Nanopublication

< Home

ID

https://w3id.org/np/RAEOQWUrI11_s3pZUP0gIEPAUTqJHzmXk-pJx6vcnuhCk

Formats

.trig | .trig.txt | .jelly | .jelly.txt | .jsonld | .jsonld.txt | .nq | .nq.txt | .xml | .xml.txt

Content

@prefix this: <https://w3id.org/np/RAEOQWUrI11_s3pZUP0gIEPAUTqJHzmXk-pJx6vcnuhCk> .
@prefix sub: <https://w3id.org/np/RAEOQWUrI11_s3pZUP0gIEPAUTqJHzmXk-pJx6vcnuhCk/> .
@prefix np: <http://www.nanopub.org/nschema#> .
@prefix dct: <http://purl.org/dc/terms/> .
@prefix pav: <http://purl.org/pav/> .
@prefix rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> .
@prefix owl: <http://www.w3.org/2002/07/owl#> .
@prefix rdfg: <http://www.w3.org/2004/03/trix/rdfg-1/> .
@prefix dce: <http://purl.org/dc/elements/1.1/> .
@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.2411.19064> a prov:Entity;
    dct:title "Way to Specialist: Closing Loop Between Specialized LLM and Evolving Domain Knowledge Graph";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#WayToSpecialistFramework>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KapIng>, <https://neverblink.eu/ontologies/llm-kg/methods#Kermit>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KicGpt>, <https://neverblink.eu/ontologies/llm-kg/methods#StandardIoPrompting>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought (CoT)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KapIng> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KAPING" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Kermit> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KERMIT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KicGpt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KICGPT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#StandardIoPrompting> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Standard I/O Prompting" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Think-on-Graph (ToG)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#WayToSpecialistFramework> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "The WTS framework introduces the \"LLM⟳KG\" paradigm for \"bidirectional enhancement\" between specialized LLMs and evolving Domain Knowledge Graphs (DKGs). It integrates DKG-Augmented LLM (KG improving LLM reasoning) and LLM-Assisted DKG Evolution (LLM evolving KG for better knowledge support), forming a continuous feedback loop. This architecture allows the LLM's reasoning to inform KG evolution, and the evolved KG, in turn, enhances the LLM's future reasoning capabilities, exemplifying synergistic reasoning.";
    rdfs:label "Way-to-Specialist (WTS) framework";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2411.19064> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:46:09.888Z"^^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.2411.19064" .
  
  sub:sig npx:hasAlgorithm "RSA";
    npx:hasPublicKey "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB";
    npx:hasSignature "wENuG1dvdxhNRby+iA1A0Rm7Z4H3x1kU4Bd/Xc38FlQ1BTI2cRAB5vCyIB3ZMUI/4b0jtbR0Z71++hS0x930OyQ7tvmuagw8lYJxr6+HkbCGmEZpHpAsIoZsrLaLfx+9Xj+Ep6YrjQMG7WkpWIELMDIW3UsQeH7qJ5VB7riOVlF3VswQXXIoawW6gZ1R8lABwsRnkJl4GS65Q8O6TKiGAFQulQq7/JRGE0MefNwCgpgIhqC/MGpArCrRfzApUlhRoIWt3ikhVpmtzVI/oFRy0b9obs+bnsSN8z5+jZrwuJ4omBKcQ5BKoho8y4OmOJNRiOZdpEksrD63hY5qVpfcOA==";
    npx:hasSignatureTarget this:;
    npx:signedBy <https://neverblink.eu/ontologies/llm-kg/agent> .
}