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Wei-Wei Wang

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#artificial intelligence Preprint Oct 2026

A Systematic Investigation of Bias in Large Language Models for Advertising Relevance

Large language models (LLMs) are increasingly used to judge how well an advertisement matches a query, but the fairness of these judgments has received limited attention. We conduct a systematic study of fairness in relevance judgments made by LLMs for queries and advertisements. Our counterfactual framework examines t...

Wei-Wei Wang, Ying Xu, Jia-Lu Gao et al. · 0 citations

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