Accuracy (%) on Node Classification on Products (test)
57.6Accuracy (%)Whole
Evaluation results
| Method | Links | |
|---|---|---|
| WholeSize=2449029, Evaluation Protocol=Original graph training2026.06 | 57.6 | |
| TAGSAMSize=2000, Evaluation Protocol=Zero-shot classification2026.06 | 57.3 | |
| TAGSAMSize=1000, Evaluation Protocol=Zero-shot classification2026.06 | 55.8 | |
| TAGSAMSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 55.4 | |
| RandomSize=2000, Evaluation Protocol=Zero-shot classification2026.06 | 54.8 | |
| RandomSize=1000, Evaluation Protocol=Zero-shot classification2026.06 | 53.8 | |
| MTT-TAGSize=2000, Evaluation Protocol=Zero-shot classification2026.06 | 53.3 | |
| RandomSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 52.7 | |
| MTT-TAGSize=1000, Evaluation Protocol=Zero-shot classification2026.06 | 50 | |
| MTT-KNNSize=2000, Evaluation Protocol=Zero-shot classification2026.06 | 49.5 | |
| MTT-TAGSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 48.4 | |
| MTT-KNNSize=1000, Evaluation Protocol=Zero-shot classification2026.06 | 47.6 | |
| GCond*Size=2000, Evaluation Protocol=Zero-shot classification2026.06 | 47.5 | |
| MTT-KNNSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 46.2 | |
| GCond*Size=1000, Evaluation Protocol=Zero-shot classification2026.06 | 45.8 | |
| GCond*Size=500, Evaluation Protocol=Zero-shot classification2026.06 | 39 | |
| K-CenterSize=2000, Evaluation Protocol=Zero-shot classification2026.06 | 38.5 | |
| HerdingSize=2000, Evaluation Protocol=Zero-shot classification2026.06 | 33.7 | |
| K-CenterSize=1000, Evaluation Protocol=Zero-shot classification2026.06 | 29.9 | |
| K-CenterSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 26.3 | |
| HerdingSize=1000, Evaluation Protocol=Zero-shot classification2026.06 | 25.8 | |
| HerdingSize=500, Evaluation Protocol=Zero-shot classification2026.06 | 17.8 |