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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-elasticsearch
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# RAG - Elasticsearch
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This template performs RAG using [Elasticsearch](https://python.langchain.com/docs/integrations/vectorstores/elasticsearch).
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It relies on sentence transformer `MiniLM-L6-v2` for embedding passages and questions.
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It relies on `Hugging Face sentence transformer` `MiniLM-L6-v2` for embedding passages and questions.
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## Environment Setup
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