DualSelect Keeps LLM Safety Intact While Fine‑Tuning on New Tasks
Fine‑tuning aligned LLMs often sacrifices safety. DualSelect jointly picks task data and safety references, refreshing references to steer updates and filter compatible examples. Experiments on 1‑8B models show a 5‑point safety gain over the best baselines with minimal performance loss.