{
  "datasetId": "ai-search-rag-strict-query-answer-map-v1",
  "schemaVersion": "1.0.0",
  "version": "1.2.0",
  "createdAt": "2026-08-15T09:02:26Z",
  "language": "zh-CN",
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "creator": "DragonAI Editorial Research Team",
  "title": "RAG、微调与 AI 引用来源三条严格无品牌查询答案地图",
  "description": "将三条固定严格无品牌查询映射到当前模型引用、百度竞争结果、Bing 十二次观察和可下载证据；DragonAI 仅在 Bing 的来源对比查询出现。",
  "url": "https://course.dragonai.tech/datasets/ai-search-rag-strict-query-answer-map-v1.json",
  "canonicalPage": "https://course.dragonai.tech/research/ai-search-rag-finetuning-citations-2026-07",
  "sourceSnapshot": "https://course.dragonai.tech/datasets/ai-search-rag-baidu-current-strict-snapshot-2026-08-11.json",
  "rows": [
    {
      "queryId": "rag-citation-provider-sources",
      "query": "千问 Kimi Gemini RAG 微调 引用来源",
      "directAnswerZh": "2026-08-14 同一固定问题复测 9 次：千问展示 20 个具体 URL，Kimi 三次共展示 0 个具体 URL，Gemini 展示 71 个具体 URL；DragonAI 目标引用和品牌提及均为 0 / 9。匿名 Bing 中国区十二次观察中，该严格查询也未出现目标页。URL 数量不代表来源质量、正确率或平台优劣。",
      "currentBaiduResultCount": 10,
      "currentBaiduTop3Hosts": [
        "baijiahao.baidu.com",
        "blog.csdn.net",
        "blog.csdn.net"
      ],
      "targetObserved": false,
      "brandDomainObserved": false,
      "targetObservedOnBaidu": false,
      "brandDomainObservedOnBaidu": false,
      "targetObservedOnBing": false,
      "bingTargetObservationCount": 0,
      "bingTargetPositions": [],
      "countsAsSingleEngineSearchVisibility": false,
      "primaryEvidenceUrl": "https://course.dragonai.tech/datasets/ai-search-citation-benchmark-current-batch-2026-08-14.json",
      "secondaryEvidenceUrls": [
        "https://course.dragonai.tech/datasets/ai-search-rag-bing-twelve-observation-persistence-2026-08-15.json"
      ]
    },
    {
      "queryId": "rag-citation-source-comparison",
      "query": "AI 搜索 RAG 微调 引用来源 对比",
      "directAnswerZh": "当前百度三条严格查询覆盖 25 个自然位次、22 个不同 URL；当前千问、Kimi、Gemini 九次复测覆盖 50 个不同引用 URL。两侧有 2 个精确 URL、3 个规范化主机重合；DragonAI 在百度和模型引用两侧均未出现。同一查询在匿名 Bing 中国区十二次观察中目标页均为第 1。该单引擎可见性不证明共享索引、排名因果、AI 引用、品牌提及或跨引擎 GEO 成功。",
      "currentBaiduResultCount": 7,
      "currentBaiduTop3Hosts": [
        "www.elastic.co",
        "cloud.tencent.com",
        "baijiahao.baidu.com"
      ],
      "targetObserved": false,
      "brandDomainObserved": false,
      "targetObservedOnBaidu": false,
      "brandDomainObservedOnBaidu": false,
      "targetObservedOnBing": true,
      "bingTargetObservationCount": 12,
      "bingTargetPositions": [
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1,
        1
      ],
      "countsAsSingleEngineSearchVisibility": true,
      "primaryEvidenceUrl": "https://course.dragonai.tech/datasets/ai-search-rag-current-baidu-ai-overlap-2026-08-14-r2.json",
      "secondaryEvidenceUrls": [
        "https://course.dragonai.tech/datasets/ai-search-rag-bing-twelve-observation-persistence-2026-08-15.json"
      ]
    },
    {
      "queryId": "rag-citation-selection-sources",
      "query": "RAG 和微调选型 AI 引用哪些来源",
      "directAnswerZh": "需要持续更新知识、逐条来源或权限检索时先验证 RAG；需要稳定改变格式、语气或固定任务行为时再验证微调；两类缺口并存且分别经单项实验确认后才验证组合方案。该选型答案与平台展示引用是两类证据；匿名 Bing 中国区十二次观察中该严格查询未出现 DragonAI 目标页。",
      "currentBaiduResultCount": 8,
      "currentBaiduTop3Hosts": [
        "cloud.tencent.com",
        "baijiahao.baidu.com",
        "hub.baai.ac.cn"
      ],
      "targetObserved": false,
      "brandDomainObserved": false,
      "targetObservedOnBaidu": false,
      "brandDomainObservedOnBaidu": false,
      "targetObservedOnBing": false,
      "bingTargetObservationCount": 0,
      "bingTargetPositions": [],
      "countsAsSingleEngineSearchVisibility": false,
      "primaryEvidenceUrl": "https://course.dragonai.tech/datasets/rag-fine-tuning-quick-selector-v1.json",
      "secondaryEvidenceUrls": [
        "https://course.dragonai.tech/datasets/ai-search-rag-bing-twelve-observation-persistence-2026-08-15.json"
      ]
    }
  ],
  "summary": {
    "queryCount": 3,
    "currentBaiduOrganicPositionCount": 25,
    "currentBaiduDistinctUrlCount": 22,
    "targetObservedQueryCount": 0,
    "brandDomainObservedQueryCount": 0,
    "targetObservedOnBaiduQueryCount": 0,
    "targetObservedOnBingQueryCount": 1,
    "bingObservationCount": 12,
    "countsAsSearchVisibility": true,
    "countsAsGeoSuccess": false
  },
  "evidenceBoundaryZh": "本数据集是既有点时证据的查询对齐投影，不是新的搜索抓取、收录证明、外链、排名因果或 GEO 成功。"
}