LLM Evaluation Interview Guide
Interview prep for LLM evaluation — classic metrics limits, LLM-as-judge design, offline vs online eval, and red-teaming.
Evaluation separates demo AI from production AI. Interviewers ask whether you can measure faithfulness, design LLM-as-judge rubrics, and run offline gates plus online monitoring — not just cite BLEU/ROUGE.
This guide covers the evaluation cluster from the LLM fundamentals roadmap: metrics that fail for open-ended generation, reliable judges, offline vs online loops, and red-teaming.
EvaluationLLM-as-JudgeHallucinationInterview
Questions in this guide
Deep explanations with architecture diagrams for every question below.