Moreover, they exhibit a counter-intuitive scaling limit: their reasoning effort will increase with dilemma complexity nearly a degree, then declines despite owning an satisfactory token budget. By comparing LRMs with their conventional LLM counterparts below equal inference compute, we determine 3 overall performance regimes: (1) very low-complexity duties where https://www.youtube.com/watch?v=snr3is5MTiU