In addition, they show a counter-intuitive scaling limit: their reasoning effort will increase with problem complexity as much as a point, then declines Irrespective of possessing an adequate token funds. By evaluating LRMs with their standard LLM counterparts beneath equal inference compute, we determine 3 overall performance regimes: (one) https://www.youtube.com/watch?v=snr3is5MTiU