[ { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T15:22:03.724Z", "@type": "http://www.w3.org/2001/XMLSchema#dateTime" } ], "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.2402.02389" } ] }, { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E/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": "fTfz+C0ga0jI7xqIUFGvneDGjxSM6QVXgl3rEVDN0R3K3Ly1KJ+nl2XlZp+8+sIjOdkJRZ37HLeXp+n70G4GvLM9QKcNxM8tcC2/CdWxVX2OOXTeMmcjeemctJdGUXOf9Lhs/AVQN+1YTotu3oe3CKSmA+2/YzjuOkSzCv5BtgckYryCmFeDjnKv+u9fE+22orehteWijqw05+zb9AflReywpB9HCxv5tdoN2PChpDywvoyRWRUmDOurQwQGhf+fTEaDe7Rzh+0AslZdAs3TOAGEe7WjyvOHrAbYveVH8npm9JtsY32pF7zNmff8uTB5yOXWUqoL7elxaopw4u1zmQ==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ] }, { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E/Head", "@graph": [ { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2402.02389", "http://purl.org/dc/terms/title": [ { "@value": "KICGPT: Large Language Model with Knowledge in Context for Knowledge Graph Completion" } ], "http://purl.org/spar/cito/describes": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Kicgpt" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KnowledgePrompt" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TextSelfAlignment" } ], "http://purl.org/spar/cito/discusses": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ChatgptOneShot" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ChatgptZeroShot" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#CompGcn" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Complex" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Distmult" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Hake" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Hitter" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KgBert" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MemKgc" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PretrainKge" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Rescal" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Rotate" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Star" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#StructGpt" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Transe" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Tucker" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Kicgpt", "http://purl.org/dc/terms/subject": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion" } ], "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#comment": [ { "@value": "KICGPT is a framework that integrates an LLM with a triple-based KGC retriever to improve Knowledge Graph Completion performance, particularly for long-tail entities. The LLM re-ranks candidate entities provided by the retriever, leveraging its internal knowledge and external KG context to enhance the KG task." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KICGPT" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KnowledgePrompt", "http://purl.org/dc/terms/subject": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning" } ], "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#comment": [ { "@value": "Knowledge Prompt is a novel in-context learning strategy proposed within KICGPT that encodes KG structural knowledge into demonstrations. It guides the LLM to effectively conduct reasoning for the KGC task by providing relevant KG context, thus facilitating a synergized reasoning process." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Knowledge Prompt" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TextSelfAlignment", "http://purl.org/dc/terms/subject": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation" } ], "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#comment": [ { "@value": "Text Self-Alignment is a method that uses the LLM via in-context learning to transform raw and obscure KG relation descriptions into more natural and comprehensible text. This process synergizes knowledge representation by making KG information more accessible and aligned with the LLM's understanding." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Text Self-Alignment" } ], "https://neverblink.eu/ontologies/llm-kg/hasTopCategory": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ChatgptOneShot", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ChatGPT one-shot" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ChatgptZeroShot", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ChatGPT zero-shot" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#CompGcn", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "CompGCN" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Complex", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "ComplEx" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Distmult", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "DistMult" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Hake", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "HAKE" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Hitter", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "HittER" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KgBert", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KG-BERT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MemKgc", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "MEM-KGC" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PretrainKge", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Pretrain-KGE" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Rescal", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "RESCAL" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Rotate", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "RotatE" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Star", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "StAR" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#StructGpt", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "StructGPT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Transe", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "TransE" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Tucker", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "TuckER" } ] } ] }, { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E/provenance", "@graph": [ { "@id": "https://w3id.org/np/RASxbTVh5l0L5o8IZduJTCjTZyJAlQ6VNq0--s2f9RB4E/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.2402.02389" } ] } ] } ]