Nanopublications

@prefix this: <https://w3id.org/np/RA_KvkcBK2jEkoQuo82LEGQ0t6eYoZe8RTN1kIa_N2fW8> .
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@prefix dct: <http://purl.org/dc/terms/> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2412.10654> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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> .
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2412.10654" .
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