AI & LLM Evals / Quiz

LLM Eval Metrics 101

Faithfulness, answer relevancy, context precision/recall, the RAGAS/DeepEval vocabulary every AI tester needs.

Difficulty
Easy
Format
Quiz
Points
100
Estimate
8 min

// MISSION BRIEF

Your Mission

You can't test an LLM app with pass/fail assertions, you evaluate it along quality dimensions. This quiz covers the core metrics from DeepEval and RAGAS that turn "the answer feels off" into a measurable regression.

// FIRST CONTACT

Battle teaser

In a RAG system, 'faithfulness' measures:

  1. AWhether the answer is grammatically correct
  2. BHow fast the model responded
  3. CWhether the answer's claims are supported by the retrieved context (no hallucination beyond sources)
  4. DWhether the user liked the answer
Answers, scoring, hints, and the full battle stay sealed.

// SKILL TAGS

ragasdeepevalfaithfulnessmetrics