Nanopublications

@prefix this: <https://w3id.org/np/RA8Iz87oNb0rDMwOlDJnrLTxXvvqylK8LY7HxTo3aEJv4> .
@prefix sub: <https://w3id.org/np/RA8Iz87oNb0rDMwOlDJnrLTxXvvqylK8LY7HxTo3aEJv4/> .
@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 ;
    np:hasProvenance sub:provenance ;
    np:hasPublicationInfo sub:pubinfo ;
    a np:Nanopublication .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2412.03815> dct:title "Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#AbeduEtAl2024SynergizedRepositoryRelatedQASystem> , <https://neverblink.eu/ontologies/llm-kg/methods#AbeduEtAl2024SynergizedRepositoryRelatedQASystemWithFewShotCoT> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#GPT4oSearchPreview> , <https://neverblink.eu/ontologies/llm-kg/methods#MSRBot> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#AbeduEtAl2024SynergizedRepositoryRelatedQASystem> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This method proposes a unified framework for software repository question answering by synergizing LLMs and KGs. It involves a Knowledge Graph Constructor, an LLM-based Query Generator to translate natural language questions into Cypher queries, a Query Executor, and an LLM-based Response Generator to synthesize answers using retrieved KG facts. The LLM acts as an agent interacting with the KG for reasoning and response generation." ;
    rdfs:label "Synergized Repository-Related QA System" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#AbeduEtAl2024SynergizedRepositoryRelatedQASystemWithFewShotCoT> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This method enhances the Synergized Repository-Related QA System by incorporating few-shot chain-of-thought prompting into the Query Generator LLM. This technique guides the LLM to generate step-by-step reasoning paths, significantly improving its ability to accurately interpret complex relationships within the knowledge graph and generate more precise Cypher queries, thereby boosting overall reasoning performance." ;
    rdfs:label "Synergized Repository-Related QA System with Few-Shot Chain-of-Thought Prompting" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#GPT4oSearchPreview> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GPT-4o-search-preview" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MSRBot> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MSRBot" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2412.03815> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:30:56.765Z"^^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.2412.03815" .
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