Tomaz Bratanic – Medium

Tomaz Bratanic

Published in
Towards Data Science

Building Knowledge Graphs with LLM Graph Transformer

A deep dive into LangChain’s implementation of graph construction with LLMs

1d ago

Building Knowledge Graphs with LLM Graph Transformer

1d ago

Published in
Neo4j Developer Blog

Limitations of Text Embeddings in RAG Applications

Learn how to overcome them using knowledge graphs and structured tools

Sep 26

Limitations of Text Embeddings in RAG Applications

Sep 26

Published in
Towards Data Science

Implementing GraphReader with Neo4j and LangGraph

Elevating RAG accuracy and performance by structuring long documents into explorable graphs and implementing graph-based agent systems

Sep 21

Implementing GraphReader with Neo4j and LangGraph

Sep 21

Published in
Neo4j Developer Blog

Entity Linking and Relationship Extraction With Relik in LlamaIndex

Build a knowledge graph without an LLM for your RAG applications

Aug 12

Entity Linking and Relationship Extraction With Relik in LlamaIndex

Aug 12

Published in
Neo4j Developer Blog

Build a Knowledge Graph-based Agent With Llama 3.1, NVIDIA NIM, and LangChain

Function-calling capabilities retrieve structured data from a knowledge graph to power your RAG apps

Aug 3

Build a Knowledge Graph-based Agent With Llama 3.1, NVIDIA NIM, and LangChain

Aug 3

Published in
Towards Data Science

Integrating Microsoft GraphRAG into Neo4j

Store the MSFT GraphRAG output into Neo4j and implement local and global retrievers with LangChain or LlamaIndex

Jul 31

Integrating Microsoft GraphRAG into Neo4j

Jul 31

Published in
Neo4j Developer Blog

Implementing ‘From Local to Global’ GraphRAG with Neo4j and LangChain: Constructing the Graph

Combine text extraction, network analysis, and LLM prompting and summarization for improved RAG accuracy

Jul 9

Implementing ‘From Local to Global’ GraphRAG with Neo4j and LangChain: Constructing the Graph

Jul 9

Published in
Neo4j Developer Blog

Customizing Property Graph Index in LlamaIndex

Entity deduplication and custom retrieval methods to increase GraphRAG accuracy

Jun 24

Customizing Property Graph Index in LlamaIndex

Jun 24

Published in
Neo4j Developer Blog

Graph-based Metadata Filtering for Improving Vector Search in RAG Applications

Optimizing vector retrieval with advanced graph-based metadata techniques using LangChain and Neo4j.

Apr 29

Graph-based Metadata Filtering for Improving Vector Search in RAG Applications

Apr 29

Published in
Neo4j Developer Blog

Enhancing the Accuracy of RAG Applications With Knowledge Graphs

A practical guide to constructing and retrieving information from knowledge graphs in RAG applications with Neo4j and LangChain

Mar 30

Enhancing the Accuracy of RAG Applications With Knowledge Graphs

Mar 30

Tomaz Bratanic

Tomaz Bratanic

Data explorer. Turn everything into a graph. Author of Graph algorithms for Data Science at Manning publication. http://mng.bz/GGVN

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