[ { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4/assertion", "@graph": [ { "@id": "https://doi.org/10.48550/arXiv.2507.08432", "http://purl.org/dc/terms/title": [ { "@value": "xpSHACL: Explainable SHACL Validation using Retrieval-Augmented Generation and Large Language Models" } ], "http://purl.org/spar/cito/describes": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#xpSHACL" } ], "http://purl.org/spar/cito/discusses": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#GLAME" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KELDaR" }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#pyshacl" } ], "@type": [ "http://www.w3.org/ns/prov#Entity" ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#xpSHACL", "http://purl.org/dc/terms/subject": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning" } ], "http://purl.org/spar/fabio/hasURL": [ { "@value": "https://www.github.com/gcpdev/xpshacl", "@type": "http://www.w3.org/2001/XMLSchema#anyURI" } ], "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#comment": [ { "@value": "xpSHACL is a novel, unified system that integrates rule-based justification trees, a Knowledge Graph for contextual enrichment and caching, and Large Language Models for natural language explanation generation. It synergizes symbolic reasoning with LLM capabilities, enhanced by KG-retrieved knowledge, to provide comprehensive and human-readable explanations for SHACL constraint violations. The KG actively supports the LLM in reasoning and ensuring consistency." } ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "xpSHACL" } ], "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#GLAME", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "GLAME" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#KELDaR", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "KEL-DaR" } ] }, { "@id": "https://neverblink.eu/ontologies/llm-kg/methods#pyshacl", "@type": [ "http://purl.org/spar/fabio/Workflow" ], "http://www.w3.org/2000/01/rdf-schema#label": [ { "@value": "pyshacl" } ] } ] }, { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4/pubinfo", "@graph": [ { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4", "http://purl.org/dc/terms/created": [ { "@value": "2026-02-26T16:15:35.637Z", "@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.2507.08432" } ] }, { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4/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": "Kd1wasRuUDVwrKYrGIh9sPtDndRpTA0qeUMa6iWhrtTSypcujPOWdPEfDYRK+/qa0C57SfTPcVVdhulQ1YcFzc7AVG3yB7S2QBZYnenF5zMHskq9JGRulbKYaBtobzUjazrUAoFYMnMpmtnpC50kjl7LpKlT8ngfSy3eMFiUAQerLd2ORxh6GGB4rVPNK7fUv1ycOcpPLLVY1ReVQegR42quUR0FhIBKIs1tbOAfXKfu8V2GJUX/4/Z1PyVUs+ko7sDEnOJUMPCzicFKFAG14hlTsQZ+L3hKE1sYpmXl2aJ63iTT/3fMqjzYYMyX8J8AMFpTMfBbal8BLnh7431lEA==" } ], "http://purl.org/nanopub/x/hasSignatureTarget": [ { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4" } ], "http://purl.org/nanopub/x/signedBy": [ { "@id": "https://neverblink.eu/ontologies/llm-kg/agent" } ] } ] }, { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4/Head", "@graph": [ { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4", "http://www.nanopub.org/nschema#hasAssertion": [ { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4/assertion" } ], "http://www.nanopub.org/nschema#hasProvenance": [ { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4/provenance" } ], "http://www.nanopub.org/nschema#hasPublicationInfo": [ { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4/pubinfo" } ], "@type": [ "http://www.nanopub.org/nschema#Nanopublication" ] } ] }, { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4/provenance", "@graph": [ { "@id": "https://w3id.org/np/RAIwtw-k7Y2Bgv2vLjHZii92cv_UaEBVZQiMpM0rd7iA4/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.2507.08432" } ] } ] } ]