FlexStructRAG jointly constructs knowledge graphs, hypergraphs, and semantic clusters with dynamic partitioning to enable query-adaptive multi-granular retrieval that improves semantic scores over standard RAG baselines on UltraDomain.
Cog-rag: Cognitive-inspired dual-hypergraph with theme alignment retrieval-augmented generation.arXiv preprint arXiv:2511.13201,
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FlexStructRAG: Flexible Structure-Aware Multi-Granular Relational Retrieval for RAG
FlexStructRAG jointly constructs knowledge graphs, hypergraphs, and semantic clusters with dynamic partitioning to enable query-adaptive multi-granular retrieval that improves semantic scores over standard RAG baselines on UltraDomain.