Additionally, they exhibit a counter-intuitive scaling limit: their reasoning work boosts with trouble complexity nearly a degree, then declines despite possessing an adequate token budget. By evaluating LRMs with their typical LLM counterparts underneath equal inference compute, we recognize three general performance regimes: (one) lower-complexity responsibilities in which typical https://www.youtube.com/watch?v=snr3is5MTiU