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    "sourceRelationship": "Page sources provide general context. Explicit claim evidence includes a source excerpt, locator, relation, review date and limits; unmapped claims do not imply one-to-one source support.",
    "rankingDisclaimer": "Inclusion in this evidence layer does not guarantee search ranking, indexing, citation, recommendation, or adoption by an AI system."
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  "record": {
    "id": "ai-citation-fidelity-audit",
    "title": "AI 引用准确性怎么判断：条件、范围与时间的声明级核验方法",
    "url": "https://zenleak.cn/content/ai-citation-fidelity-audit/",
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    "datePublished": "2026-10-30",
    "dateModified": "2026-10-30",
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    "evidenceReviewedAt": "2026-10-30",
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        "id": "ai-citation-fidelity-audit-claim-1",
        "text": "AI 引用准确性不能只看回答是否出现网站 URL，还要检查来源是否支持具体声明，以及对象、范围、条件、时间和结论强度是否被保留。",
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            "claimText": "AI 引用准确性不能只看回答是否出现网站 URL，还要检查来源是否支持具体声明，以及对象、范围、条件、时间和结论强度是否被保留。",
            "relation": "direct",
            "sourceUrl": "https://arxiv.org/abs/2304.09848",
            "sourceTitle": "Evaluating Verifiability in Generative Search Engines",
            "locator": "Abstract：citation recall 与 citation precision",
            "excerpt": "systems should cite comprehensively (high citation recall; all statements are fully supported by citations) and accurately (high citation precision; every cite supports its associated statement).",
            "checkedAt": "2026-10-30",
            "limits": "论文支持区分引用覆盖与每个引用对关联声明的支持；对象、范围、条件、时间和结论强度是 ZenLeak 为中文页面核验补充的操作维度，不是论文规定的完整字段。"
          }
        ]
      },
      {
        "id": "ai-citation-fidelity-audit-claim-2",
        "text": "一次可复核的引用审查应以“一个原子声明、一个明确来源和一个页面版本”为基本单位，并保存回答、来源区域、运行环境和核验理由。",
        "url": "https://zenleak.cn/evidence/#ai-citation-fidelity-audit-claim-2",
        "articleUrl": "https://zenleak.cn/content/ai-citation-fidelity-audit/#ai-citation-fidelity-audit-claim-2",
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            "tutorialId": "ai-citation-fidelity-audit",
            "claimText": "一次可复核的引用审查应以“一个原子声明、一个明确来源和一个页面版本”为基本单位，并保存回答、来源区域、运行环境和核验理由。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/content/ai-citation-evidence-record/",
            "sourceTitle": "AI 搜索引用证据怎么归档：从原始回答到可复核记录",
            "locator": "最小证据单元、运行条件、来源区域和页面版本",
            "excerpt": "可复核的 AI 引用记录应能从结论反向找到当时的问题与运行条件、完整可见回答、界面显示的来源、被核查的页面版本和审核理由。",
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            "limits": "原子声明、来源和页面版本的组合是 ZenLeak 为引用审查采用的记录单位；不同平台可能不公开完整回答、来源区域或历史页面版本。"
          }
        ]
      },
      {
        "id": "ai-citation-fidelity-audit-claim-3",
        "text": "回答中的复合句应拆分为事实、数量、比较、因果、建议和预测等原子声明，不能用整段“正确”或“错误”掩盖不同支持程度。",
        "url": "https://zenleak.cn/evidence/#ai-citation-fidelity-audit-claim-3",
        "articleUrl": "https://zenleak.cn/content/ai-citation-fidelity-audit/#ai-citation-fidelity-audit-claim-3",
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            "sourceTitle": "GEO 声明级证据库怎么建：从一句结论到可核验记录",
            "locator": "声明拆分、支持状态和复杂表述核验",
            "excerpt": "一个外部链接不能自动支持一整段包含多个事实、条件和因果关系的文字；复杂表述应拆成最小声明，分别核验。",
            "checkedAt": "2026-10-30",
            "limits": "声明拆分和状态记录是 ZenLeak 的研究方法；不同审查者对原子声明边界可能有分歧，应保存拆分理由并在高影响案例中复核。"
          }
        ]
      },
      {
        "id": "ai-citation-fidelity-audit-claim-4",
        "text": "支持、部分支持、不支持或矛盾、无法判断应分开记录；未测试和材料缺失不能自动填成不支持或不准确。",
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            "tutorialId": "ai-citation-fidelity-audit",
            "claimText": "支持、部分支持、不支持或矛盾、无法判断应分开记录；未测试和材料缺失不能自动填成不支持或不准确。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/content/ai-citation-error-repair-guide/",
            "sourceTitle": "AI 回答误引了你的网站怎么办：核验、修订与复测流程",
            "locator": "支持状态、未知材料和误引处置边界",
            "excerpt": "没有完整回答、来源区或当时页面版本时，应保留“无法核查”或“历史版本待核”，不能为了得到一个确定结论而补写缺失材料。",
            "checkedAt": "2026-10-30",
            "limits": "状态标签和缺失材料处理方式是 ZenLeak 的审查规则；平台没有显示来源不等于平台没有检索，无法判断不能替代平台内部结论。"
          }
        ]
      },
      {
        "id": "ai-citation-fidelity-audit-claim-5",
        "text": "条件丢失、范围扩大、时间过期、对象混淆、数量口径变化和因果强度提升，是 AI 引用看似相关但实际不忠实的常见类型。",
        "url": "https://zenleak.cn/evidence/#ai-citation-fidelity-audit-claim-5",
        "articleUrl": "https://zenleak.cn/content/ai-citation-fidelity-audit/#ai-citation-fidelity-audit-claim-5",
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            "claimText": "条件丢失、范围扩大、时间过期、对象混淆、数量口径变化和因果强度提升，是 AI 引用看似相关但实际不忠实的常见类型。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/content/ai-citation-error-repair-guide/",
            "sourceTitle": "AI 回答误引了你的网站怎么办：核验、修订与复测流程",
            "locator": "误引类型、声明拆分和责任层判断",
            "excerpt": "对象混淆、范围扩大、状态偷换、条件丢失、时间过期和来源错配，都需要回到回答声明、页面版本和来源范围逐项核验。",
            "checkedAt": "2026-10-30",
            "limits": "这些类型是 ZenLeak 依据教程和实验记录归纳的工作分类；一次回答可能同时属于多个类型，分类不能替代具体声明与来源的逐条比对。"
          }
        ]
      },
      {
        "id": "ai-citation-fidelity-audit-claim-6",
        "text": "来源可见比例、完整支持比例和无法判断数应使用各自分母汇总，不能合成一个没有明确定义的 GEO 引用准确率。",
        "url": "https://zenleak.cn/evidence/#ai-citation-fidelity-audit-claim-6",
        "articleUrl": "https://zenleak.cn/content/ai-citation-fidelity-audit/#ai-citation-fidelity-audit-claim-6",
        "evidence": [
          {
            "tutorialId": "ai-citation-fidelity-audit",
            "claimText": "来源可见比例、完整支持比例和无法判断数应使用各自分母汇总，不能合成一个没有明确定义的 GEO 引用准确率。",
            "relation": "first-party",
            "sourceUrl": "https://zenleak.cn/content/geo-effect-review/",
            "sourceTitle": "GEO 效果复盘怎么做：从一次 AI 回答到 30 天趋势的证据记录",
            "locator": "指标分层、分子分母和未知状态",
            "excerpt": "技术资格、搜索表现、品牌提及、页面引用、引用准确和业务行为属于不同层级；公开结果时应说明样本、分子、分母和未知状态，不能用一次回答或一个总分代替完整效果。",
            "checkedAt": "2026-10-30",
            "limits": "分项指标和分母规则是 ZenLeak 的研究报告口径；本文不把它们合并为平台通用评分，也不据此承诺排名、收录或业务结果。"
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      },
      {
        "id": "ai-citation-fidelity-audit-claim-7",
        "text": "链接检查、版本比对、候选声明拆分和数量汇总可以自动化，但来源是否真正支持声明、因果是否成立和结论是否能外推仍需人工判断。",
        "url": "https://zenleak.cn/evidence/#ai-citation-fidelity-audit-claim-7",
        "articleUrl": "https://zenleak.cn/content/ai-citation-fidelity-audit/#ai-citation-fidelity-audit-claim-7",
        "evidence": [
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            "tutorialId": "ai-citation-fidelity-audit",
            "claimText": "链接检查、版本比对、候选声明拆分和数量汇总可以自动化，但来源是否真正支持声明、因果是否成立和结论是否能外推仍需人工判断。",
            "relation": "context",
            "sourceUrl": "https://www.w3.org/TR/prov-overview/",
            "sourceTitle": "W3C PROV-Overview：来源与溯源模型",
            "locator": "Provenance information and its use for assessing quality and reliability",
            "excerpt": "Provenance is information about entities, activities, and people involved in producing a piece of data or thing, which can be used to assess its quality, reliability or trustworthiness.",
            "checkedAt": "2026-10-30",
            "limits": "W3C 支持保留来源关系有助于评价数据质量和可靠性；本文对自动化与人工语义审核边界的划分是 ZenLeak 的工程方法，不是 W3C 对 AI 引用审查的具体规定。"
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        ]
      },
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        "id": "ai-citation-fidelity-audit-claim-8",
        "text": "页面修订后的复测只能说明固定问题和环境下观察到的变化，不能单凭页面上线或一次回答改变证明平台已经读取新版本或产生因果效果。",
        "url": "https://zenleak.cn/evidence/#ai-citation-fidelity-audit-claim-8",
        "articleUrl": "https://zenleak.cn/content/ai-citation-fidelity-audit/#ai-citation-fidelity-audit-claim-8",
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            "tutorialId": "ai-citation-fidelity-audit",
            "claimText": "页面修订后的复测只能说明固定问题和环境下观察到的变化，不能单凭页面上线或一次回答改变证明平台已经读取新版本或产生因果效果。",
            "relation": "context",
            "sourceUrl": "https://developers.google.com/search/docs/fundamentals/how-search-works",
            "sourceTitle": "Google Search Central · How Google Search works",
            "locator": "Crawling, indexing and serving search results",
            "excerpt": "Google Search works in three stages: crawling, indexing, and serving search results. Not every page that Google processes ends up being indexed.",
            "checkedAt": "2026-10-30",
            "limits": "官方资料支持区分抓取、索引和展示阶段；页面版本复测、AI 回答变化和因果边界是 ZenLeak 的实验设计，不能外推为平台处理时限或 AI 引用保证。"
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    ],
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        "label": "Evaluating Verifiability in Generative Search Engines",
        "url": "https://arxiv.org/abs/2304.09848",
        "publisher": "Liu et al. · arXiv"
      },
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        "label": "PROV-Overview：来源与溯源模型",
        "url": "https://www.w3.org/TR/prov-overview/",
        "publisher": "W3C"
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        "label": "AI features and your website",
        "url": "https://developers.google.com/search/docs/appearance/ai-features",
        "publisher": "Google Search Central"
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        "label": "Creating helpful, reliable, people-first content",
        "url": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content",
        "publisher": "Google Search Central"
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        "label": "How Google Search works",
        "url": "https://developers.google.com/search/docs/fundamentals/how-search-works",
        "publisher": "Google Search Central"
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        "label": "AI 搜索引用证据怎么归档",
        "url": "https://zenleak.cn/content/ai-citation-evidence-record/",
        "publisher": "ZenLeak 实验室"
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        "label": "GEO 声明级证据库怎么建",
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        "publisher": "ZenLeak 实验室"
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        "url": "https://zenleak.cn/content/ai-citation-error-repair-guide/",
        "publisher": "ZenLeak 实验室"
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        "title": "AI 引用了你的网站，就算 GEO 成功吗？引用准确性的核查方法",
        "url": "https://zenleak.cn/experiments/ai-citation-accuracy/"
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        "id": "ai-citation-evidence-record",
        "title": "AI 搜索引用证据怎么归档：从原始回答到可复核记录",
        "url": "https://zenleak.cn/content/ai-citation-evidence-record/"
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      {
        "id": "geo-claim-evidence-library",
        "title": "GEO 声明级证据库怎么建：从一句结论到可核验记录",
        "url": "https://zenleak.cn/content/geo-claim-evidence-library/"
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        "id": "ai-citation-error-repair-guide",
        "title": "AI 回答误引了你的网站怎么办：核验、修订与复测流程",
        "url": "https://zenleak.cn/content/ai-citation-error-repair-guide/"
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        "id": "ai-citation-accuracy",
        "title": "AI 引用了你的网站，就算 GEO 成功吗？引用准确性的核查方法",
        "url": "https://zenleak.cn/experiments/ai-citation-accuracy/"
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        "id": "ai-citation-mention-vs-page-citation",
        "title": "AI 搜索出现来源，是否等于引用了你的网页？从品牌提及到页面引用的核验方法",
        "url": "https://zenleak.cn/content/ai-citation-mention-vs-page-citation/"
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      {
        "id": "ai-citation-evidence-record",
        "title": "AI 搜索引用证据怎么归档：从原始回答到可复核记录",
        "url": "https://zenleak.cn/content/ai-citation-evidence-record/"
      },
      {
        "id": "geo-claim-evidence-library",
        "title": "GEO 声明级证据库怎么建：从一句结论到可核验记录",
        "url": "https://zenleak.cn/content/geo-claim-evidence-library/"
      },
      {
        "id": "ai-citation-error-repair-guide",
        "title": "AI 回答误引了你的网站怎么办：核验、修订与复测流程",
        "url": "https://zenleak.cn/content/ai-citation-error-repair-guide/"
      },
      {
        "id": "geo-effect-review",
        "title": "GEO 效果复盘怎么做：从一次 AI 回答到 30 天趋势的证据记录",
        "url": "https://zenleak.cn/content/geo-effect-review/"
      },
      {
        "id": "geo-retest-report-guide",
        "title": "GEO复测报告怎么写：从技术可访问到 AI 引用的四层证据链",
        "url": "https://zenleak.cn/content/geo-retest-report-guide/"
      }
    ]
  }
}