Defensive Refusal Bias: How Safety Alignment Fails Cyber Defenders

David Campbell, Neil Kale, Udari Madhushani Sehwag +5

Safety alignment in large language models (LLMs), particularly for cybersecurity tasks, primarily focuses on preventing misuse. While this approach reduces direct harm, it obscures…