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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
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parent 1b2ae40d45
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templates/neo4j-semantic-ollama/README.md
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# neo4j-semantic-ollama
# Neo4j, Ollama - Semantic Layer
This template is designed to implement an agent capable of interacting with a graph database like Neo4j through a semantic layer using Mixtral as a JSON-based agent.
The semantic layer equips the agent with a suite of robust tools, allowing it to interact with the graph database based on the user's intent.
Learn more about the semantic layer template in the [corresponding blog post](https://medium.com/towards-data-science/enhancing-interaction-between-language-models-and-graph-databases-via-a-semantic-layer-0a78ad3eba49) and specifically about [Mixtral agents with Ollama](https://blog.langchain.dev/json-based-agents-with-ollama-and-langchain/).
This template is designed to implement an agent capable of interacting with a
graph database like `Neo4j` through a semantic layer using `Mixtral` as
a JSON-based agent.
The semantic layer equips the agent with a suite of robust tools,
allowing it to interact with the graph database based on the user's intent.
Learn more about the semantic layer template in the
[corresponding blog post](https://medium.com/towards-data-science/enhancing-interaction-between-language-models-and-graph-databases-via-a-semantic-layer-0a78ad3eba49) and specifically about [Mixtral agents with `Ollama` package](https://blog.langchain.dev/json-based-agents-with-ollama-and-langchain/).
![Diagram illustrating the workflow of the Neo4j semantic layer with an agent interacting with tools like Information, Recommendation, and Memory, connected to a knowledge graph.](https://raw.githubusercontent.com/langchain-ai/langchain/master/templates/neo4j-semantic-ollama/static/workflow.png "Neo4j Semantic Layer Workflow Diagram")
![Diagram illustrating the workflow of the Neo4j semantic layer with an agent interacting with tools like Information, Recommendation, and Memory, connected to a knowledge graph.](https://raw.githubusercontent.com/langchain-ai/langchain/master/templates/neo4j-semantic-ollama/static/workflow.png) "Neo4j Semantic Layer Workflow Diagram"
## Tools