Concept Steering on AxBench (Held-in)
1.185HMeanFLAS
Evaluation Results
| Method | Links | |
|---|---|---|
| FLASBase Model=Gemma-2-9B-IT, Intervention Layer=Layer 20, T=22026.05 | 1.185 | |
| HyperSteerBase Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 1.091 | |
| PromptingBase Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 1.075 | |
| FLASBase Model=Gemma-2-2B-IT, Intervention Layer=Layer 20, T=22026.05 | 1.025 | |
| RePSBase Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 0.892 | |
| LoReFTBase Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 0.777 | |
| HyperSteerBase Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.742 | |
| PromptingBase Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.731 | |
| LoReFTBase Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.722 | |
| SFTBase Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.714 | |
| LoRABase Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.641 | |
| ReFT-r1Base Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 0.63 | |
| RePSBase Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.606 | |
| LoRABase Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 0.602 | |
| ReFT-r1Base Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.509 | |
| DiffMeanBase Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 0.322 | |
| AcT (Layer 20)Base Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 0.27 | |
| SAEBase Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 0.191 | |
| AcT (All Layers)Base Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.187 | |
| SAE-ABase Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 0.186 | |
| DiffMeanBase Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.178 | |
| AcT (All Layers)Base Model=Gemma-2-9B-IT, Intervention Layer=Layer 202026.05 | 0.161 | |
| SAEBase Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.151 | |
| AcT (Layer 20)Base Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.144 | |
| SAE-ABase Model=Gemma-2-2B-IT, Intervention Layer=Layer 202026.05 | 0.132 |