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Models/CQD-CO

CQD-CO

Reported on 108 benchmarks across 4 tasks · 1 paper · 48 SOTA

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

Knowledge Base54 results

  • Knowledge GraphsonNELL995
    Hits@3 1p· 2020-11-06
    0.667
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 2i· 2020-11-06
    0.41
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 2u· 2020-11-06
    0.531
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 3i· 2020-11-06
    0.529
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 ip· 2020-11-06
    0.196
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 pi· 2020-11-06
    0.302
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 up· 2020-11-06
    0.194
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 1p· 2020-11-06
    0.512
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 2i· 2020-11-06
    35.2
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 3i· 2020-11-06
    0.457
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 ip· 2020-11-06
    0.146
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 up· 2020-11-06
    0.132
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 1p· 2020-11-06
    0.667
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 2i· 2020-11-06
    0.41
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 2u· 2020-11-06
    0.531
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 3i· 2020-11-06
    0.529
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 ip· 2020-11-06
    0.196
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 pi· 2020-11-06
    0.302
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 up· 2020-11-06
    0.194
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 1p· 2020-11-06
    0.512
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 2i· 2020-11-06
    35.2
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 3i· 2020-11-06
    0.457
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 ip· 2020-11-06
    0.146
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 up· 2020-11-06
    0.132
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 2p· 2020-11-06
    0.265
    best: 0.35 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 3p· 2020-11-06
    0.22
    best: 0.288 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 1p· 2020-11-06
    0.918
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 2i· 2020-11-06
    0.796
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 2p· 2020-11-06
    0.454
    best: 0.779 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 2u· 2020-11-06
    0.816
    best: 0.839 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 3i· 2020-11-06
    0.837
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 3p· 2020-11-06
    0.191
    best: 0.577 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 ip· 2020-11-06
    0.336
    best: 0.375 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 pi· 2020-11-06
    0.513
    best: 0.658 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 up· 2020-11-06
    0.319
    best: 0.345 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 2p· 2020-11-06
    0.213
    best: 0.288 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 2u· 2020-11-06
    0.281
    best: 0.284 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 3p· 2020-11-06
    0.131
    best: 0.221 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 pi· 2020-11-06
    0.222
    best: 0.249 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 2p· 2020-11-06
    0.265
    best: 0.35 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 3p· 2020-11-06
    0.22
    best: 0.288 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 1p· 2020-11-06
    0.918
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 2i· 2020-11-06
    0.796
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 2p· 2020-11-06
    0.454
    best: 0.779 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 2u· 2020-11-06
    0.816
    best: 0.839 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 3i· 2020-11-06
    0.837
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 3p· 2020-11-06
    0.191
    best: 0.577 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 ip· 2020-11-06
    0.336
    best: 0.375 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 pi· 2020-11-06
    0.513
    best: 0.658 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 up· 2020-11-06
    0.319
    best: 0.345 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 2p· 2020-11-06
    0.213
    best: 0.288 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 2u· 2020-11-06
    0.281
    best: 0.284 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 3p· 2020-11-06
    0.131
    best: 0.221 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 pi· 2020-11-06
    0.222
    best: 0.249 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459

Methodology27 results

  • Large Language ModelonNELL995
    Hits@3 1p· 2020-11-06
    0.667
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 2i· 2020-11-06
    0.41
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 2u· 2020-11-06
    0.531
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 3i· 2020-11-06
    0.529
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 ip· 2020-11-06
    0.196
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 pi· 2020-11-06
    0.302
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 up· 2020-11-06
    0.194
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 1p· 2020-11-06
    0.512
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 2i· 2020-11-06
    35.2
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 3i· 2020-11-06
    0.457
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 ip· 2020-11-06
    0.146
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 up· 2020-11-06
    0.132
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 2p· 2020-11-06
    0.265
    best: 0.35 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 3p· 2020-11-06
    0.22
    best: 0.288 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 1p· 2020-11-06
    0.918
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 2i· 2020-11-06
    0.796
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 2p· 2020-11-06
    0.454
    best: 0.779 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 2u· 2020-11-06
    0.816
    best: 0.839 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 3i· 2020-11-06
    0.837
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 3p· 2020-11-06
    0.191
    best: 0.577 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 ip· 2020-11-06
    0.336
    best: 0.375 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 pi· 2020-11-06
    0.513
    best: 0.658 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 up· 2020-11-06
    0.319
    best: 0.345 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 2p· 2020-11-06
    0.213
    best: 0.288 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 2u· 2020-11-06
    0.281
    best: 0.284 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 3p· 2020-11-06
    0.131
    best: 0.221 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 pi· 2020-11-06
    0.222
    best: 0.249 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459

Natural Language Processing27 results

  • Inductive knowledge graph completiononNELL995
    Hits@3 1p· 2020-11-06
    0.667
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 2i· 2020-11-06
    0.41
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 2u· 2020-11-06
    0.531
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 3i· 2020-11-06
    0.529
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 ip· 2020-11-06
    0.196
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 pi· 2020-11-06
    0.302
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 up· 2020-11-06
    0.194
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 1p· 2020-11-06
    0.512
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 2i· 2020-11-06
    35.2
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 3i· 2020-11-06
    0.457
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 ip· 2020-11-06
    0.146
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 up· 2020-11-06
    0.132
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 2p· 2020-11-06
    0.265
    best: 0.35 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 3p· 2020-11-06
    0.22
    best: 0.288 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 1p· 2020-11-06
    0.918
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 2i· 2020-11-06
    0.796
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 2p· 2020-11-06
    0.454
    best: 0.779 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 2u· 2020-11-06
    0.816
    best: 0.839 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 3i· 2020-11-06
    0.837
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 3p· 2020-11-06
    0.191
    best: 0.577 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 ip· 2020-11-06
    0.336
    best: 0.375 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 pi· 2020-11-06
    0.513
    best: 0.658 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 up· 2020-11-06
    0.319
    best: 0.345 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 2p· 2020-11-06
    0.213
    best: 0.288 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 2u· 2020-11-06
    0.281
    best: 0.284 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 3p· 2020-11-06
    0.131
    best: 0.221 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 pi· 2020-11-06
    0.222
    best: 0.249 (CQD-Beam)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459