arXiv cs.CLPaper
Counter-GEO-Bench: Evaluating Defenses Against Information-Distorting Generative Engine Optimization
This benchmarks a real and growing threat: adversarial content optimized to poison LLM outputs. The finding that three major guardrails reduce attack success by at most 5.7% relative is alarming, not reassuring. If you're deploying RAG systems or relying on LLMs to synthesize search results, your current defenses are underbaked. This is a forcing function to build better document validation before synthesis.