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Benchmarks
Link Prediction on Art500K
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84.62
Accuracy
MLaGA
37.5704
49.7852
62
74.2148
Jun 3, 2025
Accuracy
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
MLaGA
Model Type=Ours
2025.06
84.62
LLaGA-ND
Model Type=Graph LLM,...
2025.06
81.07
LLaGA-ND
Model Type=Graph LLM,...
2025.06
80.25
LLaGA-ND
Model Type=Graph LLM,...
2025.06
80.06
GCN
Model Type=GNN-based
2025.06
76.6
GraphSAGE
Model Type=GNN-based
2025.06
72.27
Unigraph2
Model Type=Multimodal...
2025.06
64.4
Qwen2.5-VL-7B
Model Type=MLLM
2025.06
62.03
GraphPrompter
Model Type=Graph LLM
2025.06
51.45
MGAT
Model Type=Multimodal...
2025.06
50.56
MMGCN
Model Type=Multimodal...
2025.06
50.33
LLaVA1.5-Next-7B
Model Type=MLLM
2025.06
49.98
MLP
Model Type=GNN-based
2025.06
49.1
GraphGPT
Model Type=Graph LLM
2025.06
39.38
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