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docs: templates
updated titles (#25646)
Updated titles into a consistent format. Fixed links to the diagrams. Fixed typos. Note: The Templates menu in the navbar is now sorted by the file names. I'll try sorting the navbar menus by the page titles, not the page file names.
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# rag-semi-structured
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# RAG - Unstructured - semi-structured
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This template performs RAG on semi-structured data, such as a PDF with text and tables.
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This template performs RAG on `semi-structured data`, such as a PDF with text and tables.
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It uses the `unstructured` parser to extract the text and tables from the PDF and then uses the LLM to generate queries based on the user input.
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See [this cookbook](https://github.com/langchain-ai/langchain/blob/master/cookbook/Semi_Structured_RAG.ipynb) as a reference.
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