Nanopublications

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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 {
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}

sub:assertion {
  <https://doi.org/10.48550/arXiv.2411.19064> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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 ;
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    rdfs:label "LLM-KG assessment for paper 10.48550/arXiv.2411.19064" .
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