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=
2 Pith papers cite this work. Polarity classification is still indexing.
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Multimodal weak-supervision audit finds exploitation signals in kidfluencer videos correlate with higher engagement, including a 4.4x view increase per unit exploitation score after channel controls.
citing papers explorer
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Auditing Engagement Incentives in the Kidfluencer Ecosystem: A Multimodal Weak Supervision Approach
Multimodal weak-supervision audit finds exploitation signals in kidfluencer videos correlate with higher engagement, including a 4.4x view increase per unit exploitation score after channel controls.