Changick Kim

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

This work identifies batch prompting as a distinct safety failure mode, not reducible to known vulnerabilities such as in-context learning or long-context effects, and analyzes its causes from two complementary perspectives: alignment signal weakening and refusal signal dilution.