Nanopublication

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https://w3id.org/np/RA_KvkcBK2jEkoQuo82LEGQ0t6eYoZe8RTN1kIa_N2fW8
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Content

@prefix this: <https://w3id.org/np/RA_KvkcBK2jEkoQuo82LEGQ0t6eYoZe8RTN1kIa_N2fW8> .
@prefix sub: <https://w3id.org/np/RA_KvkcBK2jEkoQuo82LEGQ0t6eYoZe8RTN1kIa_N2fW8/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
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@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;
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    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2412.10654> a prov:Entity;
    dct:title "Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#knowledgeGraphProgrammingLanguageRepresentationForLlmReasoning>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#biranEtAlBackPatching>,
      <https://neverblink.eu/ontologies/llm-kg/methods#dernbachEtAlNeighborhoodEncoding>,
      <https://neverblink.eu/ontologies/llm-kg/methods#graph2TextStrategy>, <https://neverblink.eu/ontologies/llm-kg/methods#graphLLM>,
      <https://neverblink.eu/ontologies/llm-kg/methods#graphRAG>, <https://neverblink.eu/ontologies/llm-kg/methods#nieEtAlCodeStyleIclForKbqa>,
      <https://neverblink.eu/ontologies/llm-kg/methods#reasoningOnGraphRoG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#biranEtAlBackPatching> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Biran et al. Back-patching Approach" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#dernbachEtAlNeighborhoodEncoding>
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Dernbach et al. Neighborhood Partitioning and Encoding Scheme" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#graph2TextStrategy> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Graph2Text Strategy" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#graphLLM> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphLLM" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#graphRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraphRAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#knowledgeGraphProgrammingLanguageRepresentationForLlmReasoning>
    a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation>;
    rdfs:comment "This method proposes and evaluates representing Knowledge Graphs using programming language (Python) code, both statically and dynamically. This representation is then used to either prompt or fine-tune Large Language Models, aiming to deeply integrate KG structures and semantics into LLM representations. The goal is to enhance LLM multi-hop reasoning by enabling the LLM to effectively represent and process knowledge from both its natural language understanding and the structured KG input in a synergistic manner.";
    rdfs:label "Knowledge Graph Programming Language Representation for LLM Reasoning";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#nieEtAlCodeStyleIclForKbqa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Nie et al. Code-style In-Context Learning for KBQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#reasoningOnGraphRoG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Reasoning on Graph (RoG)" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2412.10654> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:54:25.193Z"^^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.2412.10654" .
  
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