Node Classification on Cora Real-World (Accuracy)
86.33AccuracyFine-Tuning
Evaluation results
| Method | Links | |
|---|---|---|
| Fine-TuningBackbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 86.33 | |
| Fine-TuningBackbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 79.81 | |
| Fine-Tuning (LoRA)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 70.85 | |
| GaLA (Gradient)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 69 | |
| GaLA (Entropy)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 68.6 | |
| BFS Lin.Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 68.2 | |
| Random Lin.Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 67.5 | |
| GaLA (Gradient)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 67.4 | |
| GaLA (Entropy)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 67 | |
| Chain-of-Thought (512)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 67 | |
| BFS Lin.Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 65.9 | |
| Random Lin.Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 64.9 | |
| Chain-of-Thought (512)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 62.25 | |
| GraphICLBackbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 61.1 | |
| GaLA (Gradient)Backbone=Ministral-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 56.7 | |
| GraphICLBackbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 56.4 | |
| BFS Lin.Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 56.2 | |
| GaLA (Entropy)Backbone=Ministral-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 56.1 | |
| Random Lin.Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 55.6 | |
| Chain-of-Thought (256)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 54.3 | |
| GraphICLBackbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 53.9 | |
| Chain-of-Thought (512)Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 35.55 | |
| Chain-of-Thought (256)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 32.8 | |
| Chain-of-Thought (256)Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 9.95 |