Our new X account is live! Follow @wizwand_team for updates
Home
/
Benchmarks
Multi-modal Knowledge Graph Reasoning on 17 MMKGs Fully-Inductive
Loading...
44.38
MRR
KG-ICL
15.4368
22.9509
30.465
37.9791
Feb 11, 2026
MRR
Hit@10
Updated 4d ago
Evaluation Results
Method
Method
Links
MRR
Hit@10
KG-ICL
Evaluation Protocol=fi...
2026.02
44.38
66.48
TOFU
Evaluation Protocol=ze...
2026.02
43.44
66.15
TOFU
Evaluation Protocol=fi...
2026.02
43.22
65.68
KG-ICL
Evaluation Protocol=ze...
2026.02
41.05
63.55
ULTRA
Evaluation Protocol=ze...
2026.02
39.45
60.73
ULTRA
Evaluation Protocol=fi...
2026.02
39.03
60.35
MOTIF
Evaluation Protocol=ze...
2026.02
38.73
60.7
MOTIF
Evaluation Protocol=fi...
2026.02
37.93
58.98
Supervised SOTA
Evaluation Protocol=su...
2026.02
16.55
29.63
Feedback
Search any
task
Search any
task