5MTiU