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Why Do We Need GraphRAG? — The Evolution from "Search" to "Understanding"
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Why Do We Need GraphRAG? — The Evolution from "Search" to "Understanding"

#graphrag #rag #knowledgegraph #retrievalaugmentedgeneration
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5 min read
The Biggest Pitfall in GraphRAG: One Entity, Seven Identities
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The Biggest Pitfall in GraphRAG: One Entity, Seven Identities

#graphrag #entitytyping #knowledgegraph #rag
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7 min read
What Is GraphRAG Really Doing? — A Deep Dive into Microsoft's Blog Post
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What Is GraphRAG Really Doing? — A Deep Dive into Microsoft's Blog Post

#graphrag #rag #knowledgegraph #communitydetection
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6 min read
Multiple Independent Questions: Batch Into One Request or Split Into Many? — An Analysis of LLM Concurrent Processing
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Multiple Independent Questions: Batch Into One Request or Split Into Many? — An Analysis of LLM Concurrent Processing

#llminference #autoregressivegeneration #parallelrequests #continuousbatching
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5 min read
Why Does Semantic Chunking Need an Embedding API?
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Why Does Semantic Chunking Need an Embedding API?

#semanticchunking #embedding #rag #textsplitting
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8 min read
Why Gold Answers Are Becoming Less Important in GraphRAG Systems
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Why Gold Answers Are Becoming Less Important in GraphRAG Systems

#goldanswer #graphrag #ragevaluation #llmasjudge
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6 min read
GraphRAG Local Search Text Unit Selection Strategy: Design Trade-offs and Improvement Directions
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GraphRAG Local Search Text Unit Selection Strategy: Design Trade-offs and Improvement Directions

#graphrag #localsearch #textunit #contextwindow
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5 min read