Controllability on LLM Judge
90.38Controllability ScoreActAdd
Evaluation results
| Method | Links | |
|---|---|---|
| ActAddModel=Qwen2.5-7B, Steering Configuration=Best steering2026.01 | 90.38 | |
| SASModel=Qwen2.5-7B, Steering Configuration=Best steering2026.01 | 90.38 | |
| AASModel=Qwen2.5-7B, Steering Configuration=Best steering2026.01 | 87.5 | |
| Selective SteeringModel=Llama-3.2-3B, Steering Configuration=Best steering2026.01 | 86.54 | |
| ActAddModel=Llama-3.2-3B, Steering Configuration=Best steering2026.01 | 85.58 | |
| SASModel=Llama-3.2-3B, Steering Configuration=Best steering2026.01 | 85.58 | |
| AASModel=Llama-3.2-3B, Steering Configuration=Best steering2026.01 | 85.58 | |
| Selective SteeringModel=Qwen2.5-3B, Steering Configuration=Best steering2026.01 | 83.65 | |
| Selective SteeringModel=gemma-2-2b, Steering Configuration=Best steering2026.01 | 82.69 | |
| Selective SteeringModel=Qwen2.5-7B, Steering Configuration=Best steering2026.01 | 81.73 | |
| Selective SteeringModel=Llama-3.2-1B, Steering Configuration=Best steering2026.01 | 78.85 | |
| AASModel=Llama-3.2-1B, Steering Configuration=Best steering2026.01 | 73.08 | |
| ActAddModel=Llama-3.2-1B, Steering Configuration=Best steering2026.01 | 72.12 | |
| SASModel=Llama-3.2-1B, Steering Configuration=Best steering2026.01 | 72.12 | |
| AASModel=gemma-2-2b, Steering Configuration=Best steering2026.01 | 72.12 | |
| AASModel=Llama-3.1-8B, Steering Configuration=Best steering2026.01 | 70.19 | |
| Selective SteeringModel=Llama-3.1-8B, Steering Configuration=Best steering2026.01 | 70.19 | |
| ActAddModel=Llama-3.1-8B, Steering Configuration=Best steering2026.01 | 68.27 | |
| SASModel=Llama-3.1-8B, Steering Configuration=Best steering2026.01 | 68.27 | |
| Selective SteeringModel=gemma-2-9b, Steering Configuration=Best steering2026.01 | 68.27 | |
| Selective SteeringModel=Qwen2.5-1.5B, Steering Configuration=Best steering2026.01 | 66.35 | |
| AASModel=Qwen2.5-3B, Steering Configuration=Best steering2026.01 | 56.73 | |
| AASModel=gemma-2-9b, Steering Configuration=Best steering2026.01 | 50.96 | |
| DirAblModel=Qwen2.5-7B, Steering Configuration=Best steering2026.01 | 47.12 | |
| DirAblModel=Llama-3.2-1B, Steering Configuration=Best steering2026.01 | 44.23 | |
| DirAblModel=Qwen2.5-3B, Steering Configuration=Best steering2026.01 | 43.27 | |
| DirAblModel=Llama-3.2-3B, Steering Configuration=Best steering2026.01 | 36.54 | |
| AASModel=Qwen2.5-1.5B, Steering Configuration=Best steering2026.01 | 29.81 | |
| ActAddModel=Qwen2.5-3B, Steering Configuration=Best steering2026.01 | 28.85 | |
| SASModel=Qwen2.5-3B, Steering Configuration=Best steering2026.01 | 28.85 | |
| DirAblModel=gemma-2-2b, Steering Configuration=Best steering2026.01 | 24.04 | |
| DirAblModel=Llama-3.1-8B, Steering Configuration=Best steering2026.01 | 16.35 | |
| DirAblModel=Qwen2.5-1.5B, Steering Configuration=Best steering2026.01 | 16.35 | |
| DirAblModel=gemma-2-9b, Steering Configuration=Best steering2026.01 | 9.62 | |
| ActAddModel=Qwen2.5-1.5B, Steering Configuration=Best steering2026.01 | 3.85 | |
| SASModel=Qwen2.5-1.5B, Steering Configuration=Best steering2026.01 | 3.85 | |
| ActAddModel=gemma-2-2b, Steering Configuration=Best steering2026.01 | 0 | |
| SASModel=gemma-2-2b, Steering Configuration=Best steering2026.01 | 0 | |
| ActAddModel=gemma-2-9b, Steering Configuration=Best steering2026.01 | 0 | |
| SASModel=gemma-2-9b, Steering Configuration=Best steering2026.01 | 0 |