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Models/Rule-Guided Embedding

Rule-Guided Embedding

Reported on 10 benchmarks across 1 task · 1 paper · 10 SOTA

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

Graphs10 results

  • Link PredictiononFB15k
    Hits@1· 2017-11-30
    0.703
    best: 0.805 (LineaRE)
    SOTA
    Knowledge Graph Embedding with Iterative Guidance from Soft RulesarXiv:1711.11231
  • Link PredictiononFB15k
    Hits@10· 2017-11-30
    0.865
    best: 0.91 (ComplEx-N3 (reciprocal))
    SOTA
    Knowledge Graph Embedding with Iterative Guidance from Soft RulesarXiv:1711.11231
  • Link PredictiononFB15k
    Hits@3· 2017-11-30
    0.815
    best: 0.867 (LineaRE)
    SOTA
    Knowledge Graph Embedding with Iterative Guidance from Soft RulesarXiv:1711.11231
  • Link PredictiononFB15k
    Hits@5· 2017-11-30
    0.836
    SOTA
    Knowledge Graph Embedding with Iterative Guidance from Soft RulesarXiv:1711.11231
  • Link PredictiononFB15k
    MRR· 2017-11-30
    0.768
    best: 0.86 (ComplEx-N3 (reciprocal))
    SOTA
    Knowledge Graph Embedding with Iterative Guidance from Soft RulesarXiv:1711.11231
  • Link PredictiononYAGO37
    Hits@1· 2017-11-30
    0.34
    best: 0.37 (SEEK)
    SOTA
    Knowledge Graph Embedding with Iterative Guidance from Soft RulesarXiv:1711.11231
  • Link PredictiononYAGO37
    Hits@10· 2017-11-30
    0.603
    best: 0.622 (SEEK)
    SOTA
    Knowledge Graph Embedding with Iterative Guidance from Soft RulesarXiv:1711.11231
  • Link PredictiononYAGO37
    Hits@3· 2017-11-30
    0.482
    best: 0.498 (SEEK)
    SOTA
    Knowledge Graph Embedding with Iterative Guidance from Soft RulesarXiv:1711.11231
  • Link PredictiononYAGO37
    Hits@5· 2017-11-30
    0.541
    SOTA
    Knowledge Graph Embedding with Iterative Guidance from Soft RulesarXiv:1711.11231
  • Link PredictiononYAGO37
    MRR· 2017-11-30
    0.431
    best: 0.454 (SEEK)
    SOTA
    Knowledge Graph Embedding with Iterative Guidance from Soft RulesarXiv:1711.11231