Furthermore, they exhibit a counter-intuitive scaling limit: their reasoning effort will increase with problem complexity approximately a point, then declines Even with having an enough token spending budget. By evaluating LRMs with their standard LLM counterparts beneath equal inference compute, we determine 3 overall performance regimes: (1) small-complexity responsibilities https://www.youtube.com/watch?v=snr3is5MTiU