B
Evidence Grade B
Graded
under review
Safe to Cite
Current
25%
25% -- re ranker performance improvement for confidence-aware re-ranking research (2026)
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
25%
Unit
Percentage
Data Vintage
2026
Entity
Geography
Global
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
digitalstrategyforce.com
Primary
Tier C
https://digitalstrategyforce.com/journal/how-do-ai-search-engines-decide-which-sources-to-show-first… ↗
Source Article
How Do AI Search Engines Decide Which Sources to Show First? | Digital Strategy Force
How Do AI Search Engines Decide Which Sources to Show First?
Out of thousands of pages that could answer a query, an AI search engine cites just one or two. It scores every candidate through a two-stage pipeline weighing relevance, authority, freshness, and extraction confidence. The cited source ta…
Original Research
digitalstrategyforce.com
· Original study ↗
Methodology
2026 academic study on confidence-aware re-ranking, cited by Digital Strategy Force
Methodology documented
Segmentation
IndustryMedia
RegionGlobal
RoleAll marketers
Channelmulti-channel
Cite this stat
Plain Text
confidence-aware re-ranking research: 25% re ranker performance improvement. Source: digitalstrategyforce.com (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/confidence-aware-reranking-25-percent
HTML Embed
<blockquote cite="https://lighthousedata.io/data/confidence-aware-reranking-25-percent" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>25%</strong> -- re ranker performance improvement for confidence-aware re-ranking research<br><small>Source: digitalstrategyforce.com (2026) · <a href="https://lighthousedata.io/data/confidence-aware-reranking-25-percent" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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