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Fundamentals of Large Language ModelshardMultiple ChoiceObjective-mapped

1Z0-1127-25 Fundamentals of Large Language Models Practice Question

A data scientist is using the OCI Generative AI SDK to create embeddings for a large corpus of legal documents. They want to perform semantic search. Which endpoint should they use?

⚠ Common exam trap

Oracle often tests the distinction between embedding endpoints and generation/classification endpoints, trapping candidates who confuse the purpose of semantic search (which requires embeddings) with text generation or classification tasks.

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

/v1/embed

The /v1/embed endpoint is specifically designed to generate vector embeddings from input text, which are numerical representations that capture semantic meaning. For semantic search over a large corpus of legal documents, embeddings must be created to enable similarity comparisons, making this the correct choice.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • /v1/classify

    Why it's wrong here

    The /v1/classify endpoint is for text classification, not for generating vector embeddings.

  • /v1/embed

    Why this is correct

    The /v1/embed endpoint returns embeddings that can be stored in a vector database and used for semantic search.

  • /v1/generate

    Why it's wrong here

    The /v1/generate endpoint is for text generation tasks like summarization or completion, not embeddings.

  • /v1/chat

    Why it's wrong here

    The /v1/chat endpoint is designed for conversational interactions, not for generating embeddings.

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Written by Johnson Ajibi, MSc IT Security

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