@prefix this: <https://w3id.org/np/RAiyzaAhj15aaB48dhLqANMihGy8h7Z3H7fMC6x1oiwZM> .
@prefix sub: <https://w3id.org/np/RAiyzaAhj15aaB48dhLqANMihGy8h7Z3H7fMC6x1oiwZM/> .
@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.2402.11804> dct:title "LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#Prolink>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Llama2KGReasoning>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Ultra>;
    a prov:Entity .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama2KGReasoning> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "This method uses Llama2-7B as a baseline for zero-shot graph reasoning by converting KG queries and subgraphs into textual questions. The LLM attempts to infer missing facts directly from the textual representation for KG completion.";
    rdfs:label "Llama2 for KG Reasoning";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Prolink> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#LLMAugmentedKGCompletion>;
    a <http://purl.org/spar/fabio/Workflow>;
    rdfs:comment "PROLINK is a novel framework designed for low-resource inductive reasoning across arbitrary KGs. It utilizes a pre-trained LLM to generate a graph-structural prompt from relation semantics. This prompt graph is then calibrated and injected into the KG's relation graph to enhance a GNN-based reasoner, thereby improving the inference of missing facts (KG completion).";
    rdfs:label "PROLINK";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#LLMAugmentedKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Ultra> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ULTRA" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2402.11804> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:42:35.147Z"^^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.2402.11804" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "rQxQQn7Th8XjDVagx61TquhuVLUI5VjH0TKSiTexUR4BSIxiZcK7aaWeTLpAaDrs/ctmIcos7xH03DRZIiLlgcQZyi7SogMl+Ik90zqKahestHmzUUj/0TKh3AB9TkK0M/Pah6fKENhT1f8QbsSabLJNktjry2+h7K4lP8OPXw4yCpFafjaIBtRTYAGNnyCf57BMjespDN10OLoXObweHqy80OGX0tEJcOeY8lme8A4EjI26S9QLnWUBM8EJjDVG+COTR/TAmZm64aKN9NQwjoU++diHaoRo62CIYm9SA9C/Q29hLm2uaQiS1txxItCkgid5uBKsD/+x9aM4E844vw==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}