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Models/ComplEx NSCaching

ComplEx NSCaching

Reported on 13 benchmarks across 1 task · 1 paper · 2 SOTA

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

Graphs13 results

Link PredictiononFB15k
MR· 2018-12-16
82
SOTA
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononWN18
MR· 2018-12-16
1072
SOTA
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link Predictionon FB15k
MRR· 2018-12-16
0.7721
best: 0.861 (AutoKGE)
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononFB15k
Hits@10· 2018-12-16
0.8682
best: 0.91 (ComplEx-N3 (reciprocal))
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononFB15k
MRR· 2018-12-16
0.7721
best: 0.86 (ComplEx-N3 (reciprocal))
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononWN18RR
Hits@10· 2018-12-16
0.5089
best: 0.881 (MoCoKGC)
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononWN18RR
MR· 2018-12-16
5365
best: 13526 (Inverse Model)
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononWN18RR
MRR· 2018-12-16
0.4463
best: 0.742 (MoCoKGC)
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononWN18
Hits@10· 2018-12-16
0.9398
best: 0.964 (Inverse Model)
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononWN18
MRR· 2018-12-16
0.9355
best: 0.963 (Inverse Model)
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononFB15k-237
Hits@10· 2018-12-16
0.4805
best: 0.599 (NBFNet)
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononFB15k-237
MR· 2018-12-16
221
best: 7030 (Inverse Model)
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410
Link PredictiononFB15k-237
MRR· 2018-12-16
0.3021
best: 0.415 (NBFNet)
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding arXiv:1812.06410