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Benchmarks
Multi-modal Knowledge Graph Reasoning on 17 MMKGs Overall
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47.41
MRR
TOFU
37.218
39.864
42.51
45.156
Feb 11, 2026
MRR
Hit@10
Updated 4d ago
Evaluation Results
Method
Method
Links
MRR
Hit@10
TOFU
Evaluation Protocol=fi...
2026.02
47.41
63.02
TOFU
Evaluation Protocol=ze...
2026.02
45.93
61.67
KG-ICL
Evaluation Protocol=fi...
2026.02
45.3
60.46
MOTIF
Evaluation Protocol=fi...
2026.02
44.37
60.15
KG-ICL
Evaluation Protocol=ze...
2026.02
44.28
59.13
ULTRA
Evaluation Protocol=fi...
2026.02
44.22
59.9
MOTIF
Evaluation Protocol=ze...
2026.02
38.71
56.82
ULTRA
Evaluation Protocol=ze...
2026.02
38.24
55.43
Supervised SOTA
Evaluation Protocol=su...
2026.02
37.61
50.89
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