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Tags: knowledge graph* + langchain*

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1. Improving LangChain Knowledge Graph Extraction with BAML Fuzzy Parsing

   An end-to-end raw text-to-graph pipelines. This blog explores the limitations of LangChain extraction when using smaller quantized models, and how BAML can improve extraction success rates.

   2025-08-09 Tags: langchain, knowledge graph, extraction, baml, fuzzy parsing, llm, rag by klotz
2. Building a Knowledge Graph From Scratch Using LLMs

   Turn your Pandas data frame into a knowledge graph using LLMs. Learn how to build your own LLM graph-builder, implement LLMGraphTransformer by LangChain, and perform QA on your knowledge graph.

   2024-11-26 Tags: knowledge graph, llm, langchain, llmgraphtransformer, pandas, rag, data science by klotz
3. Build a Knowledge Graph-based Agent With Llama 3.1, NVIDIA NIM, and LangChain

   This article explores how to implement a retriever over a knowledge graph containing structured information to power RAG (Retrieval-Augmented Generation) applications.

   2024-08-10 Tags: llm, knowledge graph, llama 3.1, nvidia nim, langchain, rag, graph database, neo4j by klotz
4. Constructing knowledge graphs from text using OpenAI functions: Leveraging knowledge graphs to power LangChain Applications

   2023-10-20 Tags: langchain, llm, openai, functions, knowledge graph by klotz

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