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Models/SimplE

SimplE

Reported on 16 benchmarks across 1 task · 3 papers · 7 SOTA

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

Graphs24 results

  • Link PredictiononWikidata5M
    Hits@1· 2019-11-13
    0.252
    best: 0.435 (MoCoKGC)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Link PredictiononWikidata5M
    MRR· 2019-11-13
    0.296
    best: 0.49 (MoCoKGC)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Link Predictionon FB15k
    training time (s)· 2019-03-02
    2105
    SOTA
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link PredictiononWN18
    training time (s)· 2019-03-02
    1042
    SOTA
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link Predictionon FB15k
    Hits@1· 2018-02-13
    0.66
    best: 0.8 (QuatE)
    SOTA
    SimplE Embedding for Link Prediction in Knowledge GraphsarXiv:1802.04868
  • Link Predictionon FB15k
    Hits@3· 2018-02-13
    0.773
    best: 0.859 (QuatE)
    SOTA
    SimplE Embedding for Link Prediction in Knowledge GraphsarXiv:1802.04868
  • Link Predictionon FB15k
    MRR· 2018-02-13
    0.727
    best: 0.861 (AutoKGE)
    SOTA
    SimplE Embedding for Link Prediction in Knowledge GraphsarXiv:1802.04868
  • Link PredictiononWikidata5M
    Hits@10· 2019-11-13
    0.377
    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
    0.317
    best: 0.517 (MoCoKGC)
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Link Predictionon FB15k
    Hits@1· 2019-03-02
    0.721
    best: 0.8 (QuatE)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link Predictionon FB15k
    Hits@10· 2019-03-02
    0.876
    best: 0.914 (AutoKGE)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link Predictionon FB15k
    Hits@3· 2019-03-02
    0.818
    best: 0.859 (QuatE)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link Predictionon FB15k
    MR· 2019-03-02
    74
    best: 2501 (Inverse Model)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link Predictionon FB15k
    MRR· 2019-03-02
    0.779
    best: 0.861 (AutoKGE)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link PredictiononWN18
    Hits@10· 2019-03-02
    0.954
    best: 0.964 (Inverse Model)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link PredictiononWN18
    Hits@3· 2019-03-02
    0.95
    best: 0.964 (Inverse Model)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link PredictiononWN18
    MR· 2019-03-02
    412
    best: 1072 (ComplEx NSCaching)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link PredictiononWN18
    MRR· 2019-03-02
    0.948
    best: 0.963 (Inverse Model)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link Predictionon FB15k
    Hits@10· 2018-02-13
    0.838
    best: 0.914 (AutoKGE)
    SimplE Embedding for Link Prediction in Knowledge GraphsarXiv:1802.04868
  • Link PredictiononWN18
    Hits@1· 2018-02-13
    0.944
    best: 0.953 (Inverse Model)
    SimplE Embedding for Link Prediction in Knowledge GraphsarXiv:1802.04868
  • Link PredictiononWN18
    Hits@1· 2018-02-13
    0.939
    best: 0.953 (Inverse Model)
    SimplE Embedding for Link Prediction in Knowledge GraphsarXiv:1802.04868
  • Link PredictiononWN18
    Hits@10· 2018-02-13
    0.947
    best: 0.964 (Inverse Model)
    SimplE Embedding for Link Prediction in Knowledge GraphsarXiv:1802.04868
  • Link PredictiononWN18
    Hits@3· 2018-02-13
    0.944
    best: 0.964 (Inverse Model)
    SimplE Embedding for Link Prediction in Knowledge GraphsarXiv:1802.04868
  • Link PredictiononWN18
    MRR· 2018-02-13
    0.942
    best: 0.963 (Inverse Model)
    SimplE Embedding for Link Prediction in Knowledge GraphsarXiv:1802.04868