Stage-Audit: Auditable Source-Frontier Discovery for Cross-Wiki Tables
Signal
72
Hype
15
In three linesStage-Audit detects hallucinations in LLM-curated tables by enforcing curator-auditor separation and row-level source verification. On 51 Seed2Frontier instances, precision improves from 0.356 to 0.505 (+42%) and F1 from 0.334 to 0.451 (+35%), with explicit per-row source traceability.Read source
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Summary generated by Claude — human-verified