Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)

Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)

• LLMs power new apps but prompt injection is top OWASP threat. • Attack injects malicious instructions into untrusted data, overriding trusted prompts. • Real-world examples: Yelp

Research & Labs · April 11, 2025 (updated February 24, 2026) · 1 min · 165 words
Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)

Defending against Prompt Injection with Structured Queries (StruQ) and Preference Optimization (SecAlign)

• Recent advances in Large Language Models (LLMs) enable exciting LLM-integrated applications. • However, as LLMs have improved, so have the attacks against them.Prompt injection a

Research · April 11, 2025 (updated February 19, 2026) · 2 min · 214 words