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ResearchFormerly WizWand

Node Classification on Arts

91.2AccuracyMario-8B
55.99665.135574.27583.4145Jun 3, 2025Jul 18, 2025Sep 2, 2025Oct 18, 2025Dec 3, 2025Jan 18, 2026Mar 5, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Mario-8BModality=Text+Image, Training Protocol=Mix-Training2026.0391.2
MLaGAModel Type=Ours2025.0690.39
LLaGA-NDModel Type=Graph LLM, Training Setting=Cross-Domain2025.0688.95
LLaGA-NDModel Type=Graph LLM, Training Setting=Single Focus2025.0688.6
Qwen2.5-VL-7BModel Type=MLLM2025.0688.46
SAGEModality=Text+Image, Training Protocol=Mix-Training2026.0388.09
LLaGA-NDModel Type=Graph LLM, Training Setting=Cross-Task2025.0687.92
SAGEModality=Text-only, Training Protocol=Mix-Training2026.0387.46
MGATModality=multimodal2026.0387.25
MGATModel Type=Multimodal Graph Model2025.0687.25
MMGCNModality=multimodal2026.0386.63
MMGCNModel Type=Multimodal Graph Model2025.0686.63
MLaGAModality=Text+Image, Training Protocol=Mix-Training2026.0386.32
SAGEModality=text+image2026.0385.35
GraphSAGEModel Type=GNN-based2025.0685.35
GraphPrompterModel Type=Graph LLM2025.0684.4
MLPModel Type=GNN-based2025.0684.28
GraphPrompterModality=Text-only, Training Protocol=Mix-Training2026.0383.91
GATv2Modality=text+image2026.0381.19
SAGEModality=Image-only, Training Protocol=Mix-Training2026.0379.4
GCNModality=Text-only, Training Protocol=Mix-Training2026.0379.03
Unigraph2Model Type=Multimodal Graph Model2025.0678.81
GCNModality=Text+Image, Training Protocol=Mix-Training2026.0378.59
LLaVA1.5-Next-7BModel Type=MLLM2025.0677.07
GCNModality=text+image2026.0376.76
GCNModel Type=GNN-based2025.0676.76
GCNModality=Image-only, Training Protocol=Mix-Training2026.0375.03
LLaGAModality=Text-only, Training Protocol=Mix-Training2026.0374.02
LLaMA3-8BModality=Text-only, Training Protocol=Mix-Training2026.0365.21
GraphGPTModel Type=Graph LLM2025.0657.35