Node Classification on Reddit (accuracy, Avg.Rank)
70AccuracyGraphICL-S1
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphICL-S1Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 70 | 2.3 | |
| GraphSearch-FBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 68.7 | 2 | |
| GraphICL-S2Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 68.3 | 4.3 | |
| GraphSearch-FBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 67.4 | 1.8 | |
| GraphSearch-RBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 66.6 | 2.3 | |
| GraphICL-S1Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 66.2 | 2.2 | |
| GraphICL-S2Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 65.7 | 4.2 | |
| GraphSearch-RBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 63.5 | 2.7 | |
| Search-o1Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 62 | 5 | |
| Search-o1Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 60.3 | 4.3 | |
| Chain-of-ThoughtBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 59.2 | 6 | |
| Chain-of-ThoughtBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 58.8 | 5.7 | |
| Graph-CoTBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 56.1 | 6.5 | |
| Graph-CoTBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 56 | 6.7 |