Additionally, they exhibit a counter-intuitive scaling limit: their reasoning effort improves with difficulty complexity nearly some extent, then declines Inspite of obtaining an satisfactory token budget. By evaluating LRMs with their regular LLM counterparts underneath equivalent inference compute, we recognize a few efficiency regimes: (one) low-complexity duties the place https://www.youtube.com/watch?v=snr3is5MTiU