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Author

Xiaohan Liu

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Jul 2026

PILA: Plug-and-Play Insertion for LLM-native Advertising

How to monetize large language models (LLMs) by naturally integrating sponsored content into their responses, known as LLM-native advertising, has recently emerged as a critical problem. However, existing solutions entangle advertising with content generation inside a single model, which is incompatible with modern API...

Zhaowei Zhang, Yuhan Fu, Yihang Zhang et al. · 2 citations

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