Nanopublications

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@prefix dct: <http://purl.org/dc/terms/> .
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sub:assertion {
  <https://doi.org/10.48550/arXiv.2404.03623> dct:title "Unveiling LLMs: The Evolution of Latent Representations in a Dynamic Knowledge Graph" ;
    <http://purl.org/spar/cito/describes> <https://neverblink.eu/ontologies/llm-kg/methods#AhmadEtAl2024UnveilingLLMs> ;
    <http://purl.org/spar/cito/discusses> <https://neverblink.eu/ontologies/llm-kg/methods#ActivationPatching> , <https://neverblink.eu/ontologies/llm-kg/methods#MeanShiftClustering> , <https://neverblink.eu/ontologies/llm-kg/methods#MultiScaleAttributedNodeEmbedding> ;
    a prov:Entity .
  <https://neverblink.eu/ontologies/llm-kg/methods#ActivationPatching> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Activation Patching" .
  <https://neverblink.eu/ontologies/llm-kg/methods#AhmadEtAl2024UnveilingLLMs> dct:subject <https://neverblink.eu/ontologies/llm-kg/categories#KGEnhancedLLMInterpretability> ;
    a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:comment "This method proposes an end-to-end framework to decode factual knowledge embedded in LLM latent representations into a dynamic knowledge graph, utilizing an extended activation patching technique. This framework enables layer-wise interpretability analyses (both local and global) of LLMs' internal knowledge resolution process, thereby enhancing the understanding of LLM mechanisms through KG-based visualization and analysis." ;
    rdfs:label "Framework for Decoding LLM Latent Representations into Dynamic Knowledge Graphs" ;
    <https://neverblink.eu/ontologies/llm-kg/hasTopCategory> <https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM> .
  <https://neverblink.eu/ontologies/llm-kg/methods#MeanShiftClustering> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "MeanShift Clustering" .
  <https://neverblink.eu/ontologies/llm-kg/methods#MultiScaleAttributedNodeEmbedding> a <http://purl.org/spar/fabio/Workflow> ;
    rdfs:label "Multi-Scale Attributed Node Embedding" .
}

sub:provenance {
sub:assertion prov:wasAttributedTo <https://neverblink.eu/ontologies/llm-kg/agent> ;
prov:wasDerivedFrom <https://doi.org/10.48550/arXiv.2404.03623> .
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