Arathi Mani

Consistency Training Is Not Neutral to Alignment

Consistency training encourages a model to produce similar outputs across related inputs or sampling procedures. Such methods are simple, scalable, and improve reasoning in language models, but their effects on model alignment haven't been well studied. Could the self-bootstrapping nature of these m…