Moreover, they show a counter-intuitive scaling Restrict: their reasoning effort and hard work increases with issue complexity approximately a point, then declines Inspite of possessing an satisfactory token spending budget. By evaluating LRMs with their typical LLM counterparts beneath equivalent inference compute, we establish three general performance regimes: (1) https://www.youtube.com/watch?v=snr3is5MTiU