Skip to course content
Free LLMOps course

LLMOps for Reliable AI Applications

Module 05 Knowledge Check

5 questions. Pass mark 4 out of 5. Answer every question before checking the answer key below, then retry after reading the feedback.

1. RAG evaluation must separate retrieval from generation because…

2. Recall@k measures…

3. Citation accuracy asks…

4. A rising refusal rate after a corpus update most likely indicates…

5. Testing with documents deliberately removed from the corpus checks…

---

Answer Key and Explanations

Check these only after attempting every question.

1. B - A wrong answer may mean the passage never arrived, or that it arrived and was misused

Without the split you cannot tell whether to fix chunking or fix answering.

2. B - Whether the answer-bearing document appears in the top k results

It is the ceiling on grounded answering: if the passage is absent, nothing downstream can recover.

3. B - Whether the cited passage actually supports the specific claim

Present-but-unsupporting citations are the most misleading failure in RAG.

4. B - A retrieval or indexing regression

Refusal rate is a sensitive early indicator of retrieval breakage.

5. B - Whether the system correctly says it does not know

It is the cleanest way to measure invention under absence of evidence.

Practical Check

Apply this module to your own work: complete the module activity for *RAG Evaluation: Retrieval, Citation, and Answer Quality*, then write one sentence naming what your result shows and one naming what it does not.

Strong Answer Pattern

A strong answer names the task, the evidence used, the check performed, and the remaining limitation. It avoids "proved", "guaranteed", or "always" unless the evidence genuinely supports it.