LLMAdBench: A Human Preference Benchmark for Advertising in LLM Responses
Beyond model evaluation, LLMAdBench provides quantitative evidence on the advertiser-user trade-off and shows that the sponsorship disclosure systematically changes users' preference over ad placement.
Rui Ai, Yu-Qing Liu, Si-Tao Qiu et al.
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