Nanopublication

ID

https://w3id.org/np/RAMZw7da55CQep5ZEOtgnaxsmW6ZTdo0d2rcmtEcUvfqw
Formats

Content

@prefix this: <https://w3id.org/np/RAMZw7da55CQep5ZEOtgnaxsmW6ZTdo0d2rcmtEcUvfqw> .
@prefix sub: <https://w3id.org/np/RAMZw7da55CQep5ZEOtgnaxsmW6ZTdo0d2rcmtEcUvfqw/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
@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: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2509.15464> a prov:Entity;
    dct:title "Temporal Reasoning over Evolving Knowledge Graphs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#Evokg>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Evoreasoner>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PlanOnGraph>, <https://neverblink.eu/ontologies/llm-kg/methods#RetrievalAugmentedGeneration>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency>, <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Evokg> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation>;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/junhongmit/TREK"^^xsd:anyURI;
    rdfs:comment "EVOKG is a noise-tolerant KG evolution module that incrementally updates and maintains a temporal knowledge graph from unstructured documents. It employs LLM capabilities (implicitly for extraction and explicitly for entity/relation alignment) to create a synergized knowledge representation that supports sophisticated temporal reasoning by LLMs.";
    rdfs:label "EVOKG";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Evoreasoner> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/junhongmit/TREK"^^xsd:anyURI;
    rdfs:comment "EVOREASONER is a multi-hop temporal reasoning algorithm that employs LLMs as agents to interact with evolving KGs. It uses multi-route decomposition, temporal-aware grounding, and local exploration to enhance the LLM's ability to reason over dynamic knowledge, representing a synergized approach to reasoning.";
    rdfs:label "EVOREASONER";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PlanOnGraph> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Plan-on-Graph" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RetrievalAugmentedGeneration> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Retrieval-Augmented Generation" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-Consistency" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Think-on-Graph" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2509.15464> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T16:04:11.011Z"^^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.2509.15464" .
  
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}