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Update README: passage_entity naming, no external refs

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  1. README.md +13 -1
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  # QAFD-RAG
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  Official code for ICLR 2026 paper: **[Query-Aware Flow Diffusion for Graph-Based RAG with Retrieval Guarantees](https://openreview.net/forum?id=n28wnc2QTc)**
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  β”‚ β”œβ”€β”€ retrievers/
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  β”‚ β”‚ β”œβ”€β”€ flow_diffusion.py # QAFD on NetworkX (entity graph)
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  β”‚ β”‚ └── base.py # Retriever interface
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- β”‚ β”œβ”€β”€ passage_entity/ # Passage-entity graph pipeline
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  β”‚ β”‚ β”œβ”€β”€ kg_builder.py # OpenIE β†’ igraph (entities + passages + facts)
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  β”‚ β”‚ β”œβ”€β”€ graph_adapter.py # QAFD on igraph (passage-entity graph)
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  β”‚ β”‚ β”œβ”€β”€ retriever.py # Fact reranking β†’ seed selection β†’ QAFD
 
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+ ---
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+ license: mit
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+ tags:
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+ - knowledge-graph
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+ - rag
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+ - flow-diffusion
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+ - graph-rag
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+ - iclr2026
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+ language:
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+ - en
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+ ---
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+
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  # QAFD-RAG
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  Official code for ICLR 2026 paper: **[Query-Aware Flow Diffusion for Graph-Based RAG with Retrieval Guarantees](https://openreview.net/forum?id=n28wnc2QTc)**
 
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  β”‚ β”œβ”€β”€ retrievers/
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  β”‚ β”‚ β”œβ”€β”€ flow_diffusion.py # QAFD on NetworkX (entity graph)
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  β”‚ β”‚ └── base.py # Retriever interface
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+ β”‚ β”œβ”€β”€ hipporag_pipeline/ # Passage-entity graph pipeline
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  β”‚ β”‚ β”œβ”€β”€ kg_builder.py # OpenIE β†’ igraph (entities + passages + facts)
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  β”‚ β”‚ β”œβ”€β”€ graph_adapter.py # QAFD on igraph (passage-entity graph)
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  β”‚ β”‚ β”œβ”€β”€ retriever.py # Fact reranking β†’ seed selection β†’ QAFD