3 posts
A guide to setting up an eval set: designing the golden question set, scoring rubric, human evaluator agreement, acceptance threshold and regression testing for LLM evaluation.
What is LLM evaluation? A comprehensive enterprise guide to eval metrics, benchmark and test set design, LLM-as-judge, calibration, RAG evaluation, and production monitoring.
What is LLM evaluation? LLM evaluation (eval) is the systematic measurement of a large language model's or LLM-based application's outputs for accuracy, consistency and safety. This guide: a clear definition, why it matters, evaluation metrics, LLM as a judge, benchmarks, ragas, offline vs online eval, KVKK, and FAQs.