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In addition, they show a counter-intuitive scaling Restrict: their reasoning exertion will increase with issue complexity as much as a degree, then declines Irrespective of possessing an sufficient token spending plan. By comparing LRMs with their standard LLM counterparts under equal inference compute, we discover three general performance regimes