Also, they exhibit a counter-intuitive scaling Restrict: their reasoning energy improves with difficulty complexity nearly a point, then declines Irrespective of getting an enough token budget. By comparing LRMs with their regular LLM counterparts less than equivalent inference compute, we discover a few overall performance regimes: (1) low-complexity duties https://www.youtube.com/watch?v=snr3is5MTiU