. . . . "KG-CQR: Leveraging Structured Relation Representations in Knowledge Graphs for Contextual Query Retrieval" . . . . . . . . . . . . . "BGE (embedding model)" . . "BM25" . . "Dense Passage Retrieval (DPR)" . . "GraphRAG" . . "GraphRAG-Based LLM-Powered KG Construction" . . "HippoRAG" . . "Hypothetical Document Embeddings (HyDE)" . . "IRCoT framework" . . . "KG-CQR is a novel framework that enhances the retrieval phase in RAG systems by enriching complex input queries with contextual representations from a corpus-centric KG. It comprises subgraph extraction, subgraph completion, and contextual generation modules, ultimately improving the context provided to LLMs during inference for tasks like question answering." . "KG-CQR (Knowledge Graph for Contextual Query Retrieval)" . . . "Query Expansion" . . . "2026-02-26T15:41:07.612Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2508.20417" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "EuwciAYZh/QzuLtEPSp/73x/mEsOwca6LURpDAL2kiocQ/IdOmNH9KvZPjyC1wfcklINJP4Yku5EAfyqjcYvnMPqmKjGECbx7q1aZw+XGgZ2MPxKOkD/sU3p4n72azrohiKUZ9aemd1QAcPQhO3XuAVHwqfQDR5pLjIRdX8fmxovB4URe9WD0DT0VERLiqCRLArHuPKrV8h5bDZBj3kVGrbv6UKhXIVCjxqtF3Mz4w0XFOoZNBjLLSEtZZDLK3f7Onx1it1mBP8+rumsoPjesLDRX1f3Sj/1OXVk4j1VeWDGmpW6BM1zq9EpYRS7SwtCVUCvDC/pGMn8F5VpRG0IWg==" . . .