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Models/GQE

GQE

Reported on 72 benchmarks across 4 tasks · 1 paper · 72 SOTA

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

Knowledge Base36 results

  • Knowledge GraphsonFB15k
    MRR 1p· 2018-06-05
    0.546
    best: 0.895 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k
    MRR 2i· 2018-06-05
    0.397
    best: 0.803 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k
    MRR 2p· 2018-06-05
    0.153
    best: 0.693 (GNN-QE)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k
    MRR 2u· 2018-06-05
    0.221
    best: 0.767 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k
    MRR 3i· 2018-06-05
    0.514
    best: 0.836 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k
    MRR 3p· 2018-06-05
    0.108
    best: 0.588 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k
    MRR ip· 2018-06-05
    0.191
    best: 0.74 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k
    MRR pi· 2018-06-05
    0.276
    best: 0.752 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k
    MRR up· 2018-06-05
    0.116
    best: 0.613 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k-237
    MRR 1p· 2018-06-05
    0.35
    best: 0.49 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k-237
    MRR 2i· 2018-06-05
    0.233
    best: 0.431 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k-237
    MRR 2p· 2018-06-05
    0.072
    best: 0.214 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k-237
    MRR 2u· 2018-06-05
    0.082
    best: 0.227 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k-237
    MRR 3i· 2018-06-05
    0.346
    best: 0.568 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k-237
    MRR 3p· 2018-06-05
    0.053
    best: 0.212 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k-237
    MRR ip· 2018-06-05
    0.107
    best: 0.28 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k-237
    MRR pi· 2018-06-05
    0.165
    best: 0.381 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge GraphsonFB15k-237
    MRR up· 2018-06-05
    0.057
    best: 0.214 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k
    MRR 1p· 2018-06-05
    0.546
    best: 0.895 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k
    MRR 2i· 2018-06-05
    0.397
    best: 0.803 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k
    MRR 2p· 2018-06-05
    0.153
    best: 0.693 (GNN-QE)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k
    MRR 2u· 2018-06-05
    0.221
    best: 0.767 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k
    MRR 3i· 2018-06-05
    0.514
    best: 0.836 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k
    MRR 3p· 2018-06-05
    0.108
    best: 0.588 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k
    MRR ip· 2018-06-05
    0.191
    best: 0.74 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k
    MRR pi· 2018-06-05
    0.276
    best: 0.752 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k
    MRR up· 2018-06-05
    0.116
    best: 0.613 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k-237
    MRR 1p· 2018-06-05
    0.35
    best: 0.49 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k-237
    MRR 2i· 2018-06-05
    0.233
    best: 0.431 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k-237
    MRR 2p· 2018-06-05
    0.072
    best: 0.214 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k-237
    MRR 2u· 2018-06-05
    0.082
    best: 0.227 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k-237
    MRR 3i· 2018-06-05
    0.346
    best: 0.568 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k-237
    MRR 3p· 2018-06-05
    0.053
    best: 0.212 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k-237
    MRR ip· 2018-06-05
    0.107
    best: 0.28 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k-237
    MRR pi· 2018-06-05
    0.165
    best: 0.381 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Knowledge Graph CompletiononFB15k-237
    MRR up· 2018-06-05
    0.057
    best: 0.214 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445

Methodology18 results

  • Large Language ModelonFB15k
    MRR 1p· 2018-06-05
    0.546
    best: 0.895 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k
    MRR 2i· 2018-06-05
    0.397
    best: 0.803 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k
    MRR 2p· 2018-06-05
    0.153
    best: 0.693 (GNN-QE)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k
    MRR 2u· 2018-06-05
    0.221
    best: 0.767 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k
    MRR 3i· 2018-06-05
    0.514
    best: 0.836 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k
    MRR 3p· 2018-06-05
    0.108
    best: 0.588 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k
    MRR ip· 2018-06-05
    0.191
    best: 0.74 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k
    MRR pi· 2018-06-05
    0.276
    best: 0.752 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k
    MRR up· 2018-06-05
    0.116
    best: 0.613 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k-237
    MRR 1p· 2018-06-05
    0.35
    best: 0.49 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k-237
    MRR 2i· 2018-06-05
    0.233
    best: 0.431 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k-237
    MRR 2p· 2018-06-05
    0.072
    best: 0.214 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k-237
    MRR 2u· 2018-06-05
    0.082
    best: 0.227 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k-237
    MRR 3i· 2018-06-05
    0.346
    best: 0.568 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k-237
    MRR 3p· 2018-06-05
    0.053
    best: 0.212 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k-237
    MRR ip· 2018-06-05
    0.107
    best: 0.28 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k-237
    MRR pi· 2018-06-05
    0.165
    best: 0.381 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Large Language ModelonFB15k-237
    MRR up· 2018-06-05
    0.057
    best: 0.214 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445

Natural Language Processing18 results

  • Inductive knowledge graph completiononFB15k
    MRR 1p· 2018-06-05
    0.546
    best: 0.895 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k
    MRR 2i· 2018-06-05
    0.397
    best: 0.803 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k
    MRR 2p· 2018-06-05
    0.153
    best: 0.693 (GNN-QE)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k
    MRR 2u· 2018-06-05
    0.221
    best: 0.767 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k
    MRR 3i· 2018-06-05
    0.514
    best: 0.836 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k
    MRR 3p· 2018-06-05
    0.108
    best: 0.588 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k
    MRR ip· 2018-06-05
    0.191
    best: 0.74 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k
    MRR pi· 2018-06-05
    0.276
    best: 0.752 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k
    MRR up· 2018-06-05
    0.116
    best: 0.613 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k-237
    MRR 1p· 2018-06-05
    0.35
    best: 0.49 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k-237
    MRR 2i· 2018-06-05
    0.233
    best: 0.431 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k-237
    MRR 2p· 2018-06-05
    0.072
    best: 0.214 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k-237
    MRR 2u· 2018-06-05
    0.082
    best: 0.227 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k-237
    MRR 3i· 2018-06-05
    0.346
    best: 0.568 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k-237
    MRR 3p· 2018-06-05
    0.053
    best: 0.212 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k-237
    MRR ip· 2018-06-05
    0.107
    best: 0.28 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k-237
    MRR pi· 2018-06-05
    0.165
    best: 0.381 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445
  • Inductive knowledge graph completiononFB15k-237
    MRR up· 2018-06-05
    0.057
    best: 0.214 (QTO)
    SOTA
    Embedding Logical Queries on Knowledge GraphsarXiv:1806.01445