Nanopublications

@prefix this: <https://w3id.org/np/RA1StVpLj4Ht02FhaziOY8SU0BPGRFaw-adAidWKDXuyg> .
@prefix sub: <https://w3id.org/np/RA1StVpLj4Ht02FhaziOY8SU0BPGRFaw-adAidWKDXuyg/> .
@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.2503.05193> dct:title "Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#MemQ> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Llama27bZeroShot> , <https://neverblink.eu/ontologies/llm-kg/methods#Llama38b> , <https://neverblink.eu/ontologies/llm-kg/methods#Qwen257b> , <https://neverblink.eu/ontologies/llm-kg/methods#RoG> , <https://neverblink.eu/ontologies/llm-kg/methods#ToG> , <https://neverblink.eu/ontologies/llm-kg/methods#Vicuna7b> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama27bZeroShot> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Llama2-7b zero-shot" .
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama38b> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Llama3-8b" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MemQ> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGQuestionAnswering> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "MemQ is an LLM-based framework designed to improve Knowledge Graph Question Answering (KGQA). It enhances the LLM's reasoning capabilities by decoupling it from direct tool invocation using a query memory built by an LLM, natural language reasoning steps, and a query reconstruction strategy. The method explicitly aims to improve the LLM's performance on the KGQA task." ;
    rdfs:label "Memory-augmented Query Reconstruction for LLM-based Knowledge Graph Reasoning (MemQ)" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#Qwen257b> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Qwen2.5-7b" .
  <https://neverblink.eu/ontologies/llm-kg/methods#RoG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Reasoning on Graphs (RoG)" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ToG> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ToG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#Vicuna7b> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Vicuna-7b" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2503.05193> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:47:52.725Z"^^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.2503.05193" .
  sub:sig npx:hasAlgorithm "RSA" ;
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" ;
    npx:hasSignature "C63heZ2qFzxom1YStPKVoPbRcDAX07aLSVKV2fPfQKFkHI46FSFEE0FodUDDfEhUK/8psH+kghcxPB5TeuUQfbuVBl0zwVEwk0vAMQTAWSHbnCf2xGJEYHN/kpjHKPImHQPwBU8MRwgExhokHsDCVFvyp6O/368pITa6JSmjJ73SDOyw5lDe9OAsaCWnMdAtFoUPeLFvL6cCIRMtPRaV4MYs0Sfh9BiJ2U9uVE/U5CwypeGwHCCNgzqK4zzqZPf8n6pJui6+6FembDjjEuzlAPnNWyGRqhE4t3LSxnosra29mWQjBBTOMOwxnFeno/ZQkfjGRsv5Z/GNELvtjAHVwA==" ;
    npx:hasSignatureTarget this: ;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}