Empirical test on real news histories shows unconstrained LLM reranking amplifies conspiratorial content exposure while prompt constraints can increase ideological diversity with limited relevance cost.
arXiv preprint arXiv:2501.15048 , year=
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LLM-Assisted Reranking to Operationalize Nuanced Objectives in Recommender Systems
Empirical test on real news histories shows unconstrained LLM reranking amplifies conspiratorial content exposure while prompt constraints can increase ideological diversity with limited relevance cost.