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Benchmarks
Multi-modal Knowledge Graph Reasoning on 17 MMKGs Transductive
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46.87
MRR
TOFU
33.8388
37.2219
40.605
43.9881
Feb 11, 2026
MRR
Hit@10
Updated 4d ago
Evaluation Results
Method
Method
Links
MRR
Hit@10
TOFU
Evaluation Protocol=fi...
2026.02
46.87
59.13
TOFU
Evaluation Protocol=ze...
2026.02
44.65
56.87
MOTIF
Evaluation Protocol=fi...
2026.02
44.42
57.43
ULTRA
Evaluation Protocol=fi...
2026.02
44.32
57.13
KG-ICL
Evaluation Protocol=fi...
2026.02
42.95
54.41
Supervised SOTA
Evaluation Protocol=su...
2026.02
42.79
55.12
KG-ICL
Evaluation Protocol=ze...
2026.02
42.73
53.66
MOTIF
Evaluation Protocol=ze...
2026.02
35.34
51.47
ULTRA
Evaluation Protocol=ze...
2026.02
34.34
49.64
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