Nanopublications

@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 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.2509.15464> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/junhongmit/TREK"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    <http://purl.org/spar/fabio/hasURL> "https://github.com/junhongmit/TREK"^^xsd:anyURI ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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" .
  sub:sig npx:hasAlgorithm "RSA" ;
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" ;
    npx:hasSignature "jHIyAj8Fx9WbKxlQ+m6LmOi+wX20iz/bj4DK/vxG5rJ+Cs0dwmLNGxwy/EOWnmyfVsKuhUcdcQr2DfrLQ011tPRTeJJMIbl5T1MV5jFSS13dAm5t5duFltLURGFF6RPdxWa124M4hIFS3yxAxU+5g2iZT2QpRVF2EE4RUhElcw2ahpVzxjbwU8zjcWCdEvO1l6meQGgQ9J+i2errU/XZC0kMC9gb8JbbPbiWEqFLDZKUdHek7tRMv3feJqGBd+bd88p+gLdq730G/04nmR/ksEJiAqG7qRynDU7itRKr0mYeJJMwF00jrXaHZ0btz+yCZzKvxnjvoocfTEDjfqIw/A==" ;
    npx:hasSignatureTarget this: ;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}