2 papers
cs.CL2026
Human Evaluation with Automatic Scores: Separating Sampling and Estimation Gains
Yang Liu, Ran Zou, Zhengtao Gui +1
Automatic judges offer inexpensive information about model outputs, but an evaluation team must decide how to turn that information into fewer human annotations. Scores can guide s…
cs.CL2026
When Explanations Betray Backdoors: Black-Box Auditing for Language Model Classifiers
Yang Liu, Ran Zou
Language model classifiers with explanations are used for moderation, routing, topic triage, and low-resource annotation. We study black-box auditing when the defender has only cle…