| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CelebA restructured (test) | ID Accuracy96.89 | 9 | 6d ago | ||
| CogBias (test) | dynamic beta intervention | Ground-truth Answer Rate83.7 | 8 | 23d ago | |
| FAIRFACE Gender (test) | BEND-VLM | KL Divergence0.006 | 8 | 3mo ago | |
| FAIRFACE Race (test) | BEND-VLM | KL Divergence0.069 | 8 | 3mo ago | |
| Gemma-3-4b-it (test) | LIT | Mean Log-Likelihood Difference5.07 | 6 | 2mo ago | |
| BiasedMNIST rho=0.997 | BISE | Accuracy90.4 | 3 | 2mo ago | |
| BiasedMNIST (rho=0.995) | BISE | Accuracy92 | 3 | 2mo ago | |
| BiasedMNIST rho=0.99 | BISE | Accuracy95.8 | 3 | 2mo ago | |
| 100 Profession Prompts | SEMb | Content Preservation0.878 | 2 | 2mo ago |
