[ { "@graph" : [ { "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA", "@type" : [ "http://www.nanopub.org/nschema#Nanopublication" ], "http://www.nanopub.org/nschema#hasAssertion" : [ { "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance" : [ { "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo" : [ { "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA/pubinfo" } ] } ], "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA/Head" }, { "@graph" : [ { "@id" : "https://doi.org/10.48550/arXiv.2602.02090", "@type" : [ "http://www.w3.org/ns/prov#Entity" ], "http://purl.org/dc/terms/title" : [ { "@value" : "LEC-KG: An LLM-Embedding Collaborative Framework for Domain-Specific Knowledge Graph Construction -A Case Study on SDGs" } ], "http://purl.org/spar/cito/describes" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LecKg" } ], "http://purl.org/spar/cito/discusses" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ChineseRobertaWwm" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#DeepSeekV3" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LlmFewShot" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LlmOneShot" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#OpenIeSemanticMapping" }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#Rotate" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#ChineseRobertaWwm", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "Chinese-RoBERTa-wwm" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#DeepSeekV3", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "DeepSeek-V3" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LecKg", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://purl.org/dc/terms/subject" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning" } ], "http://www.w3.org/2000/01/rdf-schema#comment" : [ { "@value" : "The LEC-KG framework introduces a novel bidirectional collaborative approach for knowledge graph construction, integrating LLMs and KGEs for mutual enhancement. It employs KGE to provide structure-aware feedback for refining LLM extractions via evidence-guided Chain-of-Thought reasoning, while LLM-validated triples progressively improve KGE representations. This iterative feedback loop combines the distinct reasoning capabilities of both LLMs and KGEs to enhance the overall KG construction process." } ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LEC-KG" } ], "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#LlmFewShot", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLM Few-shot" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#LlmOneShot", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "LLM One-shot" } ] }, { "@id" : "https://neverblink.eu/ontologies/llm-kg/methods#OpenIeSemanticMapping", "@type" : [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label" : [ { "@value" : "OpenIE + Semantic Mapping" } ] }, { "@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://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA/assertion" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA/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.2602.02090" } ] } ], "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA/provenance" }, { "@graph" : [ { "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA", "http://purl.org/dc/terms/created" : [ { "@type" : "http://www.w3.org/2001/XMLSchema#dateTime", "@value" : "2026-02-26T15:20:27.817Z" } ], "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.2602.02090" } ] }, { "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA/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" : "U7BOIrV5hixSZ9fdk9ygnZ6any1BHNgdpDGOVCUt7H9IwHWPuR3rSyzxVeYtPYh4x50/GVroZRYVINWdHMvNoDmkYOhqGpDtXP0SxP+7rwHU3YSNvJGk4ejrkV8Qj5g5gfWh2sY8uW3TYqxoFSNmtiZYorUk3ZvSKZnz4dGm0GBMLaAR5CJyAu90ZBEqro8P2V2bQeqGY9OOxzz9zPUkPZA39DwJcTti1RmNkCt02v6WH7H/Ov/sY/9lYkj9Lg3njPBId2RpSqCpvRrBrw+re1jhoIXdIA92Bn0DtadvO2NrUbDEdataMKgP5wuPyPpmNU74/NUgftjCIc6ld3/zOg==" } ], "http://purl.org/nanopub/x/hasSignatureTarget" : [ { "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA" } ], "http://purl.org/nanopub/x/signedBy" : [ { "@id" : "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ], "@id" : "https://w3id.org/np/RAXN4dx1Tuy-OIoAp040jKT0w4zxrTV3sQWNP4pRcZ7pA/pubinfo" } ]