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cs.LG2026
Excess Description Length of Learning Generalizable Predictors
Elizabeth Donoway, Hailey Joren, Fabien Roger +1
Understanding whether fine-tuning elicits latent capabilities or teaches new ones is a fundamental question for language model evaluation and safety. We develop a formal informatio…
cs.LG2024
Classification with Conceptual Safeguards
Hailey Joren, Charles Marx, Berk Ustun
We propose a new approach to promote safety in classification tasks with established concepts. Our approach -- called a conceptual safeguard -- acts as a verification layer for mod…