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LangChain and AI Application DevelopmentmediumMultiple ChoiceObjective-mapped

1Z0-1127-25 LangChain and AI Application Development Practice Question

An AI developer is building a document Q&A application using LangChain and OCI Generative AI. They need to split large PDF documents into smaller chunks before embedding. Which text splitter should they use to ensure splits respect sentence boundaries while also controlling chunk size?

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

RecursiveCharacterTextSplitter

RecursiveCharacterTextSplitter splits text recursively by separators (like \n\n, \n, period) to keep semantically related text together and respects sentence-like boundaries. TokenTextSplitter splits by tokens without regard for sentence boundaries. PDFLoader and WebBaseLoader are document loaders, not splitters.

Answer analysis

Option-by-option breakdown

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

  • RecursiveCharacterTextSplitter

    Why this is correct

    This splitter recursively splits text by a list of separators, keeping paragraphs and sentences intact while controlling chunk size.

  • WebBaseLoader

    Why it's wrong here

    WebBaseLoader loads content from URLs; it is not a text splitter.

  • PDFLoader

    Why it's wrong here

    PDFLoader is a document loader, not a text splitter; it loads PDF content into documents.

  • TokenTextSplitter

    Why it's wrong here

    TokenTextSplitter splits by token count, which may cut in the middle of sentences.

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