Node Classification on Cora (accuracy, Avg.Rank)
70AccuracyGraphICL-S1
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphICL-S1Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 70 | 2.3 | |
| GraphSearch-RBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 68.8 | 2.3 | |
| GraphICL-S1Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 68.5 | 2.2 | |
| GraphICL-S2Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 67.9 | 4.2 | |
| GraphSearch-FBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 67.5 | 1.8 | |
| GraphSearch-FBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 67.2 | 2 | |
| GraphICL-S2Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 66.5 | 4.3 | |
| Search-o1Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 66.2 | 4.3 | |
| GraphSearch-RBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 65.9 | 2.7 | |
| Chain-of-ThoughtBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 65.7 | 5.7 | |
| Chain-of-ThoughtBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 65.5 | 6 | |
| Search-o1Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 63.5 | 5 | |
| Graph-CoTBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 62.6 | 6.7 | |
| Graph-CoTBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 57.9 | 6.5 |