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Furthermore, they show a counter-intuitive scaling Restrict: their reasoning energy raises with trouble complexity approximately a degree, then declines In spite of owning an enough token spending budget. By evaluating LRMs with their regular LLM counterparts below equivalent inference compute, we establish three overall performance regimes: (one)