Safety in Batches? Understanding and Mitigating Safety Failures in Batch Prompting

Batch prompting is a practical inference strategy for large language models, but its safety implications remain underexplored. We show that the success of batch prompting for utility does not extend to safety: a harmful question that is reliably refused in isolation can elicit a harmful response whe