Nanopublication

ID

https://w3id.org/np/RAkKCOeYpLbLJflFq2XSQvfRSjMlTxoo3wu6pDx83w06U
Formats

Content

@prefix this: <https://w3id.org/np/RAkKCOeYpLbLJflFq2XSQvfRSjMlTxoo3wu6pDx83w06U> .
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@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: a np:Nanopublication;
    np:hasAssertion sub:assertion;
    np:hasProvenance sub:provenance;
    np:hasPublicationInfo sub:pubinfo .
}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2510.13614> a prov:Entity;
    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> .
  
  <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> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInference>;
    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;
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    npx:hasNanopubType <https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult>;
    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2510.13614" .
  
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