Bias Classification on BiasBios
94.72AccuracyPASTA
Evaluation results
| Method | Links | |
|---|---|---|
| PASTAModel=GEMMA3-12B2026.03 | 94.72 | |
| SEKAModel=GEMMA3-12B2026.03 | 93.04 | |
| PRISM-∆Model=GEMMA3-4B2026.03 | 92.9 | |
| **-markedModel=GEMMA3-12B2026.03 | 92.9 | |
| SEKAModel=GEMMA3-4B2026.03 | 92.42 | |
| PRISM-∆Model=QWEN3-4B2026.03 | 92.38 | |
| PRISM-∆VModel=QWEN3-4B2026.03 | 92.36 | |
| PRISM-∆Model=GEMMA3-12B2026.03 | 92.22 | |
| PRISM-∆VModel=GEMMA3-12B2026.03 | 91.94 | |
| PRISM-∆Model=QWEN3-14B2026.03 | 91.68 | |
| PRISM-∆VModel=GEMMA3-4B2026.03 | 91.64 | |
| OriginalModel=GEMMA3-12B2026.03 | 91.32 | |
| PRISM-∆VModel=QWEN3-14B2026.03 | 91.2 | |
| **-markedModel=GEMMA3-4B2026.03 | 91 | |
| **-markedModel=QWEN3-14B2026.03 | 90.94 | |
| SEKAModel=QWEN3-4B2026.03 | 90.92 | |
| SEKAModel=QWEN3-14B2026.03 | 90.28 | |
| OriginalModel=GEMMA3-4B2026.03 | 89.9 | |
| PRISM-∆Model=QWEN3-8B2026.03 | 89.62 | |
| PASTAModel=QWEN3-4B2026.03 | 89.58 | |
| PRISM-∆VModel=QWEN3-8B2026.03 | 89.12 | |
| SEKAModel=QWEN3-8B2026.03 | 88.74 | |
| PASTAModel=QWEN3-14B2026.03 | 88.46 | |
| PASTAModel=QWEN3-8B2026.03 | 86.32 | |
| OriginalModel=QWEN3-14B2026.03 | 85.1 | |
| **-markedModel=QWEN3-4B2026.03 | 82.94 | |
| PASTAModel=GEMMA3-4B2026.03 | 82.58 | |
| **-markedModel=QWEN3-8B2026.03 | 80.6 | |
| OriginalModel=QWEN3-4B2026.03 | 79.8 | |
| OriginalModel=QWEN3-8B2026.03 | 76.22 | |
| SPAModel=QWEN3-4B2026.03 | 68 | |
| SPAModel=QWEN3-14B2026.03 | 57.86 | |
| SPAModel=GEMMA3-4B2026.03 | 48.02 | |
| SPAModel=GEMMA3-12B2026.03 | 46.88 | |
| SPAModel=QWEN3-8B2026.03 | 37.02 |