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/SAFRAN (white box, rule based)

SAFRAN (white box, rule based)

Reported on 7 benchmarks across 1 task · 1 paper

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

Graphs7 results

Link PredictiononYAGO3-10
Hits@1· 2021-09-16
0.492
best: 0.514 (MEIM)
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models arXiv:2109.08002
Link PredictiononYAGO3-10
Hits@10· 2021-09-16
0.693
best: 0.716 (MEIM)
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models arXiv:2109.08002
Link PredictiononYAGO3-10
MRR· 2021-09-16
0.564
best: 0.585 (MEIM)
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models arXiv:2109.08002
Link PredictiononWN18RR
Hits@1· 2021-09-16
0.459
best: 0.665 (MoCoKGC)
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models arXiv:2109.08002
Link PredictiononWN18RR
Hits@10· 2021-09-16
0.578
best: 0.881 (MoCoKGC)
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models arXiv:2109.08002
Link PredictiononWN18RR
MRR· 2021-09-16
0.502
best: 0.742 (MoCoKGC)
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models arXiv:2109.08002
Link PredictiononOpenBioLink
Hits@10
0.507
best: 0.542 (DistMult)