[ { "@graph" : [ { "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU/pubinfo" } ] } ], "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU/Head" }, { "@graph" : [ { "@id" : "https://doi.org/10.48550/arXiv.2405.16412", "@type" : [ "http://www.w3.org/ns/prov#Entity" ], "http://purl.org/dc/terms/title" : [ { "@value" : "KG-FIT: Knowledge Graph Fine-Tuning Upon Open-World Knowledge" } ], "http://purl.org/spar/cito/describes" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgFit" } ], "http://purl.org/spar/cito/discusses" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ComplEx" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ConvE" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#CspromKg" }, { "@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#KgBert" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#KgS2S" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Kgt5" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LlmEmbeddingZeroShotLinkPrediction" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Lmke" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#PRotate" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Pkgc" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#RotatE" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#SimKgc" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Star" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Transe" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Tucker" } ] }, { "@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#ConvE", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "ConvE" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#CspromKg", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "CSProm-KG" } ] }, { "@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#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#KgFit", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGEmbedding" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "KG-FIT is a novel framework that enhances Knowledge Graph Embeddings (KGE) by integrating open-world entity knowledge from Large Language Models (LLMs). It uses LLMs to guide hierarchical clustering of entities and refine the hierarchy, then fine-tunes KG embeddings using this LLM-derived hierarchical structure, textual embeddings, and standard link prediction objectives. The goal is to improve KG embeddings and their expressiveness for tasks like link prediction." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KG-FIT" } ], "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#KgS2S", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KG-S2S" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Kgt5", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "KGT5" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LlmEmbeddingZeroShotLinkPrediction", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLM Embedding Zero-Shot Link Prediction" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Lmke", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LMKE" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#PRotate", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "pRotatE" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Pkgc", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "PKGC" } ] }, { "@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#SimKgc", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "SimKGC" } ] }, { "@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#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/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU/assertion" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU/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.2405.16412" } ] } ], "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU/provenance" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU", "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2026-02-26T15:23:33.730Z" } ], "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.2405.16412" } ] }, { "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU/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" : "epP7SRCLMGLuom3zy64aT2uxm90GEnM2+YGmjlz3bEhtEIZiQyQaYOQfrlQjVlyGtgJj2s74kph0QvVNduOZhsZCG1FaPkHqJ/3Tv7nWwkUtTp8cTCtnnuIzoCoDFFGK72jQY29w7uMLoya9Kg8kHmZJc/jjgeIfhqj502beeSPH8mSm2ivd110WAo5AAm+ak27YuhrgWKGqRMp0fd0jZ19coVjuZKCqEyLvjFD+n1FP5kgv7rDhqnr0e9gkLEt2ScUQ5QsViLajGljjaGQdEd2zVPacQ26powQTSI6nkURKWnVa2Lq4rzFapPmg0+WPOd3mubUcaX3ekKzF3lpT+Q==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU" } ], "http://purl.org/nanopub/x/signedBy" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ], "@id" : "https://w3id.org/np/RAZrK4LwsQB2BLtDaBnWdPal56Ld1u-TUnIIMTPGzTpdU/pubinfo" } ]