Misinformation

TL;DR for operators A retrieved document does not need to look malicious to corrupt a generative-search answer. In Counter-GEO-Bench, carefully constructed documents remain fluent and topically relevant while inserting a targeted false claim; in the undefended pipeline, 55.7% of these attacks move the generated answer toward that claim across three tested models.1 ...

Fact-checking has always had a small public-relations problem: being right is not the same as being believed. A platform can label a claim false. A newsroom can publish a careful correction. A compliance team can flag a misleading ad, remove it, document the action, and still watch the same claim reappear in a shinier costume three hours later. The hard part is not only detection. It is persuasion. People need to understand why a claim fails, not merely be informed that someone with a badge disapproves of it. ...