What's more, they show a counter-intuitive scaling limit: their reasoning exertion improves with difficulty complexity nearly some extent, then declines Irrespective of possessing an adequate token funds. By evaluating LRMs with their regular LLM counterparts under equivalent inference compute, we detect three general performance regimes: (1) reduced-complexity responsibilities in https://www.youtube.com/watch?v=snr3is5MTiU