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Models/CQD-Beam

CQD-Beam

Reported on 92 benchmarks across 4 tasks · 1 paper · 60 SOTA

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

Knowledge Base46 results

  • Knowledge GraphsonNELL995
    Hits@3 2p· 2020-11-06
    0.35
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 3p· 2020-11-06
    0.288
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 1p· 2020-11-06
    0.918
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 2i· 2020-11-06
    0.796
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 2p· 2020-11-06
    0.779
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 2u· 2020-11-06
    0.839
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 3i· 2020-11-06
    0.837
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 3p· 2020-11-06
    0.577
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 ip· 2020-11-06
    0.375
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 pi· 2020-11-06
    0.658
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k
    Hits@3 up· 2020-11-06
    0.345
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 2p· 2020-11-06
    0.288
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 2u· 2020-11-06
    0.284
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 3p· 2020-11-06
    0.221
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 pi· 2020-11-06
    0.249
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 2p· 2020-11-06
    0.35
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 3p· 2020-11-06
    0.288
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 1p· 2020-11-06
    0.918
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 2i· 2020-11-06
    0.796
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 2p· 2020-11-06
    0.779
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 2u· 2020-11-06
    0.839
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 3i· 2020-11-06
    0.837
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 3p· 2020-11-06
    0.577
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 ip· 2020-11-06
    0.375
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 pi· 2020-11-06
    0.658
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k
    Hits@3 up· 2020-11-06
    0.345
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 2p· 2020-11-06
    0.288
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 2u· 2020-11-06
    0.284
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 3p· 2020-11-06
    0.221
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 pi· 2020-11-06
    0.249
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 ip· 2020-11-06
    0.171
    best: 0.196 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 pi· 2020-11-06
    0.277
    best: 0.302 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonNELL995
    Hits@3 up· 2020-11-06
    0.156
    best: 0.194 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 1p· 2020-11-06
    0.512
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 2i· 2020-11-06
    0.352
    best: 35.2 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 3i· 2020-11-06
    0.457
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 ip· 2020-11-06
    0.129
    best: 0.146 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge GraphsonFB15k-237
    Hits@3 up· 2020-11-06
    0.121
    best: 0.132 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 ip· 2020-11-06
    0.171
    best: 0.196 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 pi· 2020-11-06
    0.277
    best: 0.302 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononNELL995
    Hits@3 up· 2020-11-06
    0.156
    best: 0.194 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 1p· 2020-11-06
    0.512
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 2i· 2020-11-06
    0.352
    best: 35.2 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 3i· 2020-11-06
    0.457
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 ip· 2020-11-06
    0.129
    best: 0.146 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Knowledge Graph CompletiononFB15k-237
    Hits@3 up· 2020-11-06
    0.121
    best: 0.132 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459

Methodology23 results

  • Large Language ModelonNELL995
    Hits@3 2p· 2020-11-06
    0.35
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 3p· 2020-11-06
    0.288
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 1p· 2020-11-06
    0.918
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 2i· 2020-11-06
    0.796
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 2p· 2020-11-06
    0.779
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 2u· 2020-11-06
    0.839
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 3i· 2020-11-06
    0.837
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 3p· 2020-11-06
    0.577
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 ip· 2020-11-06
    0.375
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 pi· 2020-11-06
    0.658
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k
    Hits@3 up· 2020-11-06
    0.345
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 2p· 2020-11-06
    0.288
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 2u· 2020-11-06
    0.284
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 3p· 2020-11-06
    0.221
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 pi· 2020-11-06
    0.249
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 ip· 2020-11-06
    0.171
    best: 0.196 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 pi· 2020-11-06
    0.277
    best: 0.302 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonNELL995
    Hits@3 up· 2020-11-06
    0.156
    best: 0.194 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 1p· 2020-11-06
    0.512
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 2i· 2020-11-06
    0.352
    best: 35.2 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 3i· 2020-11-06
    0.457
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 ip· 2020-11-06
    0.129
    best: 0.146 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Large Language ModelonFB15k-237
    Hits@3 up· 2020-11-06
    0.121
    best: 0.132 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459

Natural Language Processing23 results

  • Inductive knowledge graph completiononNELL995
    Hits@3 2p· 2020-11-06
    0.35
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 3p· 2020-11-06
    0.288
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 1p· 2020-11-06
    0.918
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 2i· 2020-11-06
    0.796
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 2p· 2020-11-06
    0.779
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 2u· 2020-11-06
    0.839
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 3i· 2020-11-06
    0.837
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 3p· 2020-11-06
    0.577
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 ip· 2020-11-06
    0.375
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 pi· 2020-11-06
    0.658
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k
    Hits@3 up· 2020-11-06
    0.345
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 2p· 2020-11-06
    0.288
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 2u· 2020-11-06
    0.284
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 3p· 2020-11-06
    0.221
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 pi· 2020-11-06
    0.249
    SOTA
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 ip· 2020-11-06
    0.171
    best: 0.196 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 pi· 2020-11-06
    0.277
    best: 0.302 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononNELL995
    Hits@3 up· 2020-11-06
    0.156
    best: 0.194 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 1p· 2020-11-06
    0.512
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 2i· 2020-11-06
    0.352
    best: 35.2 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 3i· 2020-11-06
    0.457
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 ip· 2020-11-06
    0.129
    best: 0.146 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459
  • Inductive knowledge graph completiononFB15k-237
    Hits@3 up· 2020-11-06
    0.121
    best: 0.132 (CQD-CO)
    Complex Query Answering with Neural Link PredictorsarXiv:2011.03459