https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/Head https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/assertion https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/provenance https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/pubinfo https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/assertion https://doi.org/10.48550/arXiv.2403.07311 http://purl.org/dc/terms/title Knowledge Graph Large Language Model (KG-LLM) for Link 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https://doi.org/10.48550/arXiv.2403.07311 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#GraphEdit https://doi.org/10.48550/arXiv.2403.07311 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#InstructGraph https://doi.org/10.48550/arXiv.2403.07311 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#MuseGraph https://doi.org/10.48550/arXiv.2403.07311 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#Rescal https://doi.org/10.48550/arXiv.2403.07311 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#TransE https://doi.org/10.48550/arXiv.2403.07311 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#WsGat https://doi.org/10.48550/arXiv.2403.07311 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#Analogy http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Analogy http://www.w3.org/2000/01/rdf-schema#label Analogy https://neverblink.eu/ontologies/llm-kg/methods#CompleX http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#CompleX http://www.w3.org/2000/01/rdf-schema#label CompleX https://neverblink.eu/ontologies/llm-kg/methods#ConGlr http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ConGlr http://www.w3.org/2000/01/rdf-schema#label ConGLR https://neverblink.eu/ontologies/llm-kg/methods#ConvRot http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ConvRot http://www.w3.org/2000/01/rdf-schema#label ConvRot https://neverblink.eu/ontologies/llm-kg/methods#DistMult http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#DistMult http://www.w3.org/2000/01/rdf-schema#label DistMult https://neverblink.eu/ontologies/llm-kg/methods#GraphEdit http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#GraphEdit http://www.w3.org/2000/01/rdf-schema#label GraphEdit https://neverblink.eu/ontologies/llm-kg/methods#InstructGraph http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#InstructGraph http://www.w3.org/2000/01/rdf-schema#label InstructGraph https://neverblink.eu/ontologies/llm-kg/methods#KgLlmAblationFramework http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion https://neverblink.eu/ontologies/llm-kg/methods#KgLlmAblationFramework http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#KgLlmAblationFramework http://www.w3.org/2000/01/rdf-schema#comment This method is a variant of the KG-LLM Framework, specifically designed with a simplified "ablation knowledge prompt." Unlike the full KG-LLM prompt, it removes explicit instructions, textualized IDs, and CoT reasoning from the expected response. It is introduced and evaluated by the authors as a baseline within their proposed approach to demonstrate the effectiveness of the advanced prompting strategies in the full KG-LLM Framework for multi-hop link prediction. https://neverblink.eu/ontologies/llm-kg/methods#KgLlmAblationFramework http://www.w3.org/2000/01/rdf-schema#label KG-LLM (ablation) Framework https://neverblink.eu/ontologies/llm-kg/methods#KgLlmAblationFramework https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG https://neverblink.eu/ontologies/llm-kg/methods#KgLlmFramework http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion https://neverblink.eu/ontologies/llm-kg/methods#KgLlmFramework http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#KgLlmFramework http://www.w3.org/2000/01/rdf-schema#comment The KG-LLM Framework is a novel method that converts structured KG data (multi-hop paths) into natural language Chain-of-Thought (CoT) prompts. These prompts are then used to instruction fine-tune LLMs to enhance multi-hop link prediction and relation prediction performance in KGs. The method leverages LLMs' generative and reasoning capabilities to solve KG completion tasks. https://neverblink.eu/ontologies/llm-kg/methods#KgLlmFramework http://www.w3.org/2000/01/rdf-schema#label Knowledge Graph Large Language Model Framework (KG-LLM) https://neverblink.eu/ontologies/llm-kg/methods#KgLlmFramework https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG https://neverblink.eu/ontologies/llm-kg/methods#MuseGraph http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#MuseGraph http://www.w3.org/2000/01/rdf-schema#label MuseGraph https://neverblink.eu/ontologies/llm-kg/methods#Rescal http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#Rescal http://www.w3.org/2000/01/rdf-schema#label RESCAL https://neverblink.eu/ontologies/llm-kg/methods#TransE http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#TransE http://www.w3.org/2000/01/rdf-schema#label TransE https://neverblink.eu/ontologies/llm-kg/methods#WsGat http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#WsGat http://www.w3.org/2000/01/rdf-schema#label wsGAT https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/provenance https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/assertion http://www.w3.org/ns/prov#wasAttributedTo https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/assertion http://www.w3.org/ns/prov#wasDerivedFrom https://doi.org/10.48550/arXiv.2403.07311 https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/pubinfo https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI http://purl.org/dc/terms/created 2026-02-26T13:19:28.614Z https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI http://purl.org/dc/terms/creator https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI http://purl.org/nanopub/x/hasNanopubType https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI http://www.w3.org/2000/01/rdf-schema#label LLM-KG assessment for paper 10.48550/arXiv.2403.07311 https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/sig http://purl.org/nanopub/x/hasSignature hZK7wJff0o+9aEzWOX2THWlnLT5r36TKlI713lqoc6CEb/T1tfIYfVabRNJS6JIN7uWLDPQARj1yl4k++T2YljfI9fCEKj/afVGc4IqvU+iUpE5BNZFNnIUMvyTZ5tPZU1EjO3x6Ul7iPS06Loe+uLxw4oMNBh6rvovR/MMlgxPC49yq18uLjk8eJSlJs3sw+7+lyCXDga9jPkvFfTxQ5oczvgm1yGES7aGYLX8RlCcYMwq7VS33S5bfI1phYHwnaJ2kOKLGZZ2OwtBkrSvmSzvbpdTapNjMH7l/c/xYeTRUh2q4ddguRDcJMxql/nQoPvvTrdOMZB3UCQQBg8P6ug== https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI https://w3id.org/np/RA8stpgjrc1GL41JRuwlasWusKapHxYrLBJIMrxz-l-UI/sig http://purl.org/nanopub/x/signedBy https://neverblink.eu/ontologies/llm-kg/agent