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ResearchFormerly WizWand

Node Classification on PubMed Real-World (Accuracy)

92.5AccuracyFine-Tuning
10.49631.785553.07574.3645Jun 14, 2026
Updated 4mo ago

Evaluation results

MethodLinks
Fine-TuningBackbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=false2026.0692.5
Fine-Tuning (LoRA)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=false2026.0690.05
Fine-TuningBackbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=false2026.0689.8
Chain-of-Thought (512)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0688.6
GaLA (Entropy)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=true, Inference Only=true2026.0688.1
GaLA (Gradient)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=true, Inference Only=true2026.0687.7
BFS Lin.Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0686.3
Random Lin.Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0686.2
GraphICLBackbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0684.4
Chain-of-Thought (512)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0684.1
GaLA (Gradient)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.0682.5
GaLA (Entropy)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.0679.2
Random Lin.Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0677.8
BFS Lin.Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0677.5
GraphICLBackbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0674.5
BFS Lin.Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0674.4
GaLA (Entropy)Backbone=Ministral-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.0674.3
GaLA (Gradient)Backbone=Ministral-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.0674.1
GraphICLBackbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0673.6
Random Lin.Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0673.4
Chain-of-Thought (256)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0668.95
Chain-of-Thought (256)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0659.55
Chain-of-Thought (512)Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0653.55
Chain-of-Thought (256)Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.0613.65