MARS Uses Textual Refusal Directions for Multimodal Safety

MARS (Modality-Agnostic Refusal Steering) leverages textual refusal directions extracted from LLM backbones to steer multimodal models away from unsafe content. This approach allows for safety alignment across image and video modalities without requiring new, ethically sensitive multimodal safety data.