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Benchmarks
Multi-modal Knowledge Graph Reasoning on 17 MMKGs Inductive
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54.77
MRR
TOFU
48.1452
49.8651
51.585
53.3049
Feb 11, 2026
MRR
Hit@10
Updated 4d ago
Evaluation Results
Method
Method
Links
MRR
Hit@10
TOFU
Evaluation Protocol=fi...
2026.02
54.77
72.45
KG-ICL
Evaluation Protocol=fi...
2026.02
54.33
72.6
KG-ICL
Evaluation Protocol=ze...
2026.02
53.77
71.43
TOFU
Evaluation Protocol=ze...
2026.02
53.51
71.72
MOTIF
Evaluation Protocol=fi...
2026.02
52.8
70.77
ULTRA
Evaluation Protocol=fi...
2026.02
50.8
68.57
MOTIF
Evaluation Protocol=ze...
2026.02
49.93
69.5
ULTRA
Evaluation Protocol=ze...
2026.02
49.63
67.7
Supervised SOTA
Evaluation Protocol=su...
2026.02
48.4
65.13
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