Furthermore, they show a counter-intuitive scaling limit: their reasoning effort boosts with issue complexity as many as a point, then declines Irrespective of possessing an suitable token funds. By evaluating LRMs with their regular LLM counterparts underneath equal inference compute, we recognize a few efficiency regimes: (one) low-complexity duties https://www.youtube.com/watch?v=snr3is5MTiU