B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
47,800
47,800 -- probe runs total for LLM citation behavior audit (14 frontier models) (2026)
The LLM citation behavior audit across 14 frontier models was anchored by a total of 47,800 probe runs.
Attribution:
View source
Lighthouse Research Team
Last verified:
·
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Source verified
Evidence graded
Value
47,800
Unit
Count
Data Vintage
2026
Entity
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
75
Source Trust
60
Citation Chain
20
Independence
30
Methodology
60
Freshness
95
Source
Algoholic
Primary
Tier B
https://algoholic.com/research/taxonomy-llm-citation-behavior/ ↗
Source Article
A taxonomy of LLM citation behavior across 14 frontier models.
Original Research
Algoholic
· Original study ↗
Methodology
Original audit across 14 frontier LLMs using topic-level prompts; temperature at published defaults
Methodology documented
Segmentation
Industryai_ml
Cite this stat
Plain Text
LLM citation behavior audit (14 frontier models): 47,800 probe runs total. Source: Algoholic (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/llm-citation-audit-probe-runs-2026
HTML Embed
<blockquote cite="https://lighthousedata.io/data/llm-citation-audit-probe-runs-2026" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>47,800</strong> -- probe runs total for LLM citation behavior audit (14 frontier models)<br><small>Source: Algoholic (2026) · <a href="https://lighthousedata.io/data/llm-citation-audit-probe-runs-2026" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
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