[ { "@graph" : [ { "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM/pubinfo" } ] } ], "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM/Head" }, { "@graph" : [ { "@id" : "https://doi.org/10.48550/arXiv.2507.16826", "@type" : [ "http://www.w3.org/ns/prov#Entity" ], "http://purl.org/dc/terms/title" : [ { "@value" : "A Query-Aware Multi-Path Knowledge Graph Fusion Approach for Enhancing Retrieval-Augmented Generation in Large Language Models" } ], "http://purl.org/spar/cito/describes" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#QMKGF" } ], "http://purl.org/spar/cito/discusses" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#BCERerank" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#BERT" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#BGERerank" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#BM25" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ERNIE" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Genground" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KG2RAG" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LLMsKG" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LLMsKGRerank" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LLMsOnly" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LandmarkEmbedding" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#QCGrerank" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#WRAG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#BCERerank", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "BCE-rerank" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#BERT", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "BERT" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#BGERerank", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "BGE-rerank" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#BM25", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "BM25" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ERNIE", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ERNIE" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Genground", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Genground" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KG2RAG", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KG2RAG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LLMsKG", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLMs-KG" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LLMsKGRerank", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLMs-KG-rerank" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LLMsOnly", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLMs-only" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LandmarkEmbedding", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Landmark Embedding" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#QCGrerank", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "QCG-rerank" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#QMKGF", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "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." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "QMKGF" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#WRAG", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "W-RAG" } ] } ], "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM/assertion" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM/assertion", "http://www.w3.org/ns/prov#wasAttributedTo" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ], "http://www.w3.org/ns/prov#wasDerivedFrom" : [ { "@id" : "https://doi.org/10.48550/arXiv.2507.16826" } ] } ], "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM/provenance" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM", "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2026-02-26T15:47:30.199Z" } ], "http://purl.org/dc/terms/creator" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ], "http://purl.org/nanopub/x/hasNanopubType" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult" } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLM-KG assessment for paper 10.48550/arXiv.2507.16826" } ] }, { "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM/sig", "http://purl.org/nanopub/x/hasAlgorithm" : [ { "@value" : "RSA" } ], "http://purl.org/nanopub/x/hasPublicKey" : [ { "@value" : "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" } ], "http://purl.org/nanopub/x/hasSignature" : [ { "@value" : "LYvVrmtoTxmYDPKkc7+fXvjP8n8nqYrqlZGU8SpXw5xYpBF+wKpgyiJzBdC1hj0Ko23FskCvXwlU9H1RXh0new4BSvEGmuUU4voDAMHFOiWuD0oekLLfyVh7CR/f0ubNQQf0JQzAQSten3INljic4OrxmHs1LWbWV9F2W3Ni1qNCYdJLf4sK5Ml1lcUgjk7wt7z75ViXbgHOSDLB3Du5UXp3kNnU0mZ3Uo7oWa4/K0320nOFrjJihxgzzYeLOf7QwrLhfJ+Pv4l7DB88XcOw8sX3VFwVZj2BlbzZ1GJPw1MfjKKNmbCAjwOf8Xb+9RCAjsj15Ymq9fq//AMTyuQacg==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM" } ], "http://purl.org/nanopub/x/signedBy" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ], "@id" : "https://w3id.org/np/RAdvYuqlGI8qMzL-NrAmD6_LAp0ZDtBPA7A8oSde2JGxM/pubinfo" } ]