Safety Evaluation on 8-first-plot
0Misalignment Ratere-SFT
Evaluation results
| Method | Links | |||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| re-SFTMitigation Strategy=Realignment Methods, Training Free=false2026.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Gating InversionMitigation Strategy=Realignment Methods, Training Free=true2026.06 | 0 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Activation SteerMitigation Strategy=Realignment Methods, Training Free=true2026.06 | 7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Misaligned LoRAMitigation Strategy=w/o Mitigation2026.06 | 61.7 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| Alignment Gating (Gating Inversion)Backbone=Qwen3-8B, Protocol=Gating Inversion, Format=Free-form generation2026.06 | — | — | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | |
| Alignment Gating (Gating Inversion)Backbone=Qwen3-14B, Protocol=Gating Inversion, Format=Free-form generation2026.06 | — | — | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 |