Also, they exhibit a counter-intuitive scaling limit: their reasoning exertion improves with difficulty complexity up to a degree, then declines Even with obtaining an sufficient token budget. By comparing LRMs with their regular LLM counterparts below equal inference compute, we recognize a few efficiency regimes: (one) small-complexity duties wherever https://www.youtube.com/watch?v=snr3is5MTiU