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In the GEO experiments, adding citations to source content was reported to increase source visibility in generative-engine responses.
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This is a stable reference page for one canonical claim in the Editory evidence base. It exists for traceability and citations; the curated documentation is the readable entry point.
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Sources
- GEO: Generative Engine Optimization
arXiv / ACM KDD 2024 (Aggarwal, Murahari, Rajpurohit, Kalyan, Narasimhan, Deshpande) · primary source · retrieved 2026-08-21
“including citations, quotations from relevant sources, and statistics can significantly boost source visibility” — Abstract / Introduction (identical statement repeated in Conclusion)
- GEO: Generative Engine Optimization
arXiv / KDD 2024 authors · primary source · retrieved 2026-08-21
“Cite Sources & 5. Quotation Addition: Adds relevant citations and quotations from credible sources respectively” — §2.2.2 lines 121-125, Cite Sources method definition
“Cite Sources | $24.9$ | $24.5$ | $24.6$” — Table 1, lines 149-167
- C-SEO Bench: Does Conversational SEO Work?
arXiv / NeurIPS 2025 authors · primary source · retrieved 2026-08-21
“most current C-SEO methods are not only largely ineffective but also frequently have a negative impact on document ranking” — Abstract/results, lines 55-58 and 73-84
- Optimizing Visibility in Generative Engines: A Critical Survey of GEO (2023–2026)
arXiv · retrieved 2026-08-21
“The foundational paper's widely cited gains are valid within its experimental setting but conditional on a source already being present in a fixed context” — Abstract/summary discussion of the foundational paper
- Generative Engine Optimization: What Research Says
BlogSEO · retrieved 2026-08-21
“adding citations, quotes, and stats could shift visibility toward a previously less-prominent source” — Summary of the KDD 2024 paper's experiments
Release: seo-geo-product-v0.3 · Phase Two freeze: P2-CORE300-FINAL-v1.0 · Generated: 2026-08-23T08:01:40Z