New benchmark tests fact-checkers against GEO-style evidence poisoning

Researchers introduce GPE, a multi-domain fact-verification benchmark and evaluation framework that lets evaluators control evidence sources and poisoning ratios to simulate generative-engine-optimization attacks on retrieved documents. Per the paper, testing under this controlled poisoning exposes robustness degradation and efficiency trade-offs in existing verification systems that clean-data evaluation alone does not reveal.