Cheap, open agents make LLM pollution harder to mitigate.

arXiv:2609.31054v2 Announce Type: replace Abstract: Large Language Model (LLM) pollution occurs when synthetic responses contaminate data intended to capture human behavior. High deployment costs have so far limited the risk posed by autonomous survey agents.