Additionally, they exhibit a counter-intuitive scaling limit: their reasoning effort will increase with issue complexity as many as a point, then declines Irrespective of getting an ample token budget. By comparing LRMs with their standard LLM counterparts beneath equal inference compute, we determine 3 performance regimes: (1) lower-complexity responsibilities https://www.youtube.com/watch?v=snr3is5MTiU