Nanopublications

@prefix this: <https://w3id.org/np/RAjcslYofkvPkCJ2kD19BBgkjxz2DGP7TAspAEdzF5CTQ> .
@prefix sub: <https://w3id.org/np/RAjcslYofkvPkCJ2kD19BBgkjxz2DGP7TAspAEdzF5CTQ/> .
@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.2508.04474> dct:title "TRAIL: Joint Inference and Refinement of Knowledge Graphs with Large Language Models" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#TRAIL> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#GoG> , <https://neverblink.eu/ontologies/llm-kg/methods#LightRAG> , <https://neverblink.eu/ontologies/llm-kg/methods#RoG> , <https://neverblink.eu/ontologies/llm-kg/methods#ToG> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#GoG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GoG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#LightRAG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "LightRAG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#RoG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RoG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#TRAIL> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "TRAIL is a unified framework that tightly integrates LLM thinking, reasoning, and incremental learning by coupling joint inference and dynamic KG refinement. The LLM acts as an agent to iteratively explore, update, and refine the KG during reasoning, using a confidence-driven mechanism to generate, validate, and prune new facts. This approach aims for mutual enhancement, making the reasoning process more adaptive and enabling the KG to evolve in real-time." ;
    rdfs:label "TRAIL" ;
    <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 "ToG" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2508.04474> .
}

sub:pubinfo {
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult> ;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2508.04474" .
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