Knowledge Graph Completion2015en

FB15k-237 Knowledge Graph Completion

Subset of Freebase with 14,541 entities and 237 relations. Inverse-relation leakage removed vs original FB15k. Standard link-prediction / KG completion benchmark, evaluated by filtered MRR and Hits@10.

Paper / Website
Current State of the Art

NBFNet

Mila

0.415

mrr

FB15k-237 — mrr

3 results · 1 SOTA advances · higher is better

All results
SOTA frontier
0120262027mrrNBFNet

mrr Progress Over Time

Showing 2 breakthroughs from Feb 2019 to Jun 2021

0.3300.3530.3770.4000.423Feb 2019Jun 2021mrrDate

Key Milestones

Feb 2019
RotatE

RotatE filtered MRR on FB15k-237 test. seed — verify

0.338
Source
Jun 2021
NBFNetCurrent SOTA

NBFNet filtered MRR on FB15k-237 test. seed — verify

0.415
+22.8%
Source
Total Improvement
22.8%
Time Span
2y 4m
Breakthroughs
2
Current SOTA
0.415

Top Models Performance Comparison

Top 3 models ranked by mrr

mrr1NBFNet0.415100.0%2ULTRA0.36888.7%3RotatE0.33881.4%0%25%50%75%100%% of best
Best Score
0.415
Top Model
NBFNet
Models Compared
3
Score Range
0.077

mrrPrimary

#ModelScorePaper / CodeDate
1
NBFNetOpen Source
Mila		0.415
editorial
Apr 2026
2
ULTRAOpen Source
Mila / Intel		0.368
editorial
Apr 2026
3
RotatEOpen Source
Tsinghua / MILA		0.338
editorial
Apr 2026