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Models/KEPLER-Wiki-rel

KEPLER-Wiki-rel

Reported on 20 benchmarks across 5 tasks · 1 paper · 16 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Knowledge Base8 results

  • Knowledge GraphsonWikidata5m-ind
    Hits@1· 2019-11-13
    0.222
    best: 0.289 (BLP-SimplE)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Knowledge GraphsonWikidata5m-ind
    Hits@10· 2019-11-13
    0.73
    best: 0.877 (BLP-ComplEx)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Knowledge GraphsonWikidata5m-ind
    Hits@3· 2019-11-13
    0.514
    best: 0.664 (BLP-ComplEx)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Knowledge GraphsonWikidata5m-ind
    MRR· 2019-11-13
    0.402
    best: 0.493 (BLP-SimplE)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Knowledge Graph CompletiononWikidata5m-ind
    Hits@1· 2019-11-13
    0.222
    best: 0.289 (BLP-SimplE)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Knowledge Graph CompletiononWikidata5m-ind
    Hits@10· 2019-11-13
    0.73
    best: 0.877 (BLP-ComplEx)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Knowledge Graph CompletiononWikidata5m-ind
    Hits@3· 2019-11-13
    0.514
    best: 0.664 (BLP-ComplEx)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Knowledge Graph CompletiononWikidata5m-ind
    MRR· 2019-11-13
    0.402
    best: 0.493 (BLP-SimplE)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136

Methodology4 results

  • Large Language ModelonWikidata5m-ind
    Hits@1· 2019-11-13
    0.222
    best: 0.289 (BLP-SimplE)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Large Language ModelonWikidata5m-ind
    Hits@10· 2019-11-13
    0.73
    best: 0.877 (BLP-ComplEx)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Large Language ModelonWikidata5m-ind
    Hits@3· 2019-11-13
    0.514
    best: 0.664 (BLP-ComplEx)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Large Language ModelonWikidata5m-ind
    MRR· 2019-11-13
    0.402
    best: 0.493 (BLP-SimplE)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136

Natural Language Processing4 results

  • Inductive knowledge graph completiononWikidata5m-ind
    Hits@1· 2019-11-13
    0.222
    best: 0.289 (BLP-SimplE)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Inductive knowledge graph completiononWikidata5m-ind
    Hits@10· 2019-11-13
    0.73
    best: 0.877 (BLP-ComplEx)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Inductive knowledge graph completiononWikidata5m-ind
    Hits@3· 2019-11-13
    0.514
    best: 0.664 (BLP-ComplEx)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Inductive knowledge graph completiononWikidata5m-ind
    MRR· 2019-11-13
    0.402
    best: 0.493 (BLP-SimplE)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136

Graphs4 results

  • Link PredictiononWikidata5M
    Hits@1· 2019-11-13
    0.173
    best: 0.435 (MoCoKGC)
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Link PredictiononWikidata5M
    Hits@10· 2019-11-13
    0.277
    best: 0.591 (MoCoKGC)
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Link PredictiononWikidata5M
    Hits@3· 2019-11-13
    0.224
    best: 0.517 (MoCoKGC)
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Link PredictiononWikidata5M
    MRR· 2019-11-13
    0.21
    best: 0.49 (MoCoKGC)
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136