Nanopublications

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@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.2502.12767> dct:title "R2-KG: General-Purpose Dual-Agent Framework for Reliable Reasoning on Knowledge Graphs" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#R2KGDualAgentFramework> , <https://neverblink.eu/ontologies/llm-kg/methods#R2KGSingleAgentVersion> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#KGGPT> , <https://neverblink.eu/ontologies/llm-kg/methods#ToG> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGGPT> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-GPT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#R2KGDualAgentFramework> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/ekrxjwh2009/R2-KG.git"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This method proposes a novel dual-agent system where LLMs (Operator for evidence collection, Supervisor for judgment) iteratively interact with a Knowledge Graph to perform general-purpose, reliable reasoning. It synergizes LLM's reasoning abilities with KG's knowledge by treating LLMs as agents navigating and interpreting KG evidence, addressing tasks like QA and fact verification." ;
    rdfs:label "R2-KG: General-Purpose Dual-Agent Framework" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#R2KGSingleAgentVersion> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/ekrxjwh2009/R2-KG.git"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This is a cost-effective variant of the R2-KG dual-agent framework. It uses a single LLM (Operator) for both KG exploration and answer generation, enhancing reliability through a strict self-consistency strategy across multiple trials, maintaining the synergized reasoning approach with the KG." ;
    rdfs:label "R2-KG Single-Agent Version with Strict Self-Consistency" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Think-on-Graph (ToG)" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2502.12767> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:36:09.967Z"^^xsd:dateTime ;
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2502.12767" .
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