Additionally, they exhibit a counter-intuitive scaling limit: their reasoning effort raises with challenge complexity around a degree, then declines despite obtaining an satisfactory token spending plan. By comparing LRMs with their typical LLM counterparts underneath equal inference compute, we detect a few functionality regimes: (one) low-complexity tasks exactly where https://www.youtube.com/watch?v=snr3is5MTiU