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/QuatE

QuatE

Reported on 22 benchmarks across 1 task · 2 papers · 5 SOTA

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

Graphs22 results

Link Predictionon FB15k
Hits@1· 2019-04-23
0.8
SOTA
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link Predictionon FB15k
Hits@3· 2019-04-23
0.859
SOTA
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link Predictionon FB15k
MRR· 2019-04-23
0.833
best: 0.861 (AutoKGE)
SOTA
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononWN18RR
Hits@3· 2019-04-23
0.508
best: 0.792 (MoCoKGC)
SOTA
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononFB15k-237
Hits@10· 2019-04-23
0.55
best: 0.599 (NBFNet)
SOTA
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononICEWS05-15
MRR· 2022-03-15
0.482
best: 0.713 (SPA)
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion arXiv:2203.07993
Link PredictiononICEWS14
MRR· 2022-03-15
0.471
best: 0.658 (SPA)
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion arXiv:2203.07993
Link Predictionon FB15k
Hits@10· 2019-04-23
0.9
best: 0.914 (AutoKGE)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link Predictionon FB15k
MR· 2019-04-23
17
best: 2501 (Inverse Model)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononWN18RR
Hits@1· 2019-04-23
0.438
best: 0.665 (MoCoKGC)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononWN18RR
Hits@10· 2019-04-23
0.582
best: 0.881 (MoCoKGC)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononWN18RR
MR· 2019-04-23
2314
best: 13526 (Inverse Model)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononWN18RR
MRR· 2019-04-23
0.488
best: 0.742 (MoCoKGC)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononWN18
Hits@1· 2019-04-23
0.945
best: 0.953 (Inverse Model)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononWN18
Hits@10· 2019-04-23
0.959
best: 0.964 (Inverse Model)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononWN18
Hits@3· 2019-04-23
0.954
best: 0.964 (Inverse Model)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononWN18
MR· 2019-04-23
162
best: 1072 (ComplEx NSCaching)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononWN18
MRR· 2019-04-23
0.95
best: 0.963 (Inverse Model)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononFB15k-237
Hits@1· 2019-04-23
0.248
best: 0.321 (NBFNet)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononFB15k-237
Hits@3· 2019-04-23
0.382
best: 0.454 (NBFNet)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononFB15k-237
MR· 2019-04-23
87
best: 7030 (Inverse Model)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281
Link PredictiononFB15k-237
MRR· 2019-04-23
0.348
best: 0.415 (NBFNet)
Quaternion Knowledge Graph Embeddings arXiv:1904.10281