In addition, they exhibit a counter-intuitive scaling limit: their reasoning effort boosts with difficulty complexity up to some extent, then declines Inspite of possessing an ample token budget. By evaluating LRMs with their common LLM counterparts below equal inference compute, we establish a few functionality regimes: (one) low-complexity responsibilities https://www.youtube.com/watch?v=snr3is5MTiU