Why Reasoning-Focused Language Models Sometimes Hallucinate More Than General Models — Evidence, Costs, and How to Test Properly

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Reasoning models recorded 2-3x higher factual-error rates on mixed-task evaluations The data suggests a consistent pattern across independent tests: models tuned or prompted for explicit step-by-step reasoning often report higher rates of