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Furthermore, they exhibit a counter-intuitive scaling Restrict: their reasoning hard work will increase with issue complexity up to a degree, then declines In spite of getting an suitable token funds. By comparing LRMs with their typical LLM counterparts below equal inference compute, we discover three general performance regimes: (1) low-complexit