Best Practices for LLM Security Benchmarking

Comprehensive vulnerability coverage: Test for all five risk categories, not just obvious harmful content generation.
Systematic approach: Combine automated testing with human red-teaming for maximum effectiveness.
Continuous evaluation: Security benchmarking should be an ongoing process throughout the LLM lifecycle, not a one-time assessment.
Attack diversity: Employ multiple attack techniques and enhancement methods to thoroughly probe the system.
Detailed analysis: Go beyond simple pass/fail metrics to understand vulnerability scores and their breakdown for targeted improvements.