@prefix this: <https://w3id.org/np/RAkKCOeYpLbLJflFq2XSQvfRSjMlTxoo3wu6pDx83w06U> .
@prefix sub: <https://w3id.org/np/RAkKCOeYpLbLJflFq2XSQvfRSjMlTxoo3wu6pDx83w06U/> .
@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.2510.13614> dct:title "MemoTime: Memory-Augmented Temporal Knowledge Graph Enhanced Large Language Model Reasoning";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#MemoTime>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ARI>,
      <https://neverblink.eu/ontologies/llm-kg/methods#CronKGQA>, <https://neverblink.eu/ontologies/llm-kg/methods#EXAQT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA>, <https://neverblink.eu/ontologies/llm-kg/methods#GRAFTNet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GenTKGQA>, <https://neverblink.eu/ontologies/llm-kg/methods#KGRAG>,
      <https://neverblink.eu/ontologies/llm-kg/methods#LGQA>, <https://neverblink.eu/ontologies/llm-kg/methods#MultiQA>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PullNet>, <https://neverblink.eu/ontologies/llm-kg/methods#ReActKB>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TempAgent>, <https://neverblink.eu/ontologies/llm-kg/methods#TempoQR>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TimeR>, <https://neverblink.eu/ontologies/llm-kg/methods#Uniqorn>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ARI> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ARI" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#CronKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "CronKGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EXAQT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EXAQT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "EmbedKGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GRAFTNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GRAFT-Net" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GenTKGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GenTKGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KGRAG> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KG-RAG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#LGQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LGQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MemoTime> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "MemoTime is a memory-augmented framework that enhances LLM temporal reasoning by integrating structured temporal grounding from TKGs, hierarchical decomposition, dynamic evidence retrieval, and a self-evolving experience memory. It enables LLMs to perform faithful multi-entity temporal reasoning and adapt retrieval strategies during the inference stage, without retraining, to answer complex temporal QA.";
    rdfs:label "MemoTime";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MultiQA> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MultiQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#PullNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "PullNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ReActKB> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ReAct-KB" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TempAgent> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TempAgent" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TempoQR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TempoQR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TimeR> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TimeR" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Uniqorn> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Uniqorn" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2510.13614> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:36:26.917Z"^^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.2510.13614" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "Uhd9jQKvzVS+iMCDkNK64MzbIyMGnL+na2T/JgUCD1ckkLG9JJpHcIoIUQ20T59B/oEL26cLZkfWcpk0ZEMraITEwv83OCXNzoemm//6zP66ZZhDYkEdWgqwxsdLiXwZ7pU7zllJSxpffc9/MK0Ghj5naaufN9YRtNBS6nrEdSG/Yf8pyd73kw+AI8cM8N+YcVKkkv6GwJZJj5sOiVFXopJsJ8JLUnN5u5ZxFAzV8mMMTN84HgF5G5NV6Ku10QstGtQzI5cfY85fsAL3wgl40SJFJYdeZ2QcO+/GNmq52z4qXR95t/KW6f54SF3Z9MurEX4+Y/jBDVOpjPdaMv9B7g==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}