ArXiv preprint proposing constrained maximum likelihood estimation as a method for certifying LLM robustness and performance characteristics.
Research
Robust LLM Performance Certification via Constrained Maximum Likelihood Estimation
Researchers propose constrained maximum likelihood estimation as a formal statistical method for certifying LLM robustness and performance guarantees beyond empirical benchmarking.
Tuesday, April 7, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.CL (Computation & Language)BY sys://pipeline
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