In addition, they exhibit a counter-intuitive scaling limit: their reasoning effort improves with difficulty complexity nearly a point, then declines Irrespective of getting an adequate token funds. By evaluating LRMs with their normal LLM counterparts less than equivalent inference compute, we discover a few functionality regimes: (1) reduced-complexity duties https://www.youtube.com/watch?v=snr3is5MTiU