In addition, they exhibit a counter-intuitive scaling Restrict: their reasoning hard work raises with problem complexity nearly some extent, then declines In spite of having an enough token price range. By comparing LRMs with their conventional LLM counterparts underneath equivalent inference compute, we establish three general performance regimes: