Node Classification on PubMed Real-World (Accuracy)
92.5AccuracyFine-Tuning
Evaluation Results
| Method | Links | |
|---|---|---|
| Fine-TuningBackbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 92.5 | |
| Fine-Tuning (LoRA)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 90.05 | |
| Fine-TuningBackbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 89.8 | |
| Chain-of-Thought (512)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 88.6 | |
| GaLA (Entropy)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 88.1 | |
| GaLA (Gradient)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 87.7 | |
| BFS Lin.Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 86.3 | |
| Random Lin.Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 86.2 | |
| GraphICLBackbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 84.4 | |
| Chain-of-Thought (512)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 84.1 | |
| GaLA (Gradient)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 82.5 | |
| GaLA (Entropy)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 79.2 | |
| Random Lin.Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 77.8 | |
| BFS Lin.Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 77.5 | |
| GraphICLBackbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 74.5 | |
| BFS Lin.Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 74.4 | |
| GaLA (Entropy)Backbone=Ministral-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 74.3 | |
| GaLA (Gradient)Backbone=Ministral-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 74.1 | |
| GraphICLBackbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 73.6 | |
| Random Lin.Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 73.4 | |
| Chain-of-Thought (256)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 68.95 | |
| Chain-of-Thought (256)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 59.55 | |
| Chain-of-Thought (512)Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 53.55 | |
| Chain-of-Thought (256)Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 13.65 |