Additionally, they show a counter-intuitive scaling limit: their reasoning effort will increase with problem complexity approximately a point, then declines Inspite of obtaining an satisfactory token budget. By comparing LRMs with their common LLM counterparts below equal inference compute, we establish 3 overall performance regimes: (1) low-complexity jobs where https://www.youtube.com/watch?v=snr3is5MTiU