https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/Head https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/provenance https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/pubinfo https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion https://doi.org/10.48550/arXiv.2512.19092 http://purl.org/dc/terms/title A Large Language Model Based Method for Complex Logical Reasoning over Knowledge Graphs https://doi.org/10.48550/arXiv.2512.19092 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#ROG https://doi.org/10.48550/arXiv.2512.19092 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#BetaE https://doi.org/10.48550/arXiv.2512.19092 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#CQD https://doi.org/10.48550/arXiv.2512.19092 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#GQE https://doi.org/10.48550/arXiv.2512.19092 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Query2Box https://doi.org/10.48550/arXiv.2512.19092 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#BetaE http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#BetaE http://www.w3.org/2000/01/rdf-schema#label BetaE https://neverblink.eu/ontologies/llm-kg/methods#CQD http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#CQD http://www.w3.org/2000/01/rdf-schema#label CQD https://neverblink.eu/ontologies/llm-kg/methods#GQE http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#GQE http://www.w3.org/2000/01/rdf-schema#label GQE https://neverblink.eu/ontologies/llm-kg/methods#Query2Box http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Query2Box http://www.w3.org/2000/01/rdf-schema#label Query2Box https://neverblink.eu/ontologies/llm-kg/methods#ROG http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGQuestionAnswering https://neverblink.eu/ontologies/llm-kg/methods#ROG http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ROG http://www.w3.org/2000/01/rdf-schema#comment ROG is a framework designed to improve complex logical reasoning over knowledge graphs using LLMs. It achieves this by decomposing FOL queries, retrieving query-relevant subgraphs, and employing LLM-based chain-of-thought reasoning to answer these queries step-by-step. The method directly enhances a KG task (answering complex logical queries) by leveraging LLM capabilities. https://neverblink.eu/ontologies/llm-kg/methods#ROG http://www.w3.org/2000/01/rdf-schema#label ROG (Reasoning Over knowledge Graphs with large language models) https://neverblink.eu/ontologies/llm-kg/methods#ROG https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/provenance https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion http://www.w3.org/ns/prov#wasAttributedTo https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion http://www.w3.org/ns/prov#wasDerivedFrom https://doi.org/10.48550/arXiv.2512.19092 https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/pubinfo https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY http://purl.org/dc/terms/created 2026-02-26T15:20:41.512Z https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY http://purl.org/dc/terms/creator https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY http://purl.org/nanopub/x/hasNanopubType https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY http://www.w3.org/2000/01/rdf-schema#label LLM-KG assessment for paper 10.48550/arXiv.2512.19092 https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/sig http://purl.org/nanopub/x/hasSignature PJb54HIiecNaC2sHnjGEqi9bLp478N5aVlACiP+Ik+nrJLtEw/z/lU1LvScK4UiVRD1ZVj7FvHUJ6TwNbKgYQbXuWwquqC+Nj2zs0Ln8r9BYJ7KvHE2QCIOtztEIbLYXyYA0M/n9oSb8/QLfEvsU7ksostpjSBcLhN9ltY3PKzYATdA1+hAWYVOYHQdenEbleq/JglL9OVreH9DJ3pfSwJaRIxA2ZuxAG7RMTpVgv7g0mvKU3tcI4hUr2TXX/OaBJMXD7gn19EVJc9QHcLv91ylEd0JSZMh1bCJTKeZL37ndrsviXHeWYjRJ6a1OhJt+hEmjcAiOrNcOEfA9YvrMIw== https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/sig http://purl.org/nanopub/x/signedBy https://neverblink.eu/ontologies/llm-kg/agent