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DOC: Miscellaneous UI and editorial updates (#7324)

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docs/guides/dataset/construct_knowledge_graph.md
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@ -9,7 +9,7 @@ Generate a knowledge graph for your knowledge base.
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To enhance multi-hop question-answering, RAGFlow adds a knowledge graph construction step between data extraction and indexing, as illustrated below. This step creates additional chunks from existing ones generated by your specified chunk method.
To enhance multi-hop question-answering, RAGFlow adds a knowledge graph construction step between data extraction and indexing, as illustrated below. This step creates additional chunks from existing ones generated by your specified chunking method.
![Image](https://github.com/user-attachments/assets/1ec21d8e-f255-4d65-9918-69b72dfa142b)