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Cisco AI Technical Practitioner (AITECH) 810-110 Exam Questions

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Question #6 (Topic: Demo Questions)

Why are embeddings essential to the retrieval phase of a RAG system?

A.

They compress the prompt length.

B.

They provide a keyword index.

C.

They represent semantic meaning.

D.

They reduce model hallucination.

Correct Answer: C
Explanation:

Embeddings convert text into numerical vectors that capture its meaning and context. During RAG retrieval, the system compares these vectors to find

information that is semantically relevant to the user's query, even when the exact keywords don't match.

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