B Evidence Grade B Graded accuracy verified by the review judge Safe to Cite Current

31%

31% -- attention degradation for RAG retrievers (2026)

2026  · GEO-SFE benchmark

Passages over 300 words cause a 31% attention degradation in RAG retrievers.

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Attribution: GEO-SFE benchmark View source
Lighthouse Research Team
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Source verified Evidence graded
Value
31%
Unit
Percentage
Data Vintage
2026
Entity
RAG retrievers
B
Strong, reliable evidence

Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.

61/100 confidence

Single source - not yet corroborated

Extraction
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
GEO-SFE benchmark Primary Tier B
https://www.theanswerengine.ai/blog/what-is-aeo-2026 ↗
Confidence: 53/100 Vintage: 2026 Channel: Deep Crawl
Source Article
What Is AEO? Answer Engine Optimization 2026
The Origin Window: Answer Engine Optimization is younger than 24 months as an academic field, which means the operators who install citation authority now compound for years before late entrants understand the rules (Aggarwal et al., KDD 2024; GEO-SFE, 2026). The implication is direct: AEO is a disc…
Original Research
GEO-SFE benchmark · Original study ↗

GEO-SFE benchmark (2026) on passage length effects in retrieval pipelines

Methodology documented
Industrymarketing
Plain Text
RAG retrievers: 31% attention degradation. Source: GEO-SFE benchmark (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/long-passage-attention-degradation-31
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<blockquote cite="https://lighthousedata.io/data/long-passage-attention-degradation-31" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>31%</strong> -- attention degradation for RAG retrievers<br><small>Source: GEO-SFE benchmark (2026) · <a href="https://lighthousedata.io/data/long-passage-attention-degradation-31" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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