BELLS-O: Evaluating the Operational Trade-offs of LLM Supervision Systems

Leonhard Waibl, Felix Michalak, Hadrien Mariaccia

LLM supervision systems, namely input/output moderation filters and jailbreak detectors, are the primary safeguard against misuse in deployed AI applications, yet existing benchmar…