Node Classification on Sports
80.92AccuracyGraphPrompter
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GraphPrompterEvaluation Protocol=Semi-supervised2026.01 | 80.92 | — | |
| GraphSearch-RBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 72 | 2.3 | |
| GraphSearch-R-72BEvaluation Protocol=Semi-supervised, Model Scale=72B, Search Variant=R2026.01 | 72 | — | |
| GCNEvaluation Protocol=Semi-supervised2026.01 | 70.24 | — | |
| GraphICL-S1Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 69.6 | 2.3 | |
| SAGEEvaluation Protocol=Semi-supervised2026.01 | 69.53 | — | |
| GraphSearch-FBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 69.2 | 2 | |
| GraphSearch-F-72BEvaluation Protocol=Semi-supervised, Model Scale=72B, Search Variant=F2026.01 | 69.2 | — | |
| Search-o1Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 69.1 | 4.3 | |
| GraphICL-S2Backbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 68.3 | 4.3 | |
| RevGATEvaluation Protocol=Semi-supervised2026.01 | 64.63 | — | |
| LLaGA-HOEvaluation Protocol=Semi-supervised2026.01 | 63.81 | — | |
| Graph-CoTBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 63.8 | 6.7 | |
| LLaGA-NDEvaluation Protocol=Semi-supervised2026.01 | 62.19 | — | |
| GraphSearch-RBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 61.9 | 2.7 | |
| GraphSearch-R2026.01 | 61.9 | — | |
| GraphSearch-R-32BEvaluation Protocol=Semi-supervised, Model Scale=32B, Search Variant=R2026.01 | 61.9 | — | |
| GraphSearch-FBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 59.8 | 1.8 | |
| GraphSearch-F-32BEvaluation Protocol=Semi-supervised, Model Scale=32B, Search Variant=F2026.01 | 59.8 | — | |
| Search-o1Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 59.7 | 5 | |
| GraphICL-S1Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 59.6 | 2.2 | |
| Chain-of-ThoughtBackbone=Qwen2.5-72B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 58.9 | 6 | |
| MLPEvaluation Protocol=Semi-supervised2026.01 | 58.74 | — | |
| GraphICL-S2Backbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 57.5 | 4.2 | |
| Graph-CoTBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 57.2 | 6.5 | |
| Chain-of-ThoughtBackbone=Qwen2.5-32B-Instruct, Evaluation Protocol=Zero-shot2026.01 | 52.9 | 5.7 | |
| GraphTranslatorEvaluation Protocol=Semi-supervised2026.01 | 22.88 | — | |
| GCN2026.01 | 14.78 | — | |
| GraphPrompter2026.01 | 9.26 | — | |
| SAGE2026.01 | 5.56 | — |