What's more, they exhibit a counter-intuitive scaling Restrict: their reasoning work boosts with issue complexity approximately a point, then declines Irrespective of getting an enough token spending budget. By evaluating LRMs with their standard LLM counterparts below equal inference compute, we identify three general performance regimes: (1) lower-complexity responsibilities https://www.youtube.com/watch?v=snr3is5MTiU