knowledge-graphs

38 articles tagged with “knowledge-graphs”

graphs

# C2RAG: Robust Multi-Hop GraphRAG Over Imperfect Knowledge Graphs Knowledge graphs in production are never perfect. They contain spurious edges, mi

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## Why Graphs for Fraud Detection? Traditional fraud detection relies on rule-based systems and machine learning on tabular data — flagging transact

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## Why Graphs for Recommendations? Recommendation engines have traditionally been dominated by matrix factorisation (Singular Value Decomposition, A

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# Graph Analysis of 282 Agent Memory Research Papers Agent memory is one of the fastest-growing areas in LLM research. Between early 2023 and July 2

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## The Gap Between Demo and Production GraphRAG demos are compelling. Show a system that answers "How does this API change affect the three downstre

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