One Polluted Page Is Enough: Evaluating Web Content Pollution in LLM Recommenders

Minghao Luo, Liang Chen

Search-augmented LLMs increasingly mediate everyday consumer recommendations by retrieving live web content. This creates a new risk: LLM recommenders may consume web content that…