Furthermore, they show a counter-intuitive scaling limit: their reasoning exertion raises with challenge complexity around some extent, then declines Even with getting an suitable token price range. By evaluating LRMs with their regular LLM counterparts below equivalent inference compute, we establish three effectiveness regimes: (1) lower-complexity responsibilities the place https://www.youtube.com/watch?v=snr3is5MTiU