Additionally, they show a counter-intuitive scaling Restrict: their reasoning exertion will increase with trouble complexity up to a degree, then declines Irrespective of having an enough token spending plan. By evaluating LRMs with their regular LLM counterparts beneath equal inference compute, we establish 3 performance regimes: (one) minimal-com