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Query Reformulation on 8,500 Body queries Production Search

94.2Precision@1Gold (n=100)
53.53664.09374.6585.207Jan 26, 2026

Evaluation results

MethodLinks
Gold (n=100)Relevance Criteria=Loose Relevance2026.0194.293.793
PRECISE-PPI (λ=0.95)Relevance Criteria=Loose Relevance2026.0191.490.489.5
Sonnet-Unlb (binary)Relevance Criteria=Strict Relevance2026.0183.182.782
Sonnet-Unlb (binary)Relevance Criteria=Loose Relevance2026.0183.182.782
Sonnet-Unlb (prob)Relevance Criteria=Strict Relevance2026.0174.974.974.9
Sonnet-Unlb (prob)Relevance Criteria=Loose Relevance2026.0174.974.974.9
Gold (n=100)Relevance Criteria=Strict Relevance2026.0160.66061.1
PRECISE-PPI (λ=0.95)Relevance Criteria=Strict Relevance2026.0155.154.655.3