sub:assertion {
  <https://doi.org/10.48550/arXiv.2510.08966> dct:title "Semantic-Condition Tuning: Fusing Graph Context with Large Language Models for Knowledge Graph Completion" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#semanticConditionTuning> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#adaprop> , <https://neverblink.eu/ontologies/llm-kg/methods#ankge> , <https://neverblink.eu/ontologies/llm-kg/methods#arr> , <https://neverblink.eu/ontologies/llm-kg/methods#boxE> , <https://neverblink.eu/ontologies/llm-kg/methods#cblip> , <https://neverblink.eu/ontologies/llm-kg/methods#cokAdapter> , <https://neverblink.eu/ontologies/llm-kg/methods#compgcn> , <https://neverblink.eu/ontologies/llm-kg/methods#complexE> , <https://neverblink.eu/ontologies/llm-kg/methods#conve> , <https://neverblink.eu/ontologies/llm-kg/methods#cspromKgCd> , <https://neverblink.eu/ontologies/llm-kg/methods#diffusione> , <https://neverblink.eu/ontologies/llm-kg/methods#distmult> , <https://neverblink.eu/ontologies/llm-kg/methods#gptKg> , <https://neverblink.eu/ontologies/llm-kg/methods#hake> , <https://neverblink.eu/ontologies/llm-kg/methods#kgAlpaca> , <https://neverblink.eu/ontologies/llm-kg/methods#kgBert> , <https://neverblink.eu/ontologies/llm-kg/methods#kgFit> , <https://neverblink.eu/ontologies/llm-kg/methods#kgLlama> , <https://neverblink.eu/ontologies/llm-kg/methods#kicgpt> , <https://neverblink.eu/ontologies/llm-kg/methods#kopa> , <https://neverblink.eu/ontologies/llm-kg/methods#maGnn> , <https://neverblink.eu/ontologies/llm-kg/methods#mkgl> , <https://neverblink.eu/ontologies/llm-kg/methods#mukdc> , <https://neverblink.eu/ontologies/llm-kg/methods#nbfnet> , <https://neverblink.eu/ontologies/llm-kg/methods#pathcon> , <https://neverblink.eu/ontologies/llm-kg/methods#pkgc> , <https://neverblink.eu/ontologies/llm-kg/methods#rotate> , <https://neverblink.eu/ontologies/llm-kg/methods#simKgc> , <https://neverblink.eu/ontologies/llm-kg/methods#ssqrLlama2> , <https://neverblink.eu/ontologies/llm-kg/methods#tcra> , <https://neverblink.eu/ontologies/llm-kg/methods#transe> , <https://neverblink.eu/ontologies/llm-kg/methods#transh> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#adaprop> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "AdaProp" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ankge> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "AnKGE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#arr> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ARR" .
  <https://neverblink.eu/ontologies/llm-kg/methods#boxE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "BoxE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#cblip> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CBLiP" .
  <https://neverblink.eu/ontologies/llm-kg/methods#cokAdapter> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CoK-Adapter" .
  <https://neverblink.eu/ontologies/llm-kg/methods#compgcn> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CompGCN" .
  <https://neverblink.eu/ontologies/llm-kg/methods#complexE> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ComplEx" .
  <https://neverblink.eu/ontologies/llm-kg/methods#conve> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "ConvE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#cspromKgCd> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "CSProm-KG-CD" .
  <https://neverblink.eu/ontologies/llm-kg/methods#diffusione> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "DiffusionE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#distmult> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "DistMult" .
  <https://neverblink.eu/ontologies/llm-kg/methods#gptKg> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "GPT-KG" .
  <https://neverblink.eu/ontologies/llm-kg/methods#hake> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "HAKE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#kgAlpaca> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-Alpaca" .
  <https://neverblink.eu/ontologies/llm-kg/methods#kgBert> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-BERT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#kgFit> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-FIT" .
  <https://neverblink.eu/ontologies/llm-kg/methods#kgLlama> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KG-LLaMA" .
  <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#kopa> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "KoPA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#maGnn> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MA-GNN" .
  <https://neverblink.eu/ontologies/llm-kg/methods#mkgl> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MKGL" .
  <https://neverblink.eu/ontologies/llm-kg/methods#mukdc> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MuKDC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#nbfnet> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "NBFNet" .
  <https://neverblink.eu/ontologies/llm-kg/methods#pathcon> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "PathCon" .
  <https://neverblink.eu/ontologies/llm-kg/methods#pkgc> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "PKGC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#rotate> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "RotatE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#semanticConditionTuning> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#SynergizedKnowledgeRepresentation> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "Semantic-Condition Tuning (SCT) proposes a novel framework for deep integration of KGs and LLMs for Knowledge Graph Completion. It features a Condition-Adaptive Fusion Module which acts as a KG fusion module, performing a feature-level affine transformation on the LLM's input embeddings based on a graph-derived semantic condition. This module is jointly trained with the LLM, thereby creating a unified, knowledge-infused representation that aligns with the SynergizedKnowledgeRepresentation category." ;
    rdfs:label "Semantic-Condition Tuning" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#SynergizedLLMKG> .
  <https://neverblink.eu/ontologies/llm-kg/methods#simKgc> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SimKGC" .
  <https://neverblink.eu/ontologies/llm-kg/methods#ssqrLlama2> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "SSQR-LLaMA2" .
  <https://neverblink.eu/ontologies/llm-kg/methods#tcra> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TCRA" .
  <https://neverblink.eu/ontologies/llm-kg/methods#transe> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TransE" .
  <https://neverblink.eu/ontologies/llm-kg/methods#transh> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "TransH" .
}