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Fix desc of kg-rag
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docs/index.md

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<span class="tag year-tag">2025</span>
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<span class="tag type-tag">applied-research</span>
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<p>A comprehensive framework for Knowledge Graph Retrieval Augmented Generation (KG-RAG). It focuses on financial data from SEC 10-Q filings and explores how knowledge graphs can improve information retrieval and question answering compared to baseline approaches.</p>
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<p>A comprehensive framework for Knowledge Graph Retrieval Augmented Generation (KG-RAG).</p>
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<div class="tag-container">
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<a href="https://vectorinstitute.github.io/kg-rag/" class="tag" target="_blank">KG-RAG</a> <a href="https://microsoft.github.io/graphrag/" class="tag" target="_blank">GraphRAG</a>
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repositories/kg-rag.yaml

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name: kg-rag
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repo_id: kg-rag
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description: "A comprehensive framework for Knowledge Graph Retrieval Augmented Generation (KG-RAG). It focuses on financial data from SEC 10-Q filings and explores how knowledge graphs can improve information retrieval and question answering compared to baseline approaches."
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description: "A comprehensive framework for Knowledge Graph Retrieval Augmented Generation (KG-RAG)."
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implementations:
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- name: KG-RAG
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url: https://vectorinstitute.github.io/kg-rag/

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