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hierarchial-language-model
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An implementation of the GraphRAG pipeline (based on the 2024 paper "From Local to Global" by Edge et al.) for query-focused summarization of large text corpora.
university-project course-project knowledge-graph-construction rag hierarchial-language-model document-ingestion qfs query-focused-summarization leiden-algorithm system-2 retrieval-augmented-generation graphrag global-query llm-graph
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Nov 5, 2025 - Python
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Nov 30, 2018 - Jupyter Notebook
📊 Streamline query-focused summarization by constructing knowledge graphs and extracting insights from document corpora with the GraphRAG pipeline.
university-project course-project knowledge-graph-construction rag hierarchial-language-model document-ingestion qfs query-focused-summarization leiden-algorithm llm langchain retrieval-augmented-generation graphrag global-query llm-graph
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Dec 4, 2025 - Python
🗂️ Build a knowledge graph for global query-focused summarization from document corpora using the GraphRAG pipeline, enhancing information synthesis.
university-project course-project knowledge-graph-construction rag hierarchial-language-model document-ingestion qfs query-focused-summarization leiden-algorithm llm langchain retrieval-augmented-generation graphrag global-query llm-graph
- Updated
Dec 4, 2025 - Python
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