. . . . "A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models" . . . . . . . . . . . . . . . . . "BCE-rerank" . . "BERT" . . "BGE-rerank" . . "BM25" . . "ERNIE" . . "Genground" . . "KG2RAG" . . "LLMs-KG" . . "LLMs-KG-rerank" . . "LLMs-only" . . "Landmark Embedding" . . "QCG-rerank" . . . "QMKGF is proposed to enhance Retrieval-Augmented Generation (RAG) by leveraging KGs to provide more relevant context to LLMs. It involves KG construction, multi-path subgraph creation, query-aware subgraph fusion, and KG-based query expansion, all aimed at improving the quality of LLM-generated responses during the inference stage." . "QMKGF" . . . "W-RAG" . . . "2026-02-26T15:47:30.199Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2507.16826" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "LYvVrmtoTxmYDPKkc7+fXvjP8n8nqYrqlZGU8SpXw5xYpBF+wKpgyiJzBdC1hj0Ko23FskCvXwlU9H1RXh0new4BSvEGmuUU4voDAMHFOiWuD0oekLLfyVh7CR/f0ubNQQf0JQzAQSten3INljic4OrxmHs1LWbWV9F2W3Ni1qNCYdJLf4sK5Ml1lcUgjk7wt7z75ViXbgHOSDLB3Du5UXp3kNnU0mZ3Uo7oWa4/K0320nOFrjJihxgzzYeLOf7QwrLhfJ+Pv4l7DB88XcOw8sX3VFwVZj2BlbzZ1GJPw1MfjKKNmbCAjwOf8Xb+9RCAjsj15Ymq9fq//AMTyuQacg==" . . .