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@prefix rdfs: <http://www.w3.org/2000/01/rdf-schema#> .
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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.2506.00783> 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> ;
    a prov:Entity .
  <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> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedReasoning> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    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> .
}
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