[ { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM/provenance", "@graph": [ { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM/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.2502.11471" } ] } ] }, { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2502.11471", "http://purl.org/dc/terms/title": [ { "@value": "GLTW: Joint Improved Graph-Transformer Encoder and LLM via Three-Word Language for Knowledge Graph Completion" } ], "http://purl.org/spar/cito/describes": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GLTW" } ], "http://purl.org/spar/cito/discusses": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#CSPromKG" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#CompGCN" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#CompoundE" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GGLM" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GPT35" }, { "@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#KGFIT" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGLanguagePrompt" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGS2S" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KICGPT" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KRACL" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Llama2-13B" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#LoRA" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MKGL" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MPIKGCS" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PEMLM-F" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PNA" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#REPOTE" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#RotatE" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#ThreeWordLanguage" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#TransE" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GLTW", "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": "The GLTW method proposes a novel unified framework that integrates an improved Graph Transformer (iGT) for encoding KG structural information with Large Language Models. It explicitly fuses the embeddings from both iGT and the LLM via an \"Embedding Fusion Module\" and leverages a KG language prompt. This joint training and representation fusion allows for a synergistic approach where knowledge from both modalities is effectively combined to enhance Knowledge Graph Completion." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GLTW" } ], "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#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#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#CompoundE", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "CompoundE" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GGLM", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "gGLM" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GPT35", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GPT-3.5-Turbo with one-shot ICL" } ] }, { "@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://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KG-FIT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KGLanguagePrompt", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KG Language Prompt" } ] }, { "@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#KICGPT", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KICGPT" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KRACL", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KRACL" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#Llama2-13B", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Llama-2-13B+Struct" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#LoRA", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "LoRA" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MKGL", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "MKGL" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#MPIKGCS", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "MPIKGC-S" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PEMLM-F", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "PEMLM-F" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#PNA", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "PNA" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#REPOTE", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "REP-OTE" } ] }, { "@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#ThreeWordLanguage", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "Three-word Language" } ] }, { "@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://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM/Head", "@graph": [ { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T15:45:39.426Z", "@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.2502.11471" } ] }, { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM/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": "utv6MzdrgH4vXetanXMf3VqeRfWKFHuFJCK+ioo8tvYOQIZxxhTv1r1tX3adqtC0DV+OmqLkACBiogGgETIMwceBMNbIUssm+MQcHAQeqqNa0ICqOUYbRUdWeiPmyFiNYx5qoQQkLjhgUaPsVHsSijVNwH0dWh1R3bGROnMaQbXGbIbpvjxQLHVMjU+GLvHV/P6XYbVYC+00ghsJCF1m33jgPkraEZWUffYMxLKUF1HsoqTMyqQaOg9PfIDudx8OEaCbrrJ9UAmJZBtvzhHGmgO0WAuy2EvIpoaMiMZckax2WgjAkVfBIl6573qcplTBI2B2pyAt9V0nMH1Jz3XUFA==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RAbtsteBZnD_9f8QtNO_zZwlIOcP5KaOhM02BpYaD-DPM" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ] } ]