Optimizing Calibration Set Size for LLM-as-Judge Applications
TL;DR. The human-labeled calibration set you use to validate an LLM-as-judge does not need a fixed size. It needs a size that depends on how balanced your labels are. For roughly balanced binary criteria with no heavy tail, 50 stratified traces will usually pin Cohen's kappa to within a tolerable ba
