Nanopublications

@prefix this: <https://w3id.org/np/RAkwaK9tDGztpGAc2VQb7LXPti8JfIj0kKnJRtAAq1BHM> .
@prefix sub: <https://w3id.org/np/RAkwaK9tDGztpGAc2VQb7LXPti8JfIj0kKnJRtAAq1BHM/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@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/> .

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sub:assertion {
  <https://doi.org/10.48550/arXiv.2602.05512> dct:title "A Human-in-the-Loop, LLM-Centered Architecture for Knowledge-Graph Question Answering" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#HumanInTheLoopLLMCenteredArchitectureForKGQA> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#KGRAGWithGNNEmbeddings> , <https://neverblink.eu/ontologies/llm-kg/methods#KGRAGWithLinearizedTriples> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#HumanInTheLoopLLMCenteredArchitectureForKGQA> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This framework introduces an interactive, LLM-centered architecture for Knowledge Graph Question Answering. It leverages LLMs to generate, explain, and iteratively refine Cypher graph queries through natural language feedback from users. This approach facilitates a synergized reasoning process by treating LLMs as agents that interact with KGs to conduct auditable and transparent reasoning, enhancing accessibility and control for non-experts." ;
    rdfs:label "A Human-in-the-Loop, LLM-Centered Architecture for Knowledge-Graph Question Answering" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGRAGWithGNNEmbeddings> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-RAG with GNN Embeddings" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGRAGWithLinearizedTriples> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-RAG with Linearized Triples" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2602.05512> .
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