Relevance-driven ranking on e-commerce category pages often produces repetitive recommendation lists that constrain exploration and concentrate exposure on a narrow slice of the catalog. Personalized diversification mechanisms can enable user-dependent variety by tuning diversity pressure to signals of whether a user behaves like a generalist or a specialist, or by surfacing novelty through exploration-driven contextual …