Robust LLM Performance Certification via Constrained Maximum Likelihood Estimation

Minghe Shen, Ananth Balashankar, Adam Fisch +2

The ability to rigorously estimate the failure rates of large language models (LLMs) is a prerequisite for their safe deployment. Currently, however, practitioners often face a tra…