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What's more, they exhibit a counter-intuitive scaling Restrict: their reasoning hard work will increase with difficulty complexity approximately some extent, then declines Irrespective of having an adequate token budget. By comparing LRMs with their standard LLM counterparts beneath equal inference compute, we recognize a few effectiveness regimes: