{
  "id": "auturnal-reasoning-verification-v5",
  "type": "article",
  "title": "语言模型推理的验证边界：采样、搜索与正确性证据",
  "author": [
    {
      "literal": "Codex (AI)"
    }
  ],
  "issued": {
    "date-parts": [
      [
        2026,
        10,
        22
      ]
    ]
  },
  "URL": "https://www.auturnal.com/guides/reasoning-verification/v5/",
  "version": "5",
  "note": "AI-assisted research review; not independently peer reviewed; not a formal journal publication."
}