Furthermore, they exhibit a counter-intuitive scaling limit: their reasoning energy will increase with problem complexity as many as a degree, then declines Even with having an adequate token funds. By comparing LRMs with their normal LLM counterparts below equivalent inference compute, we establish a few effectiveness regimes: (one) reduced-complexity https://www.youtube.com/watch?v=snr3is5MTiU