Nanopublications

@prefix this: <https://w3id.org/np/RAeliv0lalW2iVqlCMmNeGZgmsfNpGsBeW46bD3PLjGUc> .
@prefix sub: <https://w3id.org/np/RAeliv0lalW2iVqlCMmNeGZgmsfNpGsBeW46bD3PLjGUc/> .
@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/> .

sub:Head {
  this: np:hasAssertion sub:assertion ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2410.13080> dct:title "Graph-constrained Reasoning: Faithful Reasoning on Knowledge Graphs with Large Language Models" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#graphConstrainedReasoning> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#debateOnGraph> , <https://neverblink.eu/ontologies/llm-kg/methods#effiQA> , <https://neverblink.eu/ontologies/llm-kg/methods#ewekQA> , <https://neverblink.eu/ontologies/llm-kg/methods#gfmRag> , <https://neverblink.eu/ontologies/llm-kg/methods#gnnRag> , <https://neverblink.eu/ontologies/llm-kg/methods#gnnRagRa> , <https://neverblink.eu/ontologies/llm-kg/methods#kdCoT> , <https://neverblink.eu/ontologies/llm-kg/methods#planOnGraph> , <https://neverblink.eu/ontologies/llm-kg/methods#rog> , <https://neverblink.eu/ontologies/llm-kg/methods#structGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#symAgent> , <https://neverblink.eu/ontologies/llm-kg/methods#toG> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#debateOnGraph> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Debate on Graph" .
  <https://neverblink.eu/ontologies/llm-kg/methods#effiQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "EffiQA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ewekQA> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "EWEK-QA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#gfmRag> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GFM-RAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#gnnRag> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GNN-RAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#gnnRagRa> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GNN-RAG+RA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#graphConstrainedReasoning> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "GCR is a novel framework that bridges structured knowledge in KGs with unstructured reasoning in LLMs to eliminate hallucinations and ensure faithful reasoning. It integrates KG structure into the LLM decoding process via a KG-Trie, leverages a lightweight KG-specialized LLM for graph-constrained decoding to generate paths, and a powerful general LLM for inductive reasoning over multiple generated paths. This approach deeply combines LLM and KG reasoning capabilities." ;
    rdfs:label "Graph-constrained Reasoning (GCR)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#kdCoT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KD-CoT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#planOnGraph> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Plan-on-Graph" .
  <https://neverblink.eu/ontologies/llm-kg/methods#rog> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RoG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#structGPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "StructGPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#symAgent> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SymAgent" .
  <https://neverblink.eu/ontologies/llm-kg/methods#toG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2410.13080> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:39:45.569Z"^^xsd:dateTime ;
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2410.13080" .
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