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Yun-Wei Qiao

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#artificial intelligence Preprint Sep 2026

LLMAdBench: A Human Preference Benchmark for Advertising in LLM Responses

Inserting advertisements (ads) into consumer-facing LLM output is emerging as a new business model, but there is little shared evidence on how such ad insertion should be evaluated or how it affects user preferences. We introduce LLMAdBench, a human-preference benchmark for studying advertising in LLM-generated content...

Rui Ai, Yu-Qing Liu, Si-Tao Qiu et al. · 0 citations

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