{
  "createdAt": "2026-07-29",
  "creator": "烛龙智元内容研究组",
  "datasetId": "ai-search-rag-baidu-ai-citation-url-overlap-2026-07-29",
  "description": "按小写协议与主机、端口、片段、尾斜杠规范化规则，把百度 3 条严格无品牌查询中的 25 个自然结果 URL，与固定窗口 C 中千问、Kimi、Gemini 展示的 74 个不同引用 URL 做全外联结；98 个联合 URL 中只有 1 个跨表面重合，DragonAI 目标 URL 两侧均未出现。URL 交集不构成共享索引、内容吸收、排名因果、来源质量、平台偏好或 GEO 成果。",
  "distribution": [
    {
      "encodingFormat": "text/csv",
      "url": "https://course.dragonai.tech/datasets/ai-search-rag-baidu-ai-citation-url-overlap-2026-07-29.csv"
    }
  ],
  "evidenceBoundary": {
    "countsAsGeoSuccess": false,
    "countsAsPositiveTargetVisibility": false,
    "countsAsSourceQuality": false,
    "provesContentAbsorption": false,
    "provesRankingCause": false,
    "provesSharedIndex": false,
    "rule": "同一规范化 URL 同时出现在百度自然结果与 AI 引用展示层，只证明两份冻结观察的 URL 集合交集；不证明共享索引、抓取路径、内容吸收、排名因果、来源质量、平台偏好、推荐或目标入选概率。DragonAI 目标 URL 在两侧均未出现，不能计作正向搜索可见性或 GEO 成功。",
    "windowCCountsAsStrictAttributionTrend": false
  },
  "license": "https://creativecommons.org/licenses/by/4.0/",
  "provenance": {
    "joinKey": "normalizedUrl",
    "method": "Normalize canonical observed HTTP URLs, aggregate Baidu occurrences by strict query and AI citations by provider and run, then full-outer-join the two URL sets. Empty run-level placeholder rows are excluded.",
    "sources": [
      {
        "observedAt": "2026-07-29T15:30:00Z",
        "path": "geo/reports/2026-07-29T153000Z-ai-search-rag-citation-benchmark-baidu-search-visibility.json",
        "releaseId": "20260729T022923Z-e69a48add49f",
        "role": "baidu_current_strict_search_observation",
        "sha256": "03daaf31ede68670e9c2a27e613377f77ff61c7b5619a4f13c0b04d79556cbf4",
        "suiteId": "ai-search-rag-citation-benchmark-unbranded-baidu-v1"
      },
      {
        "attributionBoundary": "historical_unversioned_window_c_not_strict_b_to_c_trend",
        "path": "geo/deposits/ai-search-citation-benchmark-2026-07-22/run-level-citation-urls.csv",
        "role": "ai_citation_benchmark_window_c_run_level_urls",
        "sha256": "7a7d80e852b7257bf58ba332ea327ca5fc42ae72fa5c47b2a14df5bf7743b307",
        "windowId": "C"
      }
    ],
    "urlNormalization": "lowercase_scheme_and_host_strip_host_trailing_dot_strip_leading_www_remove_default_port_remove_fragment_strip_nonroot_trailing_slash_v1"
  },
  "schemaVersion": "1.0.0",
  "summary": {
    "aiCitationOccurrences": 124,
    "aiDistinctNormalizedUrlCount": 74,
    "aiWindowId": "C",
    "baiduDistinctNormalizedUrlCount": 25,
    "baiduOrganicResultCount": 25,
    "countsAsGeoSuccess": false,
    "overlapNormalizedUrlCount": 1,
    "overlapNormalizedUrls": [
      "https://hub.baai.ac.cn/view/35723"
    ],
    "strictBaiduQueryCount": 3,
    "targetCitationRuns": 0,
    "targetObservedOnBaidu": false,
    "unionNormalizedUrlCount": 98
  },
  "targetAsset": "https://course.dragonai.tech/research/ai-search-rag-finetuning-citations-2026-07",
  "title": "百度严格无品牌自然结果 URL × 千问、Kimi、Gemini 引用 URL 交叉表（2026-07-29）",
  "url": "https://course.dragonai.tech/datasets/ai-search-rag-baidu-ai-citation-url-overlap-2026-07-29.json",
  "urls": [
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 7,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-selection-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "apps.diosapp.com.cn",
      "normalizedUrl": "http://apps.diosapp.com.cn/ai-tutorial/rag-explained",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "163.com",
      "normalizedUrl": "https://163.com/dy/article/KO7GBD17051189P5.html",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 3
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "36kr.com",
      "normalizedUrl": "https://36kr.com/",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "actian.com",
      "normalizedUrl": "https://actian.com/blog/databases/should-you-use-rag-or-fine-tune-your-llm",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "ai.google.dev",
      "normalizedUrl": "https://ai.google.dev/docs",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "alibabacloud.com",
      "normalizedUrl": "https://alibabacloud.com/blog/bridging-the-gap-in-generative-ai-fine-tuning-meets-rag-on-alibaba-cloud_602142",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "arxiv.org",
      "normalizedUrl": "https://arxiv.org/abs/2005.11401",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "arxiv.org",
      "normalizedUrl": "https://arxiv.org/abs/2106.09685",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "arxiv.org",
      "normalizedUrl": "https://arxiv.org/abs/2309.16609",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "arxiv.org",
      "normalizedUrl": "https://arxiv.org/abs/2312.10997",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "arxiv.org",
      "normalizedUrl": "https://arxiv.org/abs/2312.11805",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "arxiv.org",
      "normalizedUrl": "https://arxiv.org/abs/2401.08406",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "arxiv.org",
      "normalizedUrl": "https://arxiv.org/abs/2401.15884",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "arxiv.org",
      "normalizedUrl": "https://arxiv.org/abs/2404.16130",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "arxiv.org",
      "normalizedUrl": "https://arxiv.org/abs/2510.01600",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "arxiv.org",
      "normalizedUrl": "https://arxiv.org/html/2412.08179",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "authorea.com",
      "normalizedUrl": "https://authorea.com/doi/10.22541/au.176903295.54191070",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 8,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-selection-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "baijiahao.baidu.com",
      "normalizedUrl": "https://baijiahao.baidu.com/s?id=1851203837024012765&wfr=spider&for=pc",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 9,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-provider-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "baijiahao.baidu.com",
      "normalizedUrl": "https://baijiahao.baidu.com/s?id=1869398203852985054&wfr=spider&for=pc",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 2,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-selection-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "baijiahao.baidu.com",
      "normalizedUrl": "https://baijiahao.baidu.com/s?id=1871195781461074182&wfr=spider&for=pc",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 5,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-provider-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "baijiahao.baidu.com",
      "normalizedUrl": "https://baijiahao.baidu.com/s?id=1871342418831399474&wfr=spider&for=pc",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 4,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-provider-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "baijiahao.baidu.com",
      "normalizedUrl": "https://baijiahao.baidu.com/s?id=1871404759068469597&wfr=spider&for=pc",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 10,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-provider-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "baijiahao.baidu.com",
      "normalizedUrl": "https://baijiahao.baidu.com/s?id=1872039282766273976&wfr=spider&for=pc",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "bilibili.com",
      "normalizedUrl": "https://bilibili.com/",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 8,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-provider-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "blog.51cto.com",
      "normalizedUrl": "https://blog.51cto.com/u_16163480/14429622",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 5,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-source-comparison"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "blog.csdn.net",
      "normalizedUrl": "https://blog.csdn.net/2603_95716677/article/details/163039083",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 4,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-selection-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "blog.csdn.net",
      "normalizedUrl": "https://blog.csdn.net/java_man1/article/details/162733160",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 3,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-provider-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "blog.csdn.net",
      "normalizedUrl": "https://blog.csdn.net/qq_41234663/article/details/144539878",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "blog.google",
      "normalizedUrl": "https://blog.google/technology/ai",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 7,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-source-comparison"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "cloud.baidu.com",
      "normalizedUrl": "https://cloud.baidu.com/article/3372316",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 6,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-selection-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "cloud.baidu.com",
      "normalizedUrl": "https://cloud.baidu.com/article/5543913",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "cloud.google.com",
      "normalizedUrl": "https://cloud.google.com/blog/products/ai-machine-learning/supervised-fine-tuning-for-gemini-llm",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 3,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 3,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-source-comparison"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "cloud.tencent.com",
      "normalizedUrl": "https://cloud.tencent.com/developer/article/2550101",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "cloud.tencent.com",
      "normalizedUrl": "https://cloud.tencent.com/developer/article/2589138",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 3
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 1,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-selection-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "cloud.tencent.com",
      "normalizedUrl": "https://cloud.tencent.com/developer/article/2613173",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 6,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-source-comparison"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "cloud.tencent.com",
      "normalizedUrl": "https://cloud.tencent.com/developer/article/2708804",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 1,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-provider-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "cloudmist-j-vision.blog.csdn.net",
      "normalizedUrl": "https://cloudmist-j-vision.blog.csdn.net/article/details/157099418",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "cobusgreyling.medium.com",
      "normalizedUrl": "https://cobusgreyling.medium.com/rag-fine-tuning-e541512e9601",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "cohere.com",
      "normalizedUrl": "https://cohere.com/blog/rag-vs-fine-tuning",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "community.ibm.com",
      "normalizedUrl": "https://community.ibm.com/community/user/blogs/wendy-munoz/2025/11/28/rag-vs-fine-tuning-best-practices-using-the-ibm-ai",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "daily.dev",
      "normalizedUrl": "https://daily.dev/posts/rag-vs-fine-tuning-when-to-use-which-and-why-it-actually-matters-bnlltukcc",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "databricks.com",
      "normalizedUrl": "https://databricks.com/blog/rag-vs-fine-tuning",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 4,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-source-comparison"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "deepseek.csdn.net",
      "normalizedUrl": "https://deepseek.csdn.net/6a5aeaa5662f9a54cb907e0f.html",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "dev.to",
      "normalizedUrl": "https://dev.to/synsun/rag-vs-fine-tuning-what-i-actually-learned-after-6-months-of-building-llm-apps-1iac",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "developer.cloud.tencent.com",
      "normalizedUrl": "https://developer.cloud.tencent.com/article/2652153?policyId=1004",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 3
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "docs.cloud.google.com",
      "normalizedUrl": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/build/rag-engine/fine-tune-rag-transformations",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 3,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "docs.cloud.google.com",
      "normalizedUrl": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/tuning",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "docs.cloud.google.com",
      "normalizedUrl": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/tuning/supervised-tuning/use",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 2,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-source-comparison"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "elastic.co",
      "normalizedUrl": "https://elastic.co/cn/what-is/retrieval-augmented-generation",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "feba-systeme.com",
      "normalizedUrl": "https://feba-systeme.com/the-real-limits-of-rag-when-you-need-fine-tuning-instead",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "glean.com",
      "normalizedUrl": "https://glean.com/blog/retrieval-augemented-generation-vs-fine-tuning",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 3,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "help.aliyun.com",
      "normalizedUrl": "https://help.aliyun.com/zh/model-studio/user-guide",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": 3,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-selection-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "hub.baai.ac.cn",
      "normalizedUrl": "https://hub.baai.ac.cn/view/35723",
      "observedOnBothSurfaces": true,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 3
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "huggingface.co",
      "normalizedUrl": "https://huggingface.co/blog/airabbitX/rag-vs-fine-tuning-for-llms-a-com",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 1,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-source-comparison"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "ibm.com",
      "normalizedUrl": "https://ibm.com/cn-zh/think/topics/retrieval-augmented-generation",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "ibm.com",
      "normalizedUrl": "https://ibm.com/think/topics/rag-vs-fine-tuning",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 3,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "infoworld.com",
      "normalizedUrl": "https://infoworld.com/article/2336988/the-limitations-of-model-fine-tuning-and-rag.html",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "jiqizhixin.com",
      "normalizedUrl": "https://jiqizhixin.com/",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "kairntech.com",
      "normalizedUrl": "https://kairntech.com/blog/articles/retrieval-augmented-generation-vs-fine-tuning-choosing-the-right-approach",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "layer3labs.io",
      "normalizedUrl": "https://layer3labs.io/open-weights/kimi-k3-open-weights-guide",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 3,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "learnaitogethernewsletter.substack.com",
      "normalizedUrl": "https://learnaitogethernewsletter.substack.com/p/lai-76-qwen-fine-tuning-real-time",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 3,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "machinelearningmastery.com",
      "normalizedUrl": "https://machinelearningmastery.com/understanding-rag-part-ix-fine-tuning-llms-for-rag",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "matillion.com",
      "normalizedUrl": "https://matillion.com/blog/rag-vs-fine-tuning-enterprise-ai-strategy-guide",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "mckinsey.com",
      "normalizedUrl": "https://mckinsey.com/",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "medium.com",
      "normalizedUrl": "https://medium.com/@airabbitX/20-real-world-examples-of-using-rag-vs-fine-tuning-e24056000251",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "medium.com",
      "normalizedUrl": "https://medium.com/@nay1228/rag-integration-and-fine-tuning-a-comprehensive-guide-df83894ebeca",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "medium.com",
      "normalizedUrl": "https://medium.com/@pranjalkhadka/paper-breakdown-fine-tuning-vs-rag-for-less-popular-knowledge-ef018d2e275c",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "medium.com",
      "normalizedUrl": "https://medium.com/@vrajdcs/rag-and-fine-tuning-implementation-best-practices-for-scalable-and-accurate-genai-solutions-e038ea957512",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "medium.com",
      "normalizedUrl": "https://medium.com/google-cloud/a-step-by-step-guide-to-fine-tuning-gemini-for-question-answering-8b3fb117dbbf",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "medium.com",
      "normalizedUrl": "https://medium.com/google-cloud/building-a-rag-pipeline-with-gemini-2-5-91546c2ceaf6",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "medium.com",
      "normalizedUrl": "https://medium.com/google-cloud/fine-tuning-gemini-best-practices-for-data-hyperparameters-and-evaluation-65f7c7b6b15f",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "medium.com",
      "normalizedUrl": "https://medium.com/leboncoin-tech-blog/how-1-hour-of-fine-tuning-beat-3-weeks-of-rag-engineering-084dbecee49c",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "memgraph.com",
      "normalizedUrl": "https://memgraph.com/blog/llm-limitations-fine-tuning-vs-rag",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "microsoft.com",
      "normalizedUrl": "https://microsoft.com/en-us/research/publication/rag-vs-fine-tuning-pipelines-tradeoffs-and-a-case-study-on-agriculture",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "mindstudio.ai",
      "normalizedUrl": "https://mindstudio.ai/blog/kimi-k3-vs-claude-fable-5-agentic-coding",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 3,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "mp.weixin.qq.com",
      "normalizedUrl": "https://mp.weixin.qq.com/s",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 6,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-provider-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "paicoding.com",
      "normalizedUrl": "https://paicoding.com/article/detail/2611300039059460",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "platform.moonshot.cn",
      "normalizedUrl": "https://platform.moonshot.cn/docs",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "platform.moonshot.cn",
      "normalizedUrl": "https://platform.moonshot.cn/docs/intro/kimi-llm-platform",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "pmc.ncbi.nlm.nih.gov",
      "normalizedUrl": "https://pmc.ncbi.nlm.nih.gov/articles/PMC12292519",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "reddit.com",
      "normalizedUrl": "https://reddit.com/r/LocalLLM/comments/1v2z4m2/rig_recommendation_for_a_scientist",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "reddit.com",
      "normalizedUrl": "https://reddit.com/r/LocalLLaMA/comments/1ouxy9y/finetune_for_rag",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 2,
      "aiDistinctRunCount": 2,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "reddit.com",
      "normalizedUrl": "https://reddit.com/r/Rag/comments/1ouz0zs/finetune_for_rag",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 2,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "redhat.com",
      "normalizedUrl": "https://redhat.com/en/topics/ai/rag-vs-fine-tuning",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "scifiniti.com",
      "normalizedUrl": "https://scifiniti.com/3104-4719/3/2026.0031",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 3,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "sulbhajain.medium.com",
      "normalizedUrl": "https://sulbhajain.medium.com/fine-tuning-a-custom-model-with-gemini-f94809086bf6",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 7,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-provider-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "t.cj.sina.com.cn",
      "normalizedUrl": "https://t.cj.sina.com.cn/articles/view/5703921756/153faf05c01902tajo",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "tech.ifeng.com",
      "normalizedUrl": "https://tech.ifeng.com/c/8uuO6XHofwJ",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 3
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "thepaper.cn",
      "normalizedUrl": "https://thepaper.cn/newsDetail_forward_32034602",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 3
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "towardsdatascience.com",
      "normalizedUrl": "https://towardsdatascience.com/how-to-make-your-llm-more-accurate-with-rag-fine-tuning",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "trickywombat.ai",
      "normalizedUrl": "https://trickywombat.ai/signals/rag-vs-fine-tuning",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 1,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "winder.ai",
      "normalizedUrl": "https://winder.ai/rag-vs-fine-tuning-2026-decision-framework",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 3,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 1,
      "aiDistinctRunCount": 1,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "zhuanlan.zhihu.com",
      "normalizedUrl": "https://zhuanlan.zhihu.com/p",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 1,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 5,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-selection-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "zhuanlan.zhihu.com",
      "normalizedUrl": "https://zhuanlan.zhihu.com/p/2035014878050660507",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "zhuanlan.zhihu.com",
      "normalizedUrl": "https://zhuanlan.zhihu.com/p/2035991209609576779",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 3
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "zhuanlan.zhihu.com",
      "normalizedUrl": "https://zhuanlan.zhihu.com/p/2060028263477540134",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 3
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": true,
      "aiCitationOccurrences": 3,
      "aiDistinctRunCount": 3,
      "aiProviderCount": 1,
      "baiduBestPosition": null,
      "baiduObserved": false,
      "baiduQueryCount": 0,
      "baiduQueryIds": [],
      "baiduResultOccurrences": 0,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "zhuanlan.zhihu.com",
      "normalizedUrl": "https://zhuanlan.zhihu.com/p/2061520970595275127",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 3
      },
      "targetUrl": false
    },
    {
      "aiCitationObserved": false,
      "aiCitationOccurrences": 0,
      "aiDistinctRunCount": 0,
      "aiProviderCount": 0,
      "baiduBestPosition": 2,
      "baiduObserved": true,
      "baiduQueryCount": 1,
      "baiduQueryIds": [
        "rag-citation-provider-sources"
      ],
      "baiduResultOccurrences": 1,
      "countsAsGeoSuccess": false,
      "countsAsPositiveTargetVisibility": false,
      "countsAsRankingCause": false,
      "countsAsSourceQuality": false,
      "normalizedHost": "zhuanlan.zhihu.com",
      "normalizedUrl": "https://zhuanlan.zhihu.com/p/2061524525704013428",
      "observedOnBothSurfaces": false,
      "providerCitationOccurrences": {
        "gemini": 0,
        "kimi": 0,
        "qwen": 0
      },
      "targetUrl": false
    }
  ],
  "version": "1.0.0"
}