Oracle Exam 1Z0-184-25 Topic 6 Question 7 Discussion

Actual exam question for Oracle's 1Z0-184-25 exam

Question #: 7
Topic #: 6

Which statement best describes the core functionality and benefit of Retrieval Augmented Generation (RAG) in Oracle Database 23ai?

AIt empowers LLMs to interact with private enterprise data stored within the database, leading to more context-aware and precise responses to user queries

BIt primarily aims to optimize the performance and efficiency of LLMs by using advanced data retrieval techniques, thus minimizing response times and reducing computational overhead

CIt allows users to train their own specialized LLMs directly within the Oracle Database environment using their internal data, thereby reducing reliance on external AI providers

DIt enables Large Language Models (LLMs) to access and process real-time data streams from diverse sources to generate the most up-to-date insights

Show Suggested Answer

Suggested Answer: A

RAG in Oracle Database 23ai combines vector search with LLMs to enhance responses by retrieving relevant private data from the database (e.g., via VECTOR columns) and augmenting LLM prompts. This (A) improves context-awareness and precision, leveraging enterprise-specific data without retraining LLMs. Optimizing LLM performance (B) is a secondary benefit, not the core focus. Training specialized LLMs (C) is not RAG's purpose; it uses existing models. Real-time streaming (D) is possible but not the primary benefit, as RAG focuses on stored data retrieval. Oracle's RAG documentation emphasizes private data integration for better LLM outputs.

by Lavonda at Apr 06, 2025, 05:51 PM

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26 days ago

I think the answer is A because it mentions interacting with private enterprise data.

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