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Models/RotatE

RotatE

Reported on 32 benchmarks across 2 tasks · 4 papers · 7 SOTA

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

Graphs37 results

  • Link PredictiononWikidata5M
    Hits@3· 2019-11-13
    0.322
    best: 0.517 (MoCoKGC)
    SOTA
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Link PredictiononFB15k-237
    training time (s)· 2019-03-02
    857
    best: 1100 (KGRefiner)
    SOTA
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link PredictiononFB122
    HITS@3· 2019-02-26
    70.8
    best: 74.2 (Prob-CBR)
    SOTA
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononFB122
    Hits@10· 2019-02-26
    77
    best: 78.2 (Prob-CBR)
    SOTA
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononFB122
    Hits@5· 2019-02-26
    73.57
    best: 76 (Prob-CBR)
    SOTA
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononFB122
    MRR· 2019-02-26
    67.8
    best: 72.7 (Prob-CBR)
    SOTA
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononWN18RR
    Hits@3· 2019-02-26
    0.492
    best: 0.792 (MoCoKGC)
    SOTA
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononICEWS14
    MRR· 2022-03-15
    0.418
    best: 0.658 (SPA)
    RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph CompletionarXiv:2203.07993
  • Link PredictiononWikidata5M
    Hits@1· 2019-11-13
    0.234
    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
    0.39
    best: 0.591 (MoCoKGC)
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Link PredictiononWikidata5M
    MRR· 2019-11-13
    0.29
    best: 0.49 (MoCoKGC)
    KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationarXiv:1911.06136
  • Link PredictiononFB15k-237
    Hits@1· 2019-03-02
    0.217
    best: 0.321 (NBFNet)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link PredictiononFB15k-237
    Hits@10· 2019-03-02
    0.511
    best: 0.599 (NBFNet)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link PredictiononFB15k-237
    Hits@3· 2019-03-02
    0.347
    best: 0.454 (NBFNet)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link PredictiononFB15k-237
    MR· 2019-03-02
    176
    best: 7030 (Inverse Model)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link PredictiononFB15k-237
    MRR· 2019-03-02
    0.314
    best: 0.415 (NBFNet)
    GraphVite: A High-Performance CPU-GPU Hybrid System for Node EmbeddingarXiv:1903.00757
  • Link Predictionon FB15k
    Hits@1· 2019-02-26
    0.746
    best: 0.8 (QuatE)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link Predictionon FB15k
    Hits@10· 2019-02-26
    0.884
    best: 0.914 (AutoKGE)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link Predictionon FB15k
    Hits@3· 2019-02-26
    0.83
    best: 0.859 (QuatE)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link Predictionon FB15k
    MR· 2019-02-26
    40
    best: 2501 (Inverse Model)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link Predictionon FB15k
    MRR· 2019-02-26
    0.797
    best: 0.861 (AutoKGE)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononWN18RR
    Hits@1· 2019-02-26
    0.428
    best: 0.665 (MoCoKGC)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononWN18RR
    Hits@10· 2019-02-26
    0.571
    best: 0.881 (MoCoKGC)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononWN18RR
    MR· 2019-02-26
    3340
    best: 13526 (Inverse Model)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononWN18RR
    MRR· 2019-02-26
    0.476
    best: 0.742 (MoCoKGC)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononWN18
    Hits@1· 2019-02-26
    0.944
    best: 0.953 (Inverse Model)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononWN18
    Hits@10· 2019-02-26
    0.959
    best: 0.964 (Inverse Model)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononWN18
    Hits@3· 2019-02-26
    0.952
    best: 0.964 (Inverse Model)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononWN18
    MR· 2019-02-26
    309
    best: 1072 (ComplEx NSCaching)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononWN18
    MRR· 2019-02-26
    0.949
    best: 0.963 (Inverse Model)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononFB15k-237
    Hits@1· 2019-02-26
    0.241
    best: 0.321 (NBFNet)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononFB15k-237
    Hits@10· 2019-02-26
    0.533
    best: 0.599 (NBFNet)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononFB15k-237
    Hits@3· 2019-02-26
    0.375
    best: 0.454 (NBFNet)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononFB15k-237
    MR· 2019-02-26
    177
    best: 7030 (Inverse Model)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononFB15k-237
    MRR· 2019-02-26
    0.338
    best: 0.415 (NBFNet)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link Property Predictiononogbl-biokg
    Number of params· 2019-02-26
    187597000
    best: 849427106 (RelEns)
    RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpacearXiv:1902.10197
  • Link PredictiononOpenBioLink
    Hits@10
    0.527
    best: 0.542 (DistMult)