Binary Classification on Gender 2019 (test)
0.889AUCCoLES + GrEmbAdj
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoLES + GrEmbAdjBase SSL Backbone=CoLES, Graph Integration Strategy=GrEmbAdj2026.04 | 0.889 | 81.1 | |
| CoLES + GrEmbSAGEBase SSL Backbone=CoLES, Graph Integration Strategy=GrEmbSAGE2026.04 | 0.886 | 80.8 | |
| CoLES + LossBase SSL Backbone=CoLES, Graph Integration Strategy=Loss2026.04 | 0.883 | 80 | |
| CoLESBase SSL Backbone=CoLES2026.04 | 0.877 | 79.3 | |
| Adj. matrixBase SSL Backbone=N/A2026.04 | 0.875 | 79.3 | |
| BT + GrEmbSAGEBase SSL Backbone=BT, Graph Integration Strategy=GrEmbSAGE2026.04 | 0.87 | 78.9 | |
| BT + LossBase SSL Backbone=BT, Graph Integration Strategy=Loss2026.04 | 0.869 | 79.1 | |
| BTBase SSL Backbone=BT2026.04 | 0.865 | 77.9 | |
| CPCBase SSL Backbone=CPC2026.04 | 0.851 | 76.8 | |
| TabformerBase SSL Backbone=Tabformer2026.04 | 0.847 | 76.4 | |
| GPTBase SSL Backbone=GPT2026.04 | 0.799 | 71.3 | |
| Popular classBase SSL Backbone=N/A2026.04 | 0.558 | 55.8 |