Multi-attribute steering on TraitFactory
4.03Judge ScoreORBIT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ORBITModel=Llama-3.2-3B, K=22026.06 | 4.03 | 89 | 2.32 | |
| ORBITModel=Llama-3.2-3B, K=12026.06 | 3.99 | 89.7 | 4.36 | |
| ORBITModel=Llama-3.1-8B, K=32026.06 | 3.83 | 88.4 | 1.22 | |
| ORBITModel=Llama-3.2-3B, K=32026.06 | 3.75 | 90.1 | 0.99 | |
| ORBITModel=Qwen-2.5-7B, K=12026.06 | 3.48 | 88.8 | 3.13 | |
| ORBITK=3, Base model=Llama-3.1-8B2026.06 | 3.46 | 91.1 | — | |
| ORBITModel=Qwen-2.5-7B, K=22026.06 | 3.44 | 89.6 | 1.29 | |
| ORBITModel=Llama-3.1-8B, K=22026.06 | 3.36 | 89.7 | 1.67 | |
| ORBITModel=Qwen-2.5-7B, K=32026.06 | 3.18 | 88.9 | 0.61 | |
| ORBITK=2, Base model=Llama-3.1-8B2026.06 | 3.08 | 94.6 | — | |
| ORBITModel=Llama-3.1-8B, K=12026.06 | 2.91 | 90.2 | 2.52 | |
| CAAModel=Qwen-2.5-7B, K=12026.06 | 2.89 | 83.7 | 2.84 | |
| CAAModel=Llama-3.2-3B, K=12026.06 | 2.69 | 89.3 | 2.3 | |
| CAAModel=Llama-3.2-3B, K=22026.06 | 2.5 | 88 | 0.49 | |
| CAAModel=Llama-3.2-3B, K=32026.06 | 2.33 | 86.3 | 0.11 | |
| CAAModel=Llama-3.1-8B, K=22026.06 | 2.27 | 87.8 | 0.99 | |
| CAAModel=Llama-3.1-8B, K=32026.06 | 2.21 | 89.3 | 0.99 | |
| CAAModel=Llama-3.1-8B, K=12026.06 | 2.2 | 89.4 | 1.83 | |
| CAAK=2, Base model=Llama-3.1-8B2026.06 | 2.04 | 92.1 | — | |
| CAAK=3, Base model=Llama-3.1-8B2026.06 | 2 | 92.4 | — | |
| UnsteeredModel=Llama-3.2-3B, K=32026.06 | 1.92 | 93.2 | — | |
| K-SteerModel=Llama-3.2-3B, K=32026.06 | 1.92 | 84.8 | 0 | |
| K-SteerModel=Llama-3.2-3B, K=12026.06 | 1.9 | 86.9 | 1.09 | |
| K-SteerModel=Llama-3.2-3B, K=22026.06 | 1.87 | 84 | 0.22 | |
| UnsteeredModel=Llama-3.1-8B, K=32026.06 | 1.86 | 93 | — | |
| K-SteerModel=Llama-3.1-8B, K=32026.06 | 1.85 | 89.2 | 0.01 | |
| CAAModel=Qwen-2.5-7B, K=32026.06 | 1.84 | 86.2 | 0.06 | |
| K-SteerModel=Qwen-2.5-7B, K=32026.06 | 1.82 | 93.8 | 0 | |
| K-SteerModel=Llama-3.1-8B, K=12026.06 | 1.82 | 88.8 | 1.79 | |
| K-SteerModel=Llama-3.1-8B, K=22026.06 | 1.82 | 88.8 | 0.4 | |
| UnsteeredModel=Qwen-2.5-7B, K=32026.06 | 1.79 | 93.7 | — | |
| MAT-STEERK=3, Base model=Llama-3.1-8B2026.06 | 1.78 | 97.5 | — | |
| UnsteeredModel=Llama-3.2-3B, K=22026.06 | 1.76 | 93.3 | — | |
| UnsteeredK=3, Base model=Llama-3.1-8B2026.06 | 1.71 | 97.5 | — | |
| CAAModel=Qwen-2.5-7B, K=22026.06 | 1.69 | 83.9 | 0.23 | |
| K-SteerModel=Qwen-2.5-7B, K=22026.06 | 1.69 | 94.2 | 0 | |
| UnsteeredModel=Llama-3.1-8B, K=22026.06 | 1.69 | 92.9 | — | |
| K-SteeringK=3, Base model=Llama-3.1-8B2026.06 | 1.67 | 91.6 | — | |
| UnsteeredModel=Qwen-2.5-7B, K=22026.06 | 1.66 | 93.9 | — | |
| K-SteeringK=2, Base model=Llama-3.1-8B2026.06 | 1.58 | 92.1 | — | |
| MAT-STEERK=2, Base model=Llama-3.1-8B2026.06 | 1.51 | 97.8 | — | |
| K-SteerModel=Qwen-2.5-7B, K=12026.06 | 1.45 | 93.9 | 0.93 | |
| UnsteeredModel=Llama-3.2-3B, K=12026.06 | 1.43 | 93.6 | — | |
| UnsteeredK=2, Base model=Llama-3.1-8B2026.06 | 1.42 | 97.7 | — | |
| UnsteeredModel=Llama-3.1-8B, K=12026.06 | 1.4 | 93.2 | — | |
| UnsteeredModel=Qwen-2.5-7B, K=12026.06 | 1.29 | 93.8 | — |