1. Guard Against Contamination
Data contamination occurs when benchmark test sets leak into model training data. Continuous synthetic testing prevents artificial score inflation.
2. Standardize Prompt Formatting
Slight changes in system prompts can alter benchmarks by up to 15%. Strict standardized templates ensure fair comparisons.