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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.
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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-parent/README.md
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@@ -1,9 +1,12 @@
# Neo4j - hybrid parent-child retrieval
# neo4j-parent
This template allows you to balance precise embeddings and context retention
by splitting documents into smaller chunks and retrieving their original
or larger text information.
This template allows you to balance precise embeddings and context retention by splitting documents into smaller chunks and retrieving their original or larger text information.
Using a Neo4j vector index, the package queries child nodes using vector similarity search and retrieves the corresponding parent's text by defining an appropriate `retrieval_query` parameter.
Using a `Neo4j` vector index, the package queries child nodes using
vector similarity search and retrieves the corresponding parent's text
by defining an appropriate `retrieval_query` parameter.
## Environment Setup