Attribute Steering on Sentiment S
99.9Confidence ScoreUniform
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| UniformModel=MDLM-124M, alpha=122026.05 | 99.9 | 93 | 93.7 | |
| Contrastive Vec.Model=SEDD-124M, alpha=182026.05 | 99.8 | 88 | 91.3 | |
| UniformModel=DREAM-7B, alpha=142026.05 | 99.5 | 14 | 84.5 | |
| UniformModel=SEDD-124M, alpha=122026.05 | 98.8 | 94 | 91.1 | |
| ProbeModel=DREAM-7B, alpha=142026.05 | 98.5 | 48 | 94.4 | |
| AdaptiveModel=DREAM-7B, alpha=142026.05 | 97.6 | 12 | 85.1 | |
| UniformModel=DREAM-7B, alpha=152026.05 | 97.5 | 75 | 60.4 | |
| Contrastive Vec.Model=LLaDA-8B, alpha=42026.05 | 97.1 | 10 | 72.7 | |
| AdaptiveModel=DREAM-7B, alpha=152026.05 | 96.3 | 60 | 54.4 | |
| ProbeModel=SEDD-124M, alpha=62026.05 | 95.7 | 96 | 91.4 | |
| Contrastive Vec.Model=DREAM-7B, alpha=152026.05 | 95.3 | 16 | 83.6 | |
| Contrastive Vec.Model=MDLM-124M, alpha=152026.05 | 95 | 421 | 92.5 | |
| PCAModel=LLaDA-8B, alpha=22026.05 | 94.2 | 8 | 73 | |
| AdaptiveModel=MDLM-124M, alpha=152026.05 | 93.7 | 57 | 93.6 | |
| UniformModel=SEDD-124M, alpha=132026.05 | 93.7 | 97 | 84.1 | |
| Contrastive Vec.Model=DREAM-7B, alpha=92026.05 | 92.8 | 41 | 79 | |
| Contrastive Vec.Model=SEDD-124M, alpha=202026.05 | 91.7 | 81 | 91.5 | |
| AdaptiveModel=SEDD-124M, alpha=202026.05 | 91.2 | 48 | 87.2 | |
| UniformModel=LLaDA-8B, alpha=152026.05 | 89 | 12 | 76.5 | |
| ProbeModel=LLaDA-8B, alpha=72026.05 | 89 | 7 | 69.3 | |
| ProbeModel=SEDD-124M, alpha=92026.05 | 87.2 | 91 | 91.9 | |
| ProbeModel=DREAM-7B, alpha=152026.05 | 86.6 | 15 | 87.2 | |
| PromptModel=LLaDA-8B2026.05 | 80.9 | 16 | 84.7 | |
| PromptModel=DREAM-7B2026.05 | 80.3 | 12 | 81.8 | |
| AdaptiveModel=LLaDA-8B, alpha=142026.05 | 79.6 | 14 | 80.6 | |
| AdaptiveModel=SEDD-124M, alpha=202026.05 | 76.8 | 55 | 90.3 | |
| ProbeModel=MDLM-124M, alpha=142026.05 | 74.3 | 581 | 96.4 | |
| AdaptiveModel=MDLM-124M, alpha=152026.05 | 71.7 | 57 | 93.3 | |
| UniformModel=MDLM-124M, alpha=52026.05 | 70 | 82 | 93.8 | |
| No SteeringModel=LLaDA-8B2026.05 | 69.1 | 16 | 85.1 | |
| UniformModel=LLaDA-8B, alpha=122026.05 | 69 | 7 | 43.7 | |
| ProbeModel=MDLM-124M, alpha=132026.05 | 66.4 | 1,285 | 98.4 | |
| AdaptiveModel=LLaDA-8B, alpha=152026.05 | 66.1 | 8 | 46.8 | |
| PCAModel=DREAM-7B, alpha=92026.05 | 65.3 | 15 | 88.7 | |
| No SteeringModel=DREAM-7B2026.05 | 57.7 | 14 | 87.9 | |
| No SteeringModel=SEDD-124M2026.05 | 57.7 | 44 | 92.5 | |
| PCAModel=SEDD-124M, alpha=12026.05 | 56.7 | 40 | 91.8 | |
| Contrastive Vec.Model=LLaDA-8B, alpha=112026.05 | 53.7 | 7 | 71.4 | |
| No SteeringModel=MDLM-124M2026.05 | 53.3 | 43 | 92.6 | |
| PCAModel=LLaDA-8B, alpha=92026.05 | 49.7 | 9 | 73.4 | |
| ProbeModel=LLaDA-8B, alpha=142026.05 | 48.6 | 8 | 66.9 | |
| PromptModel=LLaDA-8B2026.05 | 45.1 | 20 | 65.3 | |
| Contrastive Vec.Model=MDLM-124M, alpha=42026.05 | 43.3 | 379 | 95.6 | |
| PCAModel=MDLM-124M, alpha=52026.05 | 42.8 | 383 | 95.8 | |
| PCAModel=SEDD-124M, alpha=52026.05 | 33.3 | 51 | 92.6 | |
| No SteeringModel=SEDD-124M2026.05 | 29 | 44 | 92.5 | |
| PCAModel=DREAM-7B, alpha=152026.05 | 27.8 | 15 | 89.4 | |
| No SteeringModel=DREAM-7B2026.05 | 26.5 | 14 | 87.9 | |
| No SteeringModel=MDLM-124M2026.05 | 25.5 | 43 | 92.6 | |
| No SteeringModel=LLaDA-8B2026.05 | 22.2 | 16 | 85.1 | |
| PCAModel=MDLM-124M, alpha=142026.05 | 20.7 | 490 | 96.9 | |
| PromptModel=DREAM-7B2026.05 | 20.6 | 15 | 78.7 |