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Additionally, they exhibit a counter-intuitive scaling Restrict: their reasoning exertion improves with challenge complexity as many as a point, then declines despite acquiring an adequate token finances. By comparing LRMs with their conventional LLM counterparts underneath equivalent inference compute, we establish 3 efficiency regimes: (one) lowe