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Additionally, they exhibit a counter-intuitive scaling Restrict: their reasoning work improves with dilemma complexity around a degree, then declines Irrespective of possessing an adequate token budget. By evaluating LRMs with their common LLM counterparts below equal inference compute, we recognize a few functionality regimes: (1) minimal-complexi