What's more, they exhibit a counter-intuitive scaling limit: their reasoning energy increases with trouble complexity approximately a degree, then declines Irrespective of having an enough token spending plan. By comparing LRMs with their normal LLM counterparts under equal inference compute, we detect three effectiveness regimes: (one) very low-complexity jobs https://www.youtube.com/watch?v=snr3is5MTiU