https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/Head https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/assertion https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/provenance https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/pubinfo https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/assertion https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/dc/terms/title KG-CQR: Leveraging Structured Relation Representations in Knowledge Graphs for Contextual Query Retrieval https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#KGCQR https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#BGE https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#BM25 https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#DPR https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#GraphRAGBasedLLMKGConstruction https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#HyDE https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#IRCoT https://doi.org/10.48550/arXiv.2508.20417 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#QueryExpansion https://doi.org/10.48550/arXiv.2508.20417 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.w3.org/ns/prov#Entity https://neverblink.eu/ontologies/llm-kg/methods#BGE http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#BGE http://www.w3.org/2000/01/rdf-schema#label BGE (embedding model) https://neverblink.eu/ontologies/llm-kg/methods#BM25 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#BM25 http://www.w3.org/2000/01/rdf-schema#label BM25 https://neverblink.eu/ontologies/llm-kg/methods#DPR http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#DPR http://www.w3.org/2000/01/rdf-schema#label Dense Passage Retrieval (DPR) https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#GraphRAG http://www.w3.org/2000/01/rdf-schema#label GraphRAG https://neverblink.eu/ontologies/llm-kg/methods#GraphRAGBasedLLMKGConstruction http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#GraphRAGBasedLLMKGConstruction http://www.w3.org/2000/01/rdf-schema#label GraphRAG-Based LLM-Powered KG Construction https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#HippoRAG http://www.w3.org/2000/01/rdf-schema#label HippoRAG https://neverblink.eu/ontologies/llm-kg/methods#HyDE http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#HyDE http://www.w3.org/2000/01/rdf-schema#label Hypothetical Document Embeddings (HyDE) https://neverblink.eu/ontologies/llm-kg/methods#IRCoT http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#IRCoT http://www.w3.org/2000/01/rdf-schema#label IRCoT framework https://neverblink.eu/ontologies/llm-kg/methods#KGCQR http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference https://neverblink.eu/ontologies/llm-kg/methods#KGCQR http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#KGCQR http://www.w3.org/2000/01/rdf-schema#comment 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. https://neverblink.eu/ontologies/llm-kg/methods#KGCQR http://www.w3.org/2000/01/rdf-schema#label KG-CQR (Knowledge Graph for Contextual Query Retrieval) https://neverblink.eu/ontologies/llm-kg/methods#KGCQR https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM https://neverblink.eu/ontologies/llm-kg/methods#QueryExpansion http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#QueryExpansion http://www.w3.org/2000/01/rdf-schema#label Query Expansion https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/provenance https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/assertion http://www.w3.org/ns/prov#wasAttributedTo https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/assertion http://www.w3.org/ns/prov#wasDerivedFrom https://doi.org/10.48550/arXiv.2508.20417 https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/pubinfo https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ http://purl.org/dc/terms/created 2026-02-26T15:41:07.612Z https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ http://purl.org/dc/terms/creator https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ http://purl.org/nanopub/x/hasNanopubType https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ http://www.w3.org/2000/01/rdf-schema#label LLM-KG assessment for paper 10.48550/arXiv.2508.20417 https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/sig http://purl.org/nanopub/x/hasSignature EuwciAYZh/QzuLtEPSp/73x/mEsOwca6LURpDAL2kiocQ/IdOmNH9KvZPjyC1wfcklINJP4Yku5EAfyqjcYvnMPqmKjGECbx7q1aZw+XGgZ2MPxKOkD/sU3p4n72azrohiKUZ9aemd1QAcPQhO3XuAVHwqfQDR5pLjIRdX8fmxovB4URe9WD0DT0VERLiqCRLArHuPKrV8h5bDZBj3kVGrbv6UKhXIVCjxqtF3Mz4w0XFOoZNBjLLSEtZZDLK3f7Onx1it1mBP8+rumsoPjesLDRX1f3Sj/1OXVk4j1VeWDGmpW6BM1zq9EpYRS7SwtCVUCvDC/pGMn8F5VpRG0IWg== https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ https://w3id.org/np/RAPuC--5kMZXhv03lDjNL_3BVAlJ26VCo5BJH_IjcSaWQ/sig http://purl.org/nanopub/x/signedBy https://neverblink.eu/ontologies/llm-kg/agent