Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/CQDA

CQDA

Reported on 108 benchmarks across 4 tasks · 1 paper · 8 SOTA

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

Knowledge Base54 results

Knowledge GraphsonNELL-995
MRR 3i· 2023-01-29
0.526
SOTA
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonNELL-995
MRR pi· 2023-01-29
0.321
SOTA
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononNELL-995
MRR 3i· 2023-01-29
0.526
SOTA
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononNELL-995
MRR pi· 2023-01-29
0.321
SOTA
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k
MRR 1p· 2023-01-29
0.892
best: 0.895 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k
MRR 2i· 2023-01-29
0.761
best: 0.803 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k
MRR 2p· 2023-01-29
0.645
best: 0.693 (GNN-QE)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k
MRR 2u· 2023-01-29
0.684
best: 0.767 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k
MRR 3i· 2023-01-29
0.794
best: 0.836 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k
MRR 3p· 2023-01-29
0.579
best: 0.588 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k
MRR ip· 2023-01-29
0.706
best: 0.74 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k
MRR pi· 2023-01-29
0.701
best: 0.752 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k
MRR up· 2023-01-29
0.579
best: 0.613 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonNELL-995
MRR 1p· 2023-01-29
0.604
best: 0.607 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonNELL-995
MRR 2i· 2023-01-29
0.434
best: 0.436 (CQD)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonNELL-995
MRR 2p· 2023-01-29
0.229
best: 0.241 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonNELL-995
MRR 2u· 2023-01-29
0.2
best: 0.204 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonNELL-995
MRR 3p· 2023-01-29
0.167
best: 0.216 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonNELL-995
MRR ip· 2023-01-29
0.264
best: 0.265 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonNELL-995
MRR up· 2023-01-29
0.17
best: 0.179 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k-237
MRR 1p· 2023-01-29
0.467
best: 0.49 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k-237
MRR 2i· 2023-01-29
0.345
best: 0.431 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k-237
MRR 2p· 2023-01-29
0.136
best: 0.214 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k-237
MRR 2u· 2023-01-29
0.176
best: 0.227 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k-237
MRR 3i· 2023-01-29
0.483
best: 0.568 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k-237
MRR 3p· 2023-01-29
0.114
best: 0.212 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k-237
MRR ip· 2023-01-29
0.209
best: 0.28 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k-237
MRR pi· 2023-01-29
0.274
best: 0.381 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge GraphsonFB15k-237
MRR up· 2023-01-29
0.114
best: 0.214 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k
MRR 1p· 2023-01-29
0.892
best: 0.895 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k
MRR 2i· 2023-01-29
0.761
best: 0.803 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k
MRR 2p· 2023-01-29
0.645
best: 0.693 (GNN-QE)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k
MRR 2u· 2023-01-29
0.684
best: 0.767 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k
MRR 3i· 2023-01-29
0.794
best: 0.836 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k
MRR 3p· 2023-01-29
0.579
best: 0.588 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k
MRR ip· 2023-01-29
0.706
best: 0.74 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k
MRR pi· 2023-01-29
0.701
best: 0.752 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k
MRR up· 2023-01-29
0.579
best: 0.613 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononNELL-995
MRR 1p· 2023-01-29
0.604
best: 0.607 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononNELL-995
MRR 2i· 2023-01-29
0.434
best: 0.436 (CQD)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononNELL-995
MRR 2p· 2023-01-29
0.229
best: 0.241 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononNELL-995
MRR 2u· 2023-01-29
0.2
best: 0.204 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononNELL-995
MRR 3p· 2023-01-29
0.167
best: 0.216 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononNELL-995
MRR ip· 2023-01-29
0.264
best: 0.265 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononNELL-995
MRR up· 2023-01-29
0.17
best: 0.179 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k-237
MRR 1p· 2023-01-29
0.467
best: 0.49 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k-237
MRR 2i· 2023-01-29
0.345
best: 0.431 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k-237
MRR 2p· 2023-01-29
0.136
best: 0.214 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k-237
MRR 2u· 2023-01-29
0.176
best: 0.227 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k-237
MRR 3i· 2023-01-29
0.483
best: 0.568 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k-237
MRR 3p· 2023-01-29
0.114
best: 0.212 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k-237
MRR ip· 2023-01-29
0.209
best: 0.28 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k-237
MRR pi· 2023-01-29
0.274
best: 0.381 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Knowledge Graph CompletiononFB15k-237
MRR up· 2023-01-29
0.114
best: 0.214 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313

Methodology27 results

Large Language ModelonNELL-995
MRR 3i· 2023-01-29
0.526
SOTA
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonNELL-995
MRR pi· 2023-01-29
0.321
SOTA
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k
MRR 1p· 2023-01-29
0.892
best: 0.895 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k
MRR 2i· 2023-01-29
0.761
best: 0.803 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k
MRR 2p· 2023-01-29
0.645
best: 0.693 (GNN-QE)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k
MRR 2u· 2023-01-29
0.684
best: 0.767 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k
MRR 3i· 2023-01-29
0.794
best: 0.836 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k
MRR 3p· 2023-01-29
0.579
best: 0.588 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k
MRR ip· 2023-01-29
0.706
best: 0.74 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k
MRR pi· 2023-01-29
0.701
best: 0.752 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k
MRR up· 2023-01-29
0.579
best: 0.613 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonNELL-995
MRR 1p· 2023-01-29
0.604
best: 0.607 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonNELL-995
MRR 2i· 2023-01-29
0.434
best: 0.436 (CQD)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonNELL-995
MRR 2p· 2023-01-29
0.229
best: 0.241 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonNELL-995
MRR 2u· 2023-01-29
0.2
best: 0.204 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonNELL-995
MRR 3p· 2023-01-29
0.167
best: 0.216 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonNELL-995
MRR ip· 2023-01-29
0.264
best: 0.265 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonNELL-995
MRR up· 2023-01-29
0.17
best: 0.179 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k-237
MRR 1p· 2023-01-29
0.467
best: 0.49 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k-237
MRR 2i· 2023-01-29
0.345
best: 0.431 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k-237
MRR 2p· 2023-01-29
0.136
best: 0.214 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k-237
MRR 2u· 2023-01-29
0.176
best: 0.227 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k-237
MRR 3i· 2023-01-29
0.483
best: 0.568 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k-237
MRR 3p· 2023-01-29
0.114
best: 0.212 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k-237
MRR ip· 2023-01-29
0.209
best: 0.28 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k-237
MRR pi· 2023-01-29
0.274
best: 0.381 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Large Language ModelonFB15k-237
MRR up· 2023-01-29
0.114
best: 0.214 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313

Natural Language Processing27 results

Inductive knowledge graph completiononNELL-995
MRR 3i· 2023-01-29
0.526
SOTA
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononNELL-995
MRR pi· 2023-01-29
0.321
SOTA
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k
MRR 1p· 2023-01-29
0.892
best: 0.895 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k
MRR 2i· 2023-01-29
0.761
best: 0.803 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k
MRR 2p· 2023-01-29
0.645
best: 0.693 (GNN-QE)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k
MRR 2u· 2023-01-29
0.684
best: 0.767 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k
MRR 3i· 2023-01-29
0.794
best: 0.836 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k
MRR 3p· 2023-01-29
0.579
best: 0.588 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k
MRR ip· 2023-01-29
0.706
best: 0.74 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k
MRR pi· 2023-01-29
0.701
best: 0.752 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k
MRR up· 2023-01-29
0.579
best: 0.613 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononNELL-995
MRR 1p· 2023-01-29
0.604
best: 0.607 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononNELL-995
MRR 2i· 2023-01-29
0.434
best: 0.436 (CQD)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononNELL-995
MRR 2p· 2023-01-29
0.229
best: 0.241 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononNELL-995
MRR 2u· 2023-01-29
0.2
best: 0.204 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononNELL-995
MRR 3p· 2023-01-29
0.167
best: 0.216 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononNELL-995
MRR ip· 2023-01-29
0.264
best: 0.265 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononNELL-995
MRR up· 2023-01-29
0.17
best: 0.179 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k-237
MRR 1p· 2023-01-29
0.467
best: 0.49 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k-237
MRR 2i· 2023-01-29
0.345
best: 0.431 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k-237
MRR 2p· 2023-01-29
0.136
best: 0.214 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k-237
MRR 2u· 2023-01-29
0.176
best: 0.227 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k-237
MRR 3i· 2023-01-29
0.483
best: 0.568 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k-237
MRR 3p· 2023-01-29
0.114
best: 0.212 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k-237
MRR ip· 2023-01-29
0.209
best: 0.28 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k-237
MRR pi· 2023-01-29
0.274
best: 0.381 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313
Inductive knowledge graph completiononFB15k-237
MRR up· 2023-01-29
0.114
best: 0.214 (QTO)
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering arXiv:2301.12313