Node Classification on Cora Semi-Synthetic
99.6AccuracyFine-Tuning
Evaluation results
| Method | Links | |
|---|---|---|
| Fine-TuningBackbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 99.6 | |
| Chain-of-Thought (512)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 99.12 | |
| Chain-of-Thought (256)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 98.9 | |
| Fine-TuningBackbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 98.8 | |
| Fine-Tuning (LoRA)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=false2026.06 | 96.57 | |
| Chain-of-Thought (512)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 94.21 | |
| GaLA (Entropy)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 93.7 | |
| Chain-of-Thought (256)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 93.57 | |
| GaLA (Gradient)Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 93.2 | |
| Random Lin.Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 92.4 | |
| BFS Lin.Backbone=Qwen2.5-7B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 92.4 | |
| Chain-of-Thought (512)Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 91.17 | |
| GaLA (Gradient)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 90.4 | |
| GaLA (Entropy)Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 89.1 | |
| GaLA (Gradient)Backbone=Ministral-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 87.9 | |
| BFS Lin.Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 83.3 | |
| Random Lin.Backbone=Qwen2.5-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 82.9 | |
| Chain-of-Thought (256)Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 81.43 | |
| GaLA (Entropy)Backbone=Ministral-3B, Language Capability=true, Graph Bias=true, Inference Only=true2026.06 | 79.5 | |
| Random Lin.Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 71.3 | |
| BFS Lin.Backbone=Ministral-3B, Language Capability=true, Graph Bias=false, Inference Only=true2026.06 | 69.3 |