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Models/CQD

CQD

Reported on 40 benchmarks across 4 tasks · 1 paper · 40 SOTA

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

Knowledge Base20 results

  • Knowledge GraphsonFB15k
    MRR 1p· 2020-11-06
    0.892
    best: 0.895 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    MRR 2i· 2020-11-06
    0.771
    best: 0.803 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    MRR 2p· 2020-11-06
    0.653
    best: 0.693 (GNN-QE)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    MRR 2u· 2020-11-06
    0.723
    best: 0.767 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    MRR 3i· 2020-11-06
    0.806
    best: 0.836 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    MRR ip· 2020-11-06
    0.716
    best: 0.74 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL-995
    MRR 1p· 2020-11-06
    0.604
    best: 0.607 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL-995
    MRR 2i· 2020-11-06
    0.436
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL-995
    MRR ip· 2020-11-06
    0.256
    best: 0.265 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    MRR 3i· 2020-11-06
    0.486
    best: 0.568 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    MRR 1p· 2020-11-06
    0.892
    best: 0.895 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    MRR 2i· 2020-11-06
    0.771
    best: 0.803 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    MRR 2p· 2020-11-06
    0.653
    best: 0.693 (GNN-QE)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    MRR 2u· 2020-11-06
    0.723
    best: 0.767 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    MRR 3i· 2020-11-06
    0.806
    best: 0.836 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    MRR ip· 2020-11-06
    0.716
    best: 0.74 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL-995
    MRR 1p· 2020-11-06
    0.604
    best: 0.607 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL-995
    MRR 2i· 2020-11-06
    0.436
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL-995
    MRR ip· 2020-11-06
    0.256
    best: 0.265 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    MRR 3i· 2020-11-06
    0.486
    best: 0.568 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459

Methodology10 results

  • Large Language ModelonFB15k
    MRR 1p· 2020-11-06
    0.892
    best: 0.895 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    MRR 2i· 2020-11-06
    0.771
    best: 0.803 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    MRR 2p· 2020-11-06
    0.653
    best: 0.693 (GNN-QE)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    MRR 2u· 2020-11-06
    0.723
    best: 0.767 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    MRR 3i· 2020-11-06
    0.806
    best: 0.836 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    MRR ip· 2020-11-06
    0.716
    best: 0.74 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL-995
    MRR 1p· 2020-11-06
    0.604
    best: 0.607 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL-995
    MRR 2i· 2020-11-06
    0.436
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL-995
    MRR ip· 2020-11-06
    0.256
    best: 0.265 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    MRR 3i· 2020-11-06
    0.486
    best: 0.568 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459

Natural Language Processing10 results

  • Inductive knowledge graph completiononFB15k
    MRR 1p· 2020-11-06
    0.892
    best: 0.895 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    MRR 2i· 2020-11-06
    0.771
    best: 0.803 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    MRR 2p· 2020-11-06
    0.653
    best: 0.693 (GNN-QE)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    MRR 2u· 2020-11-06
    0.723
    best: 0.767 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    MRR 3i· 2020-11-06
    0.806
    best: 0.836 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    MRR ip· 2020-11-06
    0.716
    best: 0.74 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL-995
    MRR 1p· 2020-11-06
    0.604
    best: 0.607 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL-995
    MRR 2i· 2020-11-06
    0.436
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL-995
    MRR ip· 2020-11-06
    0.256
    best: 0.265 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    MRR 3i· 2020-11-06
    0.486
    best: 0.568 (QTO)
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459