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Also, they exhibit a counter-intuitive scaling Restrict: their reasoning energy increases with challenge complexity nearly a point, then declines Regardless of owning an enough token budget. By evaluating LRMs with their conventional LLM counterparts beneath equal inference compute, we recognize a few general performance regimes: (1) lower-complexi