Attribute Steering on Topic (T)
100ConfidenceUniform
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UniformModel=SEDD-124M, alpha=22026.05 | 100 | 57 | 91.5 | |
| AdaptiveModel=SEDD-124M, alpha=42026.05 | 100 | 49 | 90.7 | |
| UniformModel=DREAM-7B, alpha=62026.05 | 100 | 53 | 83.6 | |
| AdaptiveModel=DREAM-7B, alpha=122026.05 | 100 | 37 | 47.6 | |
| UniformModel=MDLM-124M, alpha=22026.05 | 99.9 | 59 | 93 | |
| AdaptiveModel=MDLM-124M, alpha=62026.05 | 99.9 | 50 | 92.5 | |
| Contrastive Vec.Model=SEDD-124M, alpha=152026.05 | 99.9 | 53 | 91.5 | |
| UniformModel=LLaDA-8B, alpha=122026.05 | 99.9 | 6 | 44.2 | |
| AdaptiveModel=LLaDA-8B, alpha=152026.05 | 99.7 | 6 | 50.9 | |
| ProbeModel=MDLM-124M, alpha=132026.05 | 99.2 | 230 | 92.4 | |
| Contrastive Vec.Model=DREAM-7B, alpha=152026.05 | 88.7 | 15 | 89.4 | |
| ProbeModel=SEDD-124M, alpha=72026.05 | 87.8 | 76 | 92.8 | |
| ProbeModel=DREAM-7B, alpha=152026.05 | 76.7 | 14 | 83.2 | |
| Contrastive Vec.Model=MDLM-124M, alpha=112026.05 | 68.9 | 354 | 93.2 | |
| PromptModel=LLaDA-8B2026.05 | 64.9 | 10 | 70 | |
| PromptModel=DREAM-7B2026.05 | 61.5 | 13 | 84.1 | |
| PCAModel=SEDD-124M, alpha=202026.05 | 32.9 | 40 | 92.4 | |
| ProbeModel=LLaDA-8B, alpha=142026.05 | 32.3 | 8 | 70.3 | |
| Contrastive Vec.Model=LLaDA-8B, alpha=142026.05 | 29.6 | 8 | 74.4 | |
| PCAModel=LLaDA-8B, alpha=92026.05 | 24.1 | 8 | 73.2 | |
| No SteeringModel=SEDD-124M2026.05 | 20.3 | 44 | 92.5 | |
| No SteeringModel=MDLM-124M2026.05 | 18.6 | 43 | 92.6 | |
| PCAModel=DREAM-7B, alpha=152026.05 | 18.3 | 16 | 82.6 | |
| PCAModel=MDLM-124M, alpha=42026.05 | 15.7 | 337 | 94.3 | |
| No SteeringModel=LLaDA-8B2026.05 | 13.9 | 16 | 85.1 | |
| No SteeringModel=DREAM-7B2026.05 | 10.5 | 14 | 87.9 |