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Additionally, they show a counter-intuitive scaling limit: their reasoning hard work increases with trouble complexity as many as a degree, then declines despite having an enough token funds. By comparing LRMs with their typical LLM counterparts below equal inference compute, we discover three general performance regimes: (1) low-complexity jobs ex