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Home/Authors/Sarah Xu

Sarah Xu

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

AI×1

Frequent co-authors

Will Jack1×
Noah Lehman1×
Keller Maloney1×

Research Timeline

2026
Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit

The study demonstrates that conditioning AI brand recommendations on a user's persona significantly alters the recommended product set, particularly for mid-market brands, and this effect is largest on models relying heavily on internal priors.

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Papers

cs.AIRecentMay 28, 2026

Persona Conditioning of Brand Recommendations in Retrieval-Augmented Commercial Chat: A Prominence-Stratified Cross-Provider Audit

Will Jack, Noah Lehman, Keller Maloney, Sarah Xu

The study demonstrates that conditioning AI brand recommendations on a user's persona significantly alters the recommended product set, particularly for mid-market brands, and this effect is largest o…

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