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<https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY> <http://www.nanopub.org/nschema#hasPublicationInfo> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/pubinfo> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/Head> .
<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/Head> .
<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://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<https://doi.org/10.48550/arXiv.2512.19092> <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#ROG> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<https://doi.org/10.48550/arXiv.2512.19092> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#BetaE> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<https://doi.org/10.48550/arXiv.2512.19092> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#CQD> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<https://doi.org/10.48550/arXiv.2512.19092> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#GQE> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<https://doi.org/10.48550/arXiv.2512.19092> <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Query2Box> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<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://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<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://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#BetaE> <http://www.w3.org/2000/01/rdf-schema#label> "BetaE" <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<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://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#CQD> <http://www.w3.org/2000/01/rdf-schema#label> "CQD" <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<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://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#GQE> <http://www.w3.org/2000/01/rdf-schema#label> "GQE" <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<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://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#Query2Box> <http://www.w3.org/2000/01/rdf-schema#label> "Query2Box" <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<https://neverblink.eu/ontologies/llm-kg/methods#ROG> <http://purl.org/dc/terms/subject> <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGQuestionAnswering> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<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://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<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://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<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://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/assertion> .
<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/assertion> .
<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/provenance> .
<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/provenance> .
<https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY> <http://purl.org/dc/terms/created> "2026-02-26T15:20:41.512Z"^^<http://www.w3.org/2001/XMLSchema#dateTime> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/pubinfo> .
<https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY> <http://purl.org/dc/terms/creator> <https://neverblink.eu/ontologies/llm-kg/agent> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/pubinfo> .
<https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY> <http://purl.org/nanopub/x/hasNanopubType> <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/pubinfo> .
<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/pubinfo> .
<https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/sig> <http://purl.org/nanopub/x/hasAlgorithm> "RSA" <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/pubinfo> .
<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/pubinfo> .
<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/pubinfo> .
<https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/sig> <http://purl.org/nanopub/x/hasSignatureTarget> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/pubinfo> .
<https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/sig> <http://purl.org/nanopub/x/signedBy> <https://neverblink.eu/ontologies/llm-kg/agent> <https://w3id.org/np/RAyPwIY08n2V19BEVLAKSCBErCESqc20Z0tPUqucIHetY/pubinfo> .