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Also, they exhibit a counter-intuitive scaling limit: their reasoning effort improves with challenge complexity around some extent, then declines Inspite of getting an suitable token budget. By comparing LRMs with their typical LLM counterparts below equal inference compute, we recognize three performance regimes: (1) low-complexity duties exactly