Furthermore, they show a counter-intuitive scaling limit: their reasoning effort improves with difficulty complexity as much as a degree, then declines In spite of owning an satisfactory token budget. By evaluating LRMs with their conventional LLM counterparts less than equal inference compute, we discover three general performance regimes: (one) https://www.youtube.com/watch?v=snr3is5MTiU