Databricks Certified Generative AI Engineer Associate · Free Practice Question Hard

Question 6

A Generative AI Engineer must prevent hallucinations in an LLM's responses to medical queries. What is the most effective technique?
  • A Train the model on diverse datasets.
  • B Ground the LLM’s responses using a retrieval-augmented generation (RAG) pipeline connected to verified medical sources.
  • C Lower the temperature setting during inference.
  • D Use shorter prompts to limit response complexity.
Reveal correct answer

Correct answer: B

Explanation

A RAG pipeline grounds responses in factual data, ensuring outputs are accurate and reducing hallucinations in critical domains like medicine.

A. Incorrect: Training diversity does not guarantee factual accuracy in responses.

B. Correct: RAG pipelines anchor LLM outputs in factual, retrieved data, reducing hallucinations.

C. Incorrect: Lowering the temperature reduces randomness but does not eliminate hallucinations.

D. Incorrect: Shorter prompts do not directly impact the model's hallucination tendencies.

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