Posts By

Tomaž Bratanič

Graph ML and GenAI Research, Neo4j

Tomaž Bratanič works at the intersection of graphs and machine learning and generative AI.

Knowledge graphs & LLMs for multi-hop question answering.

How to Improve Multi-Hop Reasoning with Knowledge Graphs and LLMs

9 min read

Agentic GraphRAG for Commercial Contracts

22 min read

Implement an Automated Report-Generation Agent with crewAI and Neo4j

8 min read

Building Knowledge Graph Agents With LlamaIndex Workflows

14 min read
GenAI Stack Walkthrough: Behind the Scenes With Neo4j, LangChain, and Ollama in Docker

GenAI Stack Walkthrough: Behind the Scenes With Neo4j, LangChain, and Ollama in Docker

13 min read

The Limitations of Text Embeddings in RAG Applications

15 min read

Knowledge Graphs and LLMs: Fine-Tuning vs. Retrieval-Augmented Generation

14 min read

Integrating Microsoft GraphRAG into Neo4j

17 min read

Entity Linking and Relationship Extraction With Relik in LlamaIndex

7 min read

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

5 min read

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

22 min read
Customize Property Graph Index in LlamaIndex.

Customizing Property Graph Index in LlamaIndex

10 min read