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docs: templates updated titles (#25646)

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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.
This commit is contained in:
Leonid Ganeline
2024-08-23 01:19:38 -07:00
committed by GitHub
parent 1b2ae40d45
commit 163ef35dd1
106 changed files with 366 additions and 344 deletions
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templates/neo4j-vector-memory/README.md
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# Neo4j - vector memory
# neo4j-vector-memory
This template allows you to integrate an LLM with a vector-based
retrieval system using `Neo4j` as the vector store.
This template allows you to integrate an LLM with a vector-based retrieval system using Neo4j as the vector store.
Additionally, it uses the graph capabilities of the Neo4j database to store and retrieve the dialogue history of a specific user's session.
Having the dialogue history stored as a graph allows for seamless conversational flows but also gives you the ability to analyze user behavior and text chunk retrieval through graph analytics.
Additionally, it uses the graph capabilities of the `Neo4j` database to
store and retrieve the dialogue history of a specific user's session.
Having the dialogue history stored as a graph allows for
seamless conversational flows but also gives you the ability
to analyze user behavior and text chunk retrieval through graph analytics.
## Environment Setup