https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4
.trig | .trig.txt | .jelly | .jelly.txt | .jsonld | .jsonld.txt | .nq | .nq.txt | .xml | .xml.txt
@prefix this: <https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4> .
@prefix sub: <https://w3id.org/np/RANj-wpb535FlB8eM5KHVx-XFfUEYhWRWquqtlRjwEmD4/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
@prefix xsd: <http://www.w3.org/2001/XMLSchema#> .
@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
@prefix prov: <http://www.w3.org/ns/prov#> .
@prefix npx: <http://purl.org/nanopub/x/> .
sub:Head {
this: a np:Nanopublication;
np:hasAssertion sub:assertion;
np:hasProvenance sub:provenance;
np:hasPublicationInfo sub:pubinfo .
}
sub:assertion {
<https://doi.org/10.48550/arXiv.2511.11017> a prov:Entity;
dct:title "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce";
<http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenProductKgConstructionFramework>;
<http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#AutoKG>,
<https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC>, <https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeFramework>,
<https://neverblink.eu/ontologies/llm-kg/methods#Grapher>, <https://neverblink.eu/ontologies/llm-kg/methods#IText2KG>,
<https://neverblink.eu/ontologies/llm-kg/methods#KGICL>, <https://neverblink.eu/ontologies/llm-kg/methods#KGLLM>,
<https://neverblink.eu/ontologies/llm-kg/methods#KommineniEtAl202XOntologyGenerationPipeline>,
<https://neverblink.eu/ontologies/llm-kg/methods#NingEtAl202XFactualKnowledgeExtraction>,
<https://neverblink.eu/ontologies/llm-kg/methods#PromptKG>, <https://neverblink.eu/ontologies/llm-kg/methods#XuEtAl202XProductKGEmbedding> .
<https://neverblink.eu/ontologies/llm-kg/methods#AiAgentDrivenProductKgConstructionFramework>
a <http://purl.org/spar/fabio/Workflow>;
dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGConstruction>;
rdfs:comment "This framework leverages LLMs through a multi-agent system to automate the entire process of constructing product knowledge graphs. It involves three stages: ontology creation and expansion, ontology refinement, and knowledge graph population, directly addressing the entity discovery, coreference resolution, and relation extraction tasks inherent in KG construction from unstructured text.";
rdfs:label "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction";
<https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
<https://neverblink.eu/ontologies/llm-kg/methods#AutoKG> a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "AutoKG framework" .
<https://neverblink.eu/ontologies/llm-kg/methods#CodeKGC> a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "CodeKGC" .
<https://neverblink.eu/ontologies/llm-kg/methods#ExtractDefineCanonicalizeFramework>
a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "Extract-Define-Canonicalize (EDC) framework" .
<https://neverblink.eu/ontologies/llm-kg/methods#Grapher> a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "Grapher" .
<https://neverblink.eu/ontologies/llm-kg/methods#IText2KG> a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "iText2KG" .
<https://neverblink.eu/ontologies/llm-kg/methods#KGICL> a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "KG-ICL" .
<https://neverblink.eu/ontologies/llm-kg/methods#KGLLM> a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "KG-LLM" .
<https://neverblink.eu/ontologies/llm-kg/methods#KommineniEtAl202XOntologyGenerationPipeline>
a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "Kommineni et al.'s competency-question-based ontology generation and LLM-driven evaluation pipeline" .
<https://neverblink.eu/ontologies/llm-kg/methods#NingEtAl202XFactualKnowledgeExtraction>
a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "Ning et al.'s factual knowledge extraction via prompt templates and parameter tuning" .
<https://neverblink.eu/ontologies/llm-kg/methods#PromptKG> a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "PromptKG" .
<https://neverblink.eu/ontologies/llm-kg/methods#XuEtAl202XProductKGEmbedding> a <http://purl.org/spar/fabio/Workflow>;
rdfs:label "Xu et al.'s embedding method tailored to product KGs" .
}
sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2511.11017> .
}
sub:pubinfo {
this: dct:created "2026-02-26T15:15:06.779Z"^^xsd:dateTime;
dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
npx:supersedes <https://w3id.org/np/RAuBp5xVPrp9Y47uFbQyyuf4dScOpwuEiq8_5zY5rumAc>;
rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2511.11017" .
sub:sig npx:hasAlgorithm "RSA";
npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
npx:hasSignature "qbz2PNJBYE/ORaHly9wXO8K+I4S5oSWbLeV3k+2mpSvG/dJ7CIoPCWKfkdZU20e46MftAHuSot2opdzrexIZn5JIHee6KuJ/Pp9eFbZ08SIeS1xYuym+r2GWod0M0oSp79szS5/jyfdoyWTuyJtDtg436pztJPJGhXaqOzJZT3u7hJBNu0eX5CjFC0wI/NFHYkPDo9vIWsRxt+gZH2qTtIHy12QPfGFj2pR5c9UGzxStxMoRdkquJmIwj74wUqw384ng6YlChBfW9tDlCd58i6RrzY0LApKgwpLFszTQHHkCY0+Z6G9g0/Ii0cRoZcNNHgbHOLAkf2GOD+MB/RcRUw==";
npx:hasSignatureTarget this:;
npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}