Safe responses matter: Output-aware safety guardrail mitigate over-refusal in MLLMs

Jiayi Li, Kun Zhan

Existing safety mechanisms for multimodal large language models (MLLMs) face a fundamental trade-off between safety and utility. Model fine-tuning achieves robust safety but compro…