Additionally, they exhibit a counter-intuitive scaling limit: their reasoning effort raises with issue complexity up to some extent, then declines Irrespective of owning an ample token budget. By comparing LRMs with their common LLM counterparts under equal inference compute, we determine 3 overall performance regimes: (one) small-complexity tasks the https://www.youtube.com/watch?v=snr3is5MTiU