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Shu-Ying Sun

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#artificial intelligence Preprint Oct 2026

Revisiting Generative vs. Dense Retrieval: A Static Value Prior Reverses the Gap

Generative retrieval (GR) has emerged as a strong candidate generator for sequential recommendation as language models and semantic-item identifiers have improved. However, GR is not a uniformly stronger replacement of dense retrieval (DR) in online retail candidate generation. We examine their differences on two Amazo...

Ren-Bo Tu, Yang Liu, Shu-Ying Sun · 0 citations

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