Node Classification on Products (Accuracy, Avg.Rank)
74.6AccuracyGraphSearch-R
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphSearch-RBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 74.6 | 2.3 | |
| GraphSearch-FBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 73.2 | 2 | |
| Search-o1Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 72.3 | 4.3 | |
| GraphSearch-FBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 71.7 | 1.8 | |
| GraphICL-S1Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 71.2 | 2.2 | |
| GraphICL-S1Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 71 | 2.3 | |
| GraphSearch-RBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 70.8 | 2.7 | |
| GraphSearch-R2026.01 | 70.8 | — | |
| Chain-of-ThoughtBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 70.1 | 5.7 | |
| GraphICL-S2Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 69 | 4.3 | |
| GraphICL-S2Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 68.4 | 4.2 | |
| Search-o1Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 68.1 | 5 | |
| Graph-CoTBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 68 | 6.7 | |
| Chain-of-ThoughtBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 66.4 | 6 | |
| Graph-CoTBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 64.6 | 6.5 | |
| GraphPrompter2026.01 | 15.42 | — | |
| GCN2026.01 | 2.89 | — | |
| SAGE2026.01 | 1.11 | — |