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Oracle 1Z0-184-25 Exam - Topic 3 Question 18 Discussion

Actual exam question for Oracle's 1Z0-184-25 exam
Question #: 18
Topic #: 3
[All 1Z0-184-25 Questions]

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

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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.


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Zack
5 hours ago
I recall a practice question that mentioned training LLMs within the database, so option C could be relevant, but I'm not completely confident.
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Alonso
5 days ago
I'm not entirely sure, but I feel like option B might be about performance optimization, which we discussed in relation to RAG.
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Edelmira
10 days ago
I think option A sounds familiar since it talks about LLMs interacting with private data, which is a key feature I remember studying.
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