llm

37 articles tagged with “llm”

graphs

# When to Use Graphs in RAG Despite GraphRAG's conceptual promise, recent studies have shown that it frequently underperforms vanilla vector RAG on

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## Why Construction Is the Hard Part Knowledge graphs are only as valuable as the data they contain. Querying, visualising, and reasoning over a gra

graphs

# GraphRAG Reality Check: When It Fails, Why, and How to Fix It GraphRAG is oversold. Marketing promises structured knowledge retrieval that "connec

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## Introduction The dirty secret of early GraphRAG deployments in 2024: indexing a million-document corpus cost $30,000+ in LLM API tokens. Before a

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## Beyond the Black Box: Engineering Context for AI with Knowledge Graphs **Tags:** trending, knowledge graphs, context engineering, GraphRAG, LLMs,

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## The Problem with Vanilla RAG Retrieval-augmented generation (RAG) solved a real problem: LLMs hallucinate when asked about facts not in their tra