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https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs

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Content

@prefix this: <https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs> .
@prefix sub: <https://w3id.org/np/RADqu_DQFHrNoh3irYnCf9cdOMTVP7DCpZEi6X6X_yTEs/> .
@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.2506.00783> a prov:Entity;
    dct:title "KG-TRACES: Enhancing Large Language Models with Knowledge Graph-constrained Trajectory Reasoning and Attribution Supervision";
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#KgTraces>;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#Alpaca7B>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ArcaneQa>, <https://neverblink.eu/ontologies/llm-kg/methods#Bm25Retriever>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting>, <https://neverblink.eu/ontologies/llm-kg/methods#ChatGpt>,
      <https://neverblink.eu/ontologies/llm-kg/methods#EmbedKgqa>, <https://neverblink.eu/ontologies/llm-kg/methods#EmbeddingRetriever>,
      <https://neverblink.eu/ontologies/llm-kg/methods#FlanT5>, <https://neverblink.eu/ontologies/llm-kg/methods#Gpt4>,
      <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet>, <https://neverblink.eu/ontologies/llm-kg/methods#KdCoT>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Kelp>, <https://neverblink.eu/ontologies/llm-kg/methods#Kgt5>,
      <https://neverblink.eu/ontologies/llm-kg/methods#KvMem>, <https://neverblink.eu/ontologies/llm-kg/methods#Llama3.1Chat8B>,
      <https://neverblink.eu/ontologies/llm-kg/methods#MindMap>, <https://neverblink.eu/ontologies/llm-kg/methods#Nsm>,
      <https://neverblink.eu/ontologies/llm-kg/methods#PullNet>, <https://neverblink.eu/ontologies/llm-kg/methods#Qgg>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Qwen2.5Chat7B>, <https://neverblink.eu/ontologies/llm-kg/methods#React>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOnGraphs>, <https://neverblink.eu/ontologies/llm-kg/methods#RngKbqa>,
      <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency>, <https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm>,
      <https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm+E2e>, <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph>,
      <https://neverblink.eu/ontologies/llm-kg/methods#ThinkOnGraph2.0>, <https://neverblink.eu/ontologies/llm-kg/methods#TransferNet>,
      <https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThought>, <https://neverblink.eu/ontologies/llm-kg/methods#UniKgqa> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Alpaca7B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Alpaca-7B" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ArcaneQa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ArcaneQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Bm25Retriever> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "BM25 Retriever" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChainOfThoughtPrompting> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Chain-of-Thought (CoT) prompting" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ChatGpt> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ChatGPT" .
  
  <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#EmbeddingRetriever> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Embedding Retriever" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#FlanT5> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Flan-T5" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Gpt4> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GPT-4" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#GraftNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "GraftNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KdCoT> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KD-CoT" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Kelp> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KELP" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KgTraces> a <http://purl.org/spar/fabio/Workflow>;
    dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning>;
    rdfs:comment "KG-TRACES is a unified framework that trains LLMs with explicit supervision from Knowledge Graph-derived paths and attribution-aware reasoning processes. This enables the LLM to perform structured, explainable, and attributable reasoning by internalizing KG-aligned reasoning patterns and generating explanations that are grounded in KG facts or inferred knowledge. This approach synergizes LLMs and KGs by teaching the LLM to effectively conduct reasoning with both.";
    rdfs:label "KG-TRACES";
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Kgt5> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KGT5" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#KvMem> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "KV-Mem" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Llama3.1Chat8B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "LLaMA3.1-Chat-8B" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#MindMap> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "MindMap" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Nsm> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "NSM" .
  
  <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#Qgg> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "QGG" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Qwen2.5Chat7B> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Qwen2.5-Chat-7B" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#React> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "ReAct" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#ReasoningOnGraphs> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Reasoning on Graphs (RoG)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#RngKbqa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "RnG-KBQA" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#SelfConsistency> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Self-consistency" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm+E2e> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SR+NSM+E2E" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#Sr+Nsm> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "SR+NSM" .
  
  <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#ThinkOnGraph2.0> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Think-on-Graph 2.0" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TransferNet> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "TransferNet" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#TreeOfThought> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "Tree-of-Thought (ToT)" .
  
  <https://neverblink.eu/ontologies/llm-kg/methods#UniKgqa> a <http://purl.org/spar/fabio/Workflow>;
    rdfs:label "UniKGQA" .
}

sub:provenance {
  sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent>;
    prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2506.00783> .
}

sub:pubinfo {
  this: dct:created "2026-02-26T15:21:12.619Z"^^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.2506.00783" .
  
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}