Nanopublication

ID

https://w3id.org/np/RAeliv0lalW2iVqlCMmNeGZgmsfNpGsBeW46bD3PLjGUc
Formats

Content

@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: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2410.13080> a prov:Entity;
    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> .
  
  <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> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    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;
    dct:creator <https://neverblink.eu/ontologies/llm-kg/agent>;
    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2410.13080" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "hRoS4keA+iPLvnPI9Ys43Lp/yZYhLDa8xANXI11TMLLZDqSy40tM7SMkkYYHwj2ojlb9JCE6KklzGm1Xl37PvRKVmQkdpiuJV6Baj6gdZ5GJdQyvfPtZXQZ+aA6tY7CZ51FwD2lxEBYcytlRzawLcLUfyEYgtB21RdXV4XIJbYkn920cuCNFys15s2jOBiDOY+Tuu6I8+mewBvpDJi03YNUJz6jrcWsfbCF4DaFSWd9h2wj079CROK7sYG6KNCFnDHv64w8EGhPKlh6n0qrclSx2413hTRM2DDpvNiLrF0w5hDJYzuKAfVpp7ghiZxDDW9ZjqXFwbyEJUFJ584Xy8A==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}