Also, they show a counter-intuitive scaling limit: their reasoning effort increases with issue complexity up to some extent, then declines Irrespective of obtaining an ample token funds. By comparing LRMs with their conventional LLM counterparts under equivalent inference compute, we detect a few general performance regimes: (one) low-complexity duties https://www.youtube.com/watch?v=snr3is5MTiU