Multi-attribute steering on ToneBank
7.03Judge ScoreORBIT
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| ORBITModel=Qwen-2.5-7B, K=12026.06 | 7.03 | 88.5 | 3.3 | — | |
| CAAModel=Qwen-2.5-7B, K=12026.06 | 6.88 | 86.5 | 3.31 | — | |
| ORBITModel=Qwen-2.5-7B, K=22026.06 | 6.44 | 86.8 | 1.42 | — | |
| ORBITModel=Llama-3.1-8B, K=12026.06 | 6.14 | 87.8 | 2.94 | — | |
| ORBITModel=Llama-3.2-3B, K=12026.06 | 6.11 | 87.8 | 2.76 | — | |
| ORBITModel=Llama-3.1-8B, K=22026.06 | 6.09 | 88.8 | 0.92 | — | |
| CAAModel=Qwen-2.5-7B, K=22026.06 | 6 | 85.8 | 1.18 | — | |
| ORBITModel=Llama-3.2-3B, K=22026.06 | 5.94 | 88 | 0.81 | — | |
| CAAModel=Llama-3.1-8B, K=12026.06 | 5.8 | 87.1 | 2.54 | — | |
| ORBITModel=Llama-3.2-3B, K=32026.06 | 5.79 | 88 | 0.02 | — | |
| CAAModel=Llama-3.2-3B, K=12026.06 | 5.75 | 87.7 | 2.52 | — | |
| CAAModel=Llama-3.1-8B, K=32026.06 | 5.74 | 86.8 | 0.07 | — | |
| CAAModel=Llama-3.2-3B, K=22026.06 | 5.72 | 86.2 | 0.44 | — | |
| CAAModel=Llama-3.1-8B, K=22026.06 | 5.67 | 85.7 | 0.26 | — | |
| ORBITModel=Llama-3.1-8B, K=32026.06 | 5.65 | 87.8 | 0.24 | — | |
| CAAModel=Qwen-2.5-7B, K=32026.06 | 5.62 | 84.5 | 0.02 | — | |
| ORBITModel=Qwen-2.5-7B, K=32026.06 | 5.59 | 84.2 | 0.59 | — | |
| CAAModel=Llama-3.2-3B, K=32026.06 | 5.49 | 86.1 | 0.13 | — | |
| K-SteerModel=Qwen-2.5-7B, K=32026.06 | 5.24 | 91.2 | 0 | — | |
| UnsteeredModel=Llama-3.2-3B, K=32026.06 | 5.22 | 90.9 | — | — | |
| UnsteeredModel=Qwen-2.5-7B, K=32026.06 | 5.21 | 90.8 | — | — | |
| UnsteeredModel=Llama-3.1-8B, K=32026.06 | 5.16 | 90.2 | — | — | |
| ORBITK=4, Model=Llama-3.1-8B2026.06 | 5.16 | 85.5 | — | — | |
| UnsteeredModel=Qwen-2.5-7B, K=22026.06 | 5.07 | 90.9 | — | — | |
| UnsteeredModel=Llama-3.2-3B, K=22026.06 | 5.06 | 90.8 | — | — | |
| K-SteerModel=Qwen-2.5-7B, K=22026.06 | 5.05 | 91 | 0 | — | |
| UnsteeredModel=Llama-3.1-8B, K=22026.06 | 4.98 | 90.4 | — | — | |
| K-SteerModel=Llama-3.2-3B, K=32026.06 | 4.96 | 83.9 | 0.06 | — | |
| K-SteerModel=Llama-3.2-3B, K=22026.06 | 4.91 | 83.8 | 0.12 | — | |
| K-SteerModel=Llama-3.1-8B, K=22026.06 | 4.9 | 86.1 | 0.03 | — | |
| ORBITK=5, Model=Llama-3.1-8B2026.06 | 4.9 | 81.6 | — | — | |
| K-SteerModel=Llama-3.1-8B, K=32026.06 | 4.88 | 88.4 | 1.01 | — | |
| CAAK=4, Model=Llama-3.1-8B2026.06 | 4.64 | 87 | — | — | |
| K-SteerModel=Llama-3.2-3B, K=12026.06 | 4.59 | 83.6 | 1.24 | — | |
| CAAK=5, Model=Llama-3.1-8B2026.06 | 4.58 | 87.2 | — | — | |
| K-SteerModel=Llama-3.1-8B, K=12026.06 | 4.16 | 84.3 | 0.53 | — | |
| K-SteeringK=5, Model=Llama-3.1-8B2026.06 | 4.15 | 79.7 | — | — | |
| UnsteeredModel=Qwen-2.5-7B, K=12026.06 | 4.1 | 91.2 | — | — | |
| K-SteerModel=Qwen-2.5-7B, K=12026.06 | 4.1 | 90.9 | 0 | — | |
| K-SteeringK=4, Model=Llama-3.1-8B2026.06 | 4.08 | 82.1 | — | — | |
| UnsteeredModel=Llama-3.1-8B, K=12026.06 | 3.86 | 89.6 | — | — | |
| UnsteeredModel=Llama-3.2-3B, K=12026.06 | 3.8 | 90.4 | — | — | |
| CAAModel=Llama-3.2-3B, K=12026.06 | — | — | — | 95 | |
| CAAModel=Llama-3.2-3B, K=22026.06 | — | — | — | 49 | |
| CAAModel=Llama-3.2-3B, K=32026.06 | — | — | — | 35 | |
| CAAModel=Qwen-2.5-7B, K=12026.06 | — | — | — | 97 | |
| CAAModel=Qwen-2.5-7B, K=22026.06 | — | — | — | 56 | |
| CAAModel=Qwen-2.5-7B, K=32026.06 | — | — | — | 40 | |
| CAAModel=Llama-3.1-8B, K=12026.06 | — | — | — | 93 | |
| CAAModel=Llama-3.1-8B, K=22026.06 | — | — | — | 47 | |
| CAAModel=Llama-3.1-8B, K=32026.06 | — | — | — | 40 | |
| K-SteerModel=Llama-3.2-3B, K=12026.06 | — | — | — | 67 | |
| K-SteerModel=Llama-3.2-3B, K=22026.06 | — | — | — | 23 | |
| K-SteerModel=Llama-3.2-3B, K=32026.06 | — | — | — | 15 | |
| K-SteerModel=Qwen-2.5-7B, K=12026.06 | — | — | — | 53 | |
| K-SteerModel=Qwen-2.5-7B, K=22026.06 | — | — | — | 14 | |
| K-SteerModel=Qwen-2.5-7B, K=32026.06 | — | — | — | 0 | |
| K-SteerModel=Llama-3.1-8B, K=12026.06 | — | — | — | 62 | |
| K-SteerModel=Llama-3.1-8B, K=22026.06 | — | — | — | 34 | |
| K-SteerModel=Llama-3.1-8B, K=32026.06 | — | — | — | 16 | |
| ORBITModel=Llama-3.2-3B, K=12026.06 | — | — | — | 97 | |
| ORBITModel=Llama-3.2-3B, K=22026.06 | — | — | — | 55 | |
| ORBITModel=Llama-3.2-3B, K=32026.06 | — | — | — | 48 | |
| ORBITModel=Qwen-2.5-7B, K=12026.06 | — | — | — | 100 | |
| ORBITModel=Qwen-2.5-7B, K=22026.06 | — | — | — | 67 | |
| ORBITModel=Qwen-2.5-7B, K=32026.06 | — | — | — | 48 | |
| ORBITModel=Llama-3.1-8B, K=12026.06 | — | — | — | 97 | |
| ORBITModel=Llama-3.1-8B, K=22026.06 | — | — | — | 53 | |
| ORBITModel=Llama-3.1-8B, K=32026.06 | — | — | — | 39 |