Semi-supervised Node Classification on Cora (test)
88.3AccuracyFull Dataset
Evaluation results
| Method | Links | |
|---|---|---|
| Full DatasetStrategy=Full Training2026.06 | 88.3 | |
| TALKRatio (%)=7.5, Distillation Strategy=Joint Distill.2026.06 | 86.9 | |
| GCSNTKRatio (%)=7.5, Distillation Strategy=Reference2026.06 | 85.8 | |
| TALKRatio (%)=5.0, Distillation Strategy=Joint Distill.2026.06 | 85.5 | |
| GCSNTKRatio (%)=5.0, Distillation Strategy=Reference2026.06 | 85.4 | |
| GCSNTKRatio (%)=2.5, Distillation Strategy=Reference (Full Text + Distilled Graph)2026.06 | 85.2 | |
| GCondRatio (%)=7.5, Distillation Strategy=Reference2026.06 | 84.9 | |
| GCondRatio (%)=5.0, Distillation Strategy=Reference2026.06 | 84.6 | |
| GEOMRatio (%)=7.5, Distillation Strategy=Reference2026.06 | 84.6 | |
| TALKRatio (%)=2.5, Distillation Strategy=Joint Distill., Text Distillation=Distilled, Graph Distillation=Distilled2026.06 | 84.4 | |
| GCondRatio (%)=2.5, Distillation Strategy=Reference (Full Text + Distilled Graph)2026.06 | 84.1 | |
| CLMRatio (%)=7.5, Distillation Strategy=Decoupled Distill.2026.06 | 84.1 | |
| TDALRatio (%)=7.5, Distillation Strategy=Decoupled Distill.2026.06 | 83.9 | |
| TDALRatio (%)=5.0, Distillation Strategy=Decoupled Distill.2026.06 | 83.8 | |
| GEOMRatio (%)=5.0, Distillation Strategy=Reference2026.06 | 83.8 | |
| CLMRatio (%)=5.0, Distillation Strategy=Decoupled Distill.2026.06 | 82.8 | |
| GCDMRatio (%)=7.5, Distillation Strategy=Reference2026.06 | 82.5 | |
| TDALRatio (%)=2.5, Distillation Strategy=Decoupled Distill., Text Distillation=Distilled, Graph Distillation=Distilled2026.06 | 81.3 | |
| TDRatio (%)=7.5, Distillation Strategy=Decoupled Distill.2026.06 | 81.1 | |
| GEOMRatio (%)=2.5, Distillation Strategy=Reference (Full Text + Distilled Graph)2026.06 | 80.9 | |
| TDRatio (%)=5.0, Distillation Strategy=Decoupled Distill.2026.06 | 80.6 | |
| GCDMRatio (%)=5.0, Distillation Strategy=Reference2026.06 | 80.5 | |
| CLMRatio (%)=2.5, Distillation Strategy=Decoupled Distill., Text Distillation=Distilled, Graph Distillation=Distilled2026.06 | 80 | |
| RandomRatio (%)=7.5, Distillation Strategy=Coreset Selection2026.06 | 79.6 | |
| TDRatio (%)=2.5, Distillation Strategy=Decoupled Distill., Text Distillation=Distilled, Graph Distillation=Distilled2026.06 | 79.3 | |
| GCDMRatio (%)=2.5, Distillation Strategy=Reference (Full Text + Distilled Graph)2026.06 | 78.6 | |
| K-CenterRatio (%)=7.5, Distillation Strategy=Coreset Selection2026.06 | 77.8 | |
| RandomRatio (%)=5.0, Distillation Strategy=Coreset Selection2026.06 | 71.7 | |
| K-CenterRatio (%)=5.0, Distillation Strategy=Coreset Selection2026.06 | 70.4 | |
| RandomRatio (%)=2.5, Distillation Strategy=Coreset Selection, Text Distillation=Full, Graph Distillation=Coreset2026.06 | 62.1 | |
| K-CenterRatio (%)=2.5, Distillation Strategy=Coreset Selection, Text Distillation=Full, Graph Distillation=Coreset2026.06 | 58.2 |