https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/Head https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70 http://www.nanopub.org/nschema#hasAssertion https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/assertion https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70 http://www.nanopub.org/nschema#hasProvenance https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/provenance https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70 http://www.nanopub.org/nschema#hasPublicationInfo https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/pubinfo https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70 http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://www.nanopub.org/nschema#Nanopublication https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/assertion https://doi.org/10.48550/arXiv.2404.03868 http://purl.org/dc/terms/title Extract, Define, Canonicalize: An LLM-based Framework for Knowledge Graph Construction https://doi.org/10.48550/arXiv.2404.03868 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#EdcWithRefinement https://doi.org/10.48550/arXiv.2404.03868 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalize https://doi.org/10.48550/arXiv.2404.03868 http://purl.org/spar/cito/describes https://neverblink.eu/ontologies/llm-kg/methods#SchemaRetriever https://doi.org/10.48550/arXiv.2404.03868 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#CESI https://doi.org/10.48550/arXiv.2404.03868 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#ChatIE https://doi.org/10.48550/arXiv.2404.03868 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC https://doi.org/10.48550/arXiv.2404.03868 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#GenIE https://doi.org/10.48550/arXiv.2404.03868 http://purl.org/spar/cito/discusses https://neverblink.eu/ontologies/llm-kg/methods#REGEN https://doi.org/10.48550/arXiv.2404.03868 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#CESI http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#CESI http://www.w3.org/2000/01/rdf-schema#label CESI https://neverblink.eu/ontologies/llm-kg/methods#ChatIE http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ChatIE http://www.w3.org/2000/01/rdf-schema#label ChatIE https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC http://www.w3.org/2000/01/rdf-schema#label CodeKGC https://neverblink.eu/ontologies/llm-kg/methods#EdcWithRefinement http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction https://neverblink.eu/ontologies/llm-kg/methods#EdcWithRefinement http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#EdcWithRefinement http://www.w3.org/2000/01/rdf-schema#comment EDC+R is an extension of the EDC framework that incorporates an iterative refinement process. It uses a "hint" composed of previously extracted entities/relations and relations retrieved by the Schema Retriever to enhance the quality of the LLM's open information extraction phase, thereby improving the overall KG construction. https://neverblink.eu/ontologies/llm-kg/methods#EdcWithRefinement http://www.w3.org/2000/01/rdf-schema#label EDC with Refinement (EDC+R) https://neverblink.eu/ontologies/llm-kg/methods#EdcWithRefinement https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalize http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalize http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalize http://www.w3.org/2000/01/rdf-schema#comment EDC is a three-phase LLM-based framework (Open Information Extraction, Schema Definition, Schema Canonicalization) proposed for automated Knowledge Graph Construction. It leverages LLMs for extracting relational triplets, generating schema definitions, and standardizing the schema to handle large or absent pre-defined schemas. https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalize http://www.w3.org/2000/01/rdf-schema#label Extract-Define-Canonicalize (EDC) https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalize https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG https://neverblink.eu/ontologies/llm-kg/methods#GenIE http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#GenIE http://www.w3.org/2000/01/rdf-schema#label GenIE https://neverblink.eu/ontologies/llm-kg/methods#REGEN http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#REGEN http://www.w3.org/2000/01/rdf-schema#label REGEN https://neverblink.eu/ontologies/llm-kg/methods#SchemaRetriever http://purl.org/dc/terms/subject https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference https://neverblink.eu/ontologies/llm-kg/methods#SchemaRetriever http://www.w3.org/1999/02/22-rdf-syntax-ns#type http://purl.org/spar/fabio/Workflow https://neverblink.eu/ontologies/llm-kg/methods#SchemaRetriever http://www.w3.org/2000/01/rdf-schema#comment The Schema Retriever is a trained component designed to retrieve relevant schema elements for a given input text. It improves the LLM's extraction performance within the KGC framework by providing contextually appropriate knowledge from the KG schema, akin to retrieval-augmented generation. https://neverblink.eu/ontologies/llm-kg/methods#SchemaRetriever http://www.w3.org/2000/01/rdf-schema#label Schema Retriever https://neverblink.eu/ontologies/llm-kg/methods#SchemaRetriever https://neverblink.eu/ontologies/llm-kg/hasTopCategory https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/provenance https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/assertion http://www.w3.org/ns/prov#wasAttributedTo https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/assertion http://www.w3.org/ns/prov#wasDerivedFrom https://doi.org/10.48550/arXiv.2404.03868 https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/pubinfo https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70 http://purl.org/dc/terms/created 2026-02-26T16:06:32.650Z https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70 http://purl.org/dc/terms/creator https://neverblink.eu/ontologies/llm-kg/agent https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70 http://purl.org/nanopub/x/hasNanopubType https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70 http://www.w3.org/2000/01/rdf-schema#label LLM-KG assessment for paper 10.48550/arXiv.2404.03868 https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/sig http://purl.org/nanopub/x/hasAlgorithm RSA https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/sig http://purl.org/nanopub/x/hasPublicKey MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/sig http://purl.org/nanopub/x/hasSignature fhg8E+XoMUmbiNzFQ8pq3vu8KGZh46qHFo4fr/APafeg8Te4FJ4JHyx66AVSelmaIH1OGwtF91PzAI9I/412NSoIbngHfDAW9vBYmnoCGMD73ieDbniT9D5DC7PThCNW9qR852WGVWGBUqA19idfxCUCUkwWLA2efMIp8k6ZPsY3xsektcamcxdzzIab1bKorclxvQx6vFcAho4AwC9cnvm5rkJ3yzhz/7mksdBl8Eb4St7T/w3Gjur/lTrh+pLrIu5POQu2MGUyygM3DPQlV2eORprseV6m0vBiP+P6ecWlg0RyNdaLoc3AkcpE6xVL6Pa1LuuegDk+OcoHlzkwNQ== https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/sig http://purl.org/nanopub/x/hasSignatureTarget https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70 https://w3id.org/np/RARmbU45e75bBMNTLXq03mrr_SqmOQ2b8g_O2kk2kNW70/sig http://purl.org/nanopub/x/signedBy https://neverblink.eu/ontologies/llm-kg/agent