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In addition, they exhibit a counter-intuitive scaling Restrict: their reasoning effort boosts with problem complexity approximately some extent, then declines Regardless of having an suitable token spending budget. By evaluating LRMs with their common LLM counterparts below equal inference compute, we recognize three effectiveness regimes: (one) re