Multi-attribute steering on Multi-attribute steering S+T (test)
100S ScoreUniform+E
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Uniform+EBackbone=DREAM-7B, Alpha (α)=112026.05 | 100 | 100 | 21 | 77.4 | |
| UniformBackbone=DREAM-7B, Alpha (α)=52026.05 | 99.8 | 99.9 | 26 | 78.6 | |
| Adaptive+EBackbone=DREAM-7B, Alpha (α)=132026.05 | 99.6 | 99.9 | 17 | 76.7 | |
| Contrastive Vec.Backbone=DREAM-7B, Alpha (α)=152026.05 | 99.5 | 71.7 | 15 | 79.9 | |
| Contrastive Vec.Backbone=SEDD-124M, Alpha (α)=202026.05 | 99 | 100 | 91 | 92.1 | |
| AdaptiveBackbone=DREAM-7B, Alpha (α)=132026.05 | 98.6 | 100 | 50 | 56.8 | |
| Uniform+EBackbone=MDLM-124M, Alpha (α)=62026.05 | 98.5 | 99.9 | 96 | 93.3 | |
| Uniform+EBackbone=SEDD-124M, Alpha (α)=92026.05 | 95.3 | 98.4 | 95 | 91.1 | |
| AdaptiveBackbone=MDLM-124M, Alpha (α)=152026.05 | 95.2 | 99.9 | 71 | 92.5 | |
| UniformBackbone=LLaDA-8B, Alpha (α)=122026.05 | 94.7 | 99.9 | 6 | 43.8 | |
| Adaptive+EBackbone=MDLM-124M, Alpha (α)=142026.05 | 93.9 | 97.4 | 58 | 92.9 | |
| Contrastive Vec.Backbone=LLaDA-8B, Alpha (α)=152026.05 | 93.4 | 26.4 | 8 | 81.9 | |
| UniformBackbone=MDLM-124M, Alpha (α)=32026.05 | 93.2 | 99.9 | 91 | 93.1 | |
| AdaptiveBackbone=SEDD-124M, Alpha (α)=182026.05 | 92.8 | 100 | 67 | 87.2 | |
| UniformBackbone=SEDD-124M, Alpha (α)=42026.05 | 92.7 | 100 | 98 | 89.3 | |
| PCABackbone=LLaDA-8B, Alpha (α)=62026.05 | 92.5 | 23 | 7 | 61.5 | |
| Adaptive+EBackbone=LLaDA-8B, Alpha (α)=152026.05 | 91.7 | 87.5 | 9 | 65 | |
| ProbeBackbone=SEDD-124M, Alpha (α)=72026.05 | 91.6 | 78.6 | 98 | 92.3 | |
| AdaptiveBackbone=LLaDA-8B, Alpha (α)=122026.05 | 91.1 | 98.2 | 8 | 56.9 | |
| Uniform+EBackbone=LLaDA-8B, Alpha (α)=152026.05 | 89.4 | 95.4 | 7 | 54.4 | |
| PromptBackbone=LLaDA-8B2026.05 | 88.7 | 50.5 | 17 | 82.7 | |
| Contrastive Vec.Backbone=MDLM-124M, Alpha (α)=152026.05 | 84.4 | 64 | 376 | 91.8 | |
| Adaptive+EBackbone=SEDD-124M, Alpha (α)=192026.05 | 82.8 | 77.4 | 59 | 91.5 | |
| ProbeBackbone=DREAM-7B, Alpha (α)=142026.05 | 81.9 | 49.5 | 15 | 88.1 | |
| PromptBackbone=DREAM-7B2026.05 | 80.3 | 63.2 | 12 | 80.2 | |
| ProbeBackbone=LLaDA-8B, Alpha (α)=32026.05 | 78.1 | 32.3 | 8 | 74.3 | |
| ProbeBackbone=MDLM-124M, Alpha (α)=152026.05 | 72.8 | 99.8 | 324 | 94.1 | |
| No SteeringBackbone=LLaDA-8B2026.05 | 69.1 | 13.9 | 16 | 85.1 | |
| PCABackbone=DREAM-7B, Alpha (α)=132026.05 | 67.9 | 29.4 | 13 | 79.4 | |
| No SteeringBackbone=DREAM-7B2026.05 | 57.7 | 10.5 | 14 | 87.9 | |
| No SteeringBackbone=SEDD-124M2026.05 | 29 | 20.3 | 44 | 92.5 | |
| PCABackbone=SEDD-124M, Alpha (α)=52026.05 | 28.3 | 21.9 | 48 | 92.8 | |
| No SteeringBackbone=MDLM-124M2026.05 | 25.5 | 18.6 | 43 | 92.6 | |
| PCABackbone=MDLM-124M, Alpha (α)=122026.05 | 20.1 | 11.2 | 310 | 93.5 |