Nanopublications

@prefix this: <https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc> .
@prefix sub: <https://w3id.org/np/RAvA8LDSbkS36ZBfdCj0mGObADciauw60vzZvsKn1H5Dc/> .
@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 ;
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    a np:Nanopublication .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2503.01642> dct:title "Graph-Augmented Reasoning: Evolving Step-by-Step Knowledge Graph Retrieval for LLM Reasoning" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KGRAR> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting> , <https://neverblink.eu/ontologies/llm-kg/methods#MathShepherdPRM7B> , <https://neverblink.eu/ontologies/llm-kg/methods#RLHFlowORMDeepseek8B> , <https://neverblink.eu/ontologies/llm-kg/methods#RLHFlowPRMDeepseek8B> , <https://neverblink.eu/ontologies/llm-kg/methods#UnstructuredRAGPRM800K> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Chain-of-Thought (CoT) prompting" .
  <https://neverblink.eu/ontologies/llm-kg/methods#KGRAR> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "KG-RAR is a novel iterative retrieve-refine-reason framework that deeply integrates step-by-step KG retrieval into an LLM's multi-step reasoning process. It features process-oriented KG construction, hierarchical retrieval, and a Post-Retrieval Processing and Reward Model (PRP-RM) with role-based prompting, enabling LLMs to act as agents interacting with KGs for guided reasoning and verification. This framework represents a unified, synergistic approach where LLMs and KGs mutually enhance the reasoning process." ;
    rdfs:label "KG-RAR" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#MathShepherdPRM7B> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Math-Shepherd-PRM-7B" .
  <https://neverblink.eu/ontologies/llm-kg/methods#RLHFlowORMDeepseek8B> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RLHFlow-ORM-Deepseek-8B" .
  <https://neverblink.eu/ontologies/llm-kg/methods#RLHFlowPRMDeepseek8B> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RLHFlow-PRM-Deepseek-8B" .
  <https://neverblink.eu/ontologies/llm-kg/methods#UnstructuredRAGPRM800K> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Unstructured RAG (PRM800K)" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2503.01642> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:43:51.907Z"^^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.2503.01642" .
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