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cs.LG2026
Patterning in Practice: Debiasing Reward Models with Susceptibilities
George Wang, Elizabeth Donoway, Daniel Murfet
Reward models trained on human preferences are known to suffer from length, formatting, and other stylistic biases. In this paper we use patterning, which reweights each preference…
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…