Node Classification on PubMed Semi-Synthetic (Accuracy)
99.43AccuracyFine-Tuning
Evaluation results
| Method | Links | |
|---|---|---|
| Fine-TuningBackbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 99.43 | |
| Fine-TuningBackbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 98.9 | |
| Chain-of-Thought (512)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 97.34 | |
| Fine-Tuning (LoRA)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 96.83 | |
| Chain-of-Thought (256)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 96.1 | |
| GaLA (Gradient)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 94.2 | |
| Chain-of-Thought (512)Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 93.87 | |
| GaLA (Entropy)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 93.8 | |
| BFS Lin.Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 93.2 | |
| Random Lin.Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 92.8 | |
| GaLA (Gradient)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 92 | |
| GaLA (Entropy)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 91.5 | |
| BFS Lin.Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 90.3 | |
| Chain-of-Thought (512)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 88.78 | |
| Random Lin.Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 88.5 | |
| GaLA (Gradient)Backbone=Ministral-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 87.5 | |
| GaLA (Entropy)Backbone=Ministral-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 83.1 | |
| Chain-of-Thought (256)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 82.2 | |
| Random Lin.Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 82 | |
| Chain-of-Thought (256)Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 80.1 | |
| BFS Lin.Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 80 |